benchmark_id stringlengths 41 44 | source stringclasses 2
values | source_record_id stringlengths 25 77 | source_snapshot_at stringdate 2026-08-10 02:44:31 2026-08-10 02:44:31 ⌀ | measured_at stringlengths 20 24 | schema_version int64 1 1 | model_id stringlengths 7 65 | model_revision stringclasses 9
values | model_display_name stringclasses 176
values | base_model_id stringclasses 96
values | model_family stringclasses 13
values | model_params_billion float64 0 304 ⌀ | model_active_params_billion int64 1 4 ⌀ | model_is_moe bool 2
classes | runtime stringclasses 9
values | runtime_version stringclasses 106
values | backend stringclasses 5
values | quantization stringclasses 67
values | hardware_label stringclasses 39
values | hardware_class stringclasses 3
values | accelerator stringclasses 30
values | accelerator_count int64 1 8 | vram_gb float64 0.5 383 ⌀ | unified_memory_gb int64 24 128 ⌀ | ram_gb float64 16 377 ⌀ | cpu stringclasses 41
values | cpu_cores int64 4 384 ⌀ | os stringclasses 21
values | prompt_tokens int64 0 256k ⌀ | output_tokens float64 0 6k | context_length int64 512 1.05M ⌀ | batch_size int64 1 8.19k ⌀ | num_runs int64 3 10 ⌀ | ttft_ms float64 0.5 164k ⌀ | output_tps float64 0.88 4.98k | prefill_tps float64 1 270k ⌀ | total_tps float64 4.3 110k ⌀ | min_tps float64 1.31 785 ⌀ | max_tps float64 1.45 791 ⌀ | total_time_ms float64 373 218k ⌀ | peak_vram_gb float64 0.01 23.7k ⌀ | gpu_power_watts listlengths 0 2 | total_power_watts float64 61.8 685 ⌀ | tensor_parallel int64 1 4 ⌀ | gpu_layers int64 -1 1,000k ⌀ | kv_cache_dtype stringclasses 14
values | attention_backend stringclasses 6
values | flash_attention bool 2
classes | speculative_decoding bool 2
classes | mtp_enabled bool 2
classes | submitter stringclasses 71
values | submitter_verified bool 1
class | notes stringlengths 17 1.98k ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
external-community:cmoetb4n1000jjz04aol3g3h5 | external-community | cmoetb4n1000jjz04aol3g3h5 | 2026-08-10T02:44:31Z | 2026-04-25T20:49:00.733Z | 1 | Jackrong/Qwen3.5-9B-Claude-4.6-Opus-Reasoning-Distilled-GGUF | main | Qwen3.5-9B-Claude-4.6-Opus-Reasoning-Distilled-GGUF | Qwen/Qwen3.5-9B | Qwen | 9 | null | false | llama.cpp | b8639 | rocm | Q4_K_S | RX 7900 XTX | DISCRETE_GPU | RX 7900 XTX | 1 | 24 | null | null | null | null | null | 512 | 128 | 640 | 1 | null | null | 93.2 | null | null | null | null | null | null | [] | null | null | null | f16 | null | true | false | false | itgoatee | false | llama-bench on ROCm (hip-radeon); tg128 metric; b/ub 4096; f16/f16 KV cache |
external-community:cmoethtq9000pjz045yguc0ld | external-community | cmoethtq9000pjz045yguc0ld | 2026-08-10T02:44:31Z | 2026-04-25T20:54:13.185Z | 1 | Jackrong/Qwopus3.5-27B-v3-GGUF | main | Qwopus3.5-27B-v3-GGUF | unsloth/Qwen3.5-27B | Qwen | 27 | null | false | llama.cpp | b8778 | rocm | Q4_K_S | RX 7900 XTX | DISCRETE_GPU | RX 7900 XTX | 1 | 24 | null | null | null | null | null | 512 | 128 | 640 | 1 | null | null | 28.6 | null | null | null | null | null | 14.51 | [] | null | null | null | q4_0 | null | true | false | false | itgoatee | false | llama-bench on ROCm (hip-radeon); tg128 metric; b/ub 512; q4_0/q4_0 KV; gen perfectly flat tg128-tg2048 |
external-community:cmoetoim3000sjo04hd67abew | external-community | cmoetoim3000sjo04hd67abew | 2026-08-10T02:44:31Z | 2026-04-25T20:59:25.371Z | 1 | unsloth/Qwen3.6-27B-GGUF | main | Qwen3.6-27B-GGUF | Qwen/Qwen3.6-27B | Qwen | 27 | null | false | llama.cpp | b8778 | rocm | Q4_K_S | RX 7900 XTX | DISCRETE_GPU | RX 7900 XTX | 1 | 24 | null | null | null | null | null | 512 | 128 | 640 | 1 | null | null | 28.5 | null | null | null | null | null | 14.76 | [] | null | null | null | q4_0 | null | true | false | false | itgoatee | false | llama-bench on ROCm (hip-radeon); tg128 metric; b=1024/ub=512; q4_0/q4_0 KV; GatedDeltaNet+GQA hybrid arch; gen perfectly flat |
external-community:cmoetv7zn0004l704ocb4a949 | external-community | cmoetv7zn0004l704ocb4a949 | 2026-08-10T02:44:31Z | 2026-04-25T21:04:38.195Z | 1 | Jackrong/Gemopus-4-26B-A4B-it-GGUF | main | Gemopus-4-26B-A4B-it-GGUF | null | Llama | 26 | 4 | true | llama.cpp | b8778 | rocm | Q4_K_M | RX 7900 XTX | DISCRETE_GPU | RX 7900 XTX | 1 | 24 | null | null | null | null | null | 512 | 128 | 640 | 1 | null | null | 94.5 | null | null | null | null | null | 15.63 | [] | null | null | null | f16 | null | false | false | false | itgoatee | false | llama-bench on ROCm (hip-radeon); tg128 metric; b/ub 512; FA=0 required (Gemma-4 head_dim=512 exceeds FA2 limit; FA=1 degrades gen 50-70% on ROCm); f16/f16 KV mandatory with FA=0 |
external-community:cmoeu1wus0003l60472784yfr | external-community | cmoeu1wus0003l60472784yfr | 2026-08-10T02:44:31Z | 2026-04-25T21:09:50.356Z | 1 | unsloth/gemma-4-26B-A4B-it-GGUF | main | gemma-4-26B-A4B-it-GGUF | google/gemma-4-26B-A4B-it | Gemma | 26 | null | false | llama.cpp | b8778 | rocm | Q4_K_S | RX 7900 XTX | DISCRETE_GPU | RX 7900 XTX | 1 | 24 | null | null | null | null | null | 512 | 128 | 640 | 1 | null | null | 94.3 | null | null | null | null | null | 15.25 | [] | null | null | null | f16 | null | false | false | false | itgoatee | false | llama-bench on ROCm (hip-radeon); tg128 metric; b/ub 512; FA=0 required on ROCm; f16/f16 KV only (quantized V requires FA); UD unsloth dynamic quant |
