Add vram_gb to all rows (artifact weight-file size) — unblocks /lab quality-vs-VRAM chart (protoLab#14, protoContent#394)
Browse files- README.md +4 -0
- agents-a1-2026-07-04.jsonl +15 -15
- ornith-35b-nvfp4-2026-07-04.jsonl +9 -9
- ornith-9b-nvfp4-2026-07-03.jsonl +29 -29
README.md
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@@ -14,4 +14,8 @@ Methodology: single-stream-only numbers are never published without load numbers
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spec-decode accept% is reported per workload (random-data benches understate it ~2.5x);
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LLM-judged suites are gated behind deterministic ones. Harness: protoLabsAI/protoLab evals.
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CC-BY-4.0 — cite, steal, argue. Charts: protolabs.studio/lab
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spec-decode accept% is reported per workload (random-data benches understate it ~2.5x);
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LLM-judged suites are gated behind deterministic ones. Harness: protoLabsAI/protoLab evals.
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`vram_gb` on each row is the artifact's published weight-file size in GB (the download you
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load) — the traceable X-axis for the quality-vs-VRAM chart. GGUF rows use the specific quant
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variant's file (e.g. the NVFP4 gguf, not a Q8_0 in the same repo), not the repo total.
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CC-BY-4.0 — cite, steal, argue. Charts: protolabs.studio/lab
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agents-a1-2026-07-04.jsonl
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "gate", "artifact": "protoLabsAI/Agents-A1-NVFP4", "quant": "nvfp4-w4a4-calibrated", "suite": "reasoning_v2", "n": 24, "metric": "mean_task_score", "value": 0.868, "baseline_fp8_official": 0.84, "grading": "solver"}
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "gate", "artifact": "protoLabsAI/Agents-A1-NVFP4", "quant": "nvfp4-w4a4-calibrated", "suite": "function_call", "n": 54, "metric": "pass_rate", "value": 0.907, "baseline_fp8_official": 0.889, "grading": "deterministic"}
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "gate", "artifact": "protoLabsAI/Agents-A1-NVFP4", "quant": "nvfp4-w4a4-calibrated", "suite": "claw_paired", "n": 85, "metric": "mean_task_score", "value": 0.648, "baseline_fp8_official": 0.64, "grading": "judge"}
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "gate", "artifact": "protoLabsAI/Agents-A1-NVFP4", "quant": "nvfp4-w4a4-calibrated", "suite": "code_spec_delta", "n": 8, "metric": "mean_task_score", "value": 0.453, "baseline_fp8_official": 0.476, "grading": "execution", "trials": 3}
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "coherence", "artifact": "protoLabsAI/Agents-A1-NVFP4", "quant": "nvfp4-w4a4-calibrated", "suite": "depth_probe", "value": "4/4 clean (4/16/32/60K; 60K thinking-off)", "grading": "detectors+adversarial-judge"}
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "speed", "artifact": "protoLabsAI/Agents-A1-NVFP4", "quant": "nvfp4-w4a4-calibrated", "config": "vllm-0.22.1 moe-backend=marlin", "hardware": "RTX PRO 6000 Blackwell sm120", "regime": "chat-1k1k", "concurrency": 1, "metric": "output_tok_s", "value": 215.2, "ttft_p50_ms": 63, "tpot_p50_ms": 4.6, "method": "vllm bench serve seeded random"}
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "speed", "artifact": "protoLabsAI/Agents-A1-NVFP4", "quant": "nvfp4-w4a4-calibrated", "config": "vllm-0.22.1 moe-backend=marlin", "hardware": "RTX PRO 6000 Blackwell sm120", "regime": "chat-1k1k", "concurrency": 8, "metric": "output_tok_s", "value": 1028.2, "ttft_p50_ms": 300, "tpot_p50_ms": 7.5, "method": "vllm bench serve seeded random"}
