accepted_at timestamp[s]date 2026-08-19 00:00:00 2026-08-27 00:00:00 ⌀ | engine dict | hardware dict | id stringlengths 36 103 | links dict | measured_at stringlengths 10 24 ⌀ | metrics dict | model dict | model_instance dict | recipe_id stringlengths 30 124 | sweep_id stringlengths 36 103 |
|---|---|---|---|---|---|---|---|---|---|---|
null | {
"name": "vllm",
"version": "0.26.0"
} | {
"count": 1,
"id": "rtx-pro-6000-blackwell-96gb",
"memory_gb": 96,
"name": "RTX PRO 6000 Blackwell",
"total_memory_gb": 96,
"vendor": "nvidia"
} | deepseek-fp8-rtx-pro-6000-blackwell-96gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-6000-blackwell-96gb",
"model": "/api/v1/models/deepseek",
"recipe": "/api/v1/recipes/deepseek-fp8-rtx-pro-6000-blackwell-96gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/deepseek-fp8-rtx-pro-6000-blackwell-96gb-vllm-tp1-sweep"
} | 2026-08-11 | {
"best_ttft_ms": null,
"max_concurrency": 1,
"max_context_tokens": 32768,
"peak_decode_tok_s": 237.26,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "deepseek",
"id": "deepseek",
"name": "DeepSeek"
} | {
"format": "safetensors",
"id": "redhatai-deepseek-coder-v2-lite-instruct-fp8--fp8",
"precision": "FP8",
"repository": "RedHatAI/DeepSeek-Coder-V2-Lite-Instruct-FP8"
} | deepseek-fp8-rtx-pro-6000-blackwell-96gb-vllm-tp1 | deepseek-fp8-rtx-pro-6000-blackwell-96gb-vllm-tp1-sweep |
2026-08-23T00:00:00 | {
"name": "sparkinfer",
"version": "NVIDIA vLLM 26.02 base"
} | {
"count": 1,
"id": "dgx-spark-gb10-128gb",
"memory_gb": 128,
"name": "NVIDIA DGX Spark GB10",
"total_memory_gb": 128,
"vendor": "nvidia"
} | deepseek-v4-flash-0731-exl3-3bpw-dgxspark-sparkinfer-tp1-sweep | {
"hardware": "/api/v1/hardware/dgx-spark-gb10-128gb",
"model": "/api/v1/models/deepseek-v4-flash-0731",
"recipe": "/api/v1/recipes/deepseek-v4-flash-0731-exl3-3bpw-dgxspark-sparkinfer-tp1",
"speed_sweep": "/api/v1/speed-sweeps/deepseek-v4-flash-0731-exl3-3bpw-dgxspark-sparkinfer-tp1-sweep"
} | 2026-08-21 | {
"best_ttft_ms": null,
"max_concurrency": 1,
"max_context_tokens": 370104,
"peak_decode_tok_s": 47,
"peak_decode_tok_s_per_stream": 47,
"peak_prefill_tok_s": 630,
"peak_vram_gb": null,
"point_count": 2
} | {
"family": "deepseek",
"id": "deepseek-v4-flash-0731",
"name": "DeepSeek-V4-Flash-0731"
} | {
"format": "EXL3",
"id": "0xsero-deepseek-v4-flash-0731-spark--3-0-bpw-reap-k216",
"precision": "3.0 bpw REAP-K216",
"repository": "0xSero/deepseek-v4-flash-0731-spark"
} | deepseek-v4-flash-0731-exl3-3bpw-dgxspark-sparkinfer-tp1 | deepseek-v4-flash-0731-exl3-3bpw-dgxspark-sparkinfer-tp1-sweep |
null | {
"name": "vllm",
"version": "0.11.2.dev278+gccfeb3a8 (LimeChain sm86 fork)"
} | {
"count": 8,
"id": "rtx-3090-24gb",
"memory_gb": 24,
"name": "GeForce RTX 3090",
"total_memory_gb": 192,
"vendor": "nvidia"
} | deepseek-v4-flash-0731-fp8-e4m3-rtx-3090-24gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-3090-24gb",
"model": "/api/v1/models/deepseek-v4-flash-0731",
"recipe": "/api/v1/recipes/deepseek-v4-flash-0731-fp8-e4m3-rtx-3090-24gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/deepseek-v4-flash-0731-fp8-e4m3-rtx-3090-24gb-vllm-tp1-sweep"
} | 2026-08-22 | {
"best_ttft_ms": 267.1,
"max_concurrency": 1,
"max_context_tokens": 327680,
"peak_decode_tok_s": 91.16,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 1344.17,
"peak_vram_gb": 184.35,
"point_count": 1
} | {
"family": "deepseek",
"id": "deepseek-v4-flash-0731",
"name": "DeepSeek-V4-Flash-0731"
} | {
"format": "safetensors",
"id": "deepseek-ai-deepseek-v4-flash-0731--fp8-e4m3",
"precision": "FP8_E4M3",
"repository": "deepseek-ai/DeepSeek-V4-Flash-0731"
} | deepseek-v4-flash-0731-fp8-e4m3-rtx-3090-24gb-vllm-tp1 | deepseek-v4-flash-0731-fp8-e4m3-rtx-3090-24gb-vllm-tp1-sweep |
null | {
"name": "sglang",
"version": "lmsysorg/sglang:dev-cu13-inkling-dspark@sha256:fbea1a4e25b26660dbc2384a27ead8817e9b7670f257b5c3143e0450d14524d7 (stock; SGLang commit b7252cc6b0c78b25ecea7ee5efa91a6ae37d0f19); no patches"
} | {
"count": 2,
"id": "rtx-pro-6000-blackwell-96gb",
"memory_gb": 96,
"name": "RTX PRO 6000 Blackwell",
"total_memory_gb": 192,
"vendor": "nvidia"
} | deepseek-v4-flash-0731-fp8-fp4-rtxpro6000-sglang-tp2-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-6000-blackwell-96gb",
"model": "/api/v1/models/deepseek-v4-flash-0731",
"recipe": "/api/v1/recipes/deepseek-v4-flash-0731-fp8-fp4-rtxpro6000-sglang-tp2",
"speed_sweep": "/api/v1/speed-sweeps/deepseek-v4-flash-0731-fp8-fp4-rtxpro6000-sglang-tp2-sweep"
} | 2026-08-26 | {
"best_ttft_ms": 80,
"max_concurrency": 4,
"max_context_tokens": 50,
"peak_decode_tok_s": 155.2,
"peak_decode_tok_s_per_stream": 57.85,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 5
} | {
"family": "deepseek",
"id": "deepseek-v4-flash-0731",
"name": "DeepSeek-V4-Flash-0731"
} | {
"format": "safetensors",
"id": "deepseek-ai-deepseek-v4-flash-0731--fp8",
"precision": "FP8",
"repository": "deepseek-ai/DeepSeek-V4-Flash-0731"
} | deepseek-v4-flash-0731-fp8-fp4-rtxpro6000-sglang-tp2 | deepseek-v4-flash-0731-fp8-fp4-rtxpro6000-sglang-tp2-sweep |
null | {
"name": "vllm",
"version": "LimeChain/vllm@ccfeb3a8b (release 4fd0bd1bf)"
} | {
"count": 8,
"id": "rtx-3090-24gb",
"memory_gb": 24,
"name": "GeForce RTX 3090",
"total_memory_gb": 192,
"vendor": "nvidia"
} | deepseek-v4-flash-0731-fp8-rtx-3090-24gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-3090-24gb",
"model": "/api/v1/models/deepseek-v4-flash-0731",
"recipe": "/api/v1/recipes/deepseek-v4-flash-0731-fp8-rtx-3090-24gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/deepseek-v4-flash-0731-fp8-rtx-3090-24gb-vllm-tp1-sweep"
} | 2026-08-09 | {
"best_ttft_ms": 362.046,
"max_concurrency": 11,
"max_context_tokens": 327680,
"peak_decode_tok_s": 404.473815,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "deepseek",
"id": "deepseek-v4-flash-0731",
"name": "DeepSeek-V4-Flash-0731"
} | {
"format": "safetensors",
"id": "deepseek-ai-deepseek-v4-flash-0731--fp8",
"precision": "FP8",
"repository": "deepseek-ai/DeepSeek-V4-Flash-0731"
} | deepseek-v4-flash-0731-fp8-rtx-3090-24gb-vllm-tp1 | deepseek-v4-flash-0731-fp8-rtx-3090-24gb-vllm-tp1-sweep |
null | {
"name": "lucebox",
"version": "c994209"
} | {
"count": 1,
"id": "radeon-ai-pro-r9700-32gb",
"memory_gb": 32,
"name": "Radeon AI PRO R9700",
"total_memory_gb": 32,
"vendor": "amd"
} | deepseek-v4-flash-0731-iq2-xxs-radeon-ai-pro-r9700-32gb-lucebox-tp1-7ibvc9zx-sweep | {
"hardware": "/api/v1/hardware/radeon-ai-pro-r9700-32gb",
"model": "/api/v1/models/deepseek-v4-flash-0731",
"recipe": "/api/v1/recipes/deepseek-v4-flash-0731-iq2-xxs-radeon-ai-pro-r9700-32gb-lucebox-tp1-7ibvc9zx",
"speed_sweep": "/api/v1/speed-sweeps/deepseek-v4-flash-0731-iq2-xxs-radeon-ai-pro-r9700-32gb-luce... | 2026-08-26T11:54:44.953Z | {
"best_ttft_ms": 2003.904,
"max_concurrency": 1,
"max_context_tokens": 8192,
"peak_decode_tok_s": 59.432,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 196.117,
"peak_vram_gb": 25.161,
"point_count": 1
} | {
"family": "deepseek",
"id": "deepseek-v4-flash-0731",
"name": "DeepSeek-V4-Flash-0731"
} | {
"format": "IQ2_XXS",
"id": "deepseek-ai-deepseek-v4-flash-0731--iq2-xxs",
"precision": "IQ2_XXS",
"repository": "deepseek-ai/DeepSeek-V4-Flash-0731"
} | deepseek-v4-flash-0731-iq2-xxs-radeon-ai-pro-r9700-32gb-lucebox-tp1-7ibvc9zx | deepseek-v4-flash-0731-iq2-xxs-radeon-ai-pro-r9700-32gb-lucebox-tp1-7ibvc9zx-sweep |
2026-08-23T00:00:00 | {
"name": "vllm",
"version": "0.25.2+anemll-dspark-gx10-0.1.1"
} | {
"count": 2,
"id": "dgx-spark-gb10-128gb",
"memory_gb": 128,
"name": "NVIDIA DGX Spark GB10",
"total_memory_gb": 256,
"vendor": "nvidia"
} | deepseek-v4-flash-0731-nvfp4-dgxspark-vllm-tp2-sweep | {
"hardware": "/api/v1/hardware/dgx-spark-gb10-128gb",
"model": "/api/v1/models/deepseek-v4-flash-0731",
"recipe": "/api/v1/recipes/deepseek-v4-flash-0731-nvfp4-dgxspark-vllm-tp2",
"speed_sweep": "/api/v1/speed-sweeps/deepseek-v4-flash-0731-nvfp4-dgxspark-vllm-tp2-sweep"
} | 2026-08-01 | {
"best_ttft_ms": null,
"max_concurrency": 6,
"max_context_tokens": 899994,
"peak_decode_tok_s": 191.2,
"peak_decode_tok_s_per_stream": 75.4,
"peak_prefill_tok_s": 2563,
"peak_vram_gb": null,
"point_count": 19
} | {
"family": "deepseek",
"id": "deepseek-v4-flash-0731",
"name": "DeepSeek-V4-Flash-0731"
} | {
"format": "ModelOpt",
"id": "deepseek-ai-deepseek-v4-flash-0731--nvfp4",
"precision": "NVFP4",
"repository": "deepseek-ai/DeepSeek-V4-Flash-0731"
} | deepseek-v4-flash-0731-nvfp4-dgxspark-vllm-tp2 | deepseek-v4-flash-0731-nvfp4-dgxspark-vllm-tp2-sweep |
null | {
"name": "vllm",
"version": null
} | {
"count": 4,
"id": "rtx-5090-32gb",
"memory_gb": 32,
"name": "GeForce RTX 5090",
"total_memory_gb": 128,
"vendor": "nvidia"
} | deepseek-v4-flash-2-bit-experts-vllm-moet-w2-fp8-kv-rtx-5090-32gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-5090-32gb",
"model": "/api/v1/models/deepseek-v4-flash",
"recipe": "/api/v1/recipes/deepseek-v4-flash-2-bit-experts-vllm-moet-w2-fp8-kv-rtx-5090-32gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/deepseek-v4-flash-2-bit-experts-vllm-moet-w2-fp8-kv-rtx-5090-32gb-vllm-tp1-swe... | 2026-07-18 | {
"best_ttft_ms": 55,
"max_concurrency": 1,
"max_context_tokens": 262144,
"peak_decode_tok_s": 212,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 3900,
"peak_vram_gb": 124,
"point_count": 1
} | {
"family": "deepseek",
"id": "deepseek-v4-flash",
"name": "DeepSeek-V4-Flash"
} | {
"format": "safetensors",
"id": "deepseek-ai-deepseek-v4-flash--2-bit-experts-vllm-moet-w2-fp8-kv",
"precision": "2-bit experts (vLLM-Moet W2) + FP8 KV",
"repository": "deepseek-ai/DeepSeek-V4-Flash"
} | deepseek-v4-flash-2-bit-experts-vllm-moet-w2-fp8-kv-rtx-5090-32gb-vllm-tp1 | deepseek-v4-flash-2-bit-experts-vllm-moet-w2-fp8-kv-rtx-5090-32gb-vllm-tp1-sweep |
null | {
"name": "mlx",
"version": null
} | {
"count": 1,
"id": "apple-max-128gb",
"memory_gb": 128,
"name": "Apple Max 128GB, generation unspecified",
"total_memory_gb": 128,
"vendor": "apple"
} | deepseek-v4-flash-2bit-dq-apple-max-128gb-mlx-tp1-sweep | {
"hardware": "/api/v1/hardware/apple-max-128gb",
"model": "/api/v1/models/deepseek-v4-flash",
"recipe": "/api/v1/recipes/deepseek-v4-flash-2bit-dq-apple-max-128gb-mlx-tp1",
"speed_sweep": "/api/v1/speed-sweeps/deepseek-v4-flash-2bit-dq-apple-max-128gb-mlx-tp1-sweep"
} | 2026-04-27 | {
"best_ttft_ms": null,
"max_concurrency": 1,
"max_context_tokens": 2048,
"peak_decode_tok_s": 17,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "deepseek",
"id": "deepseek-v4-flash",
"name": "DeepSeek-V4-Flash"
} | {
"format": "MLX",
"id": "mlx-community-deepseek-v4-flash-2bit-dq--2bit-dq",
"precision": "2bit-DQ",
"repository": "mlx-community/DeepSeek-V4-Flash-2bit-DQ"
} | deepseek-v4-flash-2bit-dq-apple-max-128gb-mlx-tp1 | deepseek-v4-flash-2bit-dq-apple-max-128gb-mlx-tp1-sweep |
2026-08-23T00:00:00 | {
"name": "vllm",
"version": "0.25.2+anemll-dspark-gx10-0.1.1"
} | {
"count": 2,
"id": "dgx-spark-gb10-128gb",
"memory_gb": 128,
"name": "NVIDIA DGX Spark GB10",
"total_memory_gb": 256,
"vendor": "nvidia"
} | deepseek-v4-flash-dspark-nvfp4-dgxspark-vllm-tp2-sweep | {
"hardware": "/api/v1/hardware/dgx-spark-gb10-128gb",
"model": "/api/v1/models/deepseek-v4-flash-dspark",
"recipe": "/api/v1/recipes/deepseek-v4-flash-dspark-nvfp4-dgxspark-vllm-tp2",
"speed_sweep": "/api/v1/speed-sweeps/deepseek-v4-flash-dspark-nvfp4-dgxspark-vllm-tp2-sweep"
} | 2026-08-23 | {
"best_ttft_ms": null,
"max_concurrency": 6,
"max_context_tokens": null,
"peak_decode_tok_s": 153.7,
"peak_decode_tok_s_per_stream": 66.6,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 6
} | {
"family": "deepseek",
"id": "deepseek-v4-flash-dspark",
"name": "DeepSeek-V4-Flash-DSpark"
} | {
"format": "ModelOpt",
"id": "deepseek-ai-deepseek-v4-flash-dspark--nvfp4",
"precision": "NVFP4",
"repository": "deepseek-ai/DeepSeek-V4-Flash-DSpark"
} | deepseek-v4-flash-dspark-nvfp4-dgxspark-vllm-tp2 | deepseek-v4-flash-dspark-nvfp4-dgxspark-vllm-tp2-sweep |
null | {
"name": "vllm",
"version": "0.1.dev1172+g4a6fd8747.xpu; local vLLM 264c7f2f7; XPU kernels 313156737; oneCCL 48fda4f0e"
} | {
"count": 4,
"id": "intel-arc-pro-b70-32gb",
"memory_gb": 32,
"name": "Intel Arc Pro B70",
"total_memory_gb": 128,
"vendor": "intel"
} | deepseek-v4-flash-fp8-intel-arc-pro-b70-32gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/intel-arc-pro-b70-32gb",
"model": "/api/v1/models/deepseek-v4-flash",
"recipe": "/api/v1/recipes/deepseek-v4-flash-fp8-intel-arc-pro-b70-32gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/deepseek-v4-flash-fp8-intel-arc-pro-b70-32gb-vllm-tp1-sweep"
} | 2026-07-18 | {
"best_ttft_ms": 342.7776570024434,
"max_concurrency": 1,
"max_context_tokens": 256,
"peak_decode_tok_s": 80.82005189243556,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "deepseek",
"id": "deepseek-v4-flash",
"name": "DeepSeek-V4-Flash"
} | {
"format": "safetensors",
"id": "0xsero-deepseek-v4-flash-180b--fp8",
"precision": "FP8",
"repository": "0xSero/DeepSeek-V4-Flash-180B"
} | deepseek-v4-flash-fp8-intel-arc-pro-b70-32gb-vllm-tp1 | deepseek-v4-flash-fp8-intel-arc-pro-b70-32gb-vllm-tp1-sweep |
2026-08-24T00:00:00 | {
"name": "sglang",
"version": "deepseek-v4-blackwell image; exact SGLang commit unreported"
} | {
"count": 4,
"id": "rtx-pro-6000-blackwell-96gb",
"memory_gb": 96,
"name": "RTX PRO 6000 Blackwell",
"total_memory_gb": 384,
"vendor": "nvidia"
} | deepseek-v4-flash-fp8-rtxpro6000-sglang-tp4-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-6000-blackwell-96gb",
"model": "/api/v1/models/deepseek-v4-flash",
"recipe": "/api/v1/recipes/deepseek-v4-flash-fp8-rtxpro6000-sglang-tp4",
"speed_sweep": "/api/v1/speed-sweeps/deepseek-v4-flash-fp8-rtxpro6000-sglang-tp4-sweep"
} | 2026-08-24 | {
"best_ttft_ms": 11337,
"max_concurrency": 1,
"max_context_tokens": 300000,
"peak_decode_tok_s": 37.99,
"peak_decode_tok_s_per_stream": 37.99,
"peak_prefill_tok_s": 1273.1,
"peak_vram_gb": null,
"point_count": 7
} | {
"family": "deepseek",
"id": "deepseek-v4-flash",
"name": "DeepSeek-V4-Flash"
} | {
"format": "safetensors",
"id": "sgl-project-deepseek-v4-flash-fp8--fp8",
"precision": "FP8",
"repository": "sgl-project/DeepSeek-V4-Flash-FP8"