external-community:cmoeu8m92000fl604nt2wtvkj | external-community | cmoeu8m92000fl604nt2wtvkj | 2026-08-10T02:44:31Z | 2026-04-25T21:15:03.206Z | 1 | lmstudio-community/Qwen3-Coder-30B-A3B-Instruct-GGUF | main | Qwen3-Coder-30B-A3B-Instruct-GGUF | Qwen/Qwen3-Coder-30B-A3B-Instruct | Qwen | 30 | null | false | llama.cpp | b8639 | rocm | Q4_K_M | RX 7900 XTX | DISCRETE_GPU | RX 7900 XTX | 1 | 24 | null | null | null | null | null | 512 | 512 | 1,024 | 1 | null | null | 46.9 | null | null | null | null | null | null | [] | null | null | null | q8_0 | null | true | false | false | itgoatee | false | llama-bench on ROCm (hip-radeon); tg512 metric; b/ub 1024; q8_0/q8_0 KV; MoE A3B (30B total / 3B active) |
external-community:cmoeufbnr000ql604wctafc0s | external-community | cmoeufbnr000ql604wctafc0s | 2026-08-10T02:44:31Z | 2026-04-25T21:20:16.072Z | 1 | cyberjuju/Qwen3-30B-A3B-Instruct-2507-AWQ-4bit-Q4_K_M-GGUF | main | Qwen3-30B-A3B-Instruct-2507-AWQ-4bit-Q4_K_M-GGUF | cyankiwi/Qwen3-30B-A3B-Instruct-2507-AWQ-4bit | Qwen | 30 | null | false | llama.cpp | b8639 | rocm | Q4_K_M | RX 7900 XTX | DISCRETE_GPU | RX 7900 XTX | 1 | 24 | null | null | null | null | null | 512 | 512 | 1,024 | 1 | null | null | 47.8 | null | null | null | null | null | null | [] | null | null | null | q4_0 | null | true | false | false | itgoatee | false | llama-bench on ROCm (hip-radeon); tg512 metric; b/ub 1024; q4_0/q4_0 KV; AWQ 4-bit re-quanted to Q4_K_M GGUF; MoE A3B |
external-community:cmoeum17e0003jo04iijt0vvl | external-community | cmoeum17e0003jo04iijt0vvl | 2026-08-10T02:44:31Z | 2026-04-25T21:25:29.115Z | 1 | DJLougen/Ornstein3.6-35B-A3B-GGUF | main | Ornstein3.6-35B-A3B-GGUF | DJLougen/Ornstein3.6-35B-A3B | Qwen | 35 | 3 | true | llama.cpp | b8778 | rocm | Q4_K_S | RX 7900 XTX | DISCRETE_GPU | RX 7900 XTX | 1 | 24 | null | null | null | null | null | 512 | 128 | 640 | 1 | null | null | 62.4 | null | null | null | null | null | null | [] | null | null | null | q8_0 | null | true | false | false | itgoatee | false | llama-bench on ROCm (hip-radeon); tg128 metric; b/ub 1024; q8_0/q8_0 KV; MoE A3B; gen perfectly flat (Qwen3.6 DeltaNet arch); Q4_K_S beats Q4_K_M on all metrics |
external-community:cmoeusq0f0007l804y0oofytc | external-community | cmoeusq0f0007l804y0oofytc | 2026-08-10T02:44:31Z | 2026-04-25T21:30:41.200Z | 1 | unsloth/Qwen3.6-35B-A3B-GGUF | main | Qwen3.6-35B-A3B-GGUF | Qwen/Qwen3.6-35B-A3B | Qwen | 35 | null | false | llama.cpp | b8778 | rocm | Q4_K_S | RX 7900 XTX | DISCRETE_GPU | RX 7900 XTX | 1 | 24 | null | null | null | null | null | 512 | 128 | 640 | 1 | null | null | 57.6 | null | null | null | null | null | 19.45 | [] | null | null | 33 | q4_0 | null | true | false | false | itgoatee | false | llama-bench on ROCm (hip-radeon); tg128 metric; b/ub 1024; q4_0/q4_0 KV; -ot cutoff=33 (layers 0-32 GPU / 33-39 CPU) gives 3x better prefill vs baseline; UD unsloth dynamic quant; MoE A3B |
external-community:cmoevcpkp000sl804pb3yoj0c | external-community | cmoevcpkp000sl804pb3yoj0c | 2026-08-10T02:44:31Z | 2026-04-25T21:46:13.753Z | 1 | sakamakismile/Qwen3.6-27B-NVFP4 | main | Qwen3.6-27B-NVFP4 | Qwen/Qwen3.6-27B | Qwen | 27 | null | false | vllm | 0.19.2rc1.dev134+gfe9c3d6c5 | cuda | NVFP4 | RTX 5090 | DISCRETE_GPU | RTX 5090 | 1 | 32 | null | null | Ryzen 7 3700X | null | Ubuntu 24.04 | 128 | 128 | 131,072 | 4 | null | 258.05 | 57.54 | null | 57.54 | null | null | null | 28.1 | [] | null | null | null | fp8 | null | null | false | false | rohit | false | vLLM on Unraid RTX 5090 (600W). NVFP4 quant, fp8 KV cache, prefix caching, 131K context. Updated after power limit increase — ~13% faster output, ~17% faster TTFT. |
external-community:cmoevgkv6000iib04cmisudtv | external-community | cmoevgkv6000iib04cmisudtv | 2026-08-10T02:44:31Z | 2026-04-25T21:49:14.274Z | 1 | unsloth/Qwen3.6-27B-GGUF | main | Qwen3.6-27B-GGUF | Qwen/Qwen3.6-27B | Qwen | 27 | null | false | llama.cpp | null | null | Q4_K_M | RTX 5090 | DISCRETE_GPU | RTX 5090 | 1 | 32 | null | null | Ryzen 7 3700X | null | Ubuntu 24.04 | 0 | 0 | 2,048 | 1 | null | 459 | 89 | null | null | null | null | null | null | [] | null | null | null | null | null | null | false | false | claudehath | false | null |
external-community:cmoevn4cu0016l804vaasia9h | external-community | cmoevn4cu0016l804vaasia9h | 2026-08-10T02:44:31Z | 2026-04-25T21:54:19.471Z | 1 | unsloth/Qwen3.6-27B-GGUF | main | Qwen3.6-27B-GGUF | Qwen/Qwen3.6-27B | Qwen | 27 | null | false | llama.cpp | null | null | Q4_K_M | RTX 5090 | DISCRETE_GPU | RTX 5090 | 1 | 32 | null | null | Ryzen 7 3700X | null | Ubuntu 24.04 | 0 | 0 | 262,144 | 1 | null | 459 | 89 | null | null | null | null | null | null | [] | null | null | 99 | q8_0 | null | true | false | false | claudehath | false | null |
