timestamp string | schema_version int64 | app_version string | event_type string | session_id string | model_family string | parameter_bucket string | quantization string | target_context int64 | priority string | sort string | result_count int64 | families_searched list | quants_searched list | distinct_queries int64 | hardware_source string | hardware_memory_class int64 | hardware_confirmed bool | webgpu_available bool | webgpu_score float64 | gpu_capability_class string | gpu_vendor string | gpu_arch string | browser_family string | os_family string | cpu_cores int64 | top_model string | top_model_score float64 | top_model_fit string | engine_version string | models_viewed list | models_compared list | models_clicked list | selected_model string | model_name string | quant_bits float64 | quant_mixed bool | pipeline string | hf_downloads_at_selection int64 | hf_likes_at_selection int64 | tried string | outcome string | quality_rating string | failure_reason string | reported_ram_gb int64 | reported_mac_model string | reported_tokens_per_second float64 | reported_context int64 | notes string | benchmark_type string | benchmark_version string | benchmark_duration_ms int64 | prompt_tokens int64 | generation_tokens int64 | prompt_tps float64 | generation_tps float64 | ttft_ms float64 | peak_memory_gb float64 | chip string | perplexity float64 | perplexity_stderr float64 | eval_dataset string | eval_tokens int64 | mlx_version string | mlx_lm_version string | macos_major int64 | suspicious_flags list |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2026-09-14T18:11:16Z | 2 | 0.1.0 | session | 98497b4c8f92ae73 | Llama | null | null | 8,192 | balanced | recommended | 287 | [
"Llama"
] | null | 3 | confirmed | 96 | true | null | null | null | null | null | null | null | null | mlx-community/Llama-3.3-70B-Instruct-4bit | 84.3 | Comfortable | heuristic-v1 | [
"mlx-community/Llama-3.3-70B-Instruct-4bit",
"mlx-community/Meta-Llama-3-8B-4bit"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T18:27:38Z | 2 | 0.1.0 | session | 6f08c349c3b8e028 | null | null | null | 8,192 | balanced | recommended | 3,848 | null | null | 2 | confirmed | 24 | true | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-9B-OptiQ-4bit | 88.3 | Comfortable | heuristic-v1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T18:48:44Z | 2 | 0.1.0 | session | 23663f49e901b070 | null | null | null | 8,192 | balanced | recommended | 3,848 | null | null | 2 | confirmed | 24 | true | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-9B-OptiQ-4bit | 88.3 | Comfortable | heuristic-v1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T19:17:59Z | 2 | 0.1.0 | session | 674112c9628135ba | Qwen | null | null | 16,384 | balanced | recommended | 87 | [
"Qwen",
"Gemma"
] | null | 5 | confirmed | 8 | true | null | null | null | null | null | null | null | null | mlx-community/Qwen2.5-Coder-3B-Instruct-4bit | 82 | Comfortable | heuristic-v1 | [
"mlx-community/Qwen2.5-Coder-3B-Instruct-4bit"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T19:22:32Z | 2 | 0.1.0 | session | e0c62dde776b1a07 | Gemma | null | null | 8,192 | balanced | popular | 469 | [
"Gemma"
] | null | 3 | confirmed | 32 | true | null | null | null | null | null | null | null | null | mlx-community/gemma-4-e4b-it-OptiQ-4bit | 90.1 | Comfortable | heuristic-v1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T19:26:13Z | 2 | 0.1.0 | session | 674112c9628135ba | Qwen | null | null | 262,144 | balanced | recommended | 87 | [
"DeepSeek",
"LFM",
"Mistral",
"GLM",
"Qwen"
] | null | 18 | confirmed | 64 | true | null | null | null | null | null | null | null | null | mlx-community/Qwen2.5-Coder-7B-Instruct-4bit | 76.6 | Comfortable | heuristic-v1 | [
"mlx-community/Qwen2.5-Coder-3B-Instruct-4bit",
"mlx-community/gemma-2b-coder",
"mlx-community/gemma-4-12b-coder-fable5-composer2.5-4bit",
"mlx-community/Falcon-H1-Tiny-Coder-90M-4bit",
"mlx-community/DeepSeek-Coder-V2-Lite-Instruct-4bit-AWQ",
"mlx-community/deepseek-coder-33b-instruct",
"mlx-community/... | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T19:33:34Z | 2 | 0.1.0 | session | 674112c9628135ba | null | null | null | 65,536 | quality | recommended | 172 | [
"DeepSeek",
"LFM",
"Mistral",
"GLM",
"Qwen"
] | null | 24 | confirmed | 8 | true | null | null | null | null | null | null | null | null | mlx-community/Qwen2.5-Coder-1.5B-Instruct-Q6 | 71 | Likely | heuristic-v1 | [
"mlx-community/deepseek-coder-33b-instruct",
"mlx-community/Qwen3-Coder-30B-A3B-Instruct-4bit",
"mlx-community/Qwen3-Coder-30B-A3B-Instruct-6bit-DWQ-lr3e-7",
"mlx-community/Qwen3-Coder-30B-A3B-Instruct-6bit",
"mlx-community/Qwen3-Coder-30B-A3B-Instruct-5bit",
"mlx-community/Qwen2.5-Coder-1.5B-Instruct-8bi... | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T19:35:56Z | 2 | 0.1.0 | session | 674112c9628135ba | null | 15-35B | null | 262,144 | balanced | recommended | 788 | null | null | 5 | confirmed | 128 | true | null | null | null | null | null | null | null | null | mlx-community/Qwen3.8-27B-4bit | 94.7 | Comfortable | heuristic-v1 | [