} | deepseek-v4-flash-fp8-rtxpro6000-sglang-tp4 | deepseek-v4-flash-fp8-rtxpro6000-sglang-tp4-sweep |
null | {
"name": "mlx",
"version": null
} | {
"count": 1,
"id": "apple-m3-ultra-512gb",
"memory_gb": 512,
"name": "Apple M3 Ultra 512GB",
"total_memory_gb": 512,
"vendor": "apple"
} | deepseek-v4-flash-iq2xxs-apple-m3-ultra-512gb-mlx-tp1-sweep | {
"hardware": "/api/v1/hardware/apple-m3-ultra-512gb",
"model": "/api/v1/models/deepseek-v4-flash",
"recipe": "/api/v1/recipes/deepseek-v4-flash-iq2xxs-apple-m3-ultra-512gb-mlx-tp1",
"speed_sweep": "/api/v1/speed-sweeps/deepseek-v4-flash-iq2xxs-apple-m3-ultra-512gb-mlx-tp1-sweep"
} | 2026-06-30 | {
"best_ttft_ms": 300,
"max_concurrency": 1,
"max_context_tokens": 16384,
"peak_decode_tok_s": 33,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "deepseek",
"id": "deepseek-v4-flash",
"name": "DeepSeek-V4-Flash"
} | {
"format": "MLX",
"id": "deepseek-ai-deepseek-v4-flash--iq2xxs",
"precision": "IQ2XXS",
"repository": "deepseek-ai/DeepSeek-V4-Flash"
} | deepseek-v4-flash-iq2xxs-apple-m3-ultra-512gb-mlx-tp1 | deepseek-v4-flash-iq2xxs-apple-m3-ultra-512gb-mlx-tp1-sweep |
2026-08-24T00:00:00 | {
"name": "vllm",
"version": "0.1.dev17016+g27fd665bd.d20260526"
} | {
"count": 1,
"id": "dgx-spark-gb10-128gb",
"memory_gb": 128,
"name": "NVIDIA DGX Spark GB10",
"total_memory_gb": 128,
"vendor": "nvidia"
} | deepseek-v4-flash-spark-200k-nvfp4-mxfp4-dgxspark-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/dgx-spark-gb10-128gb",
"model": "/api/v1/models/deepseek-v4-flash-spark-200k",
"recipe": "/api/v1/recipes/deepseek-v4-flash-spark-200k-nvfp4-mxfp4-dgxspark-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/deepseek-v4-flash-spark-200k-nvfp4-mxfp4-dgxspark-vllm-tp1-sweep"
} | 2026-05-27 | {
"best_ttft_ms": 248216.9,
"max_concurrency": 1,
"max_context_tokens": 186390,
"peak_decode_tok_s": 33.287,
"peak_decode_tok_s_per_stream": 33.287,
"peak_prefill_tok_s": 550.059,
"peak_vram_gb": null,
"point_count": 3
} | {
"family": "deepseek",
"id": "deepseek-v4-flash-spark-200k",
"name": "DeepSeek-V4-Flash-Spark-200K"
} | {
"format": "safetensors",
"id": "0xsero-deepseek-v4-flash-180b--nvfp4-mxfp4-experts",
"precision": "NVFP4/MXFP4 experts",
"repository": "0xSero/DeepSeek-V4-Flash-180B"
} | deepseek-v4-flash-spark-200k-nvfp4-mxfp4-dgxspark-vllm-tp1 | deepseek-v4-flash-spark-200k-nvfp4-mxfp4-dgxspark-vllm-tp1-sweep |
null | {
"name": "vllm",
"version": "0.1.dev1+ga275a28e0"
} | {
"count": 1,
"id": "rtx-pro-6000-blackwell-96gb",
"memory_gb": 96,
"name": "RTX PRO 6000 Blackwell",
"total_memory_gb": 96,
"vendor": "nvidia"
} | diffusiongemma-26b-a4b-bf16-rtx-pro-6000-blackwell-96gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-6000-blackwell-96gb",
"model": "/api/v1/models/diffusiongemma-26b-a4b",
"recipe": "/api/v1/recipes/diffusiongemma-26b-a4b-bf16-rtx-pro-6000-blackwell-96gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/diffusiongemma-26b-a4b-bf16-rtx-pro-6000-blackwell-96gb-vllm-tp1-swee... | 2026-07-02 | {
"best_ttft_ms": null,
"max_concurrency": 1,
"max_context_tokens": 8192,
"peak_decode_tok_s": 528.7,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "gemma",
"id": "diffusiongemma-26b-a4b",
"name": "diffusiongemma-26B-A4B"
} | {
"format": "safetensors",
"id": "google-diffusiongemma-26b-a4b-it--bf16",
"precision": "bf16",
"repository": "google/diffusiongemma-26B-A4B-it"
} | diffusiongemma-26b-a4b-bf16-rtx-pro-6000-blackwell-96gb-vllm-tp1 | diffusiongemma-26b-a4b-bf16-rtx-pro-6000-blackwell-96gb-vllm-tp1-sweep |
null | {
"name": "vllm",
"version": "0.22.1rc1.dev357+g74b5964f0"
} | {
"count": 2,
"id": "rtx-3090-24gb",
"memory_gb": 24,
"name": "GeForce RTX 3090",
"total_memory_gb": 48,
"vendor": "nvidia"
} | diffusiongemma-26b-a4b-it-fp8-dynamic-rtx-3090-24gb-vllm-tp2-sweep | {
"hardware": "/api/v1/hardware/rtx-3090-24gb",
"model": "/api/v1/models/diffusiongemma-26b-a4b-it",
"recipe": "/api/v1/recipes/diffusiongemma-26b-a4b-it-fp8-dynamic-rtx-3090-24gb-vllm-tp2",
"speed_sweep": "/api/v1/speed-sweeps/diffusiongemma-26b-a4b-it-fp8-dynamic-rtx-3090-24gb-vllm-tp2-sweep"
} | 2026-06-24 | {
"best_ttft_ms": 1675.36,
"max_concurrency": 1,
"max_context_tokens": 262144,
"peak_decode_tok_s": 177.55,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "gemma",
"id": "diffusiongemma-26b-a4b-it",
"name": "diffusiongemma-26B-A4B-it"
} | {
"format": "safetensors",
"id": "redhatai-diffusiongemma-26b-a4b-it-fp8-dynamic--fp8-dynamic",
"precision": "FP8 dynamic",
"repository": "RedHatAI/diffusiongemma-26B-A4B-it-FP8-dynamic"
} | diffusiongemma-26b-a4b-it-fp8-dynamic-rtx-3090-24gb-vllm-tp2 | diffusiongemma-26b-a4b-it-fp8-dynamic-rtx-3090-24gb-vllm-tp2-sweep |
null | {
"name": "mlx",
"version": "mlx-lm 0.31.3"
} | {
"count": 1,
"id": "apple-m5-max-128gb",
"memory_gb": 128,
"name": "Apple M5 Max 128GB",
"total_memory_gb": 128,
"vendor": "apple"
} | gemma-3-4b-it-bf16-4bit-apple-m5-max-128gb-mlx-tp1-sweep | {
"hardware": "/api/v1/hardware/apple-m5-max-128gb",
"model": "/api/v1/models/gemma-3-4b-it-bf16",
"recipe": "/api/v1/recipes/gemma-3-4b-it-bf16-4bit-apple-m5-max-128gb-mlx-tp1",
"speed_sweep": "/api/v1/speed-sweeps/gemma-3-4b-it-bf16-4bit-apple-m5-max-128gb-mlx-tp1-sweep"
} | 2026-06-22 | {
"best_ttft_ms": null,
"max_concurrency": 1,
"max_context_tokens": 2048,
"peak_decode_tok_s": 175.116,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 3405.39,
"peak_vram_gb": 3.016,
"point_count": 1
} | {
"family": "gemma",
"id": "gemma-3-4b-it-bf16",
"name": "gemma-3-4b-it-bf16"
} | {
"format": "MLX",
"id": "mlx-community-gemma-3-text-4b-it-4bit--4bit",
"precision": "4bit",
"repository": "mlx-community/gemma-3-text-4b-it-4bit"
} | gemma-3-4b-it-bf16-4bit-apple-m5-max-128gb-mlx-tp1 | gemma-3-4b-it-bf16-4bit-apple-m5-max-128gb-mlx-tp1-sweep |
null | {
"name": "mlx",
"version": null
} | {
"count": 1,
"id": "apple-pro-64gb",
"memory_gb": 64,
"name": "Apple Pro 64GB, generation unspecified",
"total_memory_gb": 64,
"vendor": "apple"
} | gemma-3-4b-it-bf16-4bit-apple-pro-64gb-mlx-tp1-sweep | {
"hardware": "/api/v1/hardware/apple-pro-64gb",
"model": "/api/v1/models/gemma-3-4b-it-bf16",
"recipe": "/api/v1/recipes/gemma-3-4b-it-bf16-4bit-apple-pro-64gb-mlx-tp1",
"speed_sweep": "/api/v1/speed-sweeps/gemma-3-4b-it-bf16-4bit-apple-pro-64gb-mlx-tp1-sweep"
} | 2026-04-29 | {
"best_ttft_ms": 109.3,
"max_concurrency": 1,
"max_context_tokens": 2048,
"peak_decode_tok_s": 105.032,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": 3.015,
"point_count": 1
} | {
"family": "gemma",
"id": "gemma-3-4b-it-bf16",
"name": "gemma-3-4b-it-bf16"
} | {
"format": "MLX",
"id": "mlx-community-gemma-3-text-4b-it-4bit--4bit",
"precision": "4bit",
"repository": "mlx-community/gemma-3-text-4b-it-4bit"
} | gemma-3-4b-it-bf16-4bit-apple-pro-64gb-mlx-tp1 | gemma-3-4b-it-bf16-4bit-apple-pro-64gb-mlx-tp1-sweep |
null | {
"name": "vllm",
"version": null
} | {
"count": 4,
"id": "rtx-pro-6000-blackwell-96gb",
"memory_gb": 96,
"name": "RTX PRO 6000 Blackwell",
"total_memory_gb": 384,
"vendor": "nvidia"
} | gemma-4-12b-bf16-rtx-pro-6000-blackwell-96gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-6000-blackwell-96gb",
"model": "/api/v1/models/gemma-4-12b",
"recipe": "/api/v1/recipes/gemma-4-12b-bf16-rtx-pro-6000-blackwell-96gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/gemma-4-12b-bf16-rtx-pro-6000-blackwell-96gb-vllm-tp1-sweep"
} | 2026-06-30 | {
"best_ttft_ms": 34.69645799850696,
"max_concurrency": 1,
"max_context_tokens": 2048,
"peak_decode_tok_s": 145.6499652268921,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 11255.63223431487,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "gemma",
"id": "gemma-4-12b",
"name": "gemma-4-12B"
} | {
"format": "safetensors",
"id": "google-gemma-4-12b-it--bf16",
"precision": "BF16",
"repository": "google/gemma-4-12B-it"
} | gemma-4-12b-bf16-rtx-pro-6000-blackwell-96gb-vllm-tp1 | gemma-4-12b-bf16-rtx-pro-6000-blackwell-96gb-vllm-tp1-sweep |
null | {
"name": "vllm",
"version": null
} | {
"count": 1,
"id": "rtx-5090-32gb",
"memory_gb": 32,
"name": "GeForce RTX 5090",
"total_memory_gb": 32,
"vendor": "nvidia"
} | gemma-4-12b-coder-fable5-composer2-5-v1-gguf-nvfp4-rtx-5090-32gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-5090-32gb",
"model": "/api/v1/models/gemma-4-12b-coder-fable5-composer2-5-v1-gguf",
"recipe": "/api/v1/recipes/gemma-4-12b-coder-fable5-composer2-5-v1-gguf-nvfp4-rtx-5090-32gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/gemma-4-12b-coder-fable5-composer2-5-v1-gguf-nvfp4-r... | 2026-07-23 | {
"best_ttft_ms": 31.85,
"max_concurrency": 1,
"max_context_tokens": 2048,
"peak_decode_tok_s": 183,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 1067.6,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "gemma",
"id": "gemma-4-12b-coder-fable5-composer2-5-v1-gguf",
"name": "gemma-4-12B-coder-fable5-composer2.5-v1-GGUF"
} | {
"format": "safetensors",
"id": "sakamakismile-gemma-4-12b-coder-fable5-composer2-5-mtp-nvfp4--nvfp4",
"precision": "NVFP4",
"repository": "sakamakismile/gemma-4-12B-coder-fable5-composer2.5-MTP-NVFP4"
} | gemma-4-12b-coder-fable5-composer2-5-v1-gguf-nvfp4-rtx-5090-32gb-vllm-tp1 | gemma-4-12b-coder-fable5-composer2-5-v1-gguf-nvfp4-rtx-5090-32gb-vllm-tp1-sweep |
2026-08-25T00:00:00 | {
"name": "tabbyapi",
"version": "0.0.1+e632af41"
} | {
"count": 1,
"id": "rtx-2000-ada-16gb",
"memory_gb": 16,
"name": "NVIDIA RTX 2000 Ada Generation",
"total_memory_gb": 16,
"vendor": "nvidia"
} | gemma-4-12b-it-exl3-3bpw-rtx2000ada-tabbyapi-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-2000-ada-16gb",
"model": "/api/v1/models/gemma-4-12b-it",
"recipe": "/api/v1/recipes/gemma-4-12b-it-exl3-3bpw-rtx2000ada-tabbyapi-tp1",
"speed_sweep": "/api/v1/speed-sweeps/gemma-4-12b-it-exl3-3bpw-rtx2000ada-tabbyapi-tp1-sweep"
} | 2026-08-25 | {
"best_ttft_ms": 311678.8,
"max_concurrency": 4,
"max_context_tokens": 130560,
"peak_decode_tok_s": null,
"peak_decode_tok_s_per_stream": 20.03,
"peak_prefill_tok_s": 418.89,
"peak_vram_gb": null,
"point_count": 3
} | {
"family": "gemma",
"id": "gemma-4-12b-it",
"name": "Gemma-4-12B-it"
} | {
"format": "EXL3",
"id": "turboderp-gemma-4-12b-it-exl3--3-bpw",
"precision": "3 bpw",
"repository": "turboderp/gemma-4-12B-it-exl3"
} | gemma-4-12b-it-exl3-3bpw-rtx2000ada-tabbyapi-tp1 | gemma-4-12b-it-exl3-3bpw-rtx2000ada-tabbyapi-tp1-sweep |
2026-08-24T00:00:00 | {
"name": "tabbyapi",
"version": "0.0.1+e632af41"
} | {
"count": 1,
"id": "rtx-3090-24gb",
"memory_gb": 24,
"name": "GeForce RTX 3090",
"total_memory_gb": 24,
"vendor": "nvidia"
} | gemma-4-12b-it-exl3-4bpw-rtx3090-tabbyapi-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-3090-24gb",
"model": "/api/v1/models/gemma-4-12b-it",
"recipe": "/api/v1/recipes/gemma-4-12b-it-exl3-4bpw-rtx3090-tabbyapi-tp1",
"speed_sweep": "/api/v1/speed-sweeps/gemma-4-12b-it-exl3-4bpw-rtx3090-tabbyapi-tp1-sweep"
} | 2026-08-24 | {
"best_ttft_ms": 133291.9,
"max_concurrency": 4,
"max_context_tokens": 130560,
"peak_decode_tok_s": null,
"peak_decode_tok_s_per_stream": 26.56,
"peak_prefill_tok_s": 979.93,
"peak_vram_gb": null,
"point_count": 3
} | {
"family": "gemma",
"id": "gemma-4-12b-it",
"name": "Gemma-4-12B-it"
} | {
"format": "EXL3",
"id": "turboderp-gemma-4-12b-it-exl3--4-bpw",
"precision": "4 bpw",
"repository": "turboderp/gemma-4-12B-it-exl3"
} | gemma-4-12b-it-exl3-4bpw-rtx3090-tabbyapi-tp1 | gemma-4-12b-it-exl3-4bpw-rtx3090-tabbyapi-tp1-sweep |
2026-08-24T00:00:00 | {
"name": "tabbyapi",
"version": "0.0.1+e632af41"
} | {
"count": 1,
"id": "rtx-4090-24gb",
"memory_gb": 24,
"name": "GeForce RTX 4090",
"total_memory_gb": 24,
"vendor": "nvidia"
} | gemma-4-12b-it-exl3-4bpw-rtx4090-tabbyapi-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-4090-24gb",
"model": "/api/v1/models/gemma-4-12b-it",
"recipe": "/api/v1/recipes/gemma-4-12b-it-exl3-4bpw-rtx4090-tabbyapi-tp1",
"speed_sweep": "/api/v1/speed-sweeps/gemma-4-12b-it-exl3-4bpw-rtx4090-tabbyapi-tp1-sweep"
} | 2026-08-24 | {
"best_ttft_ms": 59240.8,
"max_concurrency": 4,
"max_context_tokens": 130560,
"peak_decode_tok_s": null,
"peak_decode_tok_s_per_stream": 74.74,
"peak_prefill_tok_s": 2204.9,
"peak_vram_gb": null,
"point_count": 3
} | {
"family": "gemma",
"id": "gemma-4-12b-it",
"name": "Gemma-4-12B-it"
} | {
"format": "EXL3",
"id": "turboderp-gemma-4-12b-it-exl3--4-bpw",
"precision": "4 bpw",
"repository": "turboderp/gemma-4-12B-it-exl3"
} | gemma-4-12b-it-exl3-4bpw-rtx4090-tabbyapi-tp1 | gemma-4-12b-it-exl3-4bpw-rtx4090-tabbyapi-tp1-sweep |
2026-08-25T00:00:00 | {
"name": "tabbyapi",
"version": "0.0.1+e632af41"
} | {
"count": 1,
"id": "rtx-pro-4000-blackwell-24gb",
"memory_gb": 24,
"name": "NVIDIA RTX PRO 4000 Blackwell",
"total_memory_gb": 24,
"vendor": "nvidia"
} | gemma-4-12b-it-exl3-4bpw-rtxpro4000-tabbyapi-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-4000-blackwell-24gb",
"model": "/api/v1/models/gemma-4-12b-it",
"recipe": "/api/v1/recipes/gemma-4-12b-it-exl3-4bpw-rtxpro4000-tabbyapi-tp1",
"speed_sweep": "/api/v1/speed-sweeps/gemma-4-12b-it-exl3-4bpw-rtxpro4000-tabbyapi-tp1-sweep"
} | 2026-08-24 | {
"best_ttft_ms": 119956.7,
"max_concurrency": 4,
"max_context_tokens": 130560,
"peak_decode_tok_s": null,
"peak_decode_tok_s_per_stream": 37.27,
"peak_prefill_tok_s": 1089.31,
"peak_vram_gb": null,
"point_count": 3
} | {
"family": "gemma",
"id": "gemma-4-12b-it",
"name": "Gemma-4-12B-it"
} | {
"format": "EXL3",
"id": "turboderp-gemma-4-12b-it-exl3--4-bpw",
"precision": "4 bpw",
"repository": "turboderp/gemma-4-12B-it-exl3"
} | gemma-4-12b-it-exl3-4bpw-rtxpro4000-tabbyapi-tp1 | gemma-4-12b-it-exl3-4bpw-rtxpro4000-tabbyapi-tp1-sweep |
null | {
"name": "vllm",
"version": "0.20.2rc1.dev2+gc51df4300.d20260523"
} | {
"count": 4,
"id": "intel-arc-pro-b70-32gb",
"memory_gb": 32,
"name": "Intel Arc Pro B70",
"total_memory_gb": 128,
"vendor": "intel"
} | gemma-4-12b-it-int4-autoround-w4a16-intel-arc-pro-b70-32gb-vllm-tp4-sweep | {
"hardware": "/api/v1/hardware/intel-arc-pro-b70-32gb",
"model": "/api/v1/models/gemma-4-12b-it",
"recipe": "/api/v1/recipes/gemma-4-12b-it-int4-autoround-w4a16-intel-arc-pro-b70-32gb-vllm-tp4",
"speed_sweep": "/api/v1/speed-sweeps/gemma-4-12b-it-int4-autoround-w4a16-intel-arc-pro-b70-32gb-vllm-tp4-sweep"