external-community:cmof1zrjo0003h204re6e99ao | external-community | cmof1zrjo0003h204re6e99ao | 2026-08-10T02:44:31Z | 2026-04-26T00:52:07.092Z | 1 | Qwen/Qwen3.6-35B-A3B | main | Qwen3.6-35B-A3B | null | Qwen | 36 | 3 | true | vllm | 0.19.2rc1.dev21+g893611813 | cuda | INT4 | RTX 3090 | DISCRETE_GPU | RTX 3090 | 2 | 24 | null | null | AMD EPYC 7543 | null | Ubuntu 24.04 | 0 | 0 | 32,768 | 1 | null | null | 170.5 | null | null | null | null | null | 22.5 | [] | null | 2 | null | fp16 | null | null | false | false | wasifb | false | Quant: Intel/Qwen3.6-35B-A3B-int4-AutoRound (group_size=128, sym, W4A16, repo currently gated on HF — used while it was public). Requires our pad-Marlin patch (vLLM PR #40361, OPEN) for TP=2 — without it Marlin rejects size_n=32 sub-tile shards. Measured 2026-04-20 at 230W power cap on consumer RTX 3090s, no NVLink bri... |
external-community:cmof29ivq000ajr047dp6behr | external-community | cmof29ivq000ajr047dp6behr | 2026-08-10T02:44:31Z | 2026-04-26T00:59:42.423Z | 1 | unsloth/Qwen3.6-35B-A3B-GGUF | main | Qwen3.6-35B-A3B-GGUF | Qwen/Qwen3.6-35B-A3B | Qwen | 35 | null | false | llama.cpp | turboquant-fork | cuda | UD-Q4_K_XL | RTX 3090 | DISCRETE_GPU | RTX 3090 | 2 | 24 | null | null | AMD EPYC 7543 | null | Ubuntu 24.04 | 0 | 0 | 1,048,576 | 1 | null | null | 124 | null | null | null | null | null | 22.5 | [] | null | null | 999 | q4_0 | null | true | false | false | wasifb | false | Qwen3.6-35B-A3B (MoE, 3B-active) at 1M context window. Layer-split across 2× RTX 3090, llama.cpp turboquant fork (Tom Jobbins' fork supporting q4_0 KV cache + extended ctx). Short-prompt 124 TPS sustained at full 1M ctx. Loaded-context generation 37 TPS @ 128K. UD-Q4_K_XL = Unsloth Dynamic Quantization (variable-precis... |
external-community:cmof7f8y90002ju04kejdop3a | external-community | cmof7f8y90002ju04kejdop3a | 2026-08-10T02:44:31Z | 2026-04-26T03:24:07.569Z | 1 | unsloth/Qwen3.5-35B-A3B-GGUF | main | Qwen3.5-35B-A3B-GGUF | Qwen/Qwen3.5-35B-A3B | Qwen | 35 | null | false | llama.cpp | null | null | UD-Q4_K_XL | RTX 4090 | DISCRETE_GPU | RTX 4090 | 1 | 24 | null | null | Intel Core Ultra 9 285K | null | Fedora 43 | 0 | 0 | 2,048 | 1 | null | null | 157.4 | null | null | null | null | null | null | [] | null | null | null | null | null | null | false | false | basecampbernie | false | null |
external-community:cmof7ls5a0003l604jnromcue | external-community | cmof7ls5a0003l604jnromcue | 2026-08-10T02:44:31Z | 2026-04-26T03:29:12.382Z | 1 | unsloth/Qwen3.5-35B-A3B-GGUF | main | Qwen3.5-35B-A3B-GGUF | Qwen/Qwen3.5-35B-A3B | Qwen | 35 | null | false | llama.cpp | null | null | UD-Q4_K_XL | RTX 3090 | DISCRETE_GPU | RTX 3090 | 1 | 24 | null | null | AMD EPYC 7543 | null | Ubuntu 24.04 | 0 | 0 | 2,048 | 1 | null | null | 124.4 | null | null | null | null | null | null | [] | null | null | null | null | null | null | false | false | basecampbernie | false | BigBeast single RTX 3090, Qwen3.5-35B-A3B MoE, Q8_0 KV, single slot. Prompt processing 811 tok/s. Source: ~/aurora_docs/QWEN35_LOCAL_BENCHMARKS.md on bigbeast-fedora. |
external-community:cmof7sd4b0002l40473uvzk0u | external-community | cmof7sd4b0002l40473uvzk0u | 2026-08-10T02:44:31Z | 2026-04-26T03:34:19.499Z | 1 | unsloth/Qwen3.5-27B-GGUF | main | Qwen3.5-27B-GGUF | Qwen/Qwen3.5-27B | Qwen | 27 | null | false | llama.cpp | null | null | Q4_0 | RTX 4090 | DISCRETE_GPU | RTX 4090 | 1 | 24 | null | null | Intel Core Ultra 9 285K | null | Fedora 43 | 0 | 0 | 2,048 | 1 | null | null | 44 | null | null | null | null | null | null | [] | null | null | null | null | null | null | false | false | basecampbernie | false | BigBeast single RTX 4090, Qwen3.5-27B dense Q4_0, Q4_1 KV due 256K VRAM fit. Prompt processing 1105 tok/s. Source: ~/aurora_docs/QWEN35_LOCAL_BENCHMARKS.md. |
external-community:cmof85if50007l4048uhps6jx | external-community | cmof85if50007l4048uhps6jx | 2026-08-10T02:44:31Z | 2026-04-26T03:44:32.897Z | 1 | unsloth/Qwen3.5-27B-GGUF | main | Qwen3.5-27B-GGUF | Qwen/Qwen3.5-27B | Qwen | 27 | null | false | llama.cpp | null | null | Q4_K_M | RTX 4090 | DISCRETE_GPU | RTX 4090 | 1 | 24 | null | null | Intel Core Ultra 9 285K | null | Fedora 43 | 0 | 0 | 2,048 | 1 | null | null | 46.69 | null | null | null | null | null | null | [] | null | null | null | null | null | null | false | false | basecampbernie | false | BigBeast TurboQuant turbo3 KV, Qwen3.5-27B Q4_K_M on RTX 4090. pp512 3021 tok/s, tg128 46.69 tok/s. Source: ~/aurora_docs/BIGBEAST_TURBO3_BENCHMARKS.md. |
external-community:cmof9h1970008l704j9dc7oo7 | external-community | cmof9h1970008l704j9dc7oo7 | 2026-08-10T02:44:31Z | 2026-04-26T04:21:30.140Z | 1 | Qwen/Qwen3.6-35B-A3B-FP8 | main | Qwen3.6-35B-A3B-FP8 | Qwen/Qwen3.6-35B-A3B | Qwen | 35 | null | false | vllm | 0.19.1 | cuda | fp8 | RTX 3090 | DISCRETE_GPU | RTX 3090 | 2 | 24 | null | null | AMD EPYC 7543 | null | Ubuntu 24.04 | 512 | 512 | 32,768 | 1 | null | 148.56 | 140.01 | null | 280.03 | null | null | null | 22.15 | [] | null | 2 | null | fp8 | null | null | false | false | Skiipy | false | Qwen 3.6 35B-A3B MoE (3B active per token, sparse activation). Mixed-pair rig: RTX 3090 Ti (slot 1, x16) + RTX 3090 FE (slot 2, x4); TP=2 still gated by FE bandwidth. Single-stream 512/512 via `vllm bench serve` at concurrency=1, 20 prompts. Median TPOT 6.86 ms (~146 t/s decode). Required `--max-num-batched-tokens 4096... |