"mlx-community/Qwen3.8-27B-4bit"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T19:36:55Z | 2 | 0.1.0 | session | 674112c9628135ba | null | 15-35B | null | 262,144 | balanced | recommended | 788 | null | null | 6 | confirmed | 64 | true | null | null | null | null | null | null | null | null | mlx-community/Qwen3.8-27B-4bit | 92.9 | Comfortable | heuristic-v1 | [
"mlx-community/Qwen3.8-27B-4bit"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T19:38:27Z | 2 | 0.1.0 | session | 674112c9628135ba | null | 15-35B | null | 262,144 | balanced | recommended | 788 | null | null | 9 | confirmed | 48 | true | null | null | null | null | null | null | null | null | mlx-community/gemma-4-26b-a4b-it-4bit | 86.5 | Likely | heuristic-v1 | [
"mlx-community/Qwen3.8-27B-4bit"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T19:43:23Z | 2 | 0.1.0 | session | 11bdb2a84a9180d6 | Muse | 15-35B | 4-bit | 262,144 | balanced | recommended | 4 | [
"Qwen",
"Muse"
] | [
"4-bit"
] | 8 | confirmed | 48 | true | null | null | null | null | null | null | null | null | mlx-community/Muse-Glimmer-30B-4bit | 84.7 | Comfortable | heuristic-v1 | [
"mlx-community/Muse-Glimmer-30B-4bit"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T20:03:39Z | 2 | 0.1.0 | session | 11bdb2a84a9180d6 | Muse | 15-35B | 4-bit | 262,144 | speed | recommended | 4 | [
"Qwen",
"Muse"
] | [
"4-bit"
] | 9 | confirmed | 48 | true | null | null | null | null | null | null | null | null | mlx-community/Muse-Glimmer-30B-4bit | 79.7 | Comfortable | heuristic-v1 | [
"mlx-community/Muse-Glimmer-30B-4bit"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T20:08:08Z | 2 | 0.1.0 | session | 11bdb2a84a9180d6 | null | null | null | 131,072 | balanced | recommended | 3,848 | null | null | 4 | confirmed | 48 | true | null | null | null | null | null | null | null | null | mlx-community/Qwen3.8-27B-4bit | 90.2 | Comfortable | heuristic-v1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T20:10:16Z | 2 | 0.1.0 | session | 3217d425b2b7f299 | null | null | null | 8,192 | balanced | recommended | 3,848 | null | null | 2 | confirmed | 16 | true | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-4B-OptiQ-4bit | 86 | Comfortable | heuristic-v1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T20:17:33Z | 2 | 0.1.0 | session | 11bdb2a84a9180d6 | null | 15-35B | 4-bit | 131,072 | quality | recommended | 314 | null | [
"4-bit"
] | 7 | confirmed | 48 | true | true | 5 | entry | null | null | firefox | macos | 14 | mlx-community/Qwen3.8-27B-4bit | 83.9 | Comfortable | heuristic-v1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T20:48:06Z | 2 | 0.1.0 | browser_benchmark | 83eb116873467ca4 | null | null | null | null | null | null | null | null | null | null | confirmed | 16 | true | true | 80 | entry | null | null | firefox | macos | 10 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | webgpu_full | webgpu-1 | 20,416 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T20:54:23Z | 2 | 0.1.0 | session | 83eb116873467ca4 | null | 8-15B | null | 65,536 | balanced | recommended | 752 | [
"Qwen"
] | null | 26 | confirmed | 16 | true | true | 5 | entry | null | null | firefox | macos | 10 | mlx-community/LFM2.5-8B-A1B-MLX-4bit | 82.5 | Comfortable | heuristic-v1 | null | null | [
"mlx-community/Qwen3.5-9B-MLX-4bit"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T21:01:51Z | 2 | 0.1.0 | session | 3217d425b2b7f299 | null | null | null | 16,384 | balanced | recommended | 3,848 | null | null | 3 | confirmed | 16 | true | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-4B-OptiQ-4bit | 86 | Comfortable | heuristic-v1 | null | null | [
"mlx-community/gemma-4-e4b-it-mxfp4"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T21:02:59Z | 2 | 0.1.0 | session | 3217d425b2b7f299 | null | null | null | 16,384 | balanced | recommended | 3,848 | null | null | 3 | confirmed | 16 | true | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-4B-OptiQ-4bit | 86 | Comfortable | heuristic-v1 | null | null | [
"mlx-community/gemma-4-e4b-it-mxfp4",
"mlx-community/Qwen3.5-9B-MLX-4bit"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T21:04:35Z | 2 | 0.1.0 | session | 3217d425b2b7f299 | null | null | null | 16,384 | balanced | recommended | 3,848 | null | null | 3 | confirmed | 16 | true | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-4B-OptiQ-4bit | 86 | Comfortable | heuristic-v1 | [
"mlx-community/Qwen3.5-4B-OptiQ-4bit"
] | null | [
"mlx-community/gemma-4-e4b-it-mxfp4",
"mlx-community/Qwen3.5-9B-MLX-4bit",
"mlx-community/Qwen3.5-4B-OptiQ-4bit"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T21:06:42Z | 2 | 0.1.0 | session | 3217d425b2b7f299 | null | null | null | 16,384 | balanced | recommended | 3,848 | null | null | 3 | confirmed | 16 | true | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-4B-OptiQ-4bit | 86 | Comfortable | heuristic-v1 | [
"mlx-community/Qwen3.5-4B-OptiQ-4bit",
"mlx-community/Qwen2.5-Coder-7B-Instruct-4bit"
] | null | [
"mlx-community/gemma-4-e4b-it-mxfp4",
"mlx-community/Qwen3.5-9B-MLX-4bit",
"mlx-community/Qwen3.5-4B-OptiQ-4bit",