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "speed", "artifact": "protoLabsAI/Agents-A1-NVFP4", "quant": "nvfp4-w4a4-calibrated", "config": "vllm-0.22.1 moe-backend=marlin", "hardware": "RTX PRO 6000 Blackwell sm120", "regime": "context-8k1k", "concurrency": 1, "metric": "output_tok_s", "value": 200.1, "ttft_p50_ms": 313, "tpot_p50_ms": 4.7, "method": "vllm bench serve seeded random"}
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "speed", "artifact": "protoLabsAI/Agents-A1-NVFP4", "quant": "nvfp4-w4a4-calibrated", "config": "vllm-0.22.1 moe-backend=marlin", "hardware": "RTX PRO 6000 Blackwell sm120", "regime": "context-8k1k", "concurrency": 8, "metric": "output_tok_s", "value": 751.1, "ttft_p50_ms": 1630, "tpot_p50_ms": 9.1, "method": "vllm bench serve seeded random"}
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "gate", "artifact": "protoLabsAI/Agents-A1-MTP-GGUF", "quant": "nvfp4-gguf-mixed", "suite": "function_call", "metric": "pass_rate", "value": 0.889, "baseline_fp8_official": 0.889, "grading": "per-suite", "note": "identical to FP8"}
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "gate", "artifact": "protoLabsAI/Agents-A1-MTP-GGUF", "quant": "nvfp4-gguf-mixed", "suite": "reasoning_v2_16k", "metric": "mean_task_score", "value": 0.871, "baseline_fp8_official": 0.84, "grading": "per-suite", "note": "16K thinking budget; verbose-build caveat"}
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "gate", "artifact": "protoLabsAI/Agents-A1-MTP-GGUF", "quant": "nvfp4-gguf-mixed", "suite": "claw_paired", "metric": "mean_task_score", "value": 0.603, "baseline_fp8_official": 0.634, "grading": "per-suite", "note": "paired-84; zh cluster softer"}
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "speed", "artifact": "protoLabsAI/Agents-A1-MTP-GGUF", "quant": "nvfp4-gguf-mixed", "hardware": "RTX PRO 6000 Blackwell", "config": "llama.cpp draft-mtp", "metric": "gen_tok_s", "value": 305.0, "note": "mean n=6 prompts (287-336)"}
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "speed", "artifact": "protoLabsAI/Agents-A1-MTP-GGUF", "quant": "nvfp4-gguf-mixed", "hardware": "RTX A6000 Ampere", "config": "llama.cpp draft-mtp", "metric": "gen_tok_s", "value": 187.0, "note": "+46% over no-spec 127.7; accept 0.62"}
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "speed", "artifact": "protoLabsAI/Agents-A1-MTP-GGUF", "quant": "nvfp4-gguf-mixed", "hardware": "RTX A6000 Ampere", "config": "llama.cpp no-spec", "metric": "gen_tok_s", "value": 127.7, "note": ""}
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "gate", "artifact": "protoLabsAI/Agents-A1-NVFP4", "quant": "nvfp4-w4a4-calibrated", "suite": "reasoning_v2", "n": 24, "metric": "mean_task_score", "value": 0.868, "baseline_fp8_official": 0.84, "grading": "solver", "vram_gb": 25.0}
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "gate", "artifact": "protoLabsAI/Agents-A1-NVFP4", "quant": "nvfp4-w4a4-calibrated", "suite": "function_call", "n": 54, "metric": "pass_rate", "value": 0.907, "baseline_fp8_official": 0.889, "grading": "deterministic", "vram_gb": 25.0}
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "gate", "artifact": "protoLabsAI/Agents-A1-NVFP4", "quant": "nvfp4-w4a4-calibrated", "suite": "claw_paired", "n": 85, "metric": "mean_task_score", "value": 0.648, "baseline_fp8_official": 0.64, "grading": "judge", "vram_gb": 25.0}
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "gate", "artifact": "protoLabsAI/Agents-A1-NVFP4", "quant": "nvfp4-w4a4-calibrated", "suite": "code_spec_delta", "n": 8, "metric": "mean_task_score", "value": 0.453, "baseline_fp8_official": 0.476, "grading": "execution", "trials": 3, "vram_gb": 25.0}