external-community:cmofapunx0008l20407bq5ln9 | external-community | cmofapunx0008l20407bq5ln9 | 2026-08-10T02:44:31Z | 2026-04-26T04:56:21.117Z | 1 | Qwen/Qwen3.6-35B-A3B | main | Qwen3.6-35B-A3B | null | Qwen | 36 | 3 | true | llama.cpp | b8965 | cuda | UD-Q4_K_XL | RTX 5090 | DISCRETE_GPU | RTX 5090 | 1 | 32 | null | null | Ryzen 7 3700X | null | Ubuntu 24.04 | 34 | 1,499 | 262,144 | 1 | null | 54 | 190 | null | null | null | null | null | 30 | [] | null | null | null | null | null | null | false | false | claudehath | false | TurboQuant2 fork (TheTom/llama-cpp-turboquant). cache-type-k q8_0, cache-type-v q8_0, flash-attn on, ctx 262144, thinking enabled (Qwen3 reasoning mode), mlock, no-mmap, prio 2 |
external-community:cmofbm4i90004jt04iovaovs7 | external-community | cmofbm4i90004jt04iovaovs7 | 2026-08-10T02:44:31Z | 2026-04-26T05:21:26.865Z | 1 | unsloth/Qwen3.5-9B-GGUF | main | Qwen3.5-9B-GGUF | Qwen/Qwen3.5-9B | Qwen | 9 | null | false | llama.cpp | b8934 | null | Q4_K_S | RTX 3090 | DISCRETE_GPU | RTX 3090 | 2 | 24 | null | null | AMD EPYC 7543 | null | Ubuntu 24.04 | 512 | 128 | 8,192 | 1 | null | null | 110.11 | null | 3,842.59 | null | null | null | null | [] | null | null | null | null | null | null | false | false | null | false | 2x RTX 3090 NVLink, all layers on GPU, flash attention. llama-bench pp512 tg128. |
external-community:cmofbmhhd0007jt04k1tmw4hb | external-community | cmofbmhhd0007jt04k1tmw4hb | 2026-08-10T02:44:31Z | 2026-04-26T05:21:43.681Z | 1 | unsloth/Qwen3.6-27B-GGUF | main | Qwen3.6-27B-GGUF | Qwen/Qwen3.6-27B | Qwen | 27 | null | false | llama.cpp | null | null | UD-Q4_K_XL | RTX 4090 | DISCRETE_GPU | RTX 4090 | 1 | 24 | null | null | Intel Core Ultra 9 285K | null | Fedora 43 | 2,048 | 128 | 32,768 | 1 | null | null | 41.82 | null | null | null | null | null | null | [] | null | null | null | null | null | null | false | false | basecampbernie | false | BigBeast RTX 4090 Qwen3.6-27B UD-Q4_K_XL GGUF, q4_1/q4_1 KV, flash attention, llama.cpp build 8892. Batched bench B=1: pp2048 2981 tok/s, tg128 41.82 tok/s. Source: /home/radar/llama.cpp/logs/bench/qwen36-27b-q4-batched-4090-20260422_215014.md on bigbeast-fedora. |
external-community:cmofbxetu0009l504eulxcb9j | external-community | cmofbxetu0009l504eulxcb9j | 2026-08-10T02:44:31Z | 2026-04-26T05:30:13.458Z | 1 | dealignai/Qwen3.6-27B-MXFP4-CRACK | main | Qwen3.6-27B-MXFP4-CRACK | Qwen/Qwen3.6-27B | Qwen | 27 | null | false | mlx | null | null | MXFP4 | M4 Max | UNIFIED | null | 1 | null | 128 | null | null | null | null | 0 | 0 | 2,048 | 1 | null | null | 33 | null | null | null | null | null | null | [] | null | null | null | null | null | null | false | false | hornsan1 | false | null |
external-community:cmofcsjz8000fjo046uao6hnx | external-community | cmofcsjz8000fjo046uao6hnx | 2026-08-10T02:44:31Z | 2026-04-26T05:54:26.468Z | 1 | GestaltLabs/Ornstein-3.6-27B-GGUF | main | Ornstein-3.6-27B-GGUF | GestaltLabs/Ornstein-3.6-27B | Qwen | 27 | null | false | llama.cpp | null | null | Q4_K_M | M4 Max | UNIFIED | null | 1 | null | 128 | null | null | null | null | 0 | 0 | 32,768 | 1 | null | null | 22 | null | null | null | null | null | null | [] | null | null | null | null | null | null | false | false | hornsan1 | false | llama-server Metal, --flash-attn on, --n-gpu-layers 999, thinking enabled |
external-community:cmofcz3qg000pl7041jiw94ba | external-community | cmofcz3qg000pl7041jiw94ba | 2026-08-10T02:44:31Z | 2026-04-26T05:59:32.008Z | 1 | mlx-community/gemma-4-26b-a4b-it-4bit | main | gemma-4-26b-a4b-it-4bit | google/gemma-4-26B-A4B-it | Gemma | 26 | null | false | mlx | null | null | 4bit | M4 Max | UNIFIED | null | 1 | null | 128 | null | null | null | null | 0 | 256 | 2,048 | 1 | null | null | 117 | null | null | null | null | null | null | [] | null | null | null | null | null | null | false | false | hornsan1 | false | mlx_vlm.server, 256-tok generation. peak generation_tps 117 (4-tok), sustained ~102 over 256-tok runs. MoE 4B-active. |
external-community:cmofd5ok6000ql5046j1r55pn | external-community | cmofd5ok6000ql5046j1r55pn | 2026-08-10T02:44:31Z | 2026-04-26T06:04:38.934Z | 1 | mlx-community/Qwen3.6-35B-A3B-4bit | main | Qwen3.6-35B-A3B-4bit | Qwen/Qwen3.6-35B-A3B | Qwen | 6 | null | false | mlx | null | null | 4bit | M4 Max | UNIFIED | null | 1 | null | 128 | null | null | null | null | 0 | 16 | 2,048 | 1 | null | null | 109 | null | null | null | null | null | null | [] | null | null | null | null | null | null | false | false | hornsan1 | false | mlx_vlm.server, post-warmup short-burst peak. 256-tok sustained ~97 tok/s. MoE 3B-active / 35B total. Peak memory 20.5GB. |
external-community:cmofdidib0002ju04tsntnze1 | external-community | cmofdidib0002ju04tsntnze1 | 2026-08-10T02:44:31Z | 2026-04-26T06:14:31.139Z | 1 | Qwen/Qwen3.5-9B | main | Qwen3.5-9B | Qwen/Qwen3.5-9B-Base | Qwen | 9 | null | false | hipfire | 0.1.8-alpha+f16eceb | rocm | MQ4 | RX 7900 XTX | DISCRETE_GPU | RX 7900 XTX | 1 | 24 | null | null | null | null | null | 20 | 128 | 4,096 | 1 | null | 48.1 | 122.3 | null | 116.9 | null | null | null | 5.662109 | [] | null | null | null | null | null | null | false | false | schuttdev | false | hipfire @ f16eceb (master post-perf-recovery)
prompt: "Explain the theory of general relativity in simple terms."