} | 2026-06-07 | {
"best_ttft_ms": 2529.805063267122,
"max_concurrency": 8,
"max_context_tokens": 32768,
"peak_decode_tok_s": 796.1763558639424,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "gemma",
"id": "gemma-4-12b-it",
"name": "Gemma-4-12B-it"
} | {
"format": "safetensors",
"id": "intel-gemma-4-12b-it-int4-autoround--int4-autoround-w4a16",
"precision": "INT4 AutoRound W4A16",
"repository": "Intel/gemma-4-12B-it-int4-AutoRound"
} | gemma-4-12b-it-int4-autoround-w4a16-intel-arc-pro-b70-32gb-vllm-tp4 | gemma-4-12b-it-int4-autoround-w4a16-intel-arc-pro-b70-32gb-vllm-tp4-sweep |
2026-08-23T00:00:00 | {
"name": "sglang",
"version": "0.0.0.dev1+geec794bce"
} | {
"count": 1,
"id": "rtx-5090-32gb",
"memory_gb": 32,
"name": "GeForce RTX 5090",
"total_memory_gb": 32,
"vendor": "nvidia"
} | gemma-4-12b-it-nvfp4-rtx5090-sglang-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-5090-32gb",
"model": "/api/v1/models/gemma-4-12b-it",
"recipe": "/api/v1/recipes/gemma-4-12b-it-nvfp4-rtx5090-sglang-tp1",
"speed_sweep": "/api/v1/speed-sweeps/gemma-4-12b-it-nvfp4-rtx5090-sglang-tp1-sweep"
} | 2026-08-23 | {
"best_ttft_ms": 244.6,
"max_concurrency": 1,
"max_context_tokens": 130560,
"peak_decode_tok_s": null,
"peak_decode_tok_s_per_stream": 39.94,
"peak_prefill_tok_s": 532526.53,
"peak_vram_gb": null,
"point_count": 2
} | {
"family": "gemma",
"id": "gemma-4-12b-it",
"name": "Gemma-4-12B-it"
} | {
"format": "ModelOpt",
"id": "unsloth-gemma-4-12b-it-nvfp4--nvfp4",
"precision": "NVFP4",
"repository": "unsloth/gemma-4-12b-it-NVFP4"
} | gemma-4-12b-it-nvfp4-rtx5090-sglang-tp1 | gemma-4-12b-it-nvfp4-rtx5090-sglang-tp1-sweep |
2026-08-24T00:00:00 | {
"name": "sglang",
"version": "0.0.0.dev1+geec794bce"
} | {
"count": 1,
"id": "rtx-pro-4500-blackwell-32gb",
"memory_gb": 32,
"name": "NVIDIA RTX PRO 4500 Blackwell",
"total_memory_gb": 32,
"vendor": "nvidia"
} | gemma-4-12b-it-nvfp4-rtxpro4500-sglang-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-4500-blackwell-32gb",
"model": "/api/v1/models/gemma-4-12b-it",
"recipe": "/api/v1/recipes/gemma-4-12b-it-nvfp4-rtxpro4500-sglang-tp1",
"speed_sweep": "/api/v1/speed-sweeps/gemma-4-12b-it-nvfp4-rtxpro4500-sglang-tp1-sweep"
} | 2026-08-24 | {
"best_ttft_ms": 263.2,
"max_concurrency": 1,
"max_context_tokens": 130560,
"peak_decode_tok_s": null,
"peak_decode_tok_s_per_stream": 38.23,
"peak_prefill_tok_s": 502159.21,
"peak_vram_gb": null,
"point_count": 2
} | {
"family": "gemma",
"id": "gemma-4-12b-it",
"name": "Gemma-4-12B-it"
} | {
"format": "ModelOpt",
"id": "unsloth-gemma-4-12b-it-nvfp4--nvfp4",
"precision": "NVFP4",
"repository": "unsloth/gemma-4-12b-it-NVFP4"
} | gemma-4-12b-it-nvfp4-rtxpro4500-sglang-tp1 | gemma-4-12b-it-nvfp4-rtxpro4500-sglang-tp1-sweep |
2026-08-24T00:00:00 | {
"name": "sglang",
"version": "0.0.0.dev1+geec794bce"
} | {
"count": 1,
"id": "rtx-pro-6000-blackwell-96gb",
"memory_gb": 96,
"name": "RTX PRO 6000 Blackwell",
"total_memory_gb": 96,
"vendor": "nvidia"
} | gemma-4-12b-it-nvfp4-rtxpro6000-sglang-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-6000-blackwell-96gb",
"model": "/api/v1/models/gemma-4-12b-it",
"recipe": "/api/v1/recipes/gemma-4-12b-it-nvfp4-rtxpro6000-sglang-tp1",
"speed_sweep": "/api/v1/speed-sweeps/gemma-4-12b-it-nvfp4-rtxpro6000-sglang-tp1-sweep"
} | 2026-08-24 | {
"best_ttft_ms": 258.3,
"max_concurrency": 4,
"max_context_tokens": 130560,
"peak_decode_tok_s": null,
"peak_decode_tok_s_per_stream": 38.3,
"peak_prefill_tok_s": 505439.9,
"peak_vram_gb": null,
"point_count": 6
} | {
"family": "gemma",
"id": "gemma-4-12b-it",
"name": "Gemma-4-12B-it"
} | {
"format": "ModelOpt",
"id": "unsloth-gemma-4-12b-it-nvfp4--nvfp4",
"precision": "NVFP4",
"repository": "unsloth/gemma-4-12b-it-NVFP4"
} | gemma-4-12b-it-nvfp4-rtxpro6000-sglang-tp1 | gemma-4-12b-it-nvfp4-rtxpro6000-sglang-tp1-sweep |
null | {
"name": "vllm",
"version": null
} | {
"count": 1,
"id": "rtx-4070-12gb",
"memory_gb": 12,
"name": "GeForce RTX 4070",
"total_memory_gb": 12,
"vendor": "nvidia"
} | gemma-4-12b-it-q4-k-m-rtx-4070-12gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-4070-12gb",
"model": "/api/v1/models/gemma-4-12b-it",
"recipe": "/api/v1/recipes/gemma-4-12b-it-q4-k-m-rtx-4070-12gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/gemma-4-12b-it-q4-k-m-rtx-4070-12gb-vllm-tp1-sweep"
} | 2026-07-20 | {
"best_ttft_ms": 153.69,
"max_concurrency": 1,
"max_context_tokens": 2048,
"peak_decode_tok_s": 48.9,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 240.7,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "gemma",
"id": "gemma-4-12b-it",
"name": "Gemma-4-12B-it"
} | {
"format": "safetensors",
"id": "yuxinlu1-gemma-4-12b-agentic-fable5-composer2-5-v2-3-5x-tau2-gguf--q4-k-m",
"precision": "Q4_K_M",
"repository": "yuxinlu1/gemma-4-12B-agentic-fable5-composer2.5-v2-3.5x-tau2-GGUF"
} | gemma-4-12b-it-q4-k-m-rtx-4070-12gb-vllm-tp1 | gemma-4-12b-it-q4-k-m-rtx-4070-12gb-vllm-tp1-sweep |
null | {
"name": "vllm",
"version": null
} | {
"count": 1,
"id": "rx-7700-xt-12gb",
"memory_gb": 12,
"name": "AMD Radeon RX 7700 XT",
"total_memory_gb": 12,
"vendor": "amd"
} | gemma-4-12b-it-qat-q4-0-unquantized-q4-0-rx-7700-xt-12gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/rx-7700-xt-12gb",
"model": "/api/v1/models/gemma-4-12b-it-qat-q4-0-unquantized",
"recipe": "/api/v1/recipes/gemma-4-12b-it-qat-q4-0-unquantized-q4-0-rx-7700-xt-12gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/gemma-4-12b-it-qat-q4-0-unquantized-q4-0-rx-7700-xt-12gb-vllm-tp1-s... | 2026-07-25 | {
"best_ttft_ms": 225.68,
"max_concurrency": 1,
"max_context_tokens": 2048,
"peak_decode_tok_s": 40.4,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 163.9,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "gemma",
"id": "gemma-4-12b-it-qat-q4-0-unquantized",
"name": "gemma-4-12B-it-qat-q4_0-unquantized"
} | {
"format": "safetensors",
"id": "google-gemma-4-12b-it-qat-q4-0-gguf--q4-0",
"precision": "Q4_0",
"repository": "google/gemma-4-12B-it-qat-q4_0-gguf"
} | gemma-4-12b-it-qat-q4-0-unquantized-q4-0-rx-7700-xt-12gb-vllm-tp1 | gemma-4-12b-it-qat-q4-0-unquantized-q4-0-rx-7700-xt-12gb-vllm-tp1-sweep |
null | {
"name": "vllm",
"version": null
} | {
"count": 1,
"id": "rtx-pro-6000-blackwell-96gb",
"memory_gb": 96,
"name": "RTX PRO 6000 Blackwell",
"total_memory_gb": 96,
"vendor": "nvidia"
} | gemma-4-26b-a4b-int8-per-channel-weight-only-rtx-pro-6000-blackwell-96gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-6000-blackwell-96gb",
"model": "/api/v1/models/gemma-4-26b-a4b",
"recipe": "/api/v1/recipes/gemma-4-26b-a4b-int8-per-channel-weight-only-rtx-pro-6000-blackwell-96gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/gemma-4-26b-a4b-int8-per-channel-weight-only-rtx-pro-6000-b... | 2026-07-02 | {
"best_ttft_ms": 27.69,
"max_concurrency": 1,
"max_context_tokens": 8192,
"peak_decode_tok_s": 276.7,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 1228,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "gemma",
"id": "gemma-4-26b-a4b",
"name": "gemma-4-26B-A4B"
} | {
"format": "safetensors",
"id": "google-gemma-4-26b-a4b-it--int8-per-channel-weight-only",
"precision": "int8_per_channel_weight_only",
"repository": "google/gemma-4-26B-A4B-it"
} | gemma-4-26b-a4b-int8-per-channel-weight-only-rtx-pro-6000-blackwell-96gb-vllm-tp1 | gemma-4-26b-a4b-int8-per-channel-weight-only-rtx-pro-6000-blackwell-96gb-vllm-tp1-sweep |
null | {
"name": "vllm",
"version": null
} | {
"count": 1,
"id": "rtx-5090-32gb",
"memory_gb": 32,
"name": "GeForce RTX 5090",
"total_memory_gb": 32,
"vendor": "nvidia"
} | gemma-4-26b-a4b-int8-rtx-5090-32gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-5090-32gb",
"model": "/api/v1/models/gemma-4-26b-a4b",
"recipe": "/api/v1/recipes/gemma-4-26b-a4b-int8-rtx-5090-32gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/gemma-4-26b-a4b-int8-rtx-5090-32gb-vllm-tp1-sweep"
} | 2026-07-23 | {
"best_ttft_ms": 30.97,
"max_concurrency": 1,
"max_context_tokens": 2048,
"peak_decode_tok_s": 296.4,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 1097.8,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "gemma",
"id": "gemma-4-26b-a4b",
"name": "gemma-4-26B-A4B"
} | {
"format": "safetensors",
"id": "google-gemma-4-26b-a4b-it--int8",
"precision": "INT8",
"repository": "google/gemma-4-26B-A4B-it"
} | gemma-4-26b-a4b-int8-rtx-5090-32gb-vllm-tp1 | gemma-4-26b-a4b-int8-rtx-5090-32gb-vllm-tp1-sweep |
null | {
"name": "vllm",
"version": "0.26.0"
} | {
"count": 2,
"id": "rtx-3090-24gb",
"memory_gb": 24,
"name": "GeForce RTX 3090",
"total_memory_gb": 48,
"vendor": "nvidia"
} | gemma-4-26b-a4b-int8-w8a16-rtx-3090-24gb-vllm-tp2-sweep | {
"hardware": "/api/v1/hardware/rtx-3090-24gb",
"model": "/api/v1/models/gemma-4-26b-a4b",
"recipe": "/api/v1/recipes/gemma-4-26b-a4b-int8-w8a16-rtx-3090-24gb-vllm-tp2",
"speed_sweep": "/api/v1/speed-sweeps/gemma-4-26b-a4b-int8-w8a16-rtx-3090-24gb-vllm-tp2-sweep"
} | 2026-07-25 | {
"best_ttft_ms": 46.5,
"max_concurrency": 1,
"max_context_tokens": 262144,
"peak_decode_tok_s": 162.9,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 8865,
"peak_vram_gb": 45.4,
"point_count": 1
} | {
"family": "gemma",
"id": "gemma-4-26b-a4b",
"name": "gemma-4-26B-A4B"
} | {
"format": "safetensors",
"id": "google-gemma-4-26b-a4b-it--int8-w8a16",
"precision": "INT8_W8A16",
"repository": "google/gemma-4-26B-A4B-it"
} | gemma-4-26b-a4b-int8-w8a16-rtx-3090-24gb-vllm-tp2 | gemma-4-26b-a4b-int8-w8a16-rtx-3090-24gb-vllm-tp2-sweep |
null | {
"name": "mlx",
"version": "0.31.2"
} | {
"count": 1,
"id": "apple-m3-ultra-512gb",
"memory_gb": 512,
"name": "Apple M3 Ultra 512GB",
"total_memory_gb": 512,
"vendor": "apple"
} | gemma-4-26b-a4b-it-4bit-apple-m3-ultra-512gb-mlx-tp1-sweep | {
"hardware": "/api/v1/hardware/apple-m3-ultra-512gb",
"model": "/api/v1/models/gemma-4-26b-a4b-it",
"recipe": "/api/v1/recipes/gemma-4-26b-a4b-it-4bit-apple-m3-ultra-512gb-mlx-tp1",
"speed_sweep": "/api/v1/speed-sweeps/gemma-4-26b-a4b-it-4bit-apple-m3-ultra-512gb-mlx-tp1-sweep"
} | 2026-04-26 | {
"best_ttft_ms": 145,
"max_concurrency": 1,
"max_context_tokens": 8192,
"peak_decode_tok_s": 96.71,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "gemma",
"id": "gemma-4-26b-a4b-it",
"name": "gemma-4-26B-A4B-it"
} | {
"format": "MLX",
"id": "mlx-community-gemma-4-26b-a4b-it-4bit--4bit",
"precision": "4bit",
"repository": "mlx-community/gemma-4-26b-a4b-it-4bit"
} | gemma-4-26b-a4b-it-4bit-apple-m3-ultra-512gb-mlx-tp1 | gemma-4-26b-a4b-it-4bit-apple-m3-ultra-512gb-mlx-tp1-sweep |
null | {
"name": "mlx",
"version": null
} | {
"count": 1,
"id": "apple-max-128gb",
"memory_gb": 128,
"name": "Apple Max 128GB, generation unspecified",
"total_memory_gb": 128,
"vendor": "apple"
} | gemma-4-26b-a4b-it-4bit-apple-max-128gb-mlx-tp1-sweep | {
"hardware": "/api/v1/hardware/apple-max-128gb",
"model": "/api/v1/models/gemma-4-26b-a4b-it",
"recipe": "/api/v1/recipes/gemma-4-26b-a4b-it-4bit-apple-max-128gb-mlx-tp1",
"speed_sweep": "/api/v1/speed-sweeps/gemma-4-26b-a4b-it-4bit-apple-max-128gb-mlx-tp1-sweep"
} | 2026-04-26 | {
"best_ttft_ms": null,
"max_concurrency": 1,
"max_context_tokens": 2048,
"peak_decode_tok_s": 117,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "gemma",
"id": "gemma-4-26b-a4b-it",
"name": "gemma-4-26B-A4B-it"
} | {
"format": "MLX",
"id": "mlx-community-gemma-4-26b-a4b-it-4bit--4bit",
"precision": "4bit",
"repository": "mlx-community/gemma-4-26b-a4b-it-4bit"
} | gemma-4-26b-a4b-it-4bit-apple-max-128gb-mlx-tp1 | gemma-4-26b-a4b-it-4bit-apple-max-128gb-mlx-tp1-sweep |
null | {
"name": "vllm",
"version": null
} | {
"count": 1,
"id": "rtx-5090-32gb",
"memory_gb": 32,
"name": "GeForce RTX 5090",
"total_memory_gb": 32,
"vendor": "nvidia"
} | gemma-4-26b-a4b-it-int4-rtx-5090-32gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-5090-32gb",
"model": "/api/v1/models/gemma-4-26b-a4b-it",
"recipe": "/api/v1/recipes/gemma-4-26b-a4b-it-int4-rtx-5090-32gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/gemma-4-26b-a4b-it-int4-rtx-5090-32gb-vllm-tp1-sweep"
} | 2026-07-23 | {
"best_ttft_ms": 28.85,
"max_concurrency": 1,
"max_context_tokens": 2048,
"peak_decode_tok_s": 378.1,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 1178.3,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "gemma",
"id": "gemma-4-26b-a4b-it",
"name": "gemma-4-26B-A4B-it"
} | {
"format": "safetensors",
"id": "cyankiwi-gemma-4-26b-a4b-it-awq-4bit--int4",
"precision": "INT4",
"repository": "cyankiwi/gemma-4-26B-A4B-it-AWQ-4bit"
} | gemma-4-26b-a4b-it-int4-rtx-5090-32gb-vllm-tp1 | gemma-4-26b-a4b-it-int4-rtx-5090-32gb-vllm-tp1-sweep |
null | {
"name": "mlx",
"version": "0.31.3"
} | {
"count": 1,
"id": "apple-m4-pro-48gb",
"memory_gb": 48,
"name": "Apple M4 Pro 48GB",
"total_memory_gb": 48,
"vendor": "apple"
} | gemma-4-26b-a4b-it-mlx-4bit-apple-m4-pro-48gb-mlx-tp1-sweep | {
"hardware": "/api/v1/hardware/apple-m4-pro-48gb",
"model": "/api/v1/models/gemma-4-26b-a4b-it",
"recipe": "/api/v1/recipes/gemma-4-26b-a4b-it-mlx-4bit-apple-m4-pro-48gb-mlx-tp1",
"speed_sweep": "/api/v1/speed-sweeps/gemma-4-26b-a4b-it-mlx-4bit-apple-m4-pro-48gb-mlx-tp1-sweep"
} | 2026-06-27 | {
"best_ttft_ms": null,
"max_concurrency": 1,
"max_context_tokens": 2176,
"peak_decode_tok_s": 65.346,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 782.941,
"peak_vram_gb": 15.74,
"point_count": 1
} | {
"family": "gemma",
"id": "gemma-4-26b-a4b-it",
"name": "gemma-4-26B-A4B-it"
} | {
"format": "MLX",
"id": "lmstudio-community-gemma-4-26b-a4b-it-qat-mlx-4bit--mlx-4bit",
"precision": "MLX-4bit",
"repository": "lmstudio-community/gemma-4-26B-A4B-it-QAT-MLX-4bit"
} | gemma-4-26b-a4b-it-mlx-4bit-apple-m4-pro-48gb-mlx-tp1 | gemma-4-26b-a4b-it-mlx-4bit-apple-m4-pro-48gb-mlx-tp1-sweep |
null | {
"name": "vllm",
"version": "0.20.1"
} | {
"count": 1,
"id": "rtx-pro-6000-blackwell-96gb",
"memory_gb": 96,
"name": "RTX PRO 6000 Blackwell",
"total_memory_gb": 96,
"vendor": "nvidia"
} | gemma-4-26b-a4b-it-nvfp4-modelopt-fp4-w4a4-rtx-pro-6000-blackwell-96gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-6000-blackwell-96gb",
"model": "/api/v1/models/gemma-4-26b-a4b-it",