"mlx-community/Qwen2.5-Coder-7B-Instruct-4bit"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T21:11:35Z | 2 | 0.1.0 | session | d62acd31451bfffb | Ornith | null | null | 131,072 | balanced | recommended | 3 | [
"Ornith"
] | null | 4 | confirmed | 48 | true | null | null | null | null | null | null | null | null | mlx-community/Ornith-1.5-35B-A3B-OptiQ-4bit-REAP-19B | 92.4 | Comfortable | heuristic-v1 | [
"mlx-community/Ornith-1.5-35B-A3B-OptiQ-4bit"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T21:12:24Z | 2 | 0.1.0 | session | 4c319d5be5131c1b | Qwen | null | null | 8,192 | balanced | recent | 837 | [
"Qwen"
] | null | 3 | confirmed | 192 | true | false | null | unknown | null | null | safari | macos | 8 | mlx-community/Qwen3.8-27B-4bit | 91.6 | Comfortable | heuristic-v1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T21:15:22Z | 2 | 0.1.0 | session | d62acd31451bfffb | null | null | null | 8,192 | balanced | recommended | 3,848 | null | null | 1 | none | null | false | null | null | null | null | null | null | null | null | mlx-community/Qwen3.8-27B-4bit | 74.2 | null | heuristic-v1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T21:29:13Z | 2 | 0.1.0 | session | 55220349ee824da0 | null | null | null | 16,384 | balanced | recommended | 3,848 | null | null | 3 | confirmed | 16 | true | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-4B-OptiQ-4bit | 86 | Comfortable | heuristic-v1 | null | [
"mlx-community/Qwen2.5-Coder-7B-Instruct-4bit"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T21:41:59Z | 2 | 0.1.0 | session | 674112c9628135ba | null | null | null | 16,384 | balanced | recommended | 3,848 | null | null | 3 | confirmed | 8 | true | null | null | null | null | null | null | null | null | mlx-community/MiniCPM5-1B-OptiQ-4bit | 83.1 | Comfortable | heuristic-v1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T21:42:58Z | 2 | 0.1.0 | session | 674112c9628135ba | null | null | null | 16,384 | balanced | recommended | 3,848 | null | null | 3 | confirmed | 8 | true | null | null | null | null | null | null | null | null | mlx-community/MiniCPM5-1B-OptiQ-4bit | 83.1 | Comfortable | heuristic-v1 | [
"mlx-community/Qwen3.5-2B-6bit"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T21:43:21Z | 2 | 0.1.0 | session | 674112c9628135ba | null | null | null | 16,384 | balanced | recommended | 3,848 | null | null | 3 | confirmed | 8 | true | null | null | null | null | null | null | null | null | mlx-community/MiniCPM5-1B-OptiQ-4bit | 83.1 | Comfortable | heuristic-v1 | [
"mlx-community/Qwen3.5-2B-6bit"
] | null | [
"mlx-community/Qwen3.5-2B-6bit"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T21:48:28Z | 2 | 0.1.0 | session | 674112c9628135ba | null | null | null | 16,384 | balanced | recommended | 172 | null | null | 3 | confirmed | 8 | true | null | null | null | null | null | null | null | null | mlx-community/Qwen2.5-Coder-3B-Instruct-4bit | 81.7 | Comfortable | heuristic-v1 | [
"mlx-community/Qwen3.5-2B-6bit",
"mlx-community/Qwen2.5-Coder-3B-Instruct-4bit"
] | null | [
"mlx-community/Qwen3.5-2B-6bit",
"mlx-community/Qwen2.5-Coder-3B-Instruct-4bit"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T22:03:03Z | 2 | 0.1.0 | session | 9712c4a6ee3ccea1 | null | 15-35B | 4-bit | 32,768 | long_context | recommended | 314 | [
"Qwen"
] | [
"4-bit",
"3-bit"
] | 12 | confirmed | 24 | true | null | null | null | null | null | null | null | null | mlx-community/gpt-oss-20b-MXFP4-Q4 | 79 | Likely | heuristic-v1 | null | [
"mlx-community/DeepSeek-Coder-V2-Lite-Instruct-4bit-AWQ"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T22:04:16Z | 2 | 0.1.0 | session | 9712c4a6ee3ccea1 | null | 8-15B | null | 32,768 | long_context | recommended | 752 | [
"Qwen"
] | [
"4-bit",
"3-bit"
] | 13 | confirmed | 24 | true | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-9B-MLX-4bit | 89.6 | Comfortable | heuristic-v1 | null | [
"mlx-community/DeepSeek-Coder-V2-Lite-Instruct-4bit-AWQ",
"mlx-community/gpt-oss-20b-MXFP4-Q4",
"mlx-community/gemma-4-26B-A4B-it-heretic-msq-2.6bit",
"mlx-community/Agents-A1-OptiQ-4bit-REAP-19B"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T22:27:47Z | 2 | 0.1.0 | session | d62acd31451bfffb | null | 15-35B | null | 131,072 | quality | community | 144 | [
"Qwen",
"Falcon"
] | [
"4-bit"
] | 9 | confirmed | 48 | true | null | null | null | null | null | null | null | null | mlx-community/Qwen3.8-27B-bf16 | 68.6 | null | heuristic-v1 | [
"mlx-community/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-4bit"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T22:27:50Z | 2 | 0.1.0 | session | d62acd31451bfffb | null | 15-35B | null | 131,072 | quality | community | 144 | [
"Qwen",
"Falcon"
] | [
"4-bit"
] | 9 | confirmed | 48 | true | null | null | null | null | null | null | null | null | mlx-community/Qwen3.8-27B-bf16 | 68.6 | null | heuristic-v1 | [
"mlx-community/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-4bit"
] | null | [
"mlx-community/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-4bit"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T22:47:26Z | 2 | 0.1.0 | session | d62acd31451bfffb | Falcon | 15-35B | null | 131,072 | balanced | community | 0 | [