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "coherence", "artifact": "protoLabsAI/Agents-A1-NVFP4", "quant": "nvfp4-w4a4-calibrated", "suite": "depth_probe", "value": "4/4 clean (4/16/32/60K; 60K thinking-off)", "grading": "detectors+adversarial-judge", "vram_gb": 25.0}
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "speed", "artifact": "protoLabsAI/Agents-A1-NVFP4", "quant": "nvfp4-w4a4-calibrated", "config": "vllm-0.22.1 moe-backend=marlin", "hardware": "RTX PRO 6000 Blackwell sm120", "regime": "chat-1k1k", "concurrency": 1, "metric": "output_tok_s", "value": 215.2, "ttft_p50_ms": 63, "tpot_p50_ms": 4.6, "method": "vllm bench serve seeded random", "vram_gb": 25.0}
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "speed", "artifact": "protoLabsAI/Agents-A1-NVFP4", "quant": "nvfp4-w4a4-calibrated", "config": "vllm-0.22.1 moe-backend=marlin", "hardware": "RTX PRO 6000 Blackwell sm120", "regime": "chat-1k1k", "concurrency": 8, "metric": "output_tok_s", "value": 1028.2, "ttft_p50_ms": 300, "tpot_p50_ms": 7.5, "method": "vllm bench serve seeded random", "vram_gb": 25.0}
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "speed", "artifact": "protoLabsAI/Agents-A1-NVFP4", "quant": "nvfp4-w4a4-calibrated", "config": "vllm-0.22.1 moe-backend=marlin", "hardware": "RTX PRO 6000 Blackwell sm120", "regime": "context-8k1k", "concurrency": 1, "metric": "output_tok_s", "value": 200.1, "ttft_p50_ms": 313, "tpot_p50_ms": 4.7, "method": "vllm bench serve seeded random", "vram_gb": 25.0}
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "speed", "artifact": "protoLabsAI/Agents-A1-NVFP4", "quant": "nvfp4-w4a4-calibrated", "config": "vllm-0.22.1 moe-backend=marlin", "hardware": "RTX PRO 6000 Blackwell sm120", "regime": "context-8k1k", "concurrency": 8, "metric": "output_tok_s", "value": 751.1, "ttft_p50_ms": 1630, "tpot_p50_ms": 9.1, "method": "vllm bench serve seeded random", "vram_gb": 25.0}
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "gate", "artifact": "protoLabsAI/Agents-A1-MTP-GGUF", "quant": "nvfp4-gguf-mixed", "suite": "function_call", "metric": "pass_rate", "value": 0.889, "baseline_fp8_official": 0.889, "grading": "per-suite", "note": "identical to FP8", "vram_gb": 20.8}
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "gate", "artifact": "protoLabsAI/Agents-A1-MTP-GGUF", "quant": "nvfp4-gguf-mixed", "suite": "reasoning_v2_16k", "metric": "mean_task_score", "value": 0.871, "baseline_fp8_official": 0.84, "grading": "per-suite", "note": "16K thinking budget; verbose-build caveat", "vram_gb": 20.8}
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "gate", "artifact": "protoLabsAI/Agents-A1-MTP-GGUF", "quant": "nvfp4-gguf-mixed", "suite": "claw_paired", "metric": "mean_task_score", "value": 0.603, "baseline_fp8_official": 0.634, "grading": "per-suite", "note": "paired-84; zh cluster softer", "vram_gb": 20.8}
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "speed", "artifact": "protoLabsAI/Agents-A1-MTP-GGUF", "quant": "nvfp4-gguf-mixed", "hardware": "RTX PRO 6000 Blackwell", "config": "llama.cpp draft-mtp", "metric": "gen_tok_s", "value": 305.0, "note": "mean n=6 prompts (287-336)", "vram_gb": 20.8}
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "speed", "artifact": "protoLabsAI/Agents-A1-MTP-GGUF", "quant": "nvfp4-gguf-mixed", "hardware": "RTX A6000 Ampere", "config": "llama.cpp draft-mtp", "metric": "gen_tok_s", "value": 187.0, "note": "+46% over no-spec 127.7; accept 0.62", "vram_gb": 20.8}
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{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "speed", "artifact": "protoLabsAI/Agents-A1-MTP-GGUF", "quant": "nvfp4-gguf-mixed", "hardware": "RTX A6000 Ampere", "config": "llama.cpp no-spec", "metric": "gen_tok_s", "value": 127.7, "note": "", "vram_gb": 20.8}