runs: 3
decode mode: AR
kv_cache: asym3
prompt_normalize: true (default since 2026-04-26)
pp128: 602.8 tok/s
pp512: 591.4 tok/s
pp1024: 587.8 tok/s
pp2048: 580.0 tok/s
vram_loaded: 5798 MB |
external-community:cmofdju0x0006ju041pympxzf | external-community | cmofdju0x0006ju041pympxzf | 2026-08-10T02:44:31Z | 2026-04-26T06:15:39.202Z | 1 | DJLougen/Ornstein3.6-35B-A3B-GGUF | main | Ornstein3.6-35B-A3B-GGUF | DJLougen/Ornstein3.6-35B-A3B | Qwen | 35 | 3 | true | llama.cpp | b8934 | null | Q4_K_M | RTX 3090 | DISCRETE_GPU | RTX 3090 | 2 | 24 | null | null | AMD EPYC 7543 | null | Ubuntu 24.04 | 512 | 128 | 8,192 | 1 | null | null | 138.01 | null | 3,335.33 | null | null | null | null | [] | null | null | null | null | null | null | false | false | null | false | 2x RTX 3090 NVLink, Ornstein 3.6-35B-A3B MoE (3B active params), all layers on GPU, flash attention. llama-bench pp512 tg128. |
external-community:cmofdp1ve0003i904tw2yf6bs | external-community | cmofdp1ve0003i904tw2yf6bs | 2026-08-10T02:44:31Z | 2026-04-26T06:19:42.650Z | 1 | Qwen/Qwen3.5-9B | main | Qwen3.5-9B | Qwen/Qwen3.5-9B-Base | Qwen | 9 | null | false | hipfire | 0.1.8-alpha+f16eceb | rocm | MQ4 | RX 7900 XTX | DISCRETE_GPU | RX 7900 XTX | 1 | 24 | null | null | null | null | null | 220 | 120 | 4,096 | 1 | null | null | 336.98 | null | null | null | null | null | null | [] | null | null | null | null | null | null | true | false | schuttdev | false | hipfire @ f16eceb (master post-perf-recovery, PR #47)
prompt: LRU cache PEP-8 strict (md5=df5dedc8040c, see benchmarks/prompts/lru_cache_pep8_strict.txt)
runs: 3 (median reported)
decode mode: DFlash speculative (block_size=16)
kv_cache: asym3
prompt_normalize: true (default since 2026-04-26)
τ (median): 7.5
accept_rat... |
external-community:cmofdvq7c0001l40461v8g3z7 | external-community | cmofdvq7c0001l40461v8g3z7 | 2026-08-10T02:44:31Z | 2026-04-26T06:24:54.120Z | 1 | Qwen/Qwen3.5-27B | main | Qwen3.5-27B | null | Qwen | 28 | null | false | hipfire | 0.1.8-alpha+f16eceb | rocm | MQ4 | RX 7900 XTX | DISCRETE_GPU | RX 7900 XTX | 1 | 24 | null | null | null | null | null | 20 | 128 | 4,096 | 1 | null | 117.8 | 43.7 | null | 42 | null | null | null | 15.105469 | [] | null | null | null | null | null | null | false | false | schuttdev | false | hipfire @ f16eceb (master post-perf-recovery)
prompt: "Explain the theory of general relativity in simple terms."
runs: 3
decode mode: AR
kv_cache: asym3
prompt_normalize: true (default since 2026-04-26)
pp128: 223.5 tok/s
pp512: 215.7 tok/s
pp1024: 213.3 tok/s
pp2048: 210.9 tok/s
vram_loaded: 15468 MB |
external-community:cmofe2efg000kla04k5h7rto0 | external-community | cmofe2efg000kla04k5h7rto0 | 2026-08-10T02:44:31Z | 2026-04-26T06:30:05.453Z | 1 | Qwen/Qwen3.5-27B | main | Qwen3.5-27B | null | Qwen | 28 | null | false | hipfire | 0.1.8-alpha+f16eceb | rocm | MQ4 | RX 7900 XTX | DISCRETE_GPU | RX 7900 XTX | 1 | 24 | null | null | null | null | null | 220 | 120 | 4,096 | 1 | null | null | 181.96 | null | null | null | null | null | null | [] | null | null | null | null | null | null | true | false | schuttdev | false | hipfire @ f16eceb (master post-perf-recovery, PR #47)
prompt: LRU cache PEP-8 strict (md5=df5dedc8040c, see benchmarks/prompts/lru_cache_pep8_strict.txt)
runs: 3 (median reported)
decode mode: DFlash speculative (block_size=16)
kv_cache: asym3
prompt_normalize: true (default since 2026-04-26)
τ (median): 9.417
accept_r... |
external-community:cmofe5y0g0003l704etimxv7c | external-community | cmofe5y0g0003l704etimxv7c | 2026-08-10T02:44:31Z | 2026-04-26T06:32:50.801Z | 1 | unsloth/Qwen3.6-35B-A3B-GGUF | main | Qwen3.6-35B-A3B-GGUF | Qwen/Qwen3.6-35B-A3B | Qwen | 35 | null | false | llama.cpp | build_info: b8925-0adede866 | cuda | Q4_K_M | RTX 4090 | DISCRETE_GPU | RTX 4090 | 1 | 24 | null | null | i9 14900k | null | Ubuntu 24.04 | 512 | 512 | 64,000 | 1 | null | null | 165.06 | null | null | null | null | null | 23,691 | [] | null | null | null | null | null | null | false | false | adeebaldkheel | false | null |
external-community:cmofe92tt000pla04ivnjv4jd | external-community | cmofe92tt000pla04ivnjv4jd | 2026-08-10T02:44:31Z | 2026-04-26T06:35:17.010Z | 1 | Qwen/Qwen3.5-35B-A3B | main | Qwen3.5-35B-A3B | Qwen/Qwen3.5-35B-A3B-Base | Qwen | 35 | null | false | hipfire | 0.1.8-alpha+f16eceb | rocm | MQ4 | RX 7900 XTX | DISCRETE_GPU | RX 7900 XTX | 1 | 24 | null | null | null | null | null | 20 | 128 | 4,096 | 1 | null | 75.4 | 135.9 | null | 125.9 | null | null | null | 22.128906 | [] | null | null | null | null | null | null | false | false | schuttdev | false | hipfire @ f16eceb (master post-perf-recovery)
prompt: "Explain the theory of general relativity in simple terms."