"Qwen",
"Falcon",
"GLM"
] | [
"4-bit",
"2-bit"
] | 19 | confirmed | 48 | true | null | null | null | null | null | null | null | null | mlx-community/Qwen3.8-27B-bf16 | 68.6 | null | heuristic-v1 | [
"mlx-community/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-4bit"
] | null | [
"mlx-community/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-4bit"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T23:03:55Z | 2 | 0.1.0 | session | d62acd31451bfffb | Qwen | 15-35B | null | 131,072 | balanced | community | 217 | [
"Qwen",
"Falcon",
"GLM"
] | [
"4-bit",
"2-bit"
] | 22 | confirmed | 48 | true | null | null | null | null | null | null | null | null | mlx-community/Qwen3.8-27B-bf16 | 68.6 | null | heuristic-v1 | [
"mlx-community/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-4bit"
] | null | [
"mlx-community/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-4bit"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T23:07:28Z | 2 | 0.1.0 | browser_benchmark | 25d3d1ff26dd3730 | null | null | null | null | null | null | null | null | null | null | confirmed | 24 | true | true | 81 | entry | null | null | firefox | macos | 15 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | webgpu_full | webgpu-1 | 20,509 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T23:11:26Z | 2 | 0.1.0 | session | 972b932c9fb5e357 | null | null | null | 32,768 | balanced | recommended | 3,848 | null | null | 3 | confirmed | 192 | true | null | null | null | null | null | null | null | null | mlx-community/Qwen3.8-27B-4bit | 89.5 | Comfortable | heuristic-v1 | null | [
"mlx-community/Qwen3.8-27B-4bit"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T23:14:57Z | 2 | 0.1.0 | session | 972b932c9fb5e357 | null | null | null | 131,072 | balanced | recommended | 3,848 | null | null | 4 | confirmed | 192 | true | null | null | null | null | null | null | null | null | mlx-community/Qwen3.8-27B-4bit | 89.5 | Comfortable | heuristic-v1 | [
"mlx-community/DeepSeek-V4-Flash-0731-2.4bit-mixed",
"mlx-community/DeepSeek-V4-Flash-0731-OptiQ-2bit",
"mlx-community/Qwen3.5-4B-OptiQ-4bit",
"mlx-community/Qwen3.8-27B-nvfp4"
] | [
"mlx-community/Qwen3.8-27B-4bit",
"mlx-community/DeepSeek-V4-Flash-0731-2.4bit-mixed",
"mlx-community/Qwen3.8-27B-OptiQ-4bit"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T23:16:04Z | 2 | 0.1.0 | session | 972b932c9fb5e357 | null | null | null | 16,384 | balanced | recommended | 3,848 | null | null | 6 | confirmed | 48 | true | null | null | null | null | null | null | null | null | mlx-community/Qwen3.8-27B-4bit | 91.8 | Comfortable | heuristic-v1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T23:16:05Z | 2 | 0.1.0 | session | e7199c252db2ebcf | null | null | null | 8,192 | balanced | recommended | 3,848 | null | null | 1 | none | null | false | null | null | null | null | null | null | null | null | mlx-community/Qwen3.8-27B-4bit | 74.2 | null | heuristic-v1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T05:18:54Z | 2 | 0.1.0 | mlx_benchmark | null | Ornith | 8-15B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/Ornith-1.0-9B-4bit | Ornith-1.0-9B-4bit | 4 | false | text-generation | 914 | 9 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-1 | null | 512 | 256 | 478.34 | 54.59 | 1,232.4 | 5.914 | Apple M3 Max | 7.8487 | 0.1603 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:19:14Z | 2 | 0.1.0 | mlx_benchmark | null | Qwen | <3B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-0.8B-OptiQ-4bit | Qwen3.5-0.8B-OptiQ-4bit | 4 | true | text-generation | 1,417 | 23 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 5,619.86 | 268.05 | 228.3 | 1.382 | Apple M3 Max | 18.5489 | 0.4481 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:19:28Z | 2 | 0.1.0 | mlx_benchmark | null | Qwen | <3B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-0.8B-MLX-4bit | Qwen3.5-0.8B-MLX-4bit | 4 | false | null | 5,499 | 5 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 5,679.96 | 334.92 | 228.6 | 1.158 | Apple M3 Max | 20.4706 | 0.5029 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:19:43Z | 2 | 0.1.0 | mlx_benchmark | null | Qwen | <3B | 8-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-0.8B-MLX-8bit | Qwen3.5-0.8B-MLX-8bit | 8 | false | null | 693 | 4 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 5,586.98 | 234.82 | 229.5 | 1.531 | Apple M3 Max | 17.2086 | 0.4127 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:20:11Z | 2 | 0.1.0 | mlx_benchmark | null | Qwen | <3B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-2B-OptiQ-4bit | Qwen3.5-2B-OptiQ-4bit | 4 | true | text-generation | 1,105 | 12 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 1,918.38 | 116.46 | 454.6 | 2.365 | Apple M3 Max | 12.2331 | 0.2702 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:20:58Z | 2 | 0.1.0 | mlx_benchmark | null | Qwen | <3B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-2B-MLX-4bit | Qwen3.5-2B-MLX-4bit | 4 | false | null | 10,702 | 3 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 2,391.34 | 148.5 | 418.2 | 1.923 | Apple M3 Max | 13.0384 | 0.2899 