"recipe": "/api/v1/recipes/gemma-4-26b-a4b-it-nvfp4-modelopt-fp4-w4a4-rtx-pro-6000-blackwell-96gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/gemma-4-26b-a4b-it-nvfp4-modelopt-fp4-w4a4-rtx-pro-6000-bl... | 2026-05-10 | {
"best_ttft_ms": null,
"max_concurrency": 16,
"max_context_tokens": 65536,
"peak_decode_tok_s": 1048,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "gemma",
"id": "gemma-4-26b-a4b-it",
"name": "gemma-4-26B-A4B-it"
} | {
"format": "safetensors",
"id": "nvidia-gemma-4-26b-a4b-nvfp4--nvfp4-modelopt-fp4-w4a4",
"precision": "NVFP4 (modelopt_fp4 W4A4)",
"repository": "nvidia/Gemma-4-26B-A4B-NVFP4"
} | gemma-4-26b-a4b-it-nvfp4-modelopt-fp4-w4a4-rtx-pro-6000-blackwell-96gb-vllm-tp1 | gemma-4-26b-a4b-it-nvfp4-modelopt-fp4-w4a4-rtx-pro-6000-blackwell-96gb-vllm-tp1-sweep |
null | {
"name": "vllm",
"version": "0.20.1"
} | {
"count": 1,
"id": "rtx-pro-6000-blackwell-96gb",
"memory_gb": 96,
"name": "RTX PRO 6000 Blackwell",
"total_memory_gb": 96,
"vendor": "nvidia"
} | gemma-4-26b-a4b-it-nvfp4-rtx-pro-6000-blackwell-96gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-6000-blackwell-96gb",
"model": "/api/v1/models/gemma-4-26b-a4b-it",
"recipe": "/api/v1/recipes/gemma-4-26b-a4b-it-nvfp4-rtx-pro-6000-blackwell-96gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/gemma-4-26b-a4b-it-nvfp4-rtx-pro-6000-blackwell-96gb-vllm-tp1-sweep"
} | 2026-05-10 | {
"best_ttft_ms": null,
"max_concurrency": 1,
"max_context_tokens": 65536,
"peak_decode_tok_s": 128.3,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": 87.5,
"point_count": 1
} | {
"family": "gemma",
"id": "gemma-4-26b-a4b-it",
"name": "gemma-4-26B-A4B-it"
} | {
"format": "safetensors",
"id": "nvidia-gemma-4-26b-a4b-nvfp4--nvfp4",
"precision": "NVFP4",
"repository": "nvidia/Gemma-4-26B-A4B-NVFP4"
} | gemma-4-26b-a4b-it-nvfp4-rtx-pro-6000-blackwell-96gb-vllm-tp1 | gemma-4-26b-a4b-it-nvfp4-rtx-pro-6000-blackwell-96gb-vllm-tp1-sweep |
null | {
"name": "vllm",
"version": null
} | {
"count": 1,
"id": "rtx-4070-12gb",
"memory_gb": 12,
"name": "GeForce RTX 4070",
"total_memory_gb": 12,
"vendor": "nvidia"
} | gemma-4-26b-a4b-q4-k-xl-rtx-4070-12gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-4070-12gb",
"model": "/api/v1/models/gemma-4-26b-a4b",
"recipe": "/api/v1/recipes/gemma-4-26b-a4b-q4-k-xl-rtx-4070-12gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/gemma-4-26b-a4b-q4-k-xl-rtx-4070-12gb-vllm-tp1-sweep"
} | 2026-07-20 | {
"best_ttft_ms": 745.12,
"max_concurrency": 1,
"max_context_tokens": 2048,
"peak_decode_tok_s": 30.6,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 88024.2,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "gemma",
"id": "gemma-4-26b-a4b",
"name": "gemma-4-26B-A4B"
} | {
"format": "safetensors",
"id": "google-gemma-4-26b-a4b-it--q4-k-xl",
"precision": "Q4_K_XL",
"repository": "google/gemma-4-26B-A4B-it"
} | gemma-4-26b-a4b-q4-k-xl-rtx-4070-12gb-vllm-tp1 | gemma-4-26b-a4b-q4-k-xl-rtx-4070-12gb-vllm-tp1-sweep |
null | {
"name": "vllm",
"version": null
} | {
"count": 4,
"id": "rtx-pro-6000-blackwell-96gb",
"memory_gb": 96,
"name": "RTX PRO 6000 Blackwell",
"total_memory_gb": 384,
"vendor": "nvidia"
} | gemma-4-31b-bf16-rtx-pro-6000-blackwell-96gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-6000-blackwell-96gb",
"model": "/api/v1/models/gemma-4-31b",
"recipe": "/api/v1/recipes/gemma-4-31b-bf16-rtx-pro-6000-blackwell-96gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/gemma-4-31b-bf16-rtx-pro-6000-blackwell-96gb-vllm-tp1-sweep"
} | 2026-06-30 | {
"best_ttft_ms": 42.98081950037158,
"max_concurrency": 1,
"max_context_tokens": 2048,
"peak_decode_tok_s": 98.19400282700367,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 5985.067597638829,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "gemma",
"id": "gemma-4-31b",
"name": "gemma-4-31B"
} | {
"format": "safetensors",
"id": "google-gemma-4-31b-it--bf16",
"precision": "BF16",
"repository": "google/gemma-4-31B-it"
} | gemma-4-31b-bf16-rtx-pro-6000-blackwell-96gb-vllm-tp1 | gemma-4-31b-bf16-rtx-pro-6000-blackwell-96gb-vllm-tp1-sweep |
null | {
"name": "vllm",
"version": null
} | {
"count": 1,
"id": "rtx-pro-6000-blackwell-96gb",
"memory_gb": 96,
"name": "RTX PRO 6000 Blackwell",
"total_memory_gb": 96,
"vendor": "nvidia"
} | gemma-4-31b-fp8-rtx-pro-6000-blackwell-96gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-6000-blackwell-96gb",
"model": "/api/v1/models/gemma-4-31b",
"recipe": "/api/v1/recipes/gemma-4-31b-fp8-rtx-pro-6000-blackwell-96gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/gemma-4-31b-fp8-rtx-pro-6000-blackwell-96gb-vllm-tp1-sweep"
} | 2026-05-06 | {
"best_ttft_ms": 68,
"max_concurrency": 1,
"max_context_tokens": 131072,
"peak_decode_tok_s": 58.6,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 4125,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "gemma",
"id": "gemma-4-31b",
"name": "gemma-4-31B"
} | {
"format": "safetensors",
"id": "google-gemma-4-31b-it--fp8",
"precision": "FP8",
"repository": "google/gemma-4-31B-it"
} | gemma-4-31b-fp8-rtx-pro-6000-blackwell-96gb-vllm-tp1 | gemma-4-31b-fp8-rtx-pro-6000-blackwell-96gb-vllm-tp1-sweep |
null | {
"name": "vllm",
"version": null
} | {
"count": 2,
"id": "rtx-3090-24gb",
"memory_gb": 24,
"name": "GeForce RTX 3090",
"total_memory_gb": 48,
"vendor": "nvidia"
} | gemma-4-31b-int4-rtx-3090-24gb-vllm-tp2-sweep | {
"hardware": "/api/v1/hardware/rtx-3090-24gb",
"model": "/api/v1/models/gemma-4-31b",
"recipe": "/api/v1/recipes/gemma-4-31b-int4-rtx-3090-24gb-vllm-tp2",
"speed_sweep": "/api/v1/speed-sweeps/gemma-4-31b-int4-rtx-3090-24gb-vllm-tp2-sweep"
} | 2026-06-27 | {
"best_ttft_ms": 71,
"max_concurrency": 1,
"max_context_tokens": 2048,
"peak_decode_tok_s": 135.12,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": 45.1,
"point_count": 1
} | {
"family": "gemma",
"id": "gemma-4-31b",
"name": "gemma-4-31B"
} | {
"format": "safetensors",
"id": "google-gemma-4-31b-it--int4",
"precision": "int4",
"repository": "google/gemma-4-31B-it"
} | gemma-4-31b-int4-rtx-3090-24gb-vllm-tp2 | gemma-4-31b-int4-rtx-3090-24gb-vllm-tp2-sweep |
null | {
"name": "vllm",
"version": "0.20.2rc1.dev93+g51f22dcfd"
} | {
"count": 2,
"id": "rtx-3090-24gb",
"memory_gb": 24,
"name": "GeForce RTX 3090",
"total_memory_gb": 48,
"vendor": "nvidia"
} | gemma-4-31b-int8-rtx-3090-24gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-3090-24gb",
"model": "/api/v1/models/gemma-4-31b",
"recipe": "/api/v1/recipes/gemma-4-31b-int8-rtx-3090-24gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/gemma-4-31b-int8-rtx-3090-24gb-vllm-tp1-sweep"
} | 2026-05-07 | {
"best_ttft_ms": 110.23,
"max_concurrency": 1,
"max_context_tokens": 8192,
"peak_decode_tok_s": 87.67,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": 21.6,
"point_count": 1
} | {
"family": "gemma",
"id": "gemma-4-31b",
"name": "gemma-4-31B"
} | {
"format": "safetensors",
"id": "google-gemma-4-31b-it--int8",
"precision": "int8",
"repository": "google/gemma-4-31B-it"
} | gemma-4-31b-int8-rtx-3090-24gb-vllm-tp1 | gemma-4-31b-int8-rtx-3090-24gb-vllm-tp1-sweep |
null | {
"name": "mlx",
"version": "mlx-vlm 0.6.3 / mlx 0.32.0.dev20260702+e9463bb (qmv_wide)"
} | {
"count": 1,
"id": "apple-m5-pro-48gb",
"memory_gb": 48,
"name": "Apple M5 Pro 48GB",
"total_memory_gb": 48,
"vendor": "apple"
} | gemma-4-31b-v2-int4-apple-m5-pro-48gb-mlx-tp1-sweep | {
"hardware": "/api/v1/hardware/apple-m5-pro-48gb",
"model": "/api/v1/models/gemma-4-31b-v2",
"recipe": "/api/v1/recipes/gemma-4-31b-v2-int4-apple-m5-pro-48gb-mlx-tp1",
"speed_sweep": "/api/v1/speed-sweeps/gemma-4-31b-v2-int4-apple-m5-pro-48gb-mlx-tp1-sweep"
} | 2026-07-03 | {
"best_ttft_ms": 596,
"max_concurrency": 1,
"max_context_tokens": 2048,
"peak_decode_tok_s": 33.4,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 250.7,
"peak_vram_gb": 34.2,
"point_count": 1
} | {
"family": "gemma",
"id": "gemma-4-31b-v2",
"name": "gemma-4-31B-v2"
} | {
"format": "MLX",
"id": "jdfelo-gemma-4-31b-v2-mlx-4bit--int4",
"precision": "int4",
"repository": "jdfelo/gemma-4-31B-v2-MLX-4bit"
} | gemma-4-31b-v2-int4-apple-m5-pro-48gb-mlx-tp1 | gemma-4-31b-v2-int4-apple-m5-pro-48gb-mlx-tp1-sweep |
null | {
"name": "vllm",
"version": null
} | {
"count": 1,
"id": "rx-7700-xt-12gb",
"memory_gb": 12,
"name": "AMD Radeon RX 7700 XT",
"total_memory_gb": 12,
"vendor": "amd"
} | gemma-4-e4b-q4-k-m-rx-7700-xt-12gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/rx-7700-xt-12gb",
"model": "/api/v1/models/gemma-4-e4b",
"recipe": "/api/v1/recipes/gemma-4-e4b-q4-k-m-rx-7700-xt-12gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/gemma-4-e4b-q4-k-m-rx-7700-xt-12gb-vllm-tp1-sweep"
} | 2026-07-25 | {
"best_ttft_ms": 117.99,
"max_concurrency": 1,
"max_context_tokens": 2048,
"peak_decode_tok_s": 71.2,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 313.6,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "gemma",
"id": "gemma-4-e4b",
"name": "gemma-4-E4B"
} | {
"format": "safetensors",
"id": "google-gemma-4-e4b--q4-k-m",
"precision": "Q4_K_M",
"repository": "google/gemma-4-E4B"
} | gemma-4-e4b-q4-k-m-rx-7700-xt-12gb-vllm-tp1 | gemma-4-e4b-q4-k-m-rx-7700-xt-12gb-vllm-tp1-sweep |
null | {
"name": "vllm",
"version": "0.20.2+rocm723"
} | {
"count": 3,
"id": "radeon-ai-pro-r9700-32gb",
"memory_gb": 32,
"name": "Radeon AI PRO R9700",
"total_memory_gb": 96,
"vendor": "amd"
} | glm-4-5-air-awq-4bit-radeon-ai-pro-r9700-32gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/radeon-ai-pro-r9700-32gb",
"model": "/api/v1/models/glm-4-5-air",
"recipe": "/api/v1/recipes/glm-4-5-air-awq-4bit-radeon-ai-pro-r9700-32gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/glm-4-5-air-awq-4bit-radeon-ai-pro-r9700-32gb-vllm-tp1-sweep"
} | 2026-07-02 | {
"best_ttft_ms": 1958.56,
"max_concurrency": 128,
"max_context_tokens": 16384,
"peak_decode_tok_s": 540.872,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "glm",
"id": "glm-4-5-air",
"name": "GLM-4.5-Air"
} | {
"format": "safetensors",
"id": "cyankiwi-glm-4-5-air-awq-4bit--awq-4bit",
"precision": "AWQ-4bit",
"repository": "cyankiwi/GLM-4.5-Air-AWQ-4bit"
} | glm-4-5-air-awq-4bit-radeon-ai-pro-r9700-32gb-vllm-tp1 | glm-4-5-air-awq-4bit-radeon-ai-pro-r9700-32gb-vllm-tp1-sweep |
null | {
"name": "vllm",
"version": "vllm-0.25.0"
} | {
"count": 1,
"id": "rtx-pro-6000-blackwell-96gb",
"memory_gb": 96,
"name": "RTX PRO 6000 Blackwell",
"total_memory_gb": 96,
"vendor": "nvidia"
} | glm-4-5-air-awq-4bit-rtx-pro-6000-blackwell-96gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-6000-blackwell-96gb",
"model": "/api/v1/models/glm-4-5-air",
"recipe": "/api/v1/recipes/glm-4-5-air-awq-4bit-rtx-pro-6000-blackwell-96gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/glm-4-5-air-awq-4bit-rtx-pro-6000-blackwell-96gb-vllm-tp1-sweep"
} | 2026-07-14 | {
"best_ttft_ms": 38.65,
"max_concurrency": 96,
"max_context_tokens": 32768,
"peak_decode_tok_s": 2527.68,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "glm",
"id": "glm-4-5-air",
"name": "GLM-4.5-Air"
} | {
"format": "safetensors",
"id": "zai-org-glm-4-5-air--awq-4bit",
"precision": "AWQ-4bit",
"repository": "zai-org/GLM-4.5-Air"
} | glm-4-5-air-awq-4bit-rtx-pro-6000-blackwell-96gb-vllm-tp1 | glm-4-5-air-awq-4bit-rtx-pro-6000-blackwell-96gb-vllm-tp1-sweep |
null | {
"name": "mlx",
"version": "0.31.3"
} | {
"count": 1,
"id": "apple-m5-pro-64gb",
"memory_gb": 64,
"name": "Apple M5 Pro 64GB",
"total_memory_gb": 64,
"vendor": "apple"
} | glm-4-7-flash-4bit-apple-m5-pro-64gb-mlx-tp1-sweep | {
"hardware": "/api/v1/hardware/apple-m5-pro-64gb",
"model": "/api/v1/models/glm-4-7-flash",
"recipe": "/api/v1/recipes/glm-4-7-flash-4bit-apple-m5-pro-64gb-mlx-tp1",
"speed_sweep": "/api/v1/speed-sweeps/glm-4-7-flash-4bit-apple-m5-pro-64gb-mlx-tp1-sweep"
} | 2026-04-29 | {
"best_ttft_ms": 265.6,
"max_concurrency": 1,
"max_context_tokens": 2048,
"peak_decode_tok_s": 77.528,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": 17.208,
"point_count": 1
} | {
"family": "glm",
"id": "glm-4-7-flash",
"name": "GLM-4.7-Flash"
} | {
"format": "MLX",
"id": "mlx-community-glm-4-7-flash-4bit--4bit",
"precision": "4bit",
"repository": "mlx-community/GLM-4.7-Flash-4bit"
} | glm-4-7-flash-4bit-apple-m5-pro-64gb-mlx-tp1 | glm-4-7-flash-4bit-apple-m5-pro-64gb-mlx-tp1-sweep |
null | {
"name": "vllm",
"version": "0.20.2+rocm723"
} | {
"count": 3,
"id": "radeon-ai-pro-r9700-32gb",
"memory_gb": 32,
"name": "Radeon AI PRO R9700",
"total_memory_gb": 96,
"vendor": "amd"
} | glm-4-7-flash-gptq-int4-int8mix-radeon-ai-pro-r9700-32gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/radeon-ai-pro-r9700-32gb",
"model": "/api/v1/models/glm-4-7-flash",
"recipe": "/api/v1/recipes/glm-4-7-flash-gptq-int4-int8mix-radeon-ai-pro-r9700-32gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/glm-4-7-flash-gptq-int4-int8mix-radeon-ai-pro-r9700-32gb-vllm-tp1-sweep"
} | 2026-05-16 | {
"best_ttft_ms": 304.27,
"max_concurrency": 16,
"max_context_tokens": 32768,
"peak_decode_tok_s": 212.202,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "glm",
"id": "glm-4-7-flash",
"name": "GLM-4.7-Flash"
} | {
"format": "safetensors",
"id": "zai-org-glm-4-7-flash--gptq-int4-int8mix",
"precision": "GPTQ-Int4-Int8Mix",
"repository": "zai-org/GLM-4.7-Flash"
} | glm-4-7-flash-gptq-int4-int8mix-radeon-ai-pro-r9700-32gb-vllm-tp1 | glm-4-7-flash-gptq-int4-int8mix-radeon-ai-pro-r9700-32gb-vllm-tp1-sweep |
null | {
"name": "vllm",
"version": null
} | {
"count": 1,
"id": "rtx-5090-32gb",
"memory_gb": 32,
"name": "GeForce RTX 5090",
"total_memory_gb": 32,
"vendor": "nvidia"
} | glm-4-7-flash-int4-rtx-5090-32gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-5090-32gb",
"model": "/api/v1/models/glm-4-7-flash",
"recipe": "/api/v1/recipes/glm-4-7-flash-int4-rtx-5090-32gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/glm-4-7-flash-int4-rtx-5090-32gb-vllm-tp1-sweep"
} | 2026-07-23 | {
"best_ttft_ms": null,
"max_concurrency": 1,
"max_context_tokens": 2048,
"peak_decode_tok_s": 163.4,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "glm",
"id": "glm-4-7-flash",
"name": "GLM-4.7-Flash"
} | {
"format": "safetensors",
"id": "quanttrio-glm-4-7-flash-awq--int4",
"precision": "INT4",
"repository": "QuantTrio/GLM-4.7-Flash-AWQ"