runs: 3
decode mode: AR
kv_cache: asym3
prompt_normalize: true (default since 2026-04-26)
pp128: 326.1 tok/s
pp512: 322.5 tok/s
pp1024: 320.8 tok/s
pp2048: 317.5 tok/s
vram_loaded: 22660 MB |
external-community:cmofefr0j000ula04chaak8ou | external-community | cmofefr0j000ula04chaak8ou | 2026-08-10T02:44:31Z | 2026-04-26T06:40:28.291Z | 1 | Qwen/Qwen3.5-35B-A3B | main | Qwen3.5-35B-A3B | Qwen/Qwen3.5-35B-A3B-Base | Qwen | 35 | null | false | hipfire | 0.1.8-alpha+f16eceb | rocm | MQ4 | RX 7900 XTX | DISCRETE_GPU | RX 7900 XTX | 1 | 24 | null | null | null | null | null | 220 | 120 | 4,096 | 1 | null | null | 140.59 | null | null | null | null | null | null | [] | null | null | null | null | null | null | true | false | schuttdev | false | hipfire @ f16eceb (master post-perf-recovery, PR #47)
prompt: LRU cache PEP-8 strict (md5=df5dedc8040c, see benchmarks/prompts/lru_cache_pep8_strict.txt)
runs: 3 (median reported)
decode mode: DFlash speculative (block_size=16)
kv_cache: asym3
prompt_normalize: true (default since 2026-04-26)
τ (median): 4.905
accept_r... |
external-community:cmofemf840014la04lhmues5d | external-community | cmofemf840014la04lhmues5d | 2026-08-10T02:44:31Z | 2026-04-26T06:45:39.604Z | 1 | Qwen/Qwen3.6-27B | main | Qwen3.6-27B | null | Qwen | 28 | null | false | hipfire | 0.1.8-alpha+f16eceb | rocm | MQ4 | RX 7900 XTX | DISCRETE_GPU | RX 7900 XTX | 1 | 24 | null | null | null | null | null | 20 | 128 | 4,096 | 1 | null | 117.6 | 43.6 | null | 41.9 | null | null | null | 15.105469 | [] | null | null | null | null | null | null | false | false | schuttdev | false | hipfire @ f16eceb (master post-perf-recovery)
prompt: "Explain the theory of general relativity in simple terms."
runs: 3
decode mode: AR
kv_cache: asym3
prompt_normalize: true (default since 2026-04-26)
pp128: 224.2 tok/s
pp512: 216.5 tok/s
pp1024: 214.3 tok/s
pp2048: 211.1 tok/s
vram_loaded: 15468 MB |
external-community:cmofet3j80005l2042r92gywi | external-community | cmofet3j80005l2042r92gywi | 2026-08-10T02:44:31Z | 2026-04-26T06:50:51.045Z | 1 | Qwen/Qwen3.6-27B | main | Qwen3.6-27B | null | Qwen | 28 | null | false | hipfire | 0.1.8-alpha+f16eceb | rocm | MQ4 | RX 7900 XTX | DISCRETE_GPU | RX 7900 XTX | 1 | 24 | null | null | null | null | null | 220 | 120 | 4,096 | 1 | null | null | 118.16 | null | null | null | null | null | null | [] | null | null | null | null | null | null | true | false | schuttdev | false | hipfire @ f16eceb (master post-perf-recovery, PR #47)
prompt: LRU cache PEP-8 strict (md5=df5dedc8040c, see benchmarks/prompts/lru_cache_pep8_strict.txt)
runs: 3 (median reported)
decode mode: DFlash speculative (block_size=16)
kv_cache: asym3
prompt_normalize: true (default since 2026-04-26)
τ (median): 5.632
accept_r... |
external-community:cmofezrun000cie04z5y0b83e | external-community | cmofezrun000cie04z5y0b83e | 2026-08-10T02:44:31Z | 2026-04-26T06:56:02.495Z | 1 | Qwen/Qwen3.6-35B-A3B | main | Qwen3.6-35B-A3B | null | Qwen | 36 | 3 | true | hipfire | 0.1.8-alpha+f16eceb | rocm | MQ4 | RX 7900 XTX | DISCRETE_GPU | RX 7900 XTX | 1 | 24 | null | null | null | null | null | 20 | 128 | 4,096 | 1 | null | 75.5 | 135.3 | null | 125.3 | null | null | null | 22.128906 | [] | null | null | null | null | null | null | false | false | schuttdev | false | hipfire @ f16eceb (master post-perf-recovery)
prompt: "Explain the theory of general relativity in simple terms."
runs: 3
decode mode: AR
kv_cache: asym3
prompt_normalize: true (default since 2026-04-26)
pp128: 325.4 tok/s
pp512: 322.0 tok/s
pp1024: 320.4 tok/s
pp2048: 316.8 tok/s
vram_loaded: 22660 MB |
external-community:cmoff6g560019la04hewfjrll | external-community | cmoff6g560019la04hewfjrll | 2026-08-10T02:44:31Z | 2026-04-26T07:01:13.915Z | 1 | Qwen/Qwen3.6-35B-A3B | main | Qwen3.6-35B-A3B | null | Qwen | 36 | 3 | true | hipfire | 0.1.8-alpha+f16eceb | rocm | MQ4 | RX 7900 XTX | DISCRETE_GPU | RX 7900 XTX | 1 | 24 | null | null | null | null | null | 220 | 120 | 4,096 | 1 | null | null | 68.6 | null | null | null | null | null | null | [] | null | null | null | null | null | null | true | false | schuttdev | false | hipfire @ f16eceb (master post-perf-recovery, PR #47)
prompt: LRU cache PEP-8 strict (md5=df5dedc8040c, see benchmarks/prompts/lru_cache_pep8_strict.txt)
runs: 3 (median reported)
decode mode: DFlash speculative (block_size=16)
kv_cache: asym3
prompt_normalize: true (default since 2026-04-26)
τ (median): 1.222
accept_r... |
external-community:cmofgd9iz000ml4055xsdgvuy | external-community | cmofgd9iz000ml4055xsdgvuy | 2026-08-10T02:44:31Z | 2026-04-26T07:34:31.547Z | 1 | DJLougen/Ornstein3.6-35B-A3B | main | Ornstein3.6-35B-A3B | unsloth/Qwen3.6-35B-A3B | Qwen | 35 | 3 | true | hipfire | 0.1.8-alpha+f16eceb | rocm | MQ4 | RX 7900 XTX | DISCRETE_GPU | RX 7900 XTX | 1 | 24 | null | null | null | null | null | 20 | 128 | 4,096 | 1 | null | 75.6 | 134 | null | 124.2 | null | null | null | 22.13 | [] | null | null | null | null | null | null | false | false | schuttdev | false | hipfire @ 0.1.8-alpha+f16eceb (master post-perf-recovery, PR #47)
prompt: "Explain the theory of general relativity in simple terms."