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:21:35Z | 2 | 0.1.0 | mlx_benchmark | null | Qwen | <3B | 8-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-2B-MLX-8bit | Qwen3.5-2B-MLX-8bit | 8 | false | null | 2,043 | 10 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 2,260.04 | 73.58 | 560.1 | 2.821 | Apple M3 Max | 11.6851 | 0.2582 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:23:03Z | 2 | 0.1.0 | mlx_benchmark | null | Qwen | 3-8B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-4B-OptiQ-4bit | Qwen3.5-4B-OptiQ-4bit | 4 | true | text-generation | 10,165 | 31 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 491.37 | 33.75 | 1,375.9 | 4.256 | Apple M3 Max | 9.3259 | 0.2004 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:24:02Z | 2 | 0.1.0 | mlx_benchmark | null | Qwen | 3-8B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-4B-MLX-4bit | Qwen3.5-4B-MLX-4bit | 4 | false | null | 24,812 | 43 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 681.43 | 62.44 | 943.5 | 3.38 | Apple M3 Max | 9.6029 | 0.2057 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:25:02Z | 2 | 0.1.0 | mlx_benchmark | null | Qwen | 3-8B | 8-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-4B-MLX-8bit | Qwen3.5-4B-MLX-8bit | 8 | false | null | 1,268 | 14 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 765.74 | 42.14 | 813.2 | 5.345 | Apple M3 Max | 9.0083 | 0.1929 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:25:40Z | 2 | 0.1.0 | mlx_benchmark | null | LFM | <3B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/LFM2.5-1.2B-Instruct-OptiQ-4bit | LFM2.5-1.2B-Instruct-OptiQ-4bit | 4 | false | text-generation | 184 | 0 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 2,276.58 | 220.03 | 225.3 | 1.415 | Apple M3 Max | 21.4006 | 0.5421 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:26:12Z | 2 | 0.1.0 | mlx_benchmark | null | LFM | <3B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/LFM2.5-1.2B-Instruct-4bit | LFM2.5-1.2B-Instruct-4bit | 4 | false | text-generation | 5,293 | 3 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 2,237.96 | 301.74 | 229.1 | 1.229 | Apple M3 Max | 25.5406 | 0.6692 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:26:47Z | 2 | 0.1.0 | mlx_benchmark | null | LFM | <3B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/LFM2.5-1.2B-Thinking-OptiQ-4bit | LFM2.5-1.2B-Thinking-OptiQ-4bit | 4 | false | text-generation | 162 | 0 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 2,288.49 | 251.87 | 224.7 | 1.415 | Apple M3 Max | 31.3279 | 0.8342 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:27:16Z | 2 | 0.1.0 | mlx_benchmark | null | LFM | <3B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/LFM2.5-1.2B-Thinking-4bit | LFM2.5-1.2B-Thinking-4bit | 4 | false | text-generation | 177 | 0 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 2,540.17 | 305.49 | 202 | 1.228 | Apple M3 Max | 34.899 | 0.9316 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:27:31Z | 2 | 0.1.0 | mlx_benchmark | null | MiniCPM | <3B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/MiniCPM5-1B-OptiQ-4bit | MiniCPM5-1B-OptiQ-4bit | 4 | false | text-generation | 2,491 | 10 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 4,079.12 | 265.32 | 190.2 | 1.445 | Apple M3 Max | 29.0279 | 0.7525 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:27:58Z | 2 | 0.1.0 | mlx_benchmark | null | MiniCPM | <3B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/MiniCPM5-1B-4bit | MiniCPM5-1B-4bit | 4 | false | text-generation | 267 | 1 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 4,292 | 325.79 | 174.8 | 1.171 | Apple M3 Max | 34.1347 | 0.9023 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:29:14Z | 2 | 0.1.0 | mlx_benchmark | null | MiniCPM | <3B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/MiniCPM5-2B-OptiQ-4bit | MiniCPM5-2B-OptiQ-4bit | 4 | false | text-generation | 248 | 1 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 1,599.47 | 122.19 | 394.2 | 2.635 | Apple M3 Max | 15.3075 | 0.3706 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:30:10Z | 2 | 0.1.0 | mlx_benchmark | null | MiniCPM | <3B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/MiniCPM5-2B-mlx-4Bit | MiniCPM5-2B-mlx-4Bit | 4 | false | text-generation | 286 | 1 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 1,706.46 | 148.03 | 358.7 | 2.198 | Apple M3 Max | 17.2823 | 0.4254 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:30:41Z | 2 | 0.1.0 | mlx_benchmark | null | LFM | <3B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/LFM2.5-2.6B-OptiQ-4bit | LFM2.5-2.6B-OptiQ-4bit | 4 | false | text-generation | 272 | 0 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 1,437.16 | 118.19 | 424.1 | 2.726 | Apple M3 Max | 40.2905 | 1.2314 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:34:07Z | 2 | 0.1.0 | mlx_benchmark | null | Vibethinker | 3-8B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/VibeThinker-3B-OptiQ-4bit | VibeThinker-3B-OptiQ-4bit | 4 | true | text-generation | 212 | 3 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 1,406.2 | 100.72 | 444.8 | 2.972 | Apple M3 Max | 