{ "analysis_sha256": "a4a559e89ee3134cb0ace61b40fe96527fb71a08202027d304070088e8679df6", "architecture_profile": { "adapter_id": "qwen3-vl-v1", "audio_present": false, "config_model_type": "qwen3_vl", "dense": true, "mtp_declared": false, "notes": [ "Qwen3-VL 8B Instruct, Embedding-8B, and 32B-Thinking convert through MLX-VLM.", "The complete vision tower remains protected at BF16.", "Embedding SKUs are retrieval checkpoints — do not claim generative or MTP metrics." ], "optimization_scope": "text-path", "product_family": "qwen3-vl", "support_level": "supported", "support_tier": "convertible", "text_layer_count": 64, "vision_present": true }, "assignments": [ { "bits": 8, "group_size": 64, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.embed_tokens", "outlier_strategy": "none", "parameters": 777912320, "predicted_loss": 0.0, "reason": "manual rule embedding-8: Embedding floor 8-bit affine", "role": "embedding", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 8.5 }, "tensor": "model.language_model.embed_tokens.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.0.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.0.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.0.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.0.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.0.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.0.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.0.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.0.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.0.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.0.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.0.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.0.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.0.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.0.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.0.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.0.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.0.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.0.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.0.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.0.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.0.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.0.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.1.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.1.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.1.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.1.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.1.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.1.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.1.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.1.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.1.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.1.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.1.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.1.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.1.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.1.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.1.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.1.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.1.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.1.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.1.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.1.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.1.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.1.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.2.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.2.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.2.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.2.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.2.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.2.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.2.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.2.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.2.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.2.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.2.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.2.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.2.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.2.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.2.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.2.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.2.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.2.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.2.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.2.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.2.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.2.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.3.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.3.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.3.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.3.mlp.gate_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.3.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.3.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.3.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.3.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.3.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.3.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.3.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.3.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.3.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.3.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.3.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.3.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.3.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.3.self_attn.v_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.3.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.3.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.3.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.3.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.4.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.4.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.4.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.4.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.4.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.4.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.4.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.4.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.4.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.4.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.4.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.4.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.4.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.4.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.4.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.4.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.4.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.4.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.4.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.4.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.4.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.4.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.5.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.5.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.5.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.5.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.5.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.5.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.5.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.5.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.5.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.5.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.5.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.5.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.5.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.5.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.5.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.5.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.5.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.5.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.5.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.5.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.5.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.5.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.6.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.6.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.6.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.6.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.6.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.6.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.6.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.6.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.6.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.6.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.6.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.6.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.6.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.6.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.6.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.6.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.6.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.6.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.6.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.6.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.6.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.6.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.7.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.7.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.7.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.7.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.7.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.7.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.7.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.7.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.7.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.7.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.7.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.7.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.7.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.7.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.7.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.7.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.7.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.7.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.7.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.7.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.7.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.7.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.8.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.8.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.8.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.8.mlp.gate_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.8.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.8.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.8.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.8.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.8.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.8.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.8.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.8.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.8.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.8.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.8.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.8.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.8.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.8.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.10.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.10.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.10.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.10.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.10.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.10.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.10.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.10.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.10.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.10.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.10.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.10.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.10.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.10.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.10.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.10.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.10.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.10.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.10.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.10.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.10.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.10.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.11.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.11.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.11.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.11.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.11.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.11.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.11.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.11.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.11.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.11.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.11.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.11.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.11.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.11.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.11.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.11.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.11.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.11.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.11.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.11.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.11.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.11.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.12.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.12.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.12.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.12.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.12.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.12.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.12.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.12.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.12.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.12.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.12.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.12.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.12.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.12.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.12.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.12.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.12.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.12.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.12.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.12.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.12.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.12.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.13.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.13.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.13.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.13.mlp.gate_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.13.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.13.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.13.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.13.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.13.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.13.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.13.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.13.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.13.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.13.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.13.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.13.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.13.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.13.self_attn.v_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.8.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.8.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.8.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.8.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.9.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.9.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.9.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.9.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.9.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.9.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.9.