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ornith-35b-nvfp4-2026-07-04.jsonl
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{"model": "deepreinforce-ai/Ornith-1.0-35B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-35B-NVFP4", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "gate", "suite": "claw_paired", "n": 35, "metric": "mean_task_score", "value": 0.677, "baseline_fp8_prod": 0.672, "trials": 1, "grading": "judged", "note": "T28 excluded; 3 outliers re-trialed x3 both sides (T26 flip was baseline drift, not quant)"}
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{"model": "deepreinforce-ai/Ornith-1.0-35B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-35B-NVFP4", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "gate", "suite": "function_call", "n": 54, "metric": "pass_rate", "value": 0.944, "baseline_fp8_prod": 0.93, "trials": 1, "grading": "deterministic"}
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{"model": "deepreinforce-ai/Ornith-1.0-35B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-35B-NVFP4", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "gate", "suite": "reasoning_v2", "n": 24, "metric": "mean_task_score", "value": 0.889, "stddev": 0.042, "baseline_fp8_prod": 0.882, "baseline_stddev": 0.021, "trials": 3, "baseline_trials": 3, "grading": "solver"}
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{"model": "deepreinforce-ai/Ornith-1.0-35B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-35B-NVFP4", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "gate", "suite": "code_spec_delta", "n": 8, "metric": "mean_score", "value": 0.58, "stddev": 0.062, "baseline_fp8_prod": 0.616, "trials": 3, "grading": "exec"}
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{"model": "deepreinforce-ai/Ornith-1.0-35B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-35B-NVFP4", "date": "2026-07-04", "harness": "verify_coherence adversarial", "judge": "protolabs/reasoning", "kind": "coherence", "suite": "depth_coherence", "config": "4096,16384,32768,60000", "metric": "rungs_clean", "value": 4, "n": 4, "grading": "detectors+judge", "note": "needle recall perfect all rungs, zero degeneration flags"}
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{"model": "deepreinforce-ai/Ornith-1.0-35B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-35B-NVFP4", "date": "2026-07-04", "kind": "speed", "engine": "vLLM 0.22.1", "hardware": "RTX PRO 6000 Blackwell (sm120), 1x GPU", "method": "speed-test-v2 quick (vllm bench serve, random, fixed seed)", "regime": "chat_1k_1k", "concurrency": 1, "metric": "agg_tok_s", "value": 207.8, "ttft_p50_ms": 62, "tpot_p50_ms": 4.8, "goodput": 0.2}
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{"model": "deepreinforce-ai/Ornith-1.0-35B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-35B-NVFP4", "date": "2026-07-04", "kind": "speed", "engine": "vLLM 0.22.1", "hardware": "RTX PRO 6000 Blackwell (sm120), 1x GPU", "method": "speed-test-v2 quick (vllm bench serve, random, fixed seed)", "regime": "chat_1k_1k", "concurrency": 8, "metric": "agg_tok_s", "value": 950.6, "ttft_p50_ms": 297, "tpot_p50_ms": 7.8, "goodput": 0.81}
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{"model": "deepreinforce-ai/Ornith-1.0-35B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-35B-NVFP4", "date": "2026-07-04", "kind": "speed", "engine": "vLLM 0.22.1", "hardware": "RTX PRO 6000 Blackwell (sm120), 1x GPU", "method": "speed-test-v2 quick (vllm bench serve, random, fixed seed)", "regime": "context_8k_1k", "concurrency": 1, "metric": "agg_tok_s", "value": 194.2, "ttft_p50_ms": 305, "tpot_p50_ms": 4.9, "goodput": 0.19}