998.6873 | 37.8896 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:35:43Z | 2 | 0.1.0 | mlx_benchmark | null | Vibethinker | 3-8B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/VibeThinker-3B-4bit | VibeThinker-3B-4bit | 4 | false | text-generation | 44 | 0 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 1,424.78 | 123.27 | 445.4 | 2.432 | Apple M3 Max | 935.3305 | 34.8865 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:36:28Z | 2 | 0.1.0 | session | 17eac6fc38f724ca | null | 3-8B | null | 262,144 | balanced | recommended | 851 | null | null | 10 | confirmed | 16 | true | null | null | null | null | null | null | null | null | mlx-community/gemma-4-e2b-it-4bit | 79.5 | Comfortable | heuristic-v1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T05:38:31Z | 2 | 0.1.0 | session | 72b4baba9f99a8bc | null | null | null | 8,192 | balanced | recommended | 3,847 | null | null | 2 | confirmed | 128 | true | null | null | null | null | null | null | null | null | mlx-community/Qwen3.8-27B-4bit | 89.5 | Comfortable | heuristic-v1 | [
"mlx-community/Qwen3.8-27B-4bit"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T05:38:59Z | 2 | 0.1.0 | session | 2c768923cb67f923 | null | null | null | 8,192 | balanced | recommended | 3,847 | null | null | 2 | confirmed | 16 | true | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-9B-MLX-4bit | 86.8 | Comfortable | heuristic-v1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T05:39:58Z | 2 | 0.1.0 | mlx_benchmark | null | Nemotron | 3-8B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/NVIDIA-Nemotron-3-Nano-4B-OptiQ-4bit | NVIDIA-Nemotron-3-Nano-4B-OptiQ-4bit | 4 | true | text-generation | 742 | 3 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 982.48 | 87.55 | 590.4 | 5.479 | Apple M3 Max | 12.8964 | 0.2958 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:40:26Z | 2 | 0.1.0 | session | 72b4baba9f99a8bc | null | null | null | 8,192 | balanced | recommended | 3,847 | null | null | 2 | confirmed | 128 | true | null | null | null | null | null | null | null | null | mlx-community/Qwen3.8-27B-4bit | 89.5 | Comfortable | heuristic-v1 | [
"mlx-community/Qwen3.8-27B-4bit",
"mlx-community/Qwen3.6-35B-A3B-OptiQ-4bit"
] | null | [
"mlx-community/Qwen3.6-35B-A3B-OptiQ-4bit"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T05:41:24Z | 2 | 0.1.0 | mlx_benchmark | null | Nemotron | 3-8B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/NVIDIA-Nemotron-3-Nano-4B-4bit | NVIDIA-Nemotron-3-Nano-4B-4bit | 4 | false | text-generation | 711 | 2 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 995.38 | 110.16 | 582.3 | 4.695 | Apple M3 Max | 13.0624 | 0.2994 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:41:47Z | 2 | 0.1.0 | session | 72b4baba9f99a8bc | null | null | null | 8,192 | balanced | recommended | 3,847 | null | null | 1 | confirmed | 128 | true | null | null | null | null | null | null | null | null | mlx-community/Qwen3.8-27B-4bit | 89.5 | Comfortable | heuristic-v1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T05:43:30Z | 2 | 0.1.0 | mlx_benchmark | null | Gemma | 3-8B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/gemma-4-e2b-it-OptiQ-4bit | gemma-4-e2b-it-OptiQ-4bit | 4 | true | text-generation | 474 | 4 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 5,070.97 | 104.92 | 259.5 | 4.921 | Apple M3 Max | 133.8798 | 5.3735 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:45:24Z | 2 | 0.1.0 | mlx_benchmark | null | Gemma | 3-8B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/gemma-4-e2b-it-4bit | gemma-4-e2b-it-4bit | 4 | false | image-text-to-text | 27,282 | 30 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 5,180.55 | 128.07 | 240.5 | 3.248 | Apple M3 Max | 162.8367 | 6.4629 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:47:17Z | 2 | 0.1.0 | mlx_benchmark | null | Gemma | 3-8B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/gemma-4-e2b-it-mxfp4 | gemma-4-e2b-it-mxfp4 | 4 | false | image-text-to-text | 159 | 1 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 5,082.42 | 133.06 | 233.2 | 3.103 | Apple M3 Max | 131.813 | 5.2574 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:47:40Z | 2 | 0.1.0 | mlx_benchmark | null | LFM | 8-15B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/LFM2.5-8B-A1B-OptiQ-4bit | LFM2.5-8B-A1B-OptiQ-4bit | 4 | false | text-generation | 286 | 0 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 2,323.91 | 148.64 | 270.5 | 5.969 | Apple M3 Max | 37.916 | 1.1015 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:49:48Z | 2 | 0.1.0 | mlx_benchmark | null | LFM | 8-15B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/LFM2.5-8B-A1B-MLX-4bit | LFM2.5-8B-A1B-MLX-4bit | 4 | false | text-generation | 1,266 | 1 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 2,305.83 | 180.97 | 269.9 | 5.272 | Apple M3 Max | 37.0705 | 1.0542 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:52:44Z | 2 | 0.1.0 | mlx_benchmark | null | Gemma | 3-8B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/gemma-4-e4b-it-OptiQ-4bit | gemma-4-e4b-it-OptiQ-4bit | 4 | true | text-generation | 2,264 | 29 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 1,566.47 | 61.2 | 485.2 | 7.247 | Apple M3 Max | 61.6617 | 2.3366 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:55:18Z | 2 | 0.1.0 | mlx_benchmark | null | Gemma | 3-8B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/gemma-4-e4b-it-4bit | gemma-4-e4b-it-4bit | 4 | false | image-text-to-text | 16,745 | 36 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 1,581.46 | 75.46 | 480.1 | 4.94 | Apple M3 Max | 118.7485 | 4.9605 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T05:57:53Z | 2 | 0.1.0 | mlx_benchmark | null | Gemma | 3-8B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/gemma-4-e4b-it-mxfp4 | gemma-4-e4b-it-mxfp4 | 4 | false | image-text-to-text | 143 | 4 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 1,598.08 | 78.1 | 456.9 | 4.705 | Apple M3 Max | 72.5228 | 2.7755 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T06:01:29Z | 2 | 0.1.0 | mlx_benchmark | null | Ornith | 8-15B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/Ornith-1.0-9B-OptiQ-4bit | Ornith-1.0-9B-OptiQ-4bit | 4 | true | image-text-to-text | 677 | 9 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 426.97 | 41.8 | 1,381.2 | 7.922 | Apple M3 Max | 7.4959 | 0.1511 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T06:05:42Z | 2 | 0.1.0 | mlx_benchmark | null | Ornith | 8-15B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/Ornith-1.0-9B-4bit | Ornith-1.0-9B-4bit | 4 | false | text-generation | 914 | 9 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 537.63 | 51.83 | 1,089.3 | 5.914 | Apple M3 Max | 7.8487 | 0.1603 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T06:06:57Z | 2 | 0.1.0 | mlx_benchmark | null | Qwen | 8-15B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-9B-OptiQ-4bit | Qwen3.5-9B-OptiQ-4bit | 4 | true | text-generation | 17,819 | 97 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 513.06 | 39.78 | 1,141.7 | 7.922 | Apple M3 Max | 7.4777 | 0.1509 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T06:10:20Z | 2 | 0.1.0 | mlx_benchmark | null | Qwen | 8-15B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-9B-MLX-4bit | Qwen3.5-9B-MLX-4bit | 4 | false | image-text-to-text | 26,597 | 166 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 471.2 | 47.63 | 1,254.9 | 5.914 | Apple M3 Max | 7.8701 | 0.1617 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T06:16:33Z | 2 | 0.1.0 | mlx_benchmark | null | GPT-OSS | 15-35B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/gpt-oss-20b-OptiQ-4bit | gpt-oss-20b-OptiQ-4bit | 4 | false | text-generation | 19,766 | 10 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 1,039.11 | 87.68 | 587.1 | 12.16 | Apple M3 Max | 263.5142 | 6.8261 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T06:26:10Z | 2 | 0.1.0 | mlx_benchmark | null | GPT-OSS | 15-35B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/gpt-oss-20b-MXFP4-Q8 | gpt-oss-20b-MXFP4-Q8 | 4 | false | text-generation | 291,923 | 89 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 1,012 | 76.68 | 630.4 | 12.612 | Apple M3 Max | 271.3475 | 7.0599 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T06:32:40Z | 2 | 0.1.0 | mlx_benchmark | null | GPT-OSS | 15-35B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/gpt-oss-20b-MXFP4-Q4 | gpt-oss-20b-MXFP4-Q4 | 4 | false | text-generation | 2,023 | 16 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 1,020.94 | 92.66 | 615.2 | 11.715 | Apple M3 Max | 169.7742 | 4.1818 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T06:48:04Z | 2 | 0.1.0 | session | 9544e618ad732e13 | null | null | null | 8,192 | balanced | recommended | 3,847 | null | null | 1 | none | null | false | null | null | null | null | null | null | null | null | mlx-community/Qwen3.8-27B-4bit | 72.9 | null | heuristic-v1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T06:53:30Z | 2 | 0.1.0 | mlx_benchmark | null | Mistral | 15-35B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/Devstral-Small-2-24B-Instruct-2512-OptiQ-4bit | Devstral-Small-2-24B-Instruct-2512-OptiQ-4bit | 4 | true | text-generation | 711 | 2 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 51.45 | 5.33 | 10,051.3 | 16.992 | Apple M3 Max | 5.1433 | 0.0933 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T07:09:37Z | 2 | 0.1.0 | mlx_benchmark | null | Mistral | 15-35B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/Devstral-Small-2-24B-Instruct-2512-4bit | Devstral-Small-2-24B-Instruct-2512-4bit | 4 | false | image-text-to-text | 98,685 | 8 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-2 | null | 512 | 256 | 96.97 | 5.53 | 5,344.2 | 14.727 | Apple M3 Max | 5.278 | 0.0954 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T04:24:29Z | 2 | 0.1.0 | session | 44162b9ccfb194bb | null | null | null | 8,192 | balanced | recommended | 3,847 | null | null | 1 | none | null | false | null | null | null | null | null | null | null | null | mlx-community/Qwen3.8-27B-4bit | 72.9 | null | heuristic-v1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T04:13:24Z | 2 | 0.1.0 | mlx_benchmark | null | Qwen | <3B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-0.8B-MLX-4bit | Qwen3.5-0.8B-MLX-4bit | 4 | false | null | 5,499 | 5 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-1 | null | 512 | 128 | 5,253.7 | 342.96 | 205.4 | 1.158 | Apple M3 Max | 20.4706 | 0.5029 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T04:13:26Z | 2 | 0.1.0 | mlx_benchmark | null | Qwen | <3B | 8-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-0.8B-MLX-8bit | Qwen3.5-0.8B-MLX-8bit | 8 | false | null | 693 | 4 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-1 | null | 512 | 128 | 5,152.71 | 237.61 | 226.1 | 1.531 | Apple M3 Max | 17.2086 | 0.4127 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T04:13:28Z | 2 | 0.1.0 | mlx_benchmark | null | Qwen | <3B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-0.8B-OptiQ-4bit | Qwen3.5-0.8B-OptiQ-4bit | 4 | true | text-generation | 1,417 | 23 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-1 | null | 512 | 128 | 4,941.46 | 272.95 | 238 | 1.381 | Apple M3 Max | 18.5489 | 0.4481 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T04:13:30Z | 2 | 0.1.0 | mlx_benchmark | null | Qwen | <3B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-2B-MLX-4bit | Qwen3.5-2B-MLX-4bit | 4 | false | null | 10,702 | 3 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-1 | null | 512 | 128 | 2,538.95 | 191.89 | 323 | 1.923 | Apple M3 Max | 13.0384 | 0.2899 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T04:13:32Z | 2 | 0.1.0 | mlx_benchmark | null | Qwen | <3B | 8-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-2B-MLX-8bit | Qwen3.5-2B-MLX-8bit | 8 | false | null | 2,043 | 10 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-1 | null | 512 | 128 | 2,466.31 | 117.77 | 367.5 | 2.821 | Apple M3 Max | 11.6851 | 0.2582 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T04:13:33Z | 2 | 0.1.0 | mlx_benchmark | null | Qwen | <3B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-2B-OptiQ-4bit | Qwen3.5-2B-OptiQ-4bit | 4 | true | text-generation | 1,105 | 12 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-1 | null | 512 | 128 | 2,476.81 | 144.51 | 322.7 | 2.365 | Apple M3 Max | 12.2331 | 0.2702 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T04:13:35Z | 2 | 0.1.0 | mlx_benchmark | null | Qwen | 3-8B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-4B-MLX-4bit | Qwen3.5-4B-MLX-4bit | 4 | false | null | 24,812 | 43 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-1 | null | 512 | 128 | 1,037.47 | 94.2 | 650.4 | 3.379 | Apple M3 Max | 9.6029 | 0.2057 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T04:13:37Z | 2 | 0.1.0 | mlx_benchmark | null | Qwen | 3-8B | 8-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-4B-MLX-8bit | Qwen3.5-4B-MLX-8bit | 8 | false | null | 1,268 | 14 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-1 | null | 512 | 128 | 1,012.55 | 55.75 | 702.6 | 5.345 | Apple M3 Max | 9.0083 | 0.1929 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T04:13:39Z | 2 | 0.1.0 | mlx_benchmark | null | Qwen | 3-8B | 4-bit | 4,096 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-4B-OptiQ-4bit | Qwen3.5-4B-OptiQ-4bit | 4 | true | text-generation | 10,165 | 31 | null | null | null | null | 36 | null | null | null | null | mlx_lm | mlxbench-1 | null | 512 | 128 | 1,009.34 | 72.35 | 668.7 | 4.255 | Apple M3 Max | 9.3259 | 0.2004 | wikitext2-test-v1 | 16,368 | 0.32.2 | 0.31.3 | 26 | [] |
2026-09-14T23:51:14Z | 2 | 0.1.0 | session | aa950dae3ebe1842 | null | null | null | 8,192 | balanced | recommended | 3,849 | null | null | 1 | none | null | false | null | null | null | null | null | null | null | null | mlx-community/Qwen3.8-27B-4bit | 74.2 | null | heuristic-v1 | [
"mlx-community/Qwen3.5-9B-OptiQ-4bit"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T23:52:06Z | 2 | 0.1.0 | session | aa950dae3ebe1842 | null | null | null | 8,192 | balanced | recommended | 3,849 | null | null | 1 | none | null | false | null | null | null | null | null | null | null | null | mlx-community/Qwen3.8-27B-4bit | 74.2 | null | heuristic-v1 | [
"mlx-community/Qwen3.5-9B-OptiQ-4bit",
"mlx-community/gemma-4-e4b-it-OptiQ-4bit"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-14T23:55:11Z | 2 | 0.1.0 | session | aa950dae3ebe1842 | null | null | null | 8,192 | balanced | recommended | 3,849 | null | null | 2 | confirmed | 24 | true | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-9B-OptiQ-4bit | 88.3 | Comfortable | heuristic-v1 | [
"mlx-community/Qwen3.5-9B-OptiQ-4bit",
"mlx-community/gemma-4-e4b-it-OptiQ-4bit"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
2026-09-15T00:47:17Z | 2 | 0.1.0 | session | aa950dae3ebe1842 | null | null | null | 8,192 | balanced | recommended | 5,567 | null | null | 2 | confirmed | 24 | true | null | null | null | null | null | null | null | null | mlx-community/Qwen3.5-9B-OptiQ-4bit | 87.5 | Comfortable | heuristic-v1 | [
"mlx-community/Qwen3.5-9B-OptiQ-4bit",
"mlx-community/gemma-4-e4b-it-OptiQ-4bit",
"mlx-community/Ornith-1.5-9B-OptiQ-4bit"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [] |
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