runs: 3 (median reported)
decode mode: AR (autoregressive, no spec-decode)
kv_cache: asym3 (3-bit rotated K + Q8 V; 5.5x vs fp32)
prompt_normalize: true (default since 2026-04-26)
pp128:... |
external-community:cmofi32rs000rjx04be81ns5r | external-community | cmofi32rs000rjx04be81ns5r | 2026-08-10T02:44:31Z | 2026-04-26T08:22:35.465Z | 1 | unsloth/Qwen3.6-27B-UD-MLX-4bit | main | Qwen3.6-27B-UD-MLX-4bit | Qwen/Qwen3.6-27B | Qwen | 27 | null | false | mlx | mlx-lm 0.31.3 / mlx 0.31.2 / mlx-metal 0.31.2 | metal | int4 | M4 Max | UNIFIED | null | 1 | null | 64 | null | Apple M4 Max 16-core CPU / 40-core GPU | null | macOS 26.4 build 25E246 | 128 | 6,000 | 6,128 | 1 | null | 676 | 18.435 | null | 18.786 | null | null | null | 25.895 | [] | null | null | null | null | null | null | false | false | shikhar | false | MLX benchmark Trial 1. TTFT is estimated from prompt_tps and generation_tps, not directly reported by mlx_lm.benchmark. Model config uses 4-bit affine group size 64 with selected 8-bit tensors. |
external-community:cmofia1vo0009l7048w39brkk | external-community | cmofia1vo0009l7048w39brkk | 2026-08-10T02:44:31Z | 2026-04-26T08:28:00.900Z | 1 | unsloth/Qwen3.6-27B-UD-MLX-4bit | main | Qwen3.6-27B-UD-MLX-4bit | Qwen/Qwen3.6-27B | Qwen | 27 | null | false | mlx | mlx-lm 0.31.3 / mlx 0.31.2 / mlx-metal 0.31.2 | metal | int4 | M4 Max | UNIFIED | null | 1 | null | 64 | null | Apple M4 Max 16-core CPU / 40-core GPU | null | macOS 26.4 build 25E246 | 128 | 6,000 | 6,128 | 1 | null | 676 | 18.434 | null | 18.786 | null | null | null | 25.896 | [] | null | null | null | null | null | null | false | false | shikhar | false | MLX benchmark 5-trial average. Trials: generation_tps 18.435, 18.433, 18.437, 18.421, 18.445; prompt_tps avg 205.970; generation_tps avg 18.434; peak_memory avg 25.896 GB. TTFT is estimated from avg prompt_tps and generation_tps because mlx_lm.benchmark does not directly report TTFT. Model config uses 4-bit affine grou... |
external-community:cmofkl1gm0006l4045txzjtoc | external-community | cmofkl1gm0006l4045txzjtoc | 2026-08-10T02:44:31Z | 2026-04-26T09:32:32.806Z | 1 | Qwen/Qwen3.5-9B | main | Qwen3.5-9B | Qwen/Qwen3.5-9B-Base | Qwen | 9 | null | false | hipfire | 0.1.8-alpha+f16eceb | rocm | MQ4 | RX 7900 XTX | DISCRETE_GPU | RX 7900 XTX | 1 | 24 | null | null | null | null | null | 220 | 120 | 4,096 | 1 | null | null | 322.6 | null | null | null | null | null | null | [] | null | null | null | null | null | null | true | false | schuttdev | false | hipfire @ f16eceb (master post-perf-recovery PR #47)
prompt: LRU cache PEP-8 strict (md5=df5dedc8040c, see benchmarks/prompts/lru_cache_pep8_strict.txt)
runs: 3 (median reported); range 322.5–346.0
decode mode: DFlash speculative (block_size=16)
kv_cache: asym3
prompt_normalize: true (default since 2026-04-26)
τ (media... |
external-community:cmofkrpp0000hic04ymyzumfg | external-community | cmofkrpp0000hic04ymyzumfg | 2026-08-10T02:44:31Z | 2026-04-26T09:37:44.148Z | 1 | Qwen/Qwen3.5-27B | main | Qwen3.5-27B | null | Qwen | 28 | null | false | hipfire | 0.1.8-alpha+f16eceb | rocm | MQ4 | RX 7900 XTX | DISCRETE_GPU | RX 7900 XTX | 1 | 24 | null | null | null | null | null | 220 | 120 | 4,096 | 1 | null | null | 201.11 | null | null | null | null | null | null | [] | null | null | null | null | null | null | true | false | schuttdev | false | hipfire @ f16eceb (master post-perf-recovery PR #47)
prompt: LRU cache PEP-8 strict (md5=df5dedc8040c, see benchmarks/prompts/lru_cache_pep8_strict.txt)
runs: 3 (median reported); range 201.0–201.1
decode mode: DFlash speculative (block_size=16)
kv_cache: asym3
prompt_normalize: true (default since 2026-04-26)
τ (media... |
external-community:cmofkye0g0009l404ap3uadyl | external-community | cmofkye0g0009l404ap3uadyl | 2026-08-10T02:44:31Z | 2026-04-26T09:42:55.600Z | 1 | Qwen/Qwen3.5-35B-A3B | main | Qwen3.5-35B-A3B | Qwen/Qwen3.5-35B-A3B-Base | Qwen | 35 | null | false | hipfire | 0.1.8-alpha+f16eceb | rocm | MQ4 | RX 7900 XTX | DISCRETE_GPU | RX 7900 XTX | 1 | 24 | null | null | null | null | null | 220 | 120 | 4,096 | 1 | null | null | 154.62 | null | null | null | null | null | null | [] | null | null | null | null | null | null | true | false | schuttdev | false | hipfire @ f16eceb (master post-perf-recovery PR #47)
prompt: LRU cache PEP-8 strict (md5=df5dedc8040c, see benchmarks/prompts/lru_cache_pep8_strict.txt)
runs: 3 (median reported); range 66.4–155.9
decode mode: DFlash speculative (block_size=16)
kv_cache: asym3
prompt_normalize: true (default since 2026-04-26)
τ (median... |