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{"model": "deepreinforce-ai/Ornith-1.0-35B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-35B-NVFP4", "date": "2026-07-04", "kind": "speed", "engine": "vLLM 0.22.1", "hardware": "RTX PRO 6000 Blackwell (sm120), 1x GPU", "method": "speed-test-v2 quick (vllm bench serve, random, fixed seed)", "regime": "context_8k_1k", "concurrency": 8, "metric": "agg_tok_s", "value": 738.4, "ttft_p50_ms": 1520, "tpot_p50_ms": 9.3, "goodput": 0.64}
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{"model": "deepreinforce-ai/Ornith-1.0-35B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-35B-NVFP4", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "gate", "suite": "claw_paired", "n": 35, "metric": "mean_task_score", "value": 0.677, "baseline_fp8_prod": 0.672, "trials": 1, "grading": "judged", "note": "T28 excluded; 3 outliers re-trialed x3 both sides (T26 flip was baseline drift, not quant)", "vram_gb": 25.0}
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| 5 |
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{"model": "deepreinforce-ai/Ornith-1.0-35B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-35B-NVFP4", "date": "2026-07-04", "harness": "verify_coherence adversarial", "judge": "protolabs/reasoning", "kind": "coherence", "suite": "depth_coherence", "config": "4096,16384,32768,60000", "metric": "rungs_clean", "value": 4, "n": 4, "grading": "detectors+judge", "note": "needle recall perfect all rungs, zero degeneration flags", "vram_gb": 25.0}
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| 6 |
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| 7 |
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| 8 |
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{"model": "deepreinforce-ai/Ornith-1.0-35B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-35B-NVFP4", "date": "2026-07-04", "kind": "speed", "engine": "vLLM 0.22.1", "hardware": "RTX PRO 6000 Blackwell (sm120), 1x GPU", "method": "speed-test-v2 quick (vllm bench serve, random, fixed seed)", "regime": "context_8k_1k", "concurrency": 1, "metric": "agg_tok_s", "value": 194.2, "ttft_p50_ms": 305, "tpot_p50_ms": 4.9, "goodput": 0.19, "vram_gb": 25.0}
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| 9 |
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ornith-9b-nvfp4-2026-07-03.jsonl
CHANGED
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@@ -1,29 +1,29 @@
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| 1 |
-
{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "gate", "suite": "function_call", "n": 54, "metric": "pass_rate", "value": 0.96, "baseline_bf16": 0.93, "trials": 1, "grading": "deterministic"}
|
| 2 |
-
{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "gate", "suite": "reasoning_v2", "n": 24, "metric": "mean_task_score", "value": 0.684, "baseline_bf16": 0.726, "trials": 1, "grading": "solver"}
|
| 3 |
-
{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "gate", "suite": "code_exec_v2", "n": 8, "metric": "mean_task_score", "value": 0.405, "baseline_bf16": 0.391, "trials": 3, "grading": "execution"}
|
| 4 |
-
{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "gate", "suite": "claw_paired29", "n": 29, "metric": "mean_task_score", "value": 0.791, "baseline_bf16": 0.819, "trials": "1 (+3x outliers both sides)", "grading": "judge", "note": "T28 excluded (bimodal judge); T12 reproducible miss 0/3 (duplicate detection)"}
|
| 5 |
-
{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "coherence", "suite": "depth_probe", "n": 4, "metric": "rungs_clean", "value": "4/4 (4K/16K/32K/60K)", "grading": "detectors+adversarial-judge"}
|
| 6 |
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|