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.9.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.9.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.9.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.9.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.9.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.9.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.9.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.9.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.9.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.9.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.9.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.9.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.9.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.9.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.9.self_attn.v_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.13.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.13.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.13.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.13.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.14.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.14.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.14.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.14.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.14.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.14.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.14.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.14.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.14.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.14.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.14.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.14.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.14.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.14.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.14.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.14.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.14.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.14.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.14.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.14.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.14.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.14.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.15.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.15.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.15.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.15.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.15.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.15.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.15.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.15.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.15.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.15.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.15.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.15.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.15.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.15.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.15.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.15.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.15.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.15.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.15.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.15.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.15.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.15.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.16.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.16.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.16.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.16.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.16.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.16.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.16.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.16.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.16.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.16.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.16.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.16.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.16.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.16.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.16.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.16.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.16.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.16.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.16.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.16.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.16.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.16.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.17.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.17.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.17.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.17.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.17.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.17.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.17.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.17.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.17.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.17.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.17.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.17.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.17.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.17.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.17.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.17.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.17.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.17.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.17.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.17.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.17.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.17.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.18.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.18.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.18.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.18.mlp.gate_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.18.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.18.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.18.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.18.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.18.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.18.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.18.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.18.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.18.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.18.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.18.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.18.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.18.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.18.self_attn.v_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.18.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.18.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.18.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.18.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.19.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.19.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.19.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.19.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.19.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.19.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.19.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.19.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.19.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.19.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.19.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.19.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.19.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.19.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.19.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.19.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.19.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.19.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.19.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.19.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.19.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.19.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.20.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.20.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.20.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.20.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.20.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.20.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.20.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.20.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.20.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.20.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.20.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.20.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.20.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.20.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.20.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.20.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.20.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.20.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.20.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.20.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.20.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.20.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.21.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.21.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.21.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.21.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.21.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.21.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.21.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.21.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.21.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.21.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.21.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.21.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.21.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.21.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.21.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.21.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.21.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.21.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.21.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.21.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.21.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.21.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.22.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.22.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.22.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.22.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.22.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.22.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.22.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.22.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.22.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.22.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.22.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.22.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.22.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.22.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.22.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.22.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.22.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.22.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.22.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.22.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.22.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.22.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.23.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.23.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.23.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.23.mlp.gate_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.23.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.23.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.23.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.23.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.23.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.23.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.23.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.23.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.23.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.23.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.23.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.23.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.23.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.23.self_attn.v_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.23.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.23.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.23.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.23.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.24.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.24.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.24.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.24.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.24.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.24.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.24.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.24.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.24.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.24.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.24.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.24.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.24.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.24.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.24.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.24.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.24.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.24.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.24.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.24.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.24.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.24.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.25.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.25.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.25.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.25.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.25.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.25.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.25.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.25.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.25.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.25.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.25.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.25.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.25.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.25.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.25.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.25.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.25.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.25.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.25.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.25.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.25.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.25.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.26.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.26.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.26.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.26.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.26.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.26.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.26.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.26.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.26.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.26.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.26.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.26.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.26.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.26.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.26.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.26.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.26.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.26.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.26.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.26.