{ "model_type": "personaplex", "version": "personaplex-7b-v1", "base_model": "nvidia/personaplex-7b-v1", "bundle_variant": "int8-nb-dep_gint8", "bundle_size_gb": 9.4, "precision": { "temporal": "int8_matmulnbits_b128", "depformer": "custom_int8_gather", "mimi": "fp32" }, "metrics": { "host_ram_gb": 1.4, "vram_gb": 12.1, "rtf": 1.12, "hidden_cos_vs_fp32": 0.997706, "verdict": "Best balance: near realtime RTF, low host RAM, excellent quality." }, "description": "Best RTF + low host RAM. INT8 MatMulNBits temporal (block=128) + custom INT8 depformer (3D Gather) + FP32 mimi. RECOMMENDED SHIP DEFAULT.", "temporal": { "dim": 4096, "num_layers": 32, "num_heads": 32, "head_dim": 128, "hidden_scale": 4.125, "n_q": 16, "card": 2048, "text_card": 32000, "context": 3000, "max_period": 10000 }, "depformer": { "dim": 1024, "num_layers": 6, "num_heads": 16, "head_dim": 64, "dim_feedforward": 4224, "num_steps": 16, "card": 2048, "context": 8, "weights_per_step": true, "multi_linear": true, "pos_emb": "none" }, "mimi": { "sample_rate": 24000, "frame_rate": 12.5, "num_codebooks_used": 8, "num_codebooks_internal": 32, "codebook_size": 2048, "samples_per_frame": 1920 }, "delays": [ 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1 ], "sampling": { "audio_temp": 0.8, "audio_top_k": 250, "text_temp": 0.7, "text_top_k": 25 }, "voices": [ "NATF0", "NATF1", "NATF2", "NATF3", "NATM0", "NATM1", "NATM2", "NATM3", "VARF0", "VARF1", "VARF2", "VARF3", "VARF4", "VARM0", "VARM1", "VARM2", "VARM3", "VARM4" ], "system_prompts": [ "helpful", "expert", "warm", "direct" ], "voice_embedding": { "frames": 50, "dim": 4096, "default_scale": 10.0 }, "prefill_layout": { "voice_embedding_prefix_frames": 50, "voice_cache_replay_frames": 4, "silence_spacer_frames": 6 }, "graphs": { "mimi_encoder": "mimi_encoder.onnx", "mimi_decoder": "mimi_decoder.onnx", "temporal_step": "temporal_step.onnx", "depformer_step": "depformer_step.onnx" }, "auxiliary": { "tokenizer": "tokenizer_spm_32k_3.model", "system_prompts": "system_prompts.bin", "voices_dir": "voices/" } }