| 7 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "nvfp4+mtp", "hardware": "RTX PRO 6000 Blackwell (sm120)", "engine": "vLLM 0.22.1", "regime": "chat-c8", "metric": "output_tok_s", "value": 907.1, "ttft_p50_ms": 70.5, "tpot_p50_ms": 8.01, "method": "vllm bench serve, random dataset seed 42, client-side"}
|
| 8 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "nvfp4+mtp", "hardware": "RTX PRO 6000 Blackwell (sm120)", "engine": "vLLM 0.22.1", "regime": "context-c1", "metric": "output_tok_s", "value": 108.1, "ttft_p50_ms": 343.2, "tpot_p50_ms": 8.92, "method": "vllm bench serve, random dataset seed 42, client-side"}
|
| 9 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "nvfp4+mtp", "hardware": "RTX PRO 6000 Blackwell (sm120)", "engine": "vLLM 0.22.1", "regime": "context-c8", "metric": "output_tok_s", "value": 598.0, "ttft_p50_ms": 412.3, "tpot_p50_ms": 12.23, "method": "vllm bench serve, random dataset seed 42, client-side"}
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| 10 |
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| 11 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "bf16+mtp", "hardware": "RTX PRO 6000 Blackwell (sm120)", "engine": "vLLM 0.22.1", "regime": "chat-c8", "metric": "output_tok_s", "value": 620.8, "ttft_p50_ms": 121.0, "tpot_p50_ms": 12.37, "method": "vllm bench serve, random dataset seed 42, client-side"}
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| 12 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "bf16+mtp", "hardware": "RTX PRO 6000 Blackwell (sm120)", "engine": "vLLM 0.22.1", "regime": "context-c1", "metric": "output_tok_s", "value": 73.1, "ttft_p50_ms": 656.8, "tpot_p50_ms": 13.24, "method": "vllm bench serve, random dataset seed 42, client-side"}
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| 13 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "bf16+mtp", "hardware": "RTX PRO 6000 Blackwell (sm120)", "engine": "vLLM 0.22.1", "regime": "context-c8", "metric": "output_tok_s", "value": 385.9, "ttft_p50_ms": 733.3, "tpot_p50_ms": 18.45, "method": "vllm bench serve, random dataset seed 42, client-side"}
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| 14 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "nvfp4+mtp-depth", "hardware": "RTX PRO 6000 Blackwell (sm120)", "engine": "vLLM 0.22.1", "regime": "d16k-c1", "metric": "output_tok_s", "value": 64.1, "ttft_p50_ms": 732.0, "tpot_p50_ms": 13.28, "method": "vllm bench serve, random dataset seed 42, client-side"}
|
| 15 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "nvfp4+mtp-depth", "hardware": "RTX PRO 6000 Blackwell (sm120)", "engine": "vLLM 0.22.1", "regime": "d16k-c4", "metric": "output_tok_s", "value": 159.7, "ttft_p50_ms": 834.8, "tpot_p50_ms": 21.64, "method": "vllm bench serve, random dataset seed 42, client-side"}
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| 16 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "nvfp4+mtp-depth", "hardware": "RTX PRO 6000 Blackwell (sm120)", "engine": "vLLM 0.22.1", "regime": "d32k-c1", "metric": "output_tok_s", "value": 42.1, "ttft_p50_ms": 1709.3, "tpot_p50_ms": 17.92, "method": "vllm bench serve, random dataset seed 42, client-side"}
|
| 17 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "nvfp4+mtp-depth", "hardware": "RTX PRO 6000 Blackwell (sm120)", "engine": "vLLM 0.22.1", "regime": "d32k-c4", "metric": "output_tok_s", "value": 88.9, "ttft_p50_ms": 2265.5, "tpot_p50_ms": 36.8, "method": "vllm bench serve, random dataset seed 42, client-side"}
|
| 18 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "nvfp4+mtp-depth", "hardware": "RTX PRO 6000 Blackwell (sm120)", "engine": "vLLM 0.22.1", "regime": "d4k-c1", "metric": "output_tok_s", "value": 104.3, "ttft_p50_ms": 139.2, "tpot_p50_ms": 9.5, "method": "vllm bench serve, random dataset seed 42, client-side"}