} | glm-4-7-flash-int4-rtx-5090-32gb-vllm-tp1 | glm-4-7-flash-int4-rtx-5090-32gb-vllm-tp1-sweep |
null | {
"name": "vllm",
"version": null
} | {
"count": 1,
"id": "rx-7700-xt-12gb",
"memory_gb": 12,
"name": "AMD Radeon RX 7700 XT",
"total_memory_gb": 12,
"vendor": "amd"
} | glm-4-7-flash-q4-k-m-rx-7700-xt-12gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/rx-7700-xt-12gb",
"model": "/api/v1/models/glm-4-7-flash",
"recipe": "/api/v1/recipes/glm-4-7-flash-q4-k-m-rx-7700-xt-12gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/glm-4-7-flash-q4-k-m-rx-7700-xt-12gb-vllm-tp1-sweep"
} | 2026-07-16 | {
"best_ttft_ms": 102.11,
"max_concurrency": 1,
"max_context_tokens": 2048,
"peak_decode_tok_s": 21.5,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 264.4,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "glm",
"id": "glm-4-7-flash",
"name": "GLM-4.7-Flash"
} | {
"format": "safetensors",
"id": "zai-org-glm-4-7-flash--q4-k-m",
"precision": "Q4_K_M",
"repository": "zai-org/GLM-4.7-Flash"
} | glm-4-7-flash-q4-k-m-rx-7700-xt-12gb-vllm-tp1 | glm-4-7-flash-q4-k-m-rx-7700-xt-12gb-vllm-tp1-sweep |
null | {
"name": "sglang",
"version": "0.5.10.post2.dev584+gc314a13f7"
} | {
"count": 8,
"id": "rtx-pro-6000-blackwell-96gb",
"memory_gb": 96,
"name": "RTX PRO 6000 Blackwell",
"total_memory_gb": 768,
"vendor": "nvidia"
} | glm-5-1-nvfp4-nvfp4-rtx-pro-6000-blackwell-96gb-sglang-tp8-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-6000-blackwell-96gb",
"model": "/api/v1/models/glm-5-1-nvfp4",
"recipe": "/api/v1/recipes/glm-5-1-nvfp4-nvfp4-rtx-pro-6000-blackwell-96gb-sglang-tp8",
"speed_sweep": "/api/v1/speed-sweeps/glm-5-1-nvfp4-nvfp4-rtx-pro-6000-blackwell-96gb-sglang-tp8-sweep"
} | 2026-04-28 | {
"best_ttft_ms": 20956,
"max_concurrency": 10,
"max_context_tokens": 200000,
"peak_decode_tok_s": 74.53,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": 691,
"point_count": 1
} | {
"family": "glm",
"id": "glm-5-1-nvfp4",
"name": "GLM-5.1-NVFP4"
} | {
"format": "safetensors",
"id": "lukealonso-glm-5-1-nvfp4-mtp--nvfp4",
"precision": "NVFP4",
"repository": "lukealonso/GLM-5.1-NVFP4-MTP"
} | glm-5-1-nvfp4-nvfp4-rtx-pro-6000-blackwell-96gb-sglang-tp8 | glm-5-1-nvfp4-nvfp4-rtx-pro-6000-blackwell-96gb-sglang-tp8-sweep |
null | {
"name": "mlx",
"version": "avlp12/mlx-lm glm-5.2-dsa-inference (f48df86)"
} | {
"count": 1,
"id": "apple-m3-ultra-512gb",
"memory_gb": 512,
"name": "Apple M3 Ultra 512GB",
"total_memory_gb": 512,
"vendor": "apple"
} | glm-5-2-2-56bpw-mixed-apple-m3-ultra-512gb-mlx-tp1-sweep | {
"hardware": "/api/v1/hardware/apple-m3-ultra-512gb",
"model": "/api/v1/models/glm-5-2",
"recipe": "/api/v1/recipes/glm-5-2-2-56bpw-mixed-apple-m3-ultra-512gb-mlx-tp1",
"speed_sweep": "/api/v1/speed-sweeps/glm-5-2-2-56bpw-mixed-apple-m3-ultra-512gb-mlx-tp1-sweep"
} | 2026-07-06 | {
"best_ttft_ms": null,
"max_concurrency": 1,
"max_context_tokens": 4096,
"peak_decode_tok_s": 20.48,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 150.8,
"peak_vram_gb": 245.5,
"point_count": 1
} | {
"family": "glm",
"id": "glm-5-2",
"name": "GLM-5.2"
} | {
"format": "MLX",
"id": "avlp12-glm-5-2-alis-mlx-dynamic-2-56bpw--2-56bpw-mixed",
"precision": "2.56bpw-mixed",
"repository": "avlp12/GLM-5.2-Alis-MLX-Dynamic-2.56bpw"
} | glm-5-2-2-56bpw-mixed-apple-m3-ultra-512gb-mlx-tp1 | glm-5-2-2-56bpw-mixed-apple-m3-ultra-512gb-mlx-tp1-sweep |
null | {
"name": "mlx",
"version": "avlp12/mlx-lm glm-5.2-dsa-inference (f48df86)"
} | {
"count": 1,
"id": "apple-m3-ultra-512gb",
"memory_gb": 512,
"name": "Apple M3 Ultra 512GB",
"total_memory_gb": 512,
"vendor": "apple"
} | glm-5-2-3-5bpw-mixed-apple-m3-ultra-512gb-mlx-tp1-sweep | {
"hardware": "/api/v1/hardware/apple-m3-ultra-512gb",
"model": "/api/v1/models/glm-5-2",
"recipe": "/api/v1/recipes/glm-5-2-3-5bpw-mixed-apple-m3-ultra-512gb-mlx-tp1",
"speed_sweep": "/api/v1/speed-sweeps/glm-5-2-3-5bpw-mixed-apple-m3-ultra-512gb-mlx-tp1-sweep"
} | 2026-07-06 | {
"best_ttft_ms": null,
"max_concurrency": 1,
"max_context_tokens": 4096,
"peak_decode_tok_s": 18.48,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 102.1,
"peak_vram_gb": 336.1,
"point_count": 1
} | {
"family": "glm",
"id": "glm-5-2",
"name": "GLM-5.2"
} | {
"format": "MLX",
"id": "avlp12-glm-5-2-alis-mlx-dynamic-3-5bpw--3-5bpw-mixed",
"precision": "3.5bpw-mixed",
"repository": "avlp12/GLM-5.2-Alis-MLX-Dynamic-3.5bpw"
} | glm-5-2-3-5bpw-mixed-apple-m3-ultra-512gb-mlx-tp1 | glm-5-2-3-5bpw-mixed-apple-m3-ultra-512gb-mlx-tp1-sweep |
null | {
"name": "mlx",
"version": null
} | {
"count": 1,
"id": "apple-m3-ultra-512gb",
"memory_gb": 512,
"name": "Apple M3 Ultra 512GB",
"total_memory_gb": 512,
"vendor": "apple"
} | glm-5-2-mixed-3-6bit-apple-m3-ultra-512gb-mlx-tp1-sweep | {
"hardware": "/api/v1/hardware/apple-m3-ultra-512gb",
"model": "/api/v1/models/glm-5-2",
"recipe": "/api/v1/recipes/glm-5-2-mixed-3-6bit-apple-m3-ultra-512gb-mlx-tp1",
"speed_sweep": "/api/v1/speed-sweeps/glm-5-2-mixed-3-6bit-apple-m3-ultra-512gb-mlx-tp1-sweep"
} | 2026-06-19 | {
"best_ttft_ms": 80062,
"max_concurrency": 1,
"max_context_tokens": 8192,
"peak_decode_tok_s": 14.8,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "glm",
"id": "glm-5-2",
"name": "GLM-5.2"
} | {
"format": "MLX",
"id": "pipenetwork-glm-5-2-mlx-mixed-3-6bit--mixed-3-6bit",
"precision": "mixed-3_6bit",
"repository": "pipenetwork/GLM-5.2-MLX-mixed-3_6bit"
} | glm-5-2-mixed-3-6bit-apple-m3-ultra-512gb-mlx-tp1 | glm-5-2-mixed-3-6bit-apple-m3-ultra-512gb-mlx-tp1-sweep |
null | {
"name": "mlx",
"version": null
} | {
"count": 1,
"id": "apple-m3-ultra-512gb",
"memory_gb": 512,
"name": "Apple M3 Ultra 512GB",
"total_memory_gb": 512,
"vendor": "apple"
} | glm-5-2-mlx-2-32bpw-dynamic-apple-m3-ultra-512gb-mlx-tp1-sweep | {
"hardware": "/api/v1/hardware/apple-m3-ultra-512gb",
"model": "/api/v1/models/glm-5-2",
"recipe": "/api/v1/recipes/glm-5-2-mlx-2-32bpw-dynamic-apple-m3-ultra-512gb-mlx-tp1",
"speed_sweep": "/api/v1/speed-sweeps/glm-5-2-mlx-2-32bpw-dynamic-apple-m3-ultra-512gb-mlx-tp1-sweep"
} | 2026-07-12 | {
"best_ttft_ms": null,
"max_concurrency": 1,
"max_context_tokens": 2048,
"peak_decode_tok_s": 19.802,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 163.676,
"peak_vram_gb": 222.873,
"point_count": 1
} | {
"family": "glm",
"id": "glm-5-2",
"name": "GLM-5.2"
} | {
"format": "MLX",
"id": "avlp12-glm-5-2-alis-mlx-dynamic-2-3bpw--mlx-2-32bpw-dynamic",
"precision": "MLX-2.32bpw-dynamic",
"repository": "avlp12/GLM-5.2-Alis-MLX-Dynamic-2.3bpw"
} | glm-5-2-mlx-2-32bpw-dynamic-apple-m3-ultra-512gb-mlx-tp1 | glm-5-2-mlx-2-32bpw-dynamic-apple-m3-ultra-512gb-mlx-tp1-sweep |
null | {
"name": "mlx",
"version": null
} | {
"count": 1,
"id": "apple-m3-ultra-512gb",
"memory_gb": 512,
"name": "Apple M3 Ultra 512GB",
"total_memory_gb": 512,
"vendor": "apple"
} | glm-5-2-mlx-2-56bpw-dynamic-apple-m3-ultra-512gb-mlx-tp1-sweep | {
"hardware": "/api/v1/hardware/apple-m3-ultra-512gb",
"model": "/api/v1/models/glm-5-2",
"recipe": "/api/v1/recipes/glm-5-2-mlx-2-56bpw-dynamic-apple-m3-ultra-512gb-mlx-tp1",
"speed_sweep": "/api/v1/speed-sweeps/glm-5-2-mlx-2-56bpw-dynamic-apple-m3-ultra-512gb-mlx-tp1-sweep"
} | 2026-07-14 | {
"best_ttft_ms": null,
"max_concurrency": 1,
"max_context_tokens": 2048,
"peak_decode_tok_s": 19.721,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 161.287,
"peak_vram_gb": 245.522,
"point_count": 1
} | {
"family": "glm",
"id": "glm-5-2",
"name": "GLM-5.2"
} | {
"format": "MLX",
"id": "avlp12-glm-5-2-alis-mlx-dynamic-2-56bpw--mlx-2-56bpw-dynamic",
"precision": "MLX-2.56bpw-dynamic",
"repository": "avlp12/GLM-5.2-Alis-MLX-Dynamic-2.56bpw"
} | glm-5-2-mlx-2-56bpw-dynamic-apple-m3-ultra-512gb-mlx-tp1 | glm-5-2-mlx-2-56bpw-dynamic-apple-m3-ultra-512gb-mlx-tp1-sweep |
null | {
"name": "vllm",
"version": "0.11.2.dev279+eldritch.enlightenment.v56a5c3e.kingdom.plus5.71fca68.b12x7bfc945.fi25dd814.cu132.20260706"
} | {
"count": 4,
"id": "rtx-pro-6000-blackwell-96gb",
"memory_gb": 96,
"name": "RTX PRO 6000 Blackwell",
"total_memory_gb": 384,
"vendor": "nvidia"
} | glm-5-2-mxfp8-nvfp4-nf3-hybrid-mxfp8-nvfp4-nf3-hybrid-rtx-pro-6000-blackwell-96gb-vllm-tp4-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-6000-blackwell-96gb",
"model": "/api/v1/models/glm-5-2-mxfp8-nvfp4-nf3-hybrid",
"recipe": "/api/v1/recipes/glm-5-2-mxfp8-nvfp4-nf3-hybrid-mxfp8-nvfp4-nf3-hybrid-rtx-pro-6000-blackwell-96gb-vllm-tp4",
"speed_sweep": "/api/v1/speed-sweeps/glm-5-2-mxfp8-nvfp4-nf3-hybrid-mxfp... | 2026-07-31 | {
"best_ttft_ms": 355.0544859899674,
"max_concurrency": 1,
"max_context_tokens": 480000,
"peak_decode_tok_s": 91.96917531860531,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "glm",
"id": "glm-5-2-mxfp8-nvfp4-nf3-hybrid",
"name": "GLM-5.2-MXFP8-NVFP4-NF3-Hybrid"
} | {
"format": "safetensors",
"id": "jacklarmer-glm-5-2-abliterated-mxfp8-nvfp4-nf3-hybrid--mxfp8-nvfp4-nf3-hybrid",
"precision": "MXFP8-NVFP4-NF3-Hybrid",
"repository": "jacklarmer/GLM-5.2-Abliterated-MXFP8-NVFP4-NF3-Hybrid"
} | glm-5-2-mxfp8-nvfp4-nf3-hybrid-mxfp8-nvfp4-nf3-hybrid-rtx-pro-6000-blackwell-96gb-vllm-tp4 | glm-5-2-mxfp8-nvfp4-nf3-hybrid-mxfp8-nvfp4-nf3-hybrid-rtx-pro-6000-blackwell-96gb-vllm-tp4-sweep |
null | {
"name": "vllm",
"version": null
} | {
"count": 4,
"id": "rtx-pro-6000-blackwell-96gb",
"memory_gb": 96,
"name": "RTX PRO 6000 Blackwell",
"total_memory_gb": 384,
"vendor": "nvidia"
} | glm-5-2-nvfp4-nvfp4-rtx-pro-6000-blackwell-96gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-6000-blackwell-96gb",
"model": "/api/v1/models/glm-5-2-nvfp4",
"recipe": "/api/v1/recipes/glm-5-2-nvfp4-nvfp4-rtx-pro-6000-blackwell-96gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/glm-5-2-nvfp4-nvfp4-rtx-pro-6000-blackwell-96gb-vllm-tp1-sweep"
} | 2026-06-29 | {
"best_ttft_ms": 138.4989789999622,
"max_concurrency": 1,
"max_context_tokens": 2048,
"peak_decode_tok_s": 52.55232073588523,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 1850.956966361186,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "glm",
"id": "glm-5-2-nvfp4",
"name": "GLM-5.2-NVFP4"
} | {
"format": "safetensors",
"id": "0xsero-glm-5-2-504b-nvidia--nvfp4",
"precision": "NVFP4",
"repository": "0xSero/GLM-5.2-504B-Nvidia"
} | glm-5-2-nvfp4-nvfp4-rtx-pro-6000-blackwell-96gb-vllm-tp1 | glm-5-2-nvfp4-nvfp4-rtx-pro-6000-blackwell-96gb-vllm-tp1-sweep |
null | {
"name": "vllm",
"version": "0.11.2.dev279+dark.devotion.pr31.pr15.w4a16scale"
} | {
"count": 4,
"id": "rtx-pro-6000-blackwell-96gb",
"memory_gb": 96,
"name": "RTX PRO 6000 Blackwell",
"total_memory_gb": 384,
"vendor": "nvidia"
} | glm-5-2-nvfp4-nvfp4-rtx-pro-6000-blackwell-96gb-vllm-tp4-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-6000-blackwell-96gb",
"model": "/api/v1/models/glm-5-2-nvfp4",
"recipe": "/api/v1/recipes/glm-5-2-nvfp4-nvfp4-rtx-pro-6000-blackwell-96gb-vllm-tp4",
"speed_sweep": "/api/v1/speed-sweeps/glm-5-2-nvfp4-nvfp4-rtx-pro-6000-blackwell-96gb-vllm-tp4-sweep"
} | 2026-07-25 | {
"best_ttft_ms": 356.7,
"max_concurrency": 1,
"max_context_tokens": 1000000,
"peak_decode_tok_s": 87.09,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 1555.91,
"peak_vram_gb": 93.4,
"point_count": 1
} | {
"family": "glm",
"id": "glm-5-2-nvfp4",
"name": "GLM-5.2-NVFP4"
} | {
"format": "safetensors",
"id": "madeby561-glm-5-2-nvfp4-reap-504b-term--nvfp4",
"precision": "NVFP4",
"repository": "madeby561/GLM-5.2-NVFP4-REAP-504B-term"
} | glm-5-2-nvfp4-nvfp4-rtx-pro-6000-blackwell-96gb-vllm-tp4 | glm-5-2-nvfp4-nvfp4-rtx-pro-6000-blackwell-96gb-vllm-tp4-sweep |
null | {
"name": "vllm",
"version": null
} | {
"count": 4,
"id": "rtx-pro-6000-blackwell-96gb",
"memory_gb": 96,
"name": "RTX PRO 6000 Blackwell",
"total_memory_gb": 384,
"vendor": "nvidia"
} | glm-5-3-flash-fp8-rtx-pro-6000-blackwell-96gb-vllm-tp4-7mfqe264-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-6000-blackwell-96gb",
"model": "/api/v1/models/glm-5-3-flash",
"recipe": "/api/v1/recipes/glm-5-3-flash-fp8-rtx-pro-6000-blackwell-96gb-vllm-tp4-7mfqe264",
"speed_sweep": "/api/v1/speed-sweeps/glm-5-3-flash-fp8-rtx-pro-6000-blackwell-96gb-vllm-tp4-7mfqe264-sweep"
} | 2026-08-26T20:15:45.070Z | {
"best_ttft_ms": 90.27875200081326,
"max_concurrency": 1,
"max_context_tokens": 2048,
"peak_decode_tok_s": 146.7948382373735,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 7059.962295978053,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "glm",
"id": "glm-5-3-flash",
"name": "GLM-5.3-Flash"
} | {
"format": "FP8",
"id": "zai-org-glm-5-3-flash--fp8",
"precision": "FP8",
"repository": "zai-org/GLM-5.3-Flash"
} | glm-5-3-flash-fp8-rtx-pro-6000-blackwell-96gb-vllm-tp4-7mfqe264 | glm-5-3-flash-fp8-rtx-pro-6000-blackwell-96gb-vllm-tp4-7mfqe264-sweep |
2026-08-24T00:00:00 | {
"name": "vllm",
"version": "controller-managed; captured 2026-08-23"
} | {
"count": 4,
"id": "rtx-pro-6000-blackwell-96gb",
"memory_gb": 96,
"name": "RTX PRO 6000 Blackwell",
"total_memory_gb": 384,
"vendor": "nvidia"
} | glm-52-vision-exl3-tr3-3bpw-vision-rtxpro6000-vllm-tp4-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-6000-blackwell-96gb",
"model": "/api/v1/models/glm-5-2-vision",
"recipe": "/api/v1/recipes/glm-52-vision-exl3-tr3-3bpw-vision-rtxpro6000-vllm-tp4",
"speed_sweep": "/api/v1/speed-sweeps/glm-52-vision-exl3-tr3-3bpw-vision-rtxpro6000-vllm-tp4-sweep"
} | 2026-08-23 | {
"best_ttft_ms": null,
"max_concurrency": 1,
"max_context_tokens": 400000,
"peak_decode_tok_s": 70.698,
"peak_decode_tok_s_per_stream": 70.698,
"peak_prefill_tok_s": 1804.34,
"peak_vram_gb": null,
"point_count": 4
} | {
"family": "glm",
"id": "glm-5-2-vision",
"name": "GLM-5.2-Vision"
} | {
"format": "EXL3 TR3 text + BF16 MoonViT vision graft",
"id": "0xsero-glm-5-2-tr3-vision--3-0-bpw-text-bf16-vision",
"precision": "3.0 bpw text + BF16 vision",
"repository": "0xSero/GLM-5.2-TR3-Vision"
} | glm-52-vision-exl3-tr3-3bpw-vision-rtxpro6000-vllm-tp4 | glm-52-vision-exl3-tr3-3bpw-vision-rtxpro6000-vllm-tp4-sweep |
2026-08-23T00:00:00 | {
"name": "vllm",
"version": "0.11.2.dev280+gilded.gnosis.v20.vllmb46c3aa.si35aebc6.fi801d57a.cu132.20260730.r12"
} | {
"count": 4,
"id": "rtx-pro-6000-blackwell-96gb",
"memory_gb": 96,
"name": "RTX PRO 6000 Blackwell",
"total_memory_gb": 384,
"vendor": "nvidia"