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.26.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.26.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.27.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.27.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.27.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.27.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.27.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.27.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.27.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.27.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.27.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.27.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.27.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.27.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.27.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.27.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.27.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.27.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.27.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.27.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.27.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.27.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.27.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.27.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.28.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.28.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.28.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.28.mlp.gate_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.28.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.28.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.28.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.28.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.28.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.28.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.28.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.28.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.28.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.28.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.28.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.28.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.28.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.28.self_attn.v_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.28.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.28.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.28.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.28.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.29.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.29.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.29.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.29.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.29.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.29.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.29.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.29.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.29.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.29.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.29.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.29.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.29.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.29.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.29.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.29.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.29.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.29.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.29.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.29.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.29.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.29.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.30.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.30.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.30.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.30.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.30.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.30.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.30.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.30.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.30.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.30.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.30.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.30.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.30.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.30.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.30.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.30.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.30.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.30.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.30.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.30.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.30.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.30.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.31.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.31.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.31.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.31.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.31.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.31.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.31.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.31.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.31.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.31.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.31.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.31.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.31.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.31.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.31.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.31.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.31.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.31.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.31.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.31.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.31.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.31.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.32.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.32.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.32.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.32.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.32.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.32.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.32.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.32.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.32.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.32.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.32.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.32.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.32.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.32.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.32.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.32.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.32.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.32.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.32.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.32.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.32.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.32.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.33.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.33.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.33.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.33.mlp.gate_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.33.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.33.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.33.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.33.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.33.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.33.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.33.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.33.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.33.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.33.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.33.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.33.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.33.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.33.self_attn.v_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.33.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.33.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.33.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.33.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.34.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.34.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.34.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.34.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.34.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.34.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.34.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.34.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.34.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.34.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.34.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.34.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.34.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.34.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.34.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.34.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.34.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.34.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.34.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.34.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.34.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.34.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.35.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.35.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.35.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.35.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.35.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.35.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.35.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.35.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.35.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.35.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.35.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.35.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.35.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.35.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.35.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.35.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.35.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.35.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.35.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.35.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.35.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.35.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.36.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.36.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.36.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.36.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.36.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.36.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.36.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.36.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.36.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.36.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.36.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.36.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.36.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.36.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.36.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.36.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.36.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.36.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.36.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.36.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.36.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.36.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.37.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.37.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.37.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.37.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.37.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.37.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.37.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.37.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.37.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.37.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.37.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.37.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.37.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.37.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.37.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.37.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.37.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.37.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.37.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.37.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.37.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.37.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.38.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.38.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.38.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.38.mlp.gate_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.38.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.38.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.38.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.38.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.38.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.38.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.38.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.38.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.38.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.38.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.38.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.38.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.38.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.38.self_attn.v_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.38.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.38.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.38.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.38.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.39.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.39.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.39.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.39.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.39.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.39.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.39.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.39.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.39.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.39.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.39.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.39.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.39.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.39.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.39.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.39.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.39.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.39.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.39.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.39.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.39.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.39.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.40.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.40.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.40.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.40.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.40.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.40.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.40.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.40.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.40.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.40.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.40.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.40.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.40.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.40.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.40.