|
| 19 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "nvfp4+mtp-depth", "hardware": "RTX PRO 6000 Blackwell (sm120)", "engine": "vLLM 0.22.1", "regime": "d4k-c4", "metric": "output_tok_s", "value": 311.1, "ttft_p50_ms": 191.7, "tpot_p50_ms": 11.38, "method": "vllm bench serve, random dataset seed 42, client-side"}
|
| 20 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "nvfp4+mtp-depth", "hardware": "RTX PRO 6000 Blackwell (sm120)", "engine": "vLLM 0.22.1", "regime": "d64k-c1", "metric": "output_tok_s", "value": 24.3, "ttft_p50_ms": 4081.7, "tpot_p50_ms": 26.9, "method": "vllm bench serve, random dataset seed 42, client-side"}
|
| 21 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "nvfp4+mtp-depth", "hardware": "RTX PRO 6000 Blackwell (sm120)", "engine": "vLLM 0.22.1", "regime": "d64k-c4", "metric": "output_tok_s", "value": 44.4, "ttft_p50_ms": 4631.7, "tpot_p50_ms": 71.76, "method": "vllm bench serve, random dataset seed 42, client-side"}
|
| 22 |
-
{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "gguf-Q4_K_M-spec-none", "hardware": "ampere-a6000", "engine": "llama.cpp b9829", "metric": "gen_tok_s", "value": 104.6, "method": "llama-cli -n 200 greedy; blackwell mtp = mean n=6 prompts", "note": ""}
|
| 23 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "gguf-Q4_K_M-spec-draft-mtp", "hardware": "ampere-a6000", "engine": "llama.cpp b9829", "metric": "gen_tok_s", "value": 153.4, "method": "llama-cli -n 200 greedy; blackwell mtp = mean n=6 prompts", "note": "acceptance 0.52 (NVFP4) vs 0.49 (Q4_K_M) same-box"}
|
| 24 |
-
{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "gguf-NVFP4-spec-none", "hardware": "ampere-a6000", "engine": "llama.cpp b9829", "metric": "gen_tok_s", "value": 70.7, "method": "llama-cli -n 200 greedy; blackwell mtp = mean n=6 prompts", "note": ""}
|
| 25 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "gguf-NVFP4-spec-draft-mtp", "hardware": "ampere-a6000", "engine": "llama.cpp b9829", "metric": "gen_tok_s", "value": 84.8, "method": "llama-cli -n 200 greedy; blackwell mtp = mean n=6 prompts", "note": "acceptance 0.52 (NVFP4) vs 0.49 (Q4_K_M) same-box"}
|
| 26 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "gguf-Q4_K_M-spec-none", "hardware": "blackwell-sm120", "engine": "llama.cpp b9829", "metric": "gen_tok_s", "value": 205.1, "method": "llama-cli -n 200 greedy; blackwell mtp = mean n=6 prompts", "note": ""}
|
| 27 |
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| 28 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "gguf-NVFP4-spec-none", "hardware": "blackwell-sm120", "engine": "llama.cpp b9829", "metric": "gen_tok_s", "value": 201.5, "method": "llama-cli -n 200 greedy; blackwell mtp = mean n=6 prompts", "note": ""}
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| 29 |
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| 14 |
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| 15 |
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| 17 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "nvfp4+mtp-depth", "hardware": "RTX PRO 6000 Blackwell (sm120)", "engine": "vLLM 0.22.1", "regime": "d32k-c4", "metric": "output_tok_s", "value": 88.9, "ttft_p50_ms": 2265.5, "tpot_p50_ms": 36.8, "method": "vllm bench serve, random dataset seed 42, client-side", "vram_gb": 11.7}
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| 18 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "nvfp4+mtp-depth", "hardware": "RTX PRO 6000 Blackwell (sm120)", "engine": "vLLM 0.22.1", "regime": "d4k-c1", "metric": "output_tok_s", "value": 104.3, "ttft_p50_ms": 139.2, "tpot_p50_ms": 9.5, "method": "vllm bench serve, random dataset seed 42, client-side", "vram_gb": 11.7}