} | glm52-exl3-rtxpro6000-vllm-tp4-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-6000-blackwell-96gb",
"model": "/api/v1/models/glm-5-2",
"recipe": "/api/v1/recipes/glm52-exl3-rtxpro6000-vllm-tp4",
"speed_sweep": "/api/v1/speed-sweeps/glm52-exl3-rtxpro6000-vllm-tp4-sweep"
} | 2026-08-17 | {
"best_ttft_ms": null,
"max_concurrency": 4,
"max_context_tokens": 8192,
"peak_decode_tok_s": 403.8167,
"peak_decode_tok_s_per_stream": 188.1317,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 3
} | {
"family": "glm",
"id": "glm-5-2",
"name": "GLM-5.2"
} | {
"format": "EXL3 Trellis TR3",
"id": "brandonmusic-glm-5-2-exl3-tr3-3-0bpw--3-0-bpw",
"precision": "3.0 bpw",
"repository": "brandonmusic/GLM-5.2-EXL3-TR3-3.0bpw"
} | glm52-exl3-rtxpro6000-vllm-tp4 | glm52-exl3-rtxpro6000-vllm-tp4-sweep |
2026-08-23T00:00:00 | {
"name": "vllm",
"version": "0.27.0 + b12x 334a2d75d166becea0aa640b402d521ea0a290eb"
} | {
"count": 4,
"id": "dgx-spark-gb10-128gb",
"memory_gb": 128,
"name": "NVIDIA DGX Spark GB10",
"total_memory_gb": 512,
"vendor": "nvidia"
} | glm52-int4-int8mix-dgxspark-vllm-tp4-sweep | {
"hardware": "/api/v1/hardware/dgx-spark-gb10-128gb",
"model": "/api/v1/models/glm-5-2",
"recipe": "/api/v1/recipes/glm52-int4-int8mix-dgxspark-vllm-tp4",
"speed_sweep": "/api/v1/speed-sweeps/glm52-int4-int8mix-dgxspark-vllm-tp4-sweep"
} | 2026-08-16 | {
"best_ttft_ms": null,
"max_concurrency": 1,
"max_context_tokens": null,
"peak_decode_tok_s": null,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 618,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "glm",
"id": "glm-5-2",
"name": "GLM-5.2"
} | {
"format": "compressed-tensors",
"id": "quanttrio-glm-5-2-int4-int8mix--w4a16-int8mix",
"precision": "W4A16 + Int8Mix",
"repository": "QuantTrio/GLM-5.2-Int4-Int8Mix"
} | glm52-int4-int8mix-dgxspark-vllm-tp4 | glm52-int4-int8mix-dgxspark-vllm-tp4-sweep |
2026-08-24T00:00:00 | {
"name": "vllm",
"version": "c382f1d28d5be2f867c216609408bdb424d6049a+b12x-e44cb77777a075790ebe9f7aa9f225d073aea109"
} | {
"count": 4,
"id": "rtx-pro-6000-blackwell-96gb",
"memory_gb": 96,
"name": "RTX PRO 6000 Blackwell",
"total_memory_gb": 384,
"vendor": "nvidia"
} | glm52-mxfp8-nvfp4-nf3-rtxpro6000-vllm-tp4-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-6000-blackwell-96gb",
"model": "/api/v1/models/glm-5-2",
"recipe": "/api/v1/recipes/glm52-mxfp8-nvfp4-nf3-rtxpro6000-vllm-tp4",
"speed_sweep": "/api/v1/speed-sweeps/glm52-mxfp8-nvfp4-nf3-rtxpro6000-vllm-tp4-sweep"
} | 2026-07-29 | {
"best_ttft_ms": null,
"max_concurrency": 1,
"max_context_tokens": 180007,
"peak_decode_tok_s": 58.2,
"peak_decode_tok_s_per_stream": 58.2,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "glm",
"id": "glm-5-2",
"name": "GLM-5.2"
} | {
"format": "safetensors",
"id": "madeby561-glm-5-2-mxfp8-nvfp4-nf3-hybrid--mxfp8-nvfp4-nf3-hybrid",
"precision": "MXFP8/NVFP4/NF3 hybrid",
"repository": "madeby561/GLM-5.2-MXFP8-NVFP4-NF3-Hybrid"
} | glm52-mxfp8-nvfp4-nf3-rtxpro6000-vllm-tp4 | glm52-mxfp8-nvfp4-nf3-rtxpro6000-vllm-tp4-sweep |
2026-08-23T00:00:00 | {
"name": "vllm",
"version": "jarrelscy glm52-sm120 fork"
} | {
"count": 3,
"id": "dgx-spark-gb10-128gb",
"memory_gb": 128,
"name": "NVIDIA DGX Spark GB10",
"total_memory_gb": 384,
"vendor": "nvidia"
} | glm52-nvfp4-aqlm-dgxspark-vllm-tp3-sweep | {
"hardware": "/api/v1/hardware/dgx-spark-gb10-128gb",
"model": "/api/v1/models/glm-5-2",
"recipe": "/api/v1/recipes/glm52-nvfp4-aqlm-dgxspark-vllm-tp3",
"speed_sweep": "/api/v1/speed-sweeps/glm52-nvfp4-aqlm-dgxspark-vllm-tp3-sweep"
} | 2026-07-26 | {
"best_ttft_ms": null,
"max_concurrency": 1,
"max_context_tokens": 40000,
"peak_decode_tok_s": 21,
"peak_decode_tok_s_per_stream": 21,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 2
} | {
"family": "glm",
"id": "glm-5-2",
"name": "GLM-5.2"
} | {
"format": "hybrid ModelOpt+AQLM",
"id": "jarrelscy-glm-5-2-nvfp4-aqlm-hybrid--nvfp4-hot-experts-aqlm-2-bit-cold-experts",
"precision": "NVFP4 hot experts + AQLM 2-bit cold experts",
"repository": "jarrelscy/GLM-5.2-NVFP4-AQLM-hybrid"
} | glm52-nvfp4-aqlm-dgxspark-vllm-tp3 | glm52-nvfp4-aqlm-dgxspark-vllm-tp3-sweep |
2026-08-24T00:00:00 | {
"name": "vllm",
"version": "voipmonitor b12x build 20260608; exact commit unreported"
} | {
"count": 4,
"id": "rtx-pro-6000-blackwell-96gb",
"memory_gb": 96,
"name": "RTX PRO 6000 Blackwell",
"total_memory_gb": 384,
"vendor": "nvidia"
} | glm52-nvfp4-reap-469b-rtxpro6000-vllm-tp4-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-6000-blackwell-96gb",
"model": "/api/v1/models/glm-5-2",
"recipe": "/api/v1/recipes/glm52-nvfp4-reap-469b-rtxpro6000-vllm-tp4",
"speed_sweep": "/api/v1/speed-sweeps/glm52-nvfp4-reap-469b-rtxpro6000-vllm-tp4-sweep"
} | 2026-08-24 | {
"best_ttft_ms": 12000,
"max_concurrency": 1,
"max_context_tokens": 64000,
"peak_decode_tok_s": 60,
"peak_decode_tok_s_per_stream": 60,
"peak_prefill_tok_s": 5100,
"peak_vram_gb": null,
"point_count": 2
} | {
"family": "glm",
"id": "glm-5-2",
"name": "GLM-5.2"
} | {
"format": "ModelOpt safetensors",
"id": "0xsero-glm-5-2-nvfp4-reap-469b--nvfp4-reap",
"precision": "NVFP4 REAP",
"repository": "0xSero/GLM-5.2-NVFP4-REAP-469B"
} | glm52-nvfp4-reap-469b-rtxpro6000-vllm-tp4 | glm52-nvfp4-reap-469b-rtxpro6000-vllm-tp4-sweep |
2026-08-24T00:00:00 | {
"name": "vllm",
"version": "b12x nonuniform fork 20260705; exact commit unreported"
} | {
"count": 4,
"id": "rtx-pro-6000-blackwell-96gb",
"memory_gb": 96,
"name": "RTX PRO 6000 Blackwell",
"total_memory_gb": 384,
"vendor": "nvidia"
} | glm52-nvfp4-reap-nu176-rtxpro6000-vllm-tp4-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-6000-blackwell-96gb",
"model": "/api/v1/models/glm-5-2",
"recipe": "/api/v1/recipes/glm52-nvfp4-reap-nu176-rtxpro6000-vllm-tp4",
"speed_sweep": "/api/v1/speed-sweeps/glm52-nvfp4-reap-nu176-rtxpro6000-vllm-tp4-sweep"
} | 2026-08-24 | {
"best_ttft_ms": null,
"max_concurrency": 1,
"max_context_tokens": null,
"peak_decode_tok_s": 77,
"peak_decode_tok_s_per_stream": 77,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "glm",
"id": "glm-5-2",
"name": "GLM-5.2"
} | {
"format": "ModelOpt safetensors",
"id": "0xsero-glm-5-2-reap-nu176-526b--nvfp4-non-uniform-reap",
"precision": "NVFP4 non-uniform REAP",
"repository": "0xSero/GLM-5.2-REAP-NU176-526B"
} | glm52-nvfp4-reap-nu176-rtxpro6000-vllm-tp4 | glm52-nvfp4-reap-nu176-rtxpro6000-vllm-tp4-sweep |
2026-08-27T00:00:00 | {
"name": "sglang",
"version": "ghcr.io/0xsero/glm-5.3-flash-sglang-sm121@sha256:f9ac60ba4071f8acd64f0f3c074aca308f6d659405fee46fc8031489a1e8b19b"
} | {
"count": 2,
"id": "dgx-spark-gb10-128gb",
"memory_gb": 128,
"name": "NVIDIA DGX Spark GB10",
"total_memory_gb": 256,
"vendor": "nvidia"
} | glm53-flash-nvfp4-dgxspark-sglang-tp2-sweep | {
"hardware": "/api/v1/hardware/dgx-spark-gb10-128gb",
"model": "/api/v1/models/glm-5-3-flash",
"recipe": "/api/v1/recipes/glm53-flash-nvfp4-dgxspark-sglang-tp2",
"speed_sweep": "/api/v1/speed-sweeps/glm53-flash-nvfp4-dgxspark-sglang-tp2-sweep"
} | 2026-08-27 | {
"best_ttft_ms": null,
"max_concurrency": 2,
"max_context_tokens": 131072,
"peak_decode_tok_s": 30.72,
"peak_decode_tok_s_per_stream": 17.49,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 2
} | {
"family": "glm",
"id": "glm-5-3-flash",
"name": "GLM-5.3-Flash"
} | {
"format": "ModelOpt",
"id": "libertaidai-glm-5-3-flash-nvfp4--nvfp4",
"precision": "NVFP4",
"repository": "LibertAIDAI/GLM-5.3-Flash-NVFP4"
} | glm53-flash-nvfp4-dgxspark-sglang-tp2 | glm53-flash-nvfp4-dgxspark-sglang-tp2-sweep |
2026-08-27T00:00:00 | {
"name": "sglang",
"version": "ghcr.io/0xsero/glm-5.3-flash-sglang-sm121@sha256:f9ac60ba4071f8acd64f0f3c074aca308f6d659405fee46fc8031489a1e8b19b"
} | {
"count": 4,
"id": "dgx-spark-gb10-128gb",
"memory_gb": 128,
"name": "NVIDIA DGX Spark GB10",
"total_memory_gb": 512,
"vendor": "nvidia"
} | glm53-flash-nvfp4-dgxspark-sglang-tp4-sweep | {
"hardware": "/api/v1/hardware/dgx-spark-gb10-128gb",
"model": "/api/v1/models/glm-5-3-flash",
"recipe": "/api/v1/recipes/glm53-flash-nvfp4-dgxspark-sglang-tp4",
"speed_sweep": "/api/v1/speed-sweeps/glm53-flash-nvfp4-dgxspark-sglang-tp4-sweep"
} | 2026-08-27 | {
"best_ttft_ms": null,
"max_concurrency": 8,
"max_context_tokens": 1048576,
"peak_decode_tok_s": 82.37,
"peak_decode_tok_s_per_stream": 22.69,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 3
} | {
"family": "glm",
"id": "glm-5-3-flash",
"name": "GLM-5.3-Flash"
} | {
"format": "ModelOpt",
"id": "libertaidai-glm-5-3-flash-nvfp4--nvfp4",
"precision": "NVFP4",
"repository": "LibertAIDAI/GLM-5.3-Flash-NVFP4"
} | glm53-flash-nvfp4-dgxspark-sglang-tp4 | glm53-flash-nvfp4-dgxspark-sglang-tp4-sweep |
null | {
"name": "sglang",
"version": "lmsysorg/sglang:glm-5.3-flash@sha256:3a97bd50034ca60c6e6c86b8e36a73675d261f6a5eb71197796aee5175409290"
} | {
"count": 4,
"id": "rtx-pro-6000-blackwell-96gb",
"memory_gb": 96,
"name": "RTX PRO 6000 Blackwell",
"total_memory_gb": 384,
"vendor": "nvidia"
} | glm53-flash-nvfp4-rtxpro6000-sglang-tp4-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-6000-blackwell-96gb",
"model": "/api/v1/models/glm-5-3-flash",
"recipe": "/api/v1/recipes/glm53-flash-nvfp4-rtxpro6000-sglang-tp4",
"speed_sweep": "/api/v1/speed-sweeps/glm53-flash-nvfp4-rtxpro6000-sglang-tp4-sweep"
} | 2026-08-26 | {
"best_ttft_ms": 124,
"max_concurrency": 8,
"max_context_tokens": 213094,
"peak_decode_tok_s": 550,
"peak_decode_tok_s_per_stream": 141.8,
"peak_prefill_tok_s": 6383,
"peak_vram_gb": null,
"point_count": 10
} | {
"family": "glm",
"id": "glm-5-3-flash",
"name": "GLM-5.3-Flash"
} | {
"format": "ModelOpt",
"id": "libertaidai-glm-5-3-flash-nvfp4--nvfp4",
"precision": "NVFP4",
"repository": "LibertAIDAI/GLM-5.3-Flash-NVFP4"
} | glm53-flash-nvfp4-rtxpro6000-sglang-tp4 | glm53-flash-nvfp4-rtxpro6000-sglang-tp4-sweep |
null | {
"name": "vllm",
"version": "0.19.2rc1.dev134+gfe9c3d6c5"
} | {
"count": 1,
"id": "rtx-5090-32gb",
"memory_gb": 32,
"name": "GeForce RTX 5090",
"total_memory_gb": 32,
"vendor": "nvidia"
} | huihui-qwen3-6-27b-abliterated-nvfp4-rtx-5090-32gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-5090-32gb",
"model": "/api/v1/models/huihui-qwen3-6-27b-abliterated",
"recipe": "/api/v1/recipes/huihui-qwen3-6-27b-abliterated-nvfp4-rtx-5090-32gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/huihui-qwen3-6-27b-abliterated-nvfp4-rtx-5090-32gb-vllm-tp1-sweep"
} | 2026-05-06 | {
"best_ttft_ms": 766,
"max_concurrency": 1,
"max_context_tokens": 8379,
"peak_decode_tok_s": 105.3,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 10940,
"peak_vram_gb": 32,
"point_count": 1
} | {
"family": "qwen",
"id": "huihui-qwen3-6-27b-abliterated",
"name": "Huihui-Qwen3.6-27B-abliterated"
} | {
"format": "safetensors",
"id": "sakamakismile-huihui-qwen3-6-27b-abliterated-nvfp4-mtp--nvfp4",
"precision": "NVFP4",
"repository": "sakamakismile/Huihui-Qwen3.6-27B-abliterated-NVFP4-MTP"
} | huihui-qwen3-6-27b-abliterated-nvfp4-rtx-5090-32gb-vllm-tp1 | huihui-qwen3-6-27b-abliterated-nvfp4-rtx-5090-32gb-vllm-tp1-sweep |
null | {
"name": "mlx",
"version": "oMLX 0.6.1 (12249931772fe070fb957a85a65c8f87ea4363b8)"
} | {
"count": 1,
"id": "apple-m3-ultra-96gb",
"memory_gb": 96,
"name": "Apple M3 Ultra 96GB",
"total_memory_gb": 96,
"vendor": "apple"
} | huihui-qwen3-8-27b-abliterated-mlx-8bit-apple-m3-ultra-96gb-mlx-tp1-sweep | {
"hardware": "/api/v1/hardware/apple-m3-ultra-96gb",
"model": "/api/v1/models/huihui-qwen3-8-27b-abliterated",
"recipe": "/api/v1/recipes/huihui-qwen3-8-27b-abliterated-mlx-8bit-apple-m3-ultra-96gb-mlx-tp1",
"speed_sweep": "/api/v1/speed-sweeps/huihui-qwen3-8-27b-abliterated-mlx-8bit-apple-m3-ultra-96gb-mlx-tp... | 2026-08-19 | {
"best_ttft_ms": null,
"max_concurrency": 1,
"max_context_tokens": 262144,
"peak_decode_tok_s": 38.3,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "qwen",
"id": "huihui-qwen3-8-27b-abliterated",
"name": "Huihui-Qwen3.8-27B-abliterated"
} | {
"format": "MLX",
"id": "ailexleon-huihui-qwen3-8-27b-abliterated-mlx-8bit--mlx-8bit",
"precision": "MLX-8bit",
"repository": "ailexleon/Huihui-Qwen3.8-27B-abliterated-mlx-8Bit"
} | huihui-qwen3-8-27b-abliterated-mlx-8bit-apple-m3-ultra-96gb-mlx-tp1 | huihui-qwen3-8-27b-abliterated-mlx-8bit-apple-m3-ultra-96gb-mlx-tp1-sweep |
null | {
"name": "vllm",
"version": null
} | {
"count": 1,
"id": "rtx-5090-32gb",
"memory_gb": 32,
"name": "GeForce RTX 5090",
"total_memory_gb": 32,
"vendor": "nvidia"
} | huihui-qwen3-8-27b-abliterated-nvfp4-rtx-5090-32gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-5090-32gb",
"model": "/api/v1/models/huihui-qwen3-8-27b-abliterated",
"recipe": "/api/v1/recipes/huihui-qwen3-8-27b-abliterated-nvfp4-rtx-5090-32gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/huihui-qwen3-8-27b-abliterated-nvfp4-rtx-5090-32gb-vllm-tp1-sweep"
} | 2026-08-17 | {
"best_ttft_ms": 186,
"max_concurrency": 1,
"max_context_tokens": 345,
"peak_decode_tok_s": 178,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 1860,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "qwen",
"id": "huihui-qwen3-8-27b-abliterated",
"name": "Huihui-Qwen3.8-27B-abliterated"
} | {
"format": "safetensors",
"id": "sakamakismile-huihui-qwen3-8-27b-abliterated-nvfp4--nvfp4",
"precision": "NVFP4",
"repository": "sakamakismile/Huihui-Qwen3.8-27B-abliterated-NVFP4"
} | huihui-qwen3-8-27b-abliterated-nvfp4-rtx-5090-32gb-vllm-tp1 | huihui-qwen3-8-27b-abliterated-nvfp4-rtx-5090-32gb-vllm-tp1-sweep |
2026-08-23T00:00:00 | {
"name": "vllm",
"version": "65b7662d3fcb773afaf751ab29ac6960a0cf011d+sm121-overlays"
} | {
"count": 2,
"id": "dgx-spark-gb10-128gb",
"memory_gb": 128,
"name": "NVIDIA DGX Spark GB10",
"total_memory_gb": 256,
"vendor": "nvidia"
} | inkling-small-nvfp4-dgxspark-vllm-tp2-sweep | {
"hardware": "/api/v1/hardware/dgx-spark-gb10-128gb",
"model": "/api/v1/models/inkling-small",
"recipe": "/api/v1/recipes/inkling-small-nvfp4-dgxspark-vllm-tp2",
"speed_sweep": "/api/v1/speed-sweeps/inkling-small-nvfp4-dgxspark-vllm-tp2-sweep"
} | 2026-08-12 | {
"best_ttft_ms": 334.33,
"max_concurrency": 4,
"max_context_tokens": 16437,
"peak_decode_tok_s": 81.4,
"peak_decode_tok_s_per_stream": 32.31,
"peak_prefill_tok_s": 3504.03,
"peak_vram_gb": null,
"point_count": 6
} | {
"family": "inkling",
"id": "inkling-small",