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.40.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.40.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.40.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.40.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.40.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.40.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.40.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.41.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.41.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.41.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.41.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.41.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.41.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.41.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.41.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.41.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.41.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.41.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.41.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.41.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.41.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.41.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.41.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.41.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.41.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.41.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.41.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.41.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.41.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.42.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.42.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.42.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.42.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.42.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.42.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.42.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.42.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.42.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.42.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.42.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.42.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.42.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.42.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.42.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.42.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.42.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.42.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.42.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.42.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.42.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.42.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.43.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.43.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.43.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.43.mlp.gate_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.43.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.43.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.43.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.43.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.43.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.43.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.43.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.43.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.43.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.43.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.43.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.43.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.43.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.43.self_attn.v_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.43.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.43.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.43.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.43.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.44.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.44.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.44.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.44.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.44.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.44.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.44.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.44.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.44.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.44.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.44.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.44.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.44.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.44.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.44.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.44.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.44.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.44.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.44.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.44.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.44.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.44.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.45.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.45.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.45.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.45.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.45.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.45.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.45.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.45.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.45.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.45.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.45.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.45.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.45.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.45.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.45.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.45.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.45.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.45.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.45.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.45.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.45.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.45.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.46.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.46.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.46.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.46.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.46.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.46.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.46.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.46.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.46.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.46.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.46.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.46.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.46.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.46.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.46.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.46.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.46.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.46.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.46.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.46.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.46.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.46.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.47.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.47.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.47.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.47.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.47.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.47.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.47.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.47.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.47.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.47.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.47.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.47.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.47.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.47.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.47.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.47.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.47.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.47.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.47.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.47.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.47.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.47.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.48.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.48.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.48.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.48.mlp.gate_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.48.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.48.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.48.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.48.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.48.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.48.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.48.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.48.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.48.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.48.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.48.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.48.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.48.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.48.self_attn.v_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.48.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.48.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.48.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.48.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.49.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.49.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.49.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.49.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.49.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.49.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.49.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.49.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.49.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.49.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.49.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.49.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.49.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.49.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.49.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.49.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.49.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.49.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.49.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.49.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.49.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.49.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.50.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.50.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.50.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.50.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.50.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.50.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.50.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.50.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.50.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.50.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.50.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.50.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.50.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.50.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.50.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.50.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.50.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.50.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.50.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.50.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.50.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.50.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.51.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.51.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.51.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.51.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.51.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.51.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.51.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.51.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.51.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.51.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.51.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.51.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.51.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.51.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.51.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.51.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.51.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.51.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.51.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.51.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.51.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.51.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.52.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.52.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.52.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.52.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.52.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.52.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.52.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.52.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.52.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.52.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.52.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.52.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.52.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.52.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.52.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.52.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.52.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.52.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.52.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.52.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.52.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.52.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.53.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.53.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.53.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.53.mlp.gate_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.53.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.53.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.53.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.53.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.53.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.53.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.53.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.53.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.53.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.53.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.53.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.53.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.53.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.53.self_attn.v_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.53.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.53.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.53.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.53.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.54.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.54.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.54.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.54.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.54.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.54.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.54.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.54.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.54.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.54.