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| 19 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "nvfp4+mtp-depth", "hardware": "RTX PRO 6000 Blackwell (sm120)", "engine": "vLLM 0.22.1", "regime": "d4k-c4", "metric": "output_tok_s", "value": 311.1, "ttft_p50_ms": 191.7, "tpot_p50_ms": 11.38, "method": "vllm bench serve, random dataset seed 42, client-side", "vram_gb": 11.7}
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| 20 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "nvfp4+mtp-depth", "hardware": "RTX PRO 6000 Blackwell (sm120)", "engine": "vLLM 0.22.1", "regime": "d64k-c1", "metric": "output_tok_s", "value": 24.3, "ttft_p50_ms": 4081.7, "tpot_p50_ms": 26.9, "method": "vllm bench serve, random dataset seed 42, client-side", "vram_gb": 11.7}
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| 21 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "nvfp4+mtp-depth", "hardware": "RTX PRO 6000 Blackwell (sm120)", "engine": "vLLM 0.22.1", "regime": "d64k-c4", "metric": "output_tok_s", "value": 44.4, "ttft_p50_ms": 4631.7, "tpot_p50_ms": 71.76, "method": "vllm bench serve, random dataset seed 42, client-side", "vram_gb": 11.7}
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| 22 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "gguf-Q4_K_M-spec-none", "hardware": "ampere-a6000", "engine": "llama.cpp b9829", "metric": "gen_tok_s", "value": 104.6, "method": "llama-cli -n 200 greedy; blackwell mtp = mean n=6 prompts", "note": "", "vram_gb": 11.7}
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| 23 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "gguf-Q4_K_M-spec-draft-mtp", "hardware": "ampere-a6000", "engine": "llama.cpp b9829", "metric": "gen_tok_s", "value": 153.4, "method": "llama-cli -n 200 greedy; blackwell mtp = mean n=6 prompts", "note": "acceptance 0.52 (NVFP4) vs 0.49 (Q4_K_M) same-box", "vram_gb": 11.7}
|
| 24 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "gguf-NVFP4-spec-none", "hardware": "ampere-a6000", "engine": "llama.cpp b9829", "metric": "gen_tok_s", "value": 70.7, "method": "llama-cli -n 200 greedy; blackwell mtp = mean n=6 prompts", "note": "", "vram_gb": 11.7}
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| 25 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "gguf-NVFP4-spec-draft-mtp", "hardware": "ampere-a6000", "engine": "llama.cpp b9829", "metric": "gen_tok_s", "value": 84.8, "method": "llama-cli -n 200 greedy; blackwell mtp = mean n=6 prompts", "note": "acceptance 0.52 (NVFP4) vs 0.49 (Q4_K_M) same-box", "vram_gb": 11.7}
|
| 26 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "gguf-Q4_K_M-spec-none", "hardware": "blackwell-sm120", "engine": "llama.cpp b9829", "metric": "gen_tok_s", "value": 205.1, "method": "llama-cli -n 200 greedy; blackwell mtp = mean n=6 prompts", "note": "", "vram_gb": 11.7}
|
| 27 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "gguf-Q4_K_M-spec-draft-mtp", "hardware": "blackwell-sm120", "engine": "llama.cpp b9829", "metric": "gen_tok_s", "value": 239.0, "method": "llama-cli -n 200 greedy; blackwell mtp = mean n=6 prompts", "note": "acceptance 0.52 (NVFP4) vs 0.49 (Q4_K_M) same-box", "vram_gb": 11.7}
|
| 28 |
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{"model": "deepreinforce-ai/Ornith-1.0-9B", "quant": "nvfp4-w4a4-calibrated", "artifact": "protoLabsAI/Ornith-1.0-9B-NVFP4", "date": "2026-07-03", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "kind": "speed", "config": "gguf-NVFP4-spec-none", "hardware": "blackwell-sm120", "engine": "llama.cpp b9829", "metric": "gen_tok_s", "value": 201.5, "method": "llama-cli -n 200 greedy; blackwell mtp = mean n=6 prompts", "note": "", "vram_gb": 11.7}
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| 29 |
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