"name": "Inkling-Small"
} | {
"format": "ModelOpt",
"id": "thinkingmachines-inkling-small-nvfp4--nvfp4",
"precision": "NVFP4",
"repository": "thinkingmachines/Inkling-Small-NVFP4"
} | inkling-small-nvfp4-dgxspark-vllm-tp2 | inkling-small-nvfp4-dgxspark-vllm-tp2-sweep |
null | {
"name": "sglang",
"version": "lmsysorg/sglang:dev-cu13-inkling-dspark@sha256:fbea1a4e25b26660dbc2384a27ead8817e9b7670f257b5c3143e0450d14524d7 + 1 patched file (SGLang commit b7252cc6b0c78b25ecea7ee5efa91a6ae37d0f19); built image local/sglang-inkling:sm120"
} | {
"count": 2,
"id": "rtx-pro-6000-blackwell-96gb",
"memory_gb": 96,
"name": "RTX PRO 6000 Blackwell",
"total_memory_gb": 192,
"vendor": "nvidia"
} | inkling-small-nvfp4-rtxpro6000-sglang-tp2-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-6000-blackwell-96gb",
"model": "/api/v1/models/inkling-small",
"recipe": "/api/v1/recipes/inkling-small-nvfp4-rtxpro6000-sglang-tp2",
"speed_sweep": "/api/v1/speed-sweeps/inkling-small-nvfp4-rtxpro6000-sglang-tp2-sweep"
} | 2026-08-26 | {
"best_ttft_ms": 60,
"max_concurrency": 4,
"max_context_tokens": 50,
"peak_decode_tok_s": 306.6,
"peak_decode_tok_s_per_stream": 117.8,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 5
} | {
"family": "inkling",
"id": "inkling-small",
"name": "Inkling-Small"
} | {
"format": "ModelOpt",
"id": "thinkingmachines-inkling-small-nvfp4--nvfp4",
"precision": "NVFP4",
"repository": "thinkingmachines/Inkling-Small-NVFP4"
} | inkling-small-nvfp4-rtxpro6000-sglang-tp2 | inkling-small-nvfp4-rtxpro6000-sglang-tp2-sweep |
null | {
"name": "SGLang",
"version": "0.5.9"
} | {
"count": 8,
"id": "rtx-pro-6000-blackwell-96gb",
"memory_gb": 96,
"name": "RTX PRO 6000 Blackwell",
"total_memory_gb": 768,
"vendor": "nvidia"
} | kimi-k2-5-int4-rtx-pro-6000-blackwell-96gb-sglang-tp8-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-6000-blackwell-96gb",
"model": "/api/v1/models/kimi-k2-5",
"recipe": "/api/v1/recipes/kimi-k2-5-int4-rtx-pro-6000-blackwell-96gb-sglang-tp8",
"speed_sweep": "/api/v1/speed-sweeps/kimi-k2-5-int4-rtx-pro-6000-blackwell-96gb-sglang-tp8-sweep"
} | 2026-04-25 | {
"best_ttft_ms": 3710,
"max_concurrency": 10,
"max_context_tokens": 200000,
"peak_decode_tok_s": 74,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": 748.88,
"point_count": 1
} | {
"family": "kimi",
"id": "kimi-k2-5",
"name": "Kimi-K2.5"
} | {
"format": "safetensors",
"id": "moonshotai-kimi-k2-5--int4",
"precision": "INT4",
"repository": "moonshotai/Kimi-K2.5"
} | kimi-k2-5-int4-rtx-pro-6000-blackwell-96gb-sglang-tp8 | kimi-k2-5-int4-rtx-pro-6000-blackwell-96gb-sglang-tp8-sweep |
null | {
"name": "mlx",
"version": null
} | {
"count": 1,
"id": "apple-m5-pro-48gb",
"memory_gb": 48,
"name": "Apple M5 Pro 48GB",
"total_memory_gb": 48,
"vendor": "apple"
} | lfm2-5-8b-a1b-base-int4-apple-m5-pro-48gb-mlx-tp1-sweep | {
"hardware": "/api/v1/hardware/apple-m5-pro-48gb",
"model": "/api/v1/models/lfm2-5-8b-a1b-base",
"recipe": "/api/v1/recipes/lfm2-5-8b-a1b-base-int4-apple-m5-pro-48gb-mlx-tp1",
"speed_sweep": "/api/v1/speed-sweeps/lfm2-5-8b-a1b-base-int4-apple-m5-pro-48gb-mlx-tp1-sweep"
} | 2026-05-30 | {
"best_ttft_ms": 133.6,
"max_concurrency": 1,
"max_context_tokens": 2048,
"peak_decode_tok_s": 189.3,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 179.6,
"peak_vram_gb": 4.82,
"point_count": 1
} | {
"family": "lfm",
"id": "lfm2-5-8b-a1b-base",
"name": "LFM2.5-8B-A1B-Base"
} | {
"format": "MLX",
"id": "liquidai-lfm2-5-8b-a1b--int4",
"precision": "INT4",
"repository": "LiquidAI/LFM2.5-8B-A1B"
} | lfm2-5-8b-a1b-base-int4-apple-m5-pro-48gb-mlx-tp1 | lfm2-5-8b-a1b-base-int4-apple-m5-pro-48gb-mlx-tp1-sweep |
null | {
"name": "vllm",
"version": null
} | {
"count": 1,
"id": "rx-7700-xt-12gb",
"memory_gb": 12,
"name": "AMD Radeon RX 7700 XT",
"total_memory_gb": 12,
"vendor": "amd"
} | lfm2-5-8b-a1b-iq4-xs-rx-7700-xt-12gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/rx-7700-xt-12gb",
"model": "/api/v1/models/lfm2-5-8b-a1b",
"recipe": "/api/v1/recipes/lfm2-5-8b-a1b-iq4-xs-rx-7700-xt-12gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/lfm2-5-8b-a1b-iq4-xs-rx-7700-xt-12gb-vllm-tp1-sweep"
} | 2026-07-16 | {
"best_ttft_ms": 64.8,
"max_concurrency": 1,
"max_context_tokens": 2048,
"peak_decode_tok_s": 156.7,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 478.4,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "lfm",
"id": "lfm2-5-8b-a1b",
"name": "LFM2.5-8B-A1B"
} | {
"format": "safetensors",
"id": "unsloth-lfm2-5-8b-a1b--iq4-xs",
"precision": "IQ4_XS",
"repository": "unsloth/LFM2.5-8B-A1B"
} | lfm2-5-8b-a1b-iq4-xs-rx-7700-xt-12gb-vllm-tp1 | lfm2-5-8b-a1b-iq4-xs-rx-7700-xt-12gb-vllm-tp1-sweep |
2026-08-24T00:00:00 | {
"name": "sglang",
"version": "0.5.13.post1.dev20260623+g0460f277b7"
} | {
"count": 1,
"id": "mi300x-192gb",
"memory_gb": 192,
"name": "AMD Instinct MI300X",
"total_memory_gb": 192,
"vendor": "amd"
} | lfm25-26b-bf16-mi300x-sglang-tp1-sweep | {
"hardware": "/api/v1/hardware/mi300x-192gb",
"model": "/api/v1/models/lfm2-5-2-6b",
"recipe": "/api/v1/recipes/lfm25-26b-bf16-mi300x-sglang-tp1",
"speed_sweep": "/api/v1/speed-sweeps/lfm25-26b-bf16-mi300x-sglang-tp1-sweep"
} | 2026-08-24 | {
"best_ttft_ms": 926.8,
"max_concurrency": 4,
"max_context_tokens": 130560,
"peak_decode_tok_s": null,
"peak_decode_tok_s_per_stream": 122.2,
"peak_prefill_tok_s": 140747.8,
"peak_vram_gb": null,
"point_count": 6
} | {
"family": "lfm",
"id": "lfm2-5-2-6b",
"name": "LFM2.5-2.6B"
} | {
"format": "safetensors",
"id": "liquidai-lfm2-5-2-6b--bf16",
"precision": "BF16",
"repository": "LiquidAI/LFM2.5-2.6B"
} | lfm25-26b-bf16-mi300x-sglang-tp1 | lfm25-26b-bf16-mi300x-sglang-tp1-sweep |
2026-08-24T00:00:00 | {
"name": "sglang",
"version": "0.0.0.dev1+geec794bce.d20260823"
} | {
"count": 1,
"id": "rtx-2000-ada-16gb",
"memory_gb": 16,
"name": "NVIDIA RTX 2000 Ada Generation",
"total_memory_gb": 16,
"vendor": "nvidia"
} | lfm25-26b-bf16-rtx2000ada-sglang-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-2000-ada-16gb",
"model": "/api/v1/models/lfm2-5-2-6b",
"recipe": "/api/v1/recipes/lfm25-26b-bf16-rtx2000ada-sglang-tp1",
"speed_sweep": "/api/v1/speed-sweeps/lfm25-26b-bf16-rtx2000ada-sglang-tp1-sweep"
} | 2026-08-24 | {
"best_ttft_ms": 693.4,
"max_concurrency": 2,
"max_context_tokens": 130560,
"peak_decode_tok_s": null,
"peak_decode_tok_s_per_stream": 26.5,
"peak_prefill_tok_s": 184386.1,
"peak_vram_gb": null,
"point_count": 4
} | {
"family": "lfm",
"id": "lfm2-5-2-6b",
"name": "LFM2.5-2.6B"
} | {
"format": "safetensors",
"id": "liquidai-lfm2-5-2-6b--bf16",
"precision": "BF16",
"repository": "LiquidAI/LFM2.5-2.6B"
} | lfm25-26b-bf16-rtx2000ada-sglang-tp1 | lfm25-26b-bf16-rtx2000ada-sglang-tp1-sweep |
2026-08-24T00:00:00 | {
"name": "sglang",
"version": "0.0.0.dev1+geec794bce.d20260823"
} | {
"count": 1,
"id": "rtx-3090-24gb",
"memory_gb": 24,
"name": "GeForce RTX 3090",
"total_memory_gb": 24,
"vendor": "nvidia"
} | lfm25-26b-bf16-rtx3090-sglang-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-3090-24gb",
"model": "/api/v1/models/lfm2-5-2-6b",
"recipe": "/api/v1/recipes/lfm25-26b-bf16-rtx3090-sglang-tp1",
"speed_sweep": "/api/v1/speed-sweeps/lfm25-26b-bf16-rtx3090-sglang-tp1-sweep"
} | 2026-08-24 | {
"best_ttft_ms": 394.1296,
"max_concurrency": 4,
"max_context_tokens": 130560,
"peak_decode_tok_s": null,
"peak_decode_tok_s_per_stream": 89.9464,
"peak_prefill_tok_s": 328304.8029,
"peak_vram_gb": null,
"point_count": 6
} | {
"family": "lfm",
"id": "lfm2-5-2-6b",
"name": "LFM2.5-2.6B"
} | {
"format": "safetensors",
"id": "liquidai-lfm2-5-2-6b--bf16",
"precision": "BF16",
"repository": "LiquidAI/LFM2.5-2.6B"
} | lfm25-26b-bf16-rtx3090-sglang-tp1 | lfm25-26b-bf16-rtx3090-sglang-tp1-sweep |
2026-08-24T00:00:00 | {
"name": "sglang",
"version": "0.0.0.dev1+geec794bce.d20260823"
} | {
"count": 1,
"id": "rtx-4000-ada-20gb",
"memory_gb": 20,
"name": "NVIDIA RTX 4000 Ada Generation",
"total_memory_gb": 20,
"vendor": "nvidia"
} | lfm25-26b-bf16-rtx4000ada-sglang-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-4000-ada-20gb",
"model": "/api/v1/models/lfm2-5-2-6b",
"recipe": "/api/v1/recipes/lfm25-26b-bf16-rtx4000ada-sglang-tp1",
"speed_sweep": "/api/v1/speed-sweeps/lfm25-26b-bf16-rtx4000ada-sglang-tp1-sweep"
} | 2026-08-24 | {
"best_ttft_ms": 364.4,
"max_concurrency": 2,
"max_context_tokens": 130560,
"peak_decode_tok_s": null,
"peak_decode_tok_s_per_stream": 41.1,
"peak_prefill_tok_s": 357665.3,
"peak_vram_gb": null,
"point_count": 4
} | {
"family": "lfm",
"id": "lfm2-5-2-6b",
"name": "LFM2.5-2.6B"
} | {
"format": "safetensors",
"id": "liquidai-lfm2-5-2-6b--bf16",
"precision": "BF16",
"repository": "LiquidAI/LFM2.5-2.6B"
} | lfm25-26b-bf16-rtx4000ada-sglang-tp1 | lfm25-26b-bf16-rtx4000ada-sglang-tp1-sweep |
2026-08-24T00:00:00 | {
"name": "sglang",
"version": "0.0.0.dev1+geec794bce.d20260823"
} | {
"count": 1,
"id": "rtx-4090-24gb",
"memory_gb": 24,
"name": "GeForce RTX 4090",
"total_memory_gb": 24,
"vendor": "nvidia"
} | lfm25-26b-bf16-rtx4090-sglang-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-4090-24gb",
"model": "/api/v1/models/lfm2-5-2-6b",
"recipe": "/api/v1/recipes/lfm25-26b-bf16-rtx4090-sglang-tp1",
"speed_sweep": "/api/v1/speed-sweeps/lfm25-26b-bf16-rtx4090-sglang-tp1-sweep"
} | 2026-08-24 | {
"best_ttft_ms": 206.6439,
"max_concurrency": 4,
"max_context_tokens": 130560,
"peak_decode_tok_s": null,
"peak_decode_tok_s_per_stream": 98.7475,
"peak_prefill_tok_s": 583241.8548,
"peak_vram_gb": null,
"point_count": 6
} | {
"family": "lfm",
"id": "lfm2-5-2-6b",
"name": "LFM2.5-2.6B"
} | {
"format": "safetensors",
"id": "liquidai-lfm2-5-2-6b--bf16",
"precision": "BF16",
"repository": "LiquidAI/LFM2.5-2.6B"
} | lfm25-26b-bf16-rtx4090-sglang-tp1 | lfm25-26b-bf16-rtx4090-sglang-tp1-sweep |
2026-08-23T00:00:00 | {
"name": "sglang",
"version": "0.0.0.dev1+geec794bce"
} | {
"count": 1,
"id": "rtx-5090-32gb",
"memory_gb": 32,
"name": "GeForce RTX 5090",
"total_memory_gb": 32,
"vendor": "nvidia"
} | lfm25-26b-bf16-rtx5090-sglang-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-5090-32gb",
"model": "/api/v1/models/lfm2-5-2-6b",
"recipe": "/api/v1/recipes/lfm25-26b-bf16-rtx5090-sglang-tp1",
"speed_sweep": "/api/v1/speed-sweeps/lfm25-26b-bf16-rtx5090-sglang-tp1-sweep"
} | 2026-08-23 | {
"best_ttft_ms": 24.4,
"max_concurrency": 4,
"max_context_tokens": 130560,
"peak_decode_tok_s": null,
"peak_decode_tok_s_per_stream": 197.6,
"peak_prefill_tok_s": 819807.3,
"peak_vram_gb": null,
"point_count": 27
} | {
"family": "lfm",
"id": "lfm2-5-2-6b",
"name": "LFM2.5-2.6B"
} | {
"format": "safetensors",
"id": "liquidai-lfm2-5-2-6b--bf16",
"precision": "BF16",
"repository": "LiquidAI/LFM2.5-2.6B"
} | lfm25-26b-bf16-rtx5090-sglang-tp1 | lfm25-26b-bf16-rtx5090-sglang-tp1-sweep |
2026-08-24T00:00:00 | {
"name": "sglang",
"version": "0.0.0.dev1+geec794bce"
} | {
"count": 1,
"id": "rtx-pro-4000-blackwell-24gb",
"memory_gb": 24,
"name": "NVIDIA RTX PRO 4000 Blackwell",
"total_memory_gb": 24,
"vendor": "nvidia"
} | lfm25-26b-bf16-rtxpro4000-sglang-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-4000-blackwell-24gb",
"model": "/api/v1/models/lfm2-5-2-6b",
"recipe": "/api/v1/recipes/lfm25-26b-bf16-rtxpro4000-sglang-tp1",
"speed_sweep": "/api/v1/speed-sweeps/lfm25-26b-bf16-rtxpro4000-sglang-tp1-sweep"
} | 2026-08-24 | {
"best_ttft_ms": 283.5968,
"max_concurrency": 4,
"max_context_tokens": 130560,
"peak_decode_tok_s": null,
"peak_decode_tok_s_per_stream": 71.2735,
"peak_prefill_tok_s": 436348.0309,
"peak_vram_gb": null,
"point_count": 6
} | {
"family": "lfm",
"id": "lfm2-5-2-6b",
"name": "LFM2.5-2.6B"
} | {
"format": "safetensors",
"id": "liquidai-lfm2-5-2-6b--bf16",
"precision": "BF16",
"repository": "LiquidAI/LFM2.5-2.6B"
} | lfm25-26b-bf16-rtxpro4000-sglang-tp1 | lfm25-26b-bf16-rtxpro4000-sglang-tp1-sweep |
2026-08-24T00:00:00 | {
"name": "sglang",
"version": "0.0.0.dev1+geec794bce"
} | {
"count": 1,
"id": "rtx-pro-4500-blackwell-32gb",
"memory_gb": 32,
"name": "NVIDIA RTX PRO 4500 Blackwell",
"total_memory_gb": 32,
"vendor": "nvidia"
} | lfm25-26b-bf16-rtxpro4500-sglang-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-4500-blackwell-32gb",
"model": "/api/v1/models/lfm2-5-2-6b",
"recipe": "/api/v1/recipes/lfm25-26b-bf16-rtxpro4500-sglang-tp1",
"speed_sweep": "/api/v1/speed-sweeps/lfm25-26b-bf16-rtxpro4500-sglang-tp1-sweep"
} | 2026-08-24 | {
"best_ttft_ms": 220.4077,
"max_concurrency": 4,
"max_context_tokens": 130560,
"peak_decode_tok_s": null,
"peak_decode_tok_s_per_stream": 92.4287,
"peak_prefill_tok_s": 592661.887,
"peak_vram_gb": null,
"point_count": 6
} | {
"family": "lfm",
"id": "lfm2-5-2-6b",
"name": "LFM2.5-2.6B"
} | {
"format": "safetensors",
"id": "liquidai-lfm2-5-2-6b--bf16",
"precision": "BF16",
"repository": "LiquidAI/LFM2.5-2.6B"
} | lfm25-26b-bf16-rtxpro4500-sglang-tp1 | lfm25-26b-bf16-rtxpro4500-sglang-tp1-sweep |
2026-08-24T00:00:00 | {
"name": "sglang",
"version": "0.0.0.dev1+geec794bce"
} | {
"count": 1,
"id": "rtx-pro-6000-blackwell-96gb",
"memory_gb": 96,
"name": "RTX PRO 6000 Blackwell",
"total_memory_gb": 96,
"vendor": "nvidia"
} | lfm25-26b-bf16-rtxpro6000-sglang-tp1-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-6000-blackwell-96gb",
"model": "/api/v1/models/lfm2-5-2-6b",
"recipe": "/api/v1/recipes/lfm25-26b-bf16-rtxpro6000-sglang-tp1",
"speed_sweep": "/api/v1/speed-sweeps/lfm25-26b-bf16-rtxpro6000-sglang-tp1-sweep"
} | 2026-08-24 | {
"best_ttft_ms": 412,
"max_concurrency": 4,
"max_context_tokens": 130560,
"peak_decode_tok_s": null,
"peak_decode_tok_s_per_stream": 174.6,
"peak_prefill_tok_s": 315897.6,
"peak_vram_gb": null,
"point_count": 6
} | {
"family": "lfm",
"id": "lfm2-5-2-6b",
"name": "LFM2.5-2.6B"
} | {
"format": "safetensors",
"id": "liquidai-lfm2-5-2-6b--bf16",
"precision": "BF16",
"repository": "LiquidAI/LFM2.5-2.6B"
} | lfm25-26b-bf16-rtxpro6000-sglang-tp1 | lfm25-26b-bf16-rtxpro6000-sglang-tp1-sweep |
null | {
"name": "vllm",
"version": "0.20.1-local"
} | {
"count": 4,
"id": "intel-arc-pro-b70-32gb",
"memory_gb": 32,
"name": "Intel Arc Pro B70",
"total_memory_gb": 128,
"vendor": "intel"
} | minimax-m2-7-autoround-int4-w4a16-intel-arc-pro-b70-32gb-vllm-tp4-sweep | {