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.54.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.54.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.54.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.54.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.54.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.54.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.54.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.54.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.54.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.54.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.54.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.54.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.55.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.55.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.55.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.55.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.55.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.55.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.55.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.55.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.55.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.55.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.55.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.55.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.55.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.55.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.55.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.55.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.55.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.55.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.55.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.55.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.55.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.55.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.56.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.56.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.56.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.56.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.56.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.56.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.56.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.56.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.56.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.56.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.56.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.56.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.56.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.56.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.56.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.56.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.56.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.56.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.56.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.56.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.56.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.56.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.57.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.57.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.57.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.57.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.57.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.57.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.57.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.57.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.57.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.57.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.57.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.57.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.57.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.57.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.57.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.57.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.57.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.57.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.57.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.57.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.57.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.57.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.58.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.58.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.58.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.58.mlp.gate_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.58.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.58.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.58.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.58.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.58.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.58.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.58.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.58.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.58.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.58.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.58.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.58.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.58.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.58.self_attn.v_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.58.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.58.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.58.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.58.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.59.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.59.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.59.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.59.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.59.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.59.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.59.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.59.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.59.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.59.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.59.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.59.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.59.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.59.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.59.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.59.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.59.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.59.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.59.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.59.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.59.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.59.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.60.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.60.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.60.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.60.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.60.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.60.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.60.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.60.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.60.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.60.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.60.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.60.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.60.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.60.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.60.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.60.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.60.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.60.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.60.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.60.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.60.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.60.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.61.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.61.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.61.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.61.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.61.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.61.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.61.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.61.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.61.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.61.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.61.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.61.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.61.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.61.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.61.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.61.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.61.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.61.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.61.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.61.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.61.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.61.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.62.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.62.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.62.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.62.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.62.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.62.mlp.gate_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.62.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.62.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.62.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.62.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.62.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.62.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.62.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.62.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.62.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.62.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.62.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.62.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.62.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.62.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.62.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.62.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.63.input_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.63.input_layernorm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.63.mlp.gate_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.63.mlp.gate_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.63.post_attention_layernorm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.63.post_attention_layernorm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.63.self_attn.k_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.63.self_attn.k_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.63.self_attn.k_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.63.self_attn.k_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.63.self_attn.o_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.63.self_attn.o_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.63.self_attn.q_norm", "outlier_strategy": "none", "parameters": 128, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.layers.63.self_attn.q_norm.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.63.self_attn.q_proj", "outlier_strategy": "none", "parameters": 41943040, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.63.self_attn.q_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.63.self_attn.v_proj", "outlier_strategy": "none", "parameters": 5242880, "predicted_loss": 0.0, "reason": "manual rule attention-mxfp4: AXQ-MXFP4 language attention trunk", "role": "attention", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.63.self_attn.v_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "lm_head", "outlier_strategy": "none", "parameters": 777912320, "predicted_loss": 0.0, "reason": "manual rule protect-lm-head: Protection floor — LM head stays BF16", "role": "lm_head", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "lm_head.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.63.mlp.down_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.63.mlp.down_proj.weight" }, { "bits": 4, "group_size": 32, "method": "affine", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.layers.63.mlp.up_proj", "outlier_strategy": "none", "parameters": 131072000, "predicted_loss": 0.0, "reason": "manual rule mlp-mxfp4: AXQ-MXFP4 language MLP trunk", "role": "mlp", "scale_strategy": "group-affine", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 5.0 }, "tensor": "model.language_model.layers.63.mlp.up_proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.language_model.norm", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-norms: Protection floor — norms stay BF16", "role": "norm", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.language_model.norm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.0.attn.proj.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.0.attn.proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.0.attn.proj", "outlier_strategy": "none", "parameters": 1327104, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.0.attn.proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.0.attn.qkv.bias", "outlier_strategy": "none", "parameters": 3456, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.0.attn.qkv.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.0.attn.qkv", "outlier_strategy": "none", "parameters": 3981312, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.0.attn.qkv.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.0.mlp.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4304, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.0.mlp.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.0.mlp.linear_fc1", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.0.mlp.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.0.mlp.linear_fc2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.0.mlp.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.0.mlp.linear_fc2", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.0.mlp.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.0.norm1.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.0.norm1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.0.norm1", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.0.norm1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.0.norm2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.0.norm2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.0.norm2", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.0.norm2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.1.attn.proj.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.1.attn.proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.1.attn.proj", "outlier_strategy": "none", "parameters": 1327104, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.1.attn.proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.1.attn.qkv.bias", "outlier_strategy": "none", "parameters": 3456, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.1.attn.qkv.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.1.attn.qkv", "outlier_strategy": "none", "parameters": 3981312, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.1.attn.qkv.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.1.mlp.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4304, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.1.mlp.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.1.mlp.linear_fc1", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.1.mlp.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.1.mlp.linear_fc2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.1.mlp.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.1.mlp.linear_fc2", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.1.mlp.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.1.norm1.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.1.norm1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.1.norm1", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.1.norm1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.1.norm2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.1.norm2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.1.norm2", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.1.norm2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.10.attn.proj.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.10.attn.proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.10.attn.proj", "outlier_strategy": "none", "parameters": 1327104, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.10.attn.proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.10.attn.qkv.bias", "outlier_strategy": "none", "parameters": 3456, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.10.attn.qkv.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.10.attn.qkv", "outlier_strategy": "none", "parameters": 3981312, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.10.attn.qkv.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.10.mlp.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4304, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.10.mlp.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.10.mlp.linear_fc1", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.10.mlp.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.10.mlp.linear_fc2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.10.mlp.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.10.mlp.linear_fc2", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.10.mlp.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.10.norm1.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.10.norm1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.10.norm1", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.10.norm1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.10.norm2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.10.norm2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.10.norm2", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.10.norm2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.11.attn.proj.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.11.attn.proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.11.attn.proj", "outlier_strategy": "none", "parameters": 1327104, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.11.attn.proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.11.attn.qkv.bias", "outlier_strategy": "none", "parameters": 3456, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.11.attn.qkv.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.11.attn.qkv", "outlier_strategy": "none", "parameters": 3981312, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.11.attn.qkv.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.11.mlp.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4304, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.11.mlp.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.11.mlp.linear_fc1", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.11.mlp.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.11.mlp.linear_fc2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.11.mlp.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.11.mlp.linear_fc2", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.11.mlp.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.11.norm1.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.11.norm1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.11.norm1", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.11.norm1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.11.norm2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.11.norm2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.11.norm2", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.11.norm2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.12.attn.proj.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.12.attn.proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.12.attn.proj", "outlier_strategy": "none", "parameters": 1327104, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.12.attn.proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.12.attn.qkv.bias", "outlier_strategy": "none", "parameters": 3456, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.12.attn.qkv.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.12.attn.qkv", "outlier_strategy": "none", "parameters": 3981312, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.12.attn.qkv.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.12.mlp.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4304, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.12.mlp.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.12.mlp.linear_fc1", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.12.mlp.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.12.mlp.linear_fc2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.12.mlp.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.12.mlp.linear_fc2", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.12.mlp.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.12.norm1.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.12.norm1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.12.norm1", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.12.norm1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.12.norm2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.12.norm2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.12.norm2", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.12.norm2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.13.attn.proj.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.13.attn.proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.13.attn.proj", "outlier_strategy": "none", "parameters": 1327104, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.13.attn.proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.13.attn.qkv.bias", "outlier_strategy": "none", "parameters": 3456, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.13.attn.qkv.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.13.attn.qkv", "outlier_strategy": "none", "parameters": 3981312, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.13.attn.qkv.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.13.mlp.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4304, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.13.mlp.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.13.mlp.linear_fc1", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.13.mlp.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.13.mlp.linear_fc2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.13.mlp.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.13.mlp.linear_fc2", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.13.mlp.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.13.norm1.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.13.norm1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.13.norm1", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.13.norm1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.13.norm2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.13.norm2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.13.norm2", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.13.norm2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.14.attn.proj.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.14.attn.proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.14.attn.proj", "outlier_strategy": "none", "parameters": 1327104, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.14.attn.proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.14.attn.qkv.bias", "outlier_strategy": "none", "parameters": 3456, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.14.attn.qkv.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.14.attn.qkv", "outlier_strategy": "none", "parameters": 3981312, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.14.attn.qkv.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.14.mlp.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4304, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.14.mlp.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.14.mlp.linear_fc1", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.14.mlp.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.14.mlp.linear_fc2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.14.mlp.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.14.mlp.linear_fc2", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.14.mlp.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.14.norm1.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.14.norm1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.14.norm1", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.14.norm1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.14.norm2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.14.norm2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.14.norm2", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.14.norm2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.15.attn.proj.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.15.attn.proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.15.attn.proj", "outlier_strategy": "none", "parameters": 1327104, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.15.attn.proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.15.attn.qkv.bias", "outlier_strategy": "none", "parameters": 3456, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.15.attn.qkv.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.15.attn.qkv", "outlier_strategy": "none", "parameters": 3981312, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.15.attn.qkv.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.15.mlp.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4304, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.15.mlp.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.15.mlp.linear_fc1", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.15.mlp.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.15.mlp.linear_fc2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.15.mlp.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.15.mlp.linear_fc2", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.15.mlp.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.15.norm1.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.15.norm1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.15.norm1", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.15.norm1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.15.norm2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.15.norm2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.15.norm2", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.15.norm2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.16.attn.proj.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.16.attn.proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.16.attn.proj", "outlier_strategy": "none", "parameters": 1327104, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.16.attn.proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.16.attn.qkv.bias", "outlier_strategy": "none", "parameters": 3456, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.16.attn.qkv.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.16.attn.qkv", "outlier_strategy": "none", "parameters": 3981312, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.16.attn.qkv.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.16.mlp.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4304, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.16.mlp.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.16.mlp.linear_fc1", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.16.mlp.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.16.mlp.linear_fc2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.16.mlp.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.16.mlp.linear_fc2", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.16.mlp.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.16.norm1.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.16.norm1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.16.norm1", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.16.norm1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.16.norm2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.16.norm2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.16.norm2", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.16.norm2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.17.attn.proj.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.17.attn.proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.17.attn.proj", "outlier_strategy": "none", "parameters": 1327104, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.17.attn.proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.17.attn.qkv.bias", "outlier_strategy": "none", "parameters": 3456, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.17.attn.qkv.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.17.attn.qkv", "outlier_strategy": "none", "parameters": 3981312, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.17.attn.qkv.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.17.mlp.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4304, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.17.mlp.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.17.mlp.linear_fc1", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.17.mlp.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.17.mlp.linear_fc2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.17.mlp.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.17.mlp.linear_fc2", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.17.mlp.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.17.norm1.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.17.norm1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.17.norm1", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.17.norm1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.17.norm2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.17.norm2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.17.norm2", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.17.norm2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.18.attn.proj.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.18.attn.proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.18.attn.proj", "outlier_strategy": "none", "parameters": 1327104, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.18.attn.proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.18.attn.qkv.bias", "outlier_strategy": "none", "parameters": 3456, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.18.attn.qkv.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.18.attn.qkv", "outlier_strategy": "none", "parameters": 3981312, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.18.attn.qkv.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.18.mlp.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4304, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.18.mlp.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.18.mlp.linear_fc1", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.18.mlp.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.18.mlp.linear_fc2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.18.mlp.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.18.mlp.linear_fc2", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.18.mlp.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.18.norm1.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.18.norm1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.18.norm1", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.18.norm1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.18.norm2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.18.norm2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.18.norm2", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.18.norm2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.19.attn.proj.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.19.attn.proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.19.attn.proj", "outlier_strategy": "none", "parameters": 1327104, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.19.attn.proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.19.attn.qkv.bias", "outlier_strategy": "none", "parameters": 3456, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.19.attn.qkv.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.19.attn.qkv", "outlier_strategy": "none", "parameters": 3981312, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.19.attn.qkv.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.19.mlp.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4304, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.19.mlp.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.19.mlp.linear_fc1", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.19.mlp.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.19.mlp.linear_fc2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.19.mlp.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.19.mlp.linear_fc2", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.19.mlp.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.19.norm1.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.19.norm1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.19.norm1", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.19.norm1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.19.norm2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.19.norm2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.19.norm2", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.19.norm2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.2.attn.proj.