"hardware": "/api/v1/hardware/intel-arc-pro-b70-32gb",
"model": "/api/v1/models/minimax-m2-7",
"recipe": "/api/v1/recipes/minimax-m2-7-autoround-int4-w4a16-intel-arc-pro-b70-32gb-vllm-tp4",
"speed_sweep": "/api/v1/speed-sweeps/minimax-m2-7-autoround-int4-w4a16-intel-arc-pro-b70-32gb-vllm-tp4-sweep"
} | 2026-05-21 | {
"best_ttft_ms": null,
"max_concurrency": 1,
"max_context_tokens": 2048,
"peak_decode_tok_s": 93.4436231838881,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "minimax",
"id": "minimax-m2-7",
"name": "MiniMax-M2.7"
} | {
"format": "safetensors",
"id": "lasimeri-minimax-m2-7-int4-autoround--autoround-int4-w4a16",
"precision": "AutoRound INT4 W4A16",
"repository": "Lasimeri/MiniMax-M2.7-int4-AutoRound"
} | minimax-m2-7-autoround-int4-w4a16-intel-arc-pro-b70-32gb-vllm-tp4 | minimax-m2-7-autoround-int4-w4a16-intel-arc-pro-b70-32gb-vllm-tp4-sweep |
null | {
"name": "vllm",
"version": "0.20.1-local"
} | {
"count": 4,
"id": "intel-arc-pro-b70-32gb",
"memory_gb": 32,
"name": "Intel Arc Pro B70",
"total_memory_gb": 128,
"vendor": "intel"
} | minimax-m2-7-autoround-w4a16-intel-arc-pro-b70-32gb-vllm-tp4-sweep | {
"hardware": "/api/v1/hardware/intel-arc-pro-b70-32gb",
"model": "/api/v1/models/minimax-m2-7",
"recipe": "/api/v1/recipes/minimax-m2-7-autoround-w4a16-intel-arc-pro-b70-32gb-vllm-tp4",
"speed_sweep": "/api/v1/speed-sweeps/minimax-m2-7-autoround-w4a16-intel-arc-pro-b70-32gb-vllm-tp4-sweep"
} | 2026-05-14 | {
"best_ttft_ms": null,
"max_concurrency": 1,
"max_context_tokens": 2048,
"peak_decode_tok_s": 61.75284781115523,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "minimax",
"id": "minimax-m2-7",
"name": "MiniMax-M2.7"
} | {
"format": "safetensors",
"id": "lasimeri-minimax-m2-7-int4-autoround--autoround-w4a16",
"precision": "AutoRound W4A16",
"repository": "Lasimeri/MiniMax-M2.7-int4-AutoRound"
} | minimax-m2-7-autoround-w4a16-intel-arc-pro-b70-32gb-vllm-tp4 | minimax-m2-7-autoround-w4a16-intel-arc-pro-b70-32gb-vllm-tp4-sweep |
null | {
"name": "vllm",
"version": "0.20.1-local"
} | {
"count": 4,
"id": "intel-arc-pro-b70-32gb",
"memory_gb": 32,
"name": "Intel Arc Pro B70",
"total_memory_gb": 128,
"vendor": "intel"
} | minimax-m2-7-int4-autoround-w4a16-intel-arc-pro-b70-32gb-vllm-tp4-sweep | {
"hardware": "/api/v1/hardware/intel-arc-pro-b70-32gb",
"model": "/api/v1/models/minimax-m2-7",
"recipe": "/api/v1/recipes/minimax-m2-7-int4-autoround-w4a16-intel-arc-pro-b70-32gb-vllm-tp4",
"speed_sweep": "/api/v1/speed-sweeps/minimax-m2-7-int4-autoround-w4a16-intel-arc-pro-b70-32gb-vllm-tp4-sweep"
} | 2026-05-22 | {
"best_ttft_ms": null,
"max_concurrency": 1,
"max_context_tokens": 4096,
"peak_decode_tok_s": 94.46,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "minimax",
"id": "minimax-m2-7",
"name": "MiniMax-M2.7"
} | {
"format": "safetensors",
"id": "lasimeri-minimax-m2-7-int4-autoround--int4-autoround-w4a16",
"precision": "INT4 AutoRound W4A16",
"repository": "Lasimeri/MiniMax-M2.7-int4-AutoRound"
} | minimax-m2-7-int4-autoround-w4a16-intel-arc-pro-b70-32gb-vllm-tp4 | minimax-m2-7-int4-autoround-w4a16-intel-arc-pro-b70-32gb-vllm-tp4-sweep |
null | {
"name": "mlx",
"version": null
} | {
"count": 1,
"id": "apple-max-128gb",
"memory_gb": 128,
"name": "Apple Max 128GB, generation unspecified",
"total_memory_gb": 128,
"vendor": "apple"
} | minimax-m2-7-jangtq-apple-max-128gb-mlx-tp1-sweep | {
"hardware": "/api/v1/hardware/apple-max-128gb",
"model": "/api/v1/models/minimax-m2-7",
"recipe": "/api/v1/recipes/minimax-m2-7-jangtq-apple-max-128gb-mlx-tp1",
"speed_sweep": "/api/v1/speed-sweeps/minimax-m2-7-jangtq-apple-max-128gb-mlx-tp1-sweep"
} | 2026-05-04 | {
"best_ttft_ms": null,
"max_concurrency": 1,
"max_context_tokens": 2048,
"peak_decode_tok_s": 31,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "minimax",
"id": "minimax-m2-7",
"name": "MiniMax-M2.7"
} | {
"format": "MLX",
"id": "dealignai-minimax-m2-7-jangtq-crack--jangtq",
"precision": "JANGTQ",
"repository": "dealignai/MiniMax-M2.7-JANGTQ-CRACK"
} | minimax-m2-7-jangtq-apple-max-128gb-mlx-tp1 | minimax-m2-7-jangtq-apple-max-128gb-mlx-tp1-sweep |
null | {
"name": "mlx",
"version": null
} | {
"count": 1,
"id": "apple-m3-ultra-512gb",
"memory_gb": 512,
"name": "Apple M3 Ultra 512GB",
"total_memory_gb": 512,
"vendor": "apple"
} | minimax-m3-3bit-apple-m3-ultra-512gb-mlx-tp1-sweep | {
"hardware": "/api/v1/hardware/apple-m3-ultra-512gb",
"model": "/api/v1/models/minimax-m3",
"recipe": "/api/v1/recipes/minimax-m3-3bit-apple-m3-ultra-512gb-mlx-tp1",
"speed_sweep": "/api/v1/speed-sweeps/minimax-m3-3bit-apple-m3-ultra-512gb-mlx-tp1-sweep"
} | 2026-06-30 | {
"best_ttft_ms": 500,
"max_concurrency": 1,
"max_context_tokens": 40960000,
"peak_decode_tok_s": 21.2,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "minimax",
"id": "minimax-m3",
"name": "MiniMax-M3"
} | {
"format": "MLX",
"id": "pipenetwork-minimax-m3-mlx-3bit--3bit",
"precision": "3bit",
"repository": "pipenetwork/MiniMax-M3-MLX-3bit"
} | minimax-m3-3bit-apple-m3-ultra-512gb-mlx-tp1 | minimax-m3-3bit-apple-m3-ultra-512gb-mlx-tp1-sweep |
2026-08-24T00:00:00 | {
"name": "vllm",
"version": "source-built patched image; base commit unreported"
} | {
"count": 4,
"id": "rtx-pro-6000-blackwell-96gb",
"memory_gb": 96,
"name": "RTX PRO 6000 Blackwell",
"total_memory_gb": 384,
"vendor": "nvidia"
} | minimax-m3-mxfp4-rtxpro6000-vllm-tp4-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-6000-blackwell-96gb",
"model": "/api/v1/models/minimax-m3",
"recipe": "/api/v1/recipes/minimax-m3-mxfp4-rtxpro6000-vllm-tp4",
"speed_sweep": "/api/v1/speed-sweeps/minimax-m3-mxfp4-rtxpro6000-vllm-tp4-sweep"
} | 2026-08-24 | {
"best_ttft_ms": null,
"max_concurrency": 4,
"max_context_tokens": 131072,
"peak_decode_tok_s": 184,
"peak_decode_tok_s_per_stream": 113,
"peak_prefill_tok_s": 2800,
"peak_vram_gb": null,
"point_count": 3
} | {
"family": "minimax",
"id": "minimax-m3",
"name": "MiniMax-M3"
} | {
"format": "compressed-tensors safetensors",
"id": "olka-fi-minimax-m3-mxfp4--mxfp4",
"precision": "MXFP4",
"repository": "olka-fi/MiniMax-M3-MXFP4"
} | minimax-m3-mxfp4-rtxpro6000-vllm-tp4 | minimax-m3-mxfp4-rtxpro6000-vllm-tp4-sweep |
2026-08-24T00:00:00 | {
"name": "vllm",
"version": "0.22.0"
} | {
"count": 4,
"id": "rtx-pro-6000-blackwell-96gb",
"memory_gb": 96,
"name": "RTX PRO 6000 Blackwell",
"total_memory_gb": 384,
"vendor": "nvidia"
} | nemotron-3-ultra-modelopt-mixed-rtxpro6000-vllm-tp4-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-6000-blackwell-96gb",
"model": "/api/v1/models/nemotron-3-ultra",
"recipe": "/api/v1/recipes/nemotron-3-ultra-modelopt-mixed-rtxpro6000-vllm-tp4",
"speed_sweep": "/api/v1/speed-sweeps/nemotron-3-ultra-modelopt-mixed-rtxpro6000-vllm-tp4-sweep"
} | 2026-06-11 | {
"best_ttft_ms": null,
"max_concurrency": 1,
"max_context_tokens": 261056,
"peak_decode_tok_s": 120.7,
"peak_decode_tok_s_per_stream": 120.7,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 6
} | {
"family": "nemotron",
"id": "nemotron-3-ultra",
"name": "Nemotron-3-Ultra"
} | {
"format": "ModelOpt mixed quantization",
"id": "nvidia-nvidia-nemotron-3-ultra-550b-a55b-nvfp4--nvfp4-mixed",
"precision": "NVFP4 mixed",
"repository": "nvidia/NVIDIA-Nemotron-3-Ultra-550B-A55B-NVFP4"
} | nemotron-3-ultra-modelopt-mixed-rtxpro6000-vllm-tp4 | nemotron-3-ultra-modelopt-mixed-rtxpro6000-vllm-tp4-sweep |
null | {
"name": "mlx",
"version": "0.31.2"
} | {
"count": 1,
"id": "apple-m3-ultra-512gb",
"memory_gb": 512,
"name": "Apple M3 Ultra 512GB",
"total_memory_gb": 512,
"vendor": "apple"
} | nemotron-cascade-2-30b-a3b-4bit-apple-m3-ultra-512gb-mlx-tp1-sweep | {
"hardware": "/api/v1/hardware/apple-m3-ultra-512gb",
"model": "/api/v1/models/nemotron-cascade-2-30b-a3b",
"recipe": "/api/v1/recipes/nemotron-cascade-2-30b-a3b-4bit-apple-m3-ultra-512gb-mlx-tp1",
"speed_sweep": "/api/v1/speed-sweeps/nemotron-cascade-2-30b-a3b-4bit-apple-m3-ultra-512gb-mlx-tp1-sweep"
} | 2026-04-26 | {
"best_ttft_ms": 1308,
"max_concurrency": 1,
"max_context_tokens": 8192,
"peak_decode_tok_s": 140.8,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "nemotron",
"id": "nemotron-cascade-2-30b-a3b",
"name": "Nemotron-Cascade-2-30B-A3B"
} | {
"format": "MLX",
"id": "nvidia-nemotron-cascade-2-30b-a3b--4bit",
"precision": "4bit",
"repository": "nvidia/Nemotron-Cascade-2-30B-A3B"
} | nemotron-cascade-2-30b-a3b-4bit-apple-m3-ultra-512gb-mlx-tp1 | nemotron-cascade-2-30b-a3b-4bit-apple-m3-ultra-512gb-mlx-tp1-sweep |
2026-08-24T00:00:00 | {
"name": "sglang",
"version": "0.5.12 fork"
} | {
"count": 4,
"id": "rtx-pro-6000-blackwell-96gb",
"memory_gb": 96,
"name": "RTX PRO 6000 Blackwell",
"total_memory_gb": 384,
"vendor": "nvidia"
} | nex-n2-pro-nvfp4-rtxpro6000-sglang-tp4-sweep | {
"hardware": "/api/v1/hardware/rtx-pro-6000-blackwell-96gb",
"model": "/api/v1/models/nex-n2-pro",
"recipe": "/api/v1/recipes/nex-n2-pro-nvfp4-rtxpro6000-sglang-tp4",
"speed_sweep": "/api/v1/speed-sweeps/nex-n2-pro-nvfp4-rtxpro6000-sglang-tp4-sweep"
} | 2026-06-11 | {
"best_ttft_ms": null,
"max_concurrency": 1,
"max_context_tokens": null,
"peak_decode_tok_s": 93.6,
"peak_decode_tok_s_per_stream": 93.6,
"peak_prefill_tok_s": null,
"peak_vram_gb": null,
"point_count": 4
} | {
"family": "nex",
"id": "nex-n2-pro",
"name": "Nex-N2-Pro"
} | {
"format": "ModelOpt",
"id": "local-nex-n2-pro-nvfp4--nvfp4",
"precision": "NVFP4",
"repository": "local/Nex-N2-Pro-NVFP4"
} | nex-n2-pro-nvfp4-rtxpro6000-sglang-tp4 | nex-n2-pro-nvfp4-rtxpro6000-sglang-tp4-sweep |
null | {
"name": "vllm",
"version": "v0.26.1rc1.dev668+g3ee2df303 (XPU)"
} | {
"count": 1,
"id": "intel-arc-pro-b70-32gb",
"memory_gb": 32,
"name": "Intel Arc Pro B70",
"total_memory_gb": 32,
"vendor": "intel"
} | nvidia-nemotron-3-5-gptq-int4-g64-sym-local-dflash-bf16-local-intel-arc-pro-b70-32gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/intel-arc-pro-b70-32gb",
"model": "/api/v1/models/nvidia-nemotron-3-5",
"recipe": "/api/v1/recipes/nvidia-nemotron-3-5-gptq-int4-g64-sym-local-dflash-bf16-local-intel-arc-pro-b70-32gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/nvidia-nemotron-3-5-gptq-int4-g64-sym-local-dfla... | 2026-08-13 | {
"best_ttft_ms": null,
"max_concurrency": 1,
"max_context_tokens": 16384,
"peak_decode_tok_s": 186.6,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 7160,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "nemotron",
"id": "nvidia-nemotron-3-5",
"name": "NVIDIA-Nemotron-3.5"
} | {
"format": "safetensors",
"id": "nvidia-nvidia-nemotron-3-5-lightning-30b-a3b-bf16--gptq-int4-g64-sym-local-dflash-bf16-local",
"precision": "GPTQ-INT4-G64-sym-local+DFlash-BF16-local",
"repository": "nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-BF16"
} | nvidia-nemotron-3-5-gptq-int4-g64-sym-local-dflash-bf16-local-intel-arc-pro-b70-32gb-vllm-tp1 | nvidia-nemotron-3-5-gptq-int4-g64-sym-local-dflash-bf16-local-intel-arc-pro-b70-32gb-vllm-tp1-sweep |
null | {
"name": "vllm",
"version": "v0.26.1rc1.dev668+g3ee2df303 (XPU)"
} | {
"count": 1,
"id": "intel-arc-pro-b70-32gb",
"memory_gb": 32,
"name": "Intel Arc Pro B70",
"total_memory_gb": 32,
"vendor": "intel"
} | nvidia-nemotron-3-5-gptq-int4-g64-sym-local-intel-arc-pro-b70-32gb-vllm-tp1-sweep | {
"hardware": "/api/v1/hardware/intel-arc-pro-b70-32gb",
"model": "/api/v1/models/nvidia-nemotron-3-5",
"recipe": "/api/v1/recipes/nvidia-nemotron-3-5-gptq-int4-g64-sym-local-intel-arc-pro-b70-32gb-vllm-tp1",
"speed_sweep": "/api/v1/speed-sweeps/nvidia-nemotron-3-5-gptq-int4-g64-sym-local-intel-arc-pro-b70-32gb... | 2026-08-12 | {
"best_ttft_ms": null,
"max_concurrency": 1,
"max_context_tokens": 16384,
"peak_decode_tok_s": 93,
"peak_decode_tok_s_per_stream": null,
"peak_prefill_tok_s": 8368,
"peak_vram_gb": null,
"point_count": 1
} | {
"family": "nemotron",
"id": "nvidia-nemotron-3-5",
"name": "NVIDIA-Nemotron-3.5"
} | {
"format": "safetensors",
"id": "nvidia-nvidia-nemotron-3-5-lightning-30b-a3b-bf16--gptq-int4-g64-sym-local",
"precision": "GPTQ-INT4-G64-sym-local",
"repository": "nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-BF16"
} | nvidia-nemotron-3-5-gptq-int4-g64-sym-local-intel-arc-pro-b70-32gb-vllm-tp1 | nvidia-nemotron-3-5-gptq-int4-g64-sym-local-intel-arc-pro-b70-32gb-vllm-tp1-sweep |
Local AI Registry
A source-backed graph of local AI hardware, models, model artifacts, launch recipes, regional prices, raw speed sweeps, and comparable benchmark summaries.
The GitHub monorepo is the source of truth. This dataset repository is a generated, versioned mirror for discovery, analysis, and use with the Hugging Face Datasets library. The live registry and read-only API resolve the same graph.
Tables
| Config | Primary key | Connects through |
|---|---|---|
hardware |
id |
Recipe hardware_id; price hardware[].id |
models |
id |
Model instance model_id |
model-instances |
id |
Recipe model_instance_id |
recipes |
id |
Hardware, model instance, and speed_sweeps_ids |
prices |
id |
Hardware IDs and regional observations |
speed-sweeps |
id |
Recipe recipe_id and raw measured rows |
benchmarks |
id |
A comparable projection of one raw speed sweep |
Benchmarks do not replace evidence. Each benchmark retains sweep_id, recipe_id, and links to the canonical records from which it was derived.
Use
from datasets import load_dataset
benchmarks = load_dataset(
"0xSero/local-ai-registry",
"benchmarks",
split="train",
)
Every configuration is independently loadable. The JSONL files preserve nested registry fields; null values are explicit unknowns rather than invented defaults.
Snapshot and schemas
source.jsonidentifies the Git commit and export timestamp.schema/contains the JSON Schemas and shared TypeScript interfaces.registry-snapshot.tar.gzcontains the exact recursive registry tree used to generate the tables.
Contributing
Follow the registry contribution contract. Contributions are validated and merged in GitHub, then exported here. Do not edit the generated Hugging Face tables as an alternate source of truth.
Provenance
Records carry their own source and provenance fields. Coverage varies by record. Candidate prices and recipes remain visibly marked, and benchmark summaries are only as authoritative as their attached raw sweep evidence.
- Downloads last month
- 63