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.2.attn.proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.2.attn.proj", "outlier_strategy": "none", "parameters": 1327104, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.2.attn.proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.2.attn.qkv.bias", "outlier_strategy": "none", "parameters": 3456, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.2.attn.qkv.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.2.attn.qkv", "outlier_strategy": "none", "parameters": 3981312, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.2.attn.qkv.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.2.mlp.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4304, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.2.mlp.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.2.mlp.linear_fc1", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.2.mlp.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.2.mlp.linear_fc2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.2.mlp.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.2.mlp.linear_fc2", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.2.mlp.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.2.norm1.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.2.norm1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.2.norm1", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.2.norm1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.2.norm2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.2.norm2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.2.norm2", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.2.norm2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.20.attn.proj.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.20.attn.proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.20.attn.proj", "outlier_strategy": "none", "parameters": 1327104, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.20.attn.proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.20.attn.qkv.bias", "outlier_strategy": "none", "parameters": 3456, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.20.attn.qkv.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.20.attn.qkv", "outlier_strategy": "none", "parameters": 3981312, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.20.attn.qkv.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.20.mlp.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4304, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.20.mlp.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.20.mlp.linear_fc1", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.20.mlp.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.20.mlp.linear_fc2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.20.mlp.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.20.mlp.linear_fc2", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.20.mlp.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.20.norm1.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.20.norm1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.20.norm1", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.20.norm1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.20.norm2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.20.norm2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.20.norm2", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.20.norm2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.21.attn.proj.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.21.attn.proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.21.attn.proj", "outlier_strategy": "none", "parameters": 1327104, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.21.attn.proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.21.attn.qkv.bias", "outlier_strategy": "none", "parameters": 3456, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.21.attn.qkv.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.21.attn.qkv", "outlier_strategy": "none", "parameters": 3981312, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.21.attn.qkv.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.21.mlp.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4304, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.21.mlp.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.21.mlp.linear_fc1", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.21.mlp.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.21.mlp.linear_fc2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.21.mlp.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.21.mlp.linear_fc2", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.21.mlp.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.21.norm1.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.21.norm1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.21.norm1", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.21.norm1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.21.norm2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.21.norm2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.21.norm2", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.21.norm2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.22.attn.proj.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.22.attn.proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.22.attn.proj", "outlier_strategy": "none", "parameters": 1327104, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.22.attn.proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.22.attn.qkv.bias", "outlier_strategy": "none", "parameters": 3456, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.22.attn.qkv.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.22.attn.qkv", "outlier_strategy": "none", "parameters": 3981312, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.22.attn.qkv.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.22.mlp.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4304, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.22.mlp.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.22.mlp.linear_fc1", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.22.mlp.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.22.mlp.linear_fc2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.22.mlp.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.22.mlp.linear_fc2", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.22.mlp.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.22.norm1.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.22.norm1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.22.norm1", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.22.norm1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.22.norm2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.22.norm2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.22.norm2", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.22.norm2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.23.attn.proj.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.23.attn.proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.23.attn.proj", "outlier_strategy": "none", "parameters": 1327104, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.23.attn.proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.23.attn.qkv.bias", "outlier_strategy": "none", "parameters": 3456, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.23.attn.qkv.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.23.attn.qkv", "outlier_strategy": "none", "parameters": 3981312, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.23.attn.qkv.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.23.mlp.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4304, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.23.mlp.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.23.mlp.linear_fc1", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.23.mlp.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.23.mlp.linear_fc2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.23.mlp.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.23.mlp.linear_fc2", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.23.mlp.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.23.norm1.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.23.norm1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.23.norm1", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.23.norm1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.23.norm2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.23.norm2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.23.norm2", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.23.norm2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.24.attn.proj.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.24.attn.proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.24.attn.proj", "outlier_strategy": "none", "parameters": 1327104, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.24.attn.proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.24.attn.qkv.bias", "outlier_strategy": "none", "parameters": 3456, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.24.attn.qkv.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.24.attn.qkv", "outlier_strategy": "none", "parameters": 3981312, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.24.attn.qkv.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.24.mlp.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4304, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.24.mlp.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.24.mlp.linear_fc1", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.24.mlp.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.24.mlp.linear_fc2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.24.mlp.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.24.mlp.linear_fc2", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.24.mlp.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.24.norm1.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.24.norm1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.24.norm1", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.24.norm1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.24.norm2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.24.norm2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.24.norm2", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.24.norm2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.25.attn.proj.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.25.attn.proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.25.attn.proj", "outlier_strategy": "none", "parameters": 1327104, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.25.attn.proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.25.attn.qkv.bias", "outlier_strategy": "none", "parameters": 3456, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.25.attn.qkv.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.25.attn.qkv", "outlier_strategy": "none", "parameters": 3981312, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.25.attn.qkv.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.25.mlp.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4304, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.25.mlp.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.25.mlp.linear_fc1", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.25.mlp.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.25.mlp.linear_fc2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.25.mlp.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.25.mlp.linear_fc2", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.25.mlp.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.25.norm1.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.25.norm1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.25.norm1", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.25.norm1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.25.norm2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.25.norm2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.25.norm2", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.25.norm2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.26.attn.proj.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.26.attn.proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.26.attn.proj", "outlier_strategy": "none", "parameters": 1327104, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.26.attn.proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.26.attn.qkv.bias", "outlier_strategy": "none", "parameters": 3456, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.26.attn.qkv.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.26.attn.qkv", "outlier_strategy": "none", "parameters": 3981312, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.26.attn.qkv.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.26.mlp.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4304, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.26.mlp.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.26.mlp.linear_fc1", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.26.mlp.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.26.mlp.linear_fc2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.26.mlp.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.26.mlp.linear_fc2", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.26.mlp.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.26.norm1.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.26.norm1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.26.norm1", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.26.norm1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.26.norm2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.26.norm2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.26.norm2", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.26.norm2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.3.attn.proj.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.3.attn.proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.3.attn.proj", "outlier_strategy": "none", "parameters": 1327104, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.3.attn.proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.3.attn.qkv.bias", "outlier_strategy": "none", "parameters": 3456, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.3.attn.qkv.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.3.attn.qkv", "outlier_strategy": "none", "parameters": 3981312, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.3.attn.qkv.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.3.mlp.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4304, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.3.mlp.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.3.mlp.linear_fc1", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.3.mlp.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.3.mlp.linear_fc2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.3.mlp.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.3.mlp.linear_fc2", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.3.mlp.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.3.norm1.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.3.norm1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.3.norm1", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.3.norm1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.3.norm2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.3.norm2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.3.norm2", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.3.norm2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.4.attn.proj.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.4.attn.proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.4.attn.proj", "outlier_strategy": "none", "parameters": 1327104, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.4.attn.proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.4.attn.qkv.bias", "outlier_strategy": "none", "parameters": 3456, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.4.attn.qkv.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.4.attn.qkv", "outlier_strategy": "none", "parameters": 3981312, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.4.attn.qkv.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.4.mlp.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4304, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.4.mlp.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.4.mlp.linear_fc1", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.4.mlp.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.4.mlp.linear_fc2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.4.mlp.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.4.mlp.linear_fc2", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.4.mlp.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.4.norm1.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.4.norm1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.4.norm1", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.4.norm1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.4.norm2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.4.norm2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.4.norm2", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.4.norm2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.5.attn.proj.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.5.attn.proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.5.attn.proj", "outlier_strategy": "none", "parameters": 1327104, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.5.attn.proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.5.attn.qkv.bias", "outlier_strategy": "none", "parameters": 3456, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.5.attn.qkv.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.5.attn.qkv", "outlier_strategy": "none", "parameters": 3981312, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.5.attn.qkv.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.5.mlp.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4304, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.5.mlp.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.5.mlp.linear_fc1", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.5.mlp.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.5.mlp.linear_fc2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.5.mlp.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.5.mlp.linear_fc2", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.5.mlp.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.5.norm1.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.5.norm1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.5.norm1", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.5.norm1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.5.norm2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.5.norm2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.5.norm2", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.5.norm2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.6.attn.proj.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.6.attn.proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.6.attn.proj", "outlier_strategy": "none", "parameters": 1327104, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.6.attn.proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.6.attn.qkv.bias", "outlier_strategy": "none", "parameters": 3456, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.6.attn.qkv.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.6.attn.qkv", "outlier_strategy": "none", "parameters": 3981312, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.6.attn.qkv.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.6.mlp.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4304, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.6.mlp.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.6.mlp.linear_fc1", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.6.mlp.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.6.mlp.linear_fc2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.6.mlp.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.6.mlp.linear_fc2", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.6.mlp.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.6.norm1.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.6.norm1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.6.norm1", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.6.norm1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.6.norm2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.6.norm2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.6.norm2", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.6.norm2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.7.attn.proj.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.7.attn.proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.7.attn.proj", "outlier_strategy": "none", "parameters": 1327104, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.7.attn.proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.7.attn.qkv.bias", "outlier_strategy": "none", "parameters": 3456, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.7.attn.qkv.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.7.attn.qkv", "outlier_strategy": "none", "parameters": 3981312, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.7.attn.qkv.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.7.mlp.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4304, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.7.mlp.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.7.mlp.linear_fc1", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.7.mlp.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.7.mlp.linear_fc2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.7.mlp.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.7.mlp.linear_fc2", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.7.mlp.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.7.norm1.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.7.norm1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.7.norm1", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.7.norm1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.7.norm2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.7.norm2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.7.norm2", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.7.norm2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.8.attn.proj.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.8.attn.proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.8.attn.proj", "outlier_strategy": "none", "parameters": 1327104, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.8.attn.proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.8.attn.qkv.bias", "outlier_strategy": "none", "parameters": 3456, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.8.attn.qkv.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.8.attn.qkv", "outlier_strategy": "none", "parameters": 3981312, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.8.attn.qkv.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.8.mlp.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4304, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.8.mlp.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.8.mlp.linear_fc1", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.8.mlp.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.8.mlp.linear_fc2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.8.mlp.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.8.mlp.linear_fc2", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.8.mlp.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.8.norm1.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.8.norm1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.8.norm1", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.8.norm1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.8.norm2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.8.norm2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.8.norm2", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.8.norm2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.9.attn.proj.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.9.attn.proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.9.attn.proj", "outlier_strategy": "none", "parameters": 1327104, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.9.attn.proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.9.attn.qkv.bias", "outlier_strategy": "none", "parameters": 3456, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.9.attn.qkv.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.9.attn.qkv", "outlier_strategy": "none", "parameters": 3981312, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.9.attn.qkv.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.9.mlp.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4304, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.9.mlp.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.9.mlp.linear_fc1", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.9.mlp.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.9.mlp.linear_fc2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.9.mlp.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.9.mlp.linear_fc2", "outlier_strategy": "none", "parameters": 4958208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.9.mlp.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.9.norm1.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.9.norm1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.9.norm1", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.9.norm1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.9.norm2.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.9.norm2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.blocks.9.norm2", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.blocks.9.norm2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.deepstack_merger_list.0.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4608, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.deepstack_merger_list.0.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.deepstack_merger_list.0.linear_fc1", "outlier_strategy": "none", "parameters": 21233664, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.deepstack_merger_list.0.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.deepstack_merger_list.0.linear_fc2.bias", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.deepstack_merger_list.0.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.deepstack_merger_list.0.linear_fc2", "outlier_strategy": "none", "parameters": 23592960, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.deepstack_merger_list.0.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.deepstack_merger_list.0.norm.bias", "outlier_strategy": "none", "parameters": 4608, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.deepstack_merger_list.0.norm.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.deepstack_merger_list.0.norm", "outlier_strategy": "none", "parameters": 4608, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.deepstack_merger_list.0.norm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.deepstack_merger_list.1.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4608, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.deepstack_merger_list.1.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.deepstack_merger_list.1.linear_fc1", "outlier_strategy": "none", "parameters": 21233664, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.deepstack_merger_list.1.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.deepstack_merger_list.1.linear_fc2.bias", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.deepstack_merger_list.1.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.deepstack_merger_list.1.linear_fc2", "outlier_strategy": "none", "parameters": 23592960, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.deepstack_merger_list.1.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.deepstack_merger_list.1.norm.bias", "outlier_strategy": "none", "parameters": 4608, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.deepstack_merger_list.1.norm.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.deepstack_merger_list.1.norm", "outlier_strategy": "none", "parameters": 4608, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.deepstack_merger_list.1.norm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.deepstack_merger_list.2.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4608, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.deepstack_merger_list.2.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.deepstack_merger_list.2.linear_fc1", "outlier_strategy": "none", "parameters": 21233664, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.deepstack_merger_list.2.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.deepstack_merger_list.2.linear_fc2.bias", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.deepstack_merger_list.2.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.deepstack_merger_list.2.linear_fc2", "outlier_strategy": "none", "parameters": 23592960, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.deepstack_merger_list.2.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.deepstack_merger_list.2.norm.bias", "outlier_strategy": "none", "parameters": 4608, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.deepstack_merger_list.2.norm.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.deepstack_merger_list.2.norm", "outlier_strategy": "none", "parameters": 4608, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.deepstack_merger_list.2.norm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.merger.linear_fc1.bias", "outlier_strategy": "none", "parameters": 4608, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.merger.linear_fc1.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.merger.linear_fc1", "outlier_strategy": "none", "parameters": 21233664, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.merger.linear_fc1.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.merger.linear_fc2.bias", "outlier_strategy": "none", "parameters": 5120, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.merger.linear_fc2.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.merger.linear_fc2", "outlier_strategy": "none", "parameters": 23592960, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.merger.linear_fc2.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.merger.norm.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.merger.norm.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.merger.norm", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.merger.norm.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.patch_embed.proj.bias", "outlier_strategy": "none", "parameters": 1152, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.patch_embed.proj.bias" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.patch_embed.proj", "outlier_strategy": "none", "parameters": 1769472, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.patch_embed.proj.weight" }, { "bits": 16, "group_size": null, "method": "bf16", "metrics": { "cosine_distance": 0.0, "decode_latency_cost": 0.0, "hidden_state_error": 0.0, "long_context_loss": 0.0, "mtp_acceptance_loss": 0.0, "output_kl": 0.0, "peak_memory_cost": 0.0, "prefill_latency_cost": 0.0, "task_loss_delta": 0.0, "token_disagreement": 0.0 }, "module_path": "model.visual.pos_embed", "outlier_strategy": "none", "parameters": 2654208, "predicted_loss": 0.0, "reason": "manual rule protect-vision: Vision tower BF16-protected", "role": "vision", "scale_strategy": "none", "strategy_metadata": { "selected_from_candidates": 1, "storage_bpw": 16.0 }, "tensor": "model.visual.pos_embed.weight" } ], "calibration": null, "candidate_bits": [ 4, 8, 16 ], "candidate_group_sizes": [], "constraints": { "effective_bpw_limit": 8.0, "lm_head_min_bits": 16, "max_model_size_ratio_to_uniform4": 1.1, "minimum_mtp_acceptance_retention": 0.95, "minimum_mtp_speedup": 1.2, "minimum_quality_retention": 0.98 }, "cost_model": "abstract-bpw", "created_at": "2026-08-15T23:58:25.277458Z", "effective_bpw": 5.534667397832423, "evidence_kind": "architecture_prior", "global_validation_required": true, "group_size": 32, "hardware": { "name": "ax-engine-apple-silicon-affine-dwq-v3", "runtime": "ax-engine", "supported_bits": [ 2, 3, 4, 6, 8, 16 ], "supported_group_sizes": [ 32, 64, 128 ], "supported_methods": [ "affine", "awq", "dwq", "gptq", "gptq-act", "bf16" ] }, "kernel_latency_host_id": null, "kernel_latency_sha256": null, "kv_cache": null, "method_near_ties": [], "method_near_ties_omitted": 0, "mtp": { "candidate_bits": [ 8, 16 ], "min_bits": 8, "mode": "protected", "optimize_for_acceptance": true, "preserve_external_sidecar": true, "protect_norms": true, "protect_output_head": true }, "mtp_distribution": {}, "nominal_bpw": 4.587513622930305, "objective": { "cosine_distance": 0.03, "decode_latency_cost": 0.07, "hidden_state_error": 0.1, "long_context_loss": 0.05, "mtp_acceptance_loss": 0.22, "output_kl": 0.15, "peak_memory_cost": 0.03, "prefill_latency_cost": 0.03, "task_loss_delta": 0.2, "token_disagreement": 0.12 }, "primary_runtime": "ax-engine", "profile": "agent-coding", "quantizer": "axquant", "random_seed": 20260728, "schema_version": "axquant.plan.v1", "software_versions": { "ax_engine": null, "axquant": "1.8.1", "mlx": "0.32.0", "mlx_lm": "0.31.3", "pydantic": "2.13.4", "python": "3.12.13", "safetensors": "0.8.0" }, "source_model": { "architecture": "Qwen3VLForConditionalGeneration", "format": "mlx", "local_path": null, "model_id": "Qwen/Qwen3-VL-32B-Thinking", "revision": "7edd10ffd1196091948fb245ff63e406ccb2d4d1" }, "status": "planned", "target_bpw": 8.0, "target_class": "8bit", "target_mode": "low-memory", "warnings": [ "Manual assignments are unmeasured development evidence.", "Conversion requires --allow-unmeasured and cannot pass publication gates." ], "weight_distribution": { "4bit": { "fraction": 0.9354935053410478, "parameters": 31205621760 }, "8bit": { "fraction": 0.023320539122140115, "parameters": 777912320 }, "bf16": { "fraction": 0.04118595553681205, "parameters": 1373855984 } } }