external-community:cmofl528t000nl4045c6nx68j | external-community | cmofl528t000nl4045c6nx68j | 2026-08-10T02:44:31Z | 2026-04-26T09:48:06.941Z | 1 | Qwen/Qwen3.6-27B | main | Qwen3.6-27B | null | Qwen | 28 | null | false | hipfire | 0.1.8-alpha+f16eceb | rocm | MQ4 | RX 7900 XTX | DISCRETE_GPU | RX 7900 XTX | 1 | 24 | null | null | null | null | null | 220 | 120 | 4,096 | 1 | null | null | 118.14 | null | null | null | null | null | null | [] | null | null | null | null | null | null | true | false | schuttdev | false | hipfire @ f16eceb (master post-perf-recovery PR #47)
prompt: LRU cache PEP-8 strict (md5=df5dedc8040c, see benchmarks/prompts/lru_cache_pep8_strict.txt)
runs: 3 (median reported); range 117.5–118.4
decode mode: DFlash speculative (block_size=16)
kv_cache: asym3
prompt_normalize: true (default since 2026-04-26)
τ (media... |
external-community:cmofps6zq0010l7040imyvvtx | external-community | cmofps6zq0010l7040imyvvtx | 2026-08-10T02:44:31Z | 2026-04-26T11:58:04.647Z | 1 | sakamakismile/Huihui-Qwen3.6-27B-abliterated-NVFP4-MTP | main | Huihui-Qwen3.6-27B-abliterated-NVFP4-MTP | huihui-ai/Huihui-Qwen3.6-27B-abliterated | Qwen | 27 | null | false | vllm | v0.19.2rc1.dev134+gfe9c3d6c5 | null | NVFP4 | RTX 5090 | DISCRETE_GPU | RTX 5090 | 1 | 32 | null | null | Ryzen 7 3700X | null | Ubuntu 24.04 | 21 | 1,000 | 131,072 | 1 | null | 108 | 97.1 | null | null | null | null | null | null | [] | null | null | null | fp8 | null | null | false | false | rohit | false | Abliterated model with MTP (3 speculative tokens), FP8 KV cache. Decode measured with 1000-token output (MTP steady-state). TTFT from warm prefix cache. GPU running at 600W max TDP. 600w |
external-community:cmofqbobm0016l504s1pd2x5c | external-community | cmofqbobm0016l504s1pd2x5c | 2026-08-10T02:44:31Z | 2026-04-26T12:13:13.570Z | 1 | sakamakismile/Huihui-Qwen3.6-27B-abliterated-NVFP4-MTP | main | Huihui-Qwen3.6-27B-abliterated-NVFP4-MTP | huihui-ai/Huihui-Qwen3.6-27B-abliterated | Qwen | 27 | null | false | vllm | v0.19.2rc1.dev134+gfe9c3d6c5 | cuda | NVFP4 | RTX 5090 | DISCRETE_GPU | RTX 5090 | 1 | 32 | null | null | Ryzen 7 3700X | null | Ubuntu 24.04 | 21 | 1,000 | 131,072 | 1 | null | 112 | 94.4 | null | null | null | null | null | null | [] | null | null | null | fp8 | null | true | false | false | rohit | false | Abliterated model with MTP (3 speculative tokens), FP8 KV cache. Decode measured with 1000-token output (MTP steady-state). TTFT from warm prefix cache. GPU running at 400W max TDP. Average of 6 runs. |
external-community:cmofvuf7v0005jv046xvcrah0 | external-community | cmofvuf7v0005jv046xvcrah0 | 2026-08-10T02:44:31Z | 2026-04-26T14:47:46.315Z | 1 | Qwen/Qwen2.5-7B-Instruct | main | Qwen2.5-7B-Instruct | Qwen/Qwen2.5-7B | Qwen | 7 | null | false | llama.cpp | null | cuda | Q4_K_M | RTX 4070 Super | DISCRETE_GPU | RTX 4070 Super | 1 | 12 | null | null | AMD Ryzen (CachyOS) | null | CachyOS Linux | 0 | 0 | 65,536 | 1 | null | 248 | 77.4 | null | 85 | null | null | null | 7 | [] | null | null | 99 | turbo2 | null | true | false | false | leclampin | false | Qwen3.5-9B-Q4_K_M (nouveau modèle non encore sur HF) - Métriques réelles depuis logs - RTX 4070 SUPER 12GB - TurboQuant turbo2 |
external-community:cmofyatrj0002jv04r8064iqg | external-community | cmofyatrj0002jv04r8064iqg | 2026-08-10T02:44:31Z | 2026-04-26T15:56:30.896Z | 1 | Qwen/Qwen3.5-27B | main | Qwen3.5-27B | null | Qwen | 28 | null | false | hipfire | 0.1.8-alpha+3945bb2 | rocm | MQ4 | RX 7900 XTX | DISCRETE_GPU | RX 7900 XTX | 1 | 24 | null | null | null | null | null | 27 | 157 | 4,096 | 1 | null | 154.7 | 250.25 | null | null | null | null | null | 18.289063 | [] | null | null | null | null | null | null | true | false | schuttdev | false | hipfire @ 3945bb2 (master post-PR #51 loop-break + ngram_block series)
prompt: merge_sort thinking-OFF (md5=253c7ac50857fe6d0e10fb0d2c5e35c0)
chatml-wrapped + explicit empty <think></think> for thinking-off
prompt file: benchmarks/prompts/merge_sort_thinking_off.txt
runs: 3 (median reported); range 249.6–251.0
pe... |
external-community:cmofzk74w0002ij042txvvkx5 | external-community | cmofzk74w0002ij042txvvkx5 | 2026-08-10T02:44:31Z | 2026-04-26T16:31:47.744Z | 1 | Qwen/Qwen3.5-9B | main | Qwen3.5-9B | Qwen/Qwen3.5-9B-Base | Qwen | 9 | null | false | hipfire | 0.1.8-alpha+e659452 | rocm | MQ4 | RX 7900 XTX | DISCRETE_GPU | RX 7900 XTX | 1 | 24 | null | null | null | null | null | 27 | 184 | 4,096 | 1 | null | 75.53 | 575.25 | null | null | null | null | null | 8.074219 | [] | null | null | null | null | null | null | true | false | schuttdev | false | hipfire @ e659452 (master post-PR #51 + #52 series)
prompt: merge_sort thinking-OFF (md5=253c7ac50857fe6d0e10fb0d2c5e35c0)
chatml-wrapped + explicit empty <think></think> for thinking-off
prompt file: benchmarks/prompts/merge_sort_thinking_off.txt
runs: 3 (median reported); range 571.2–576.0
per-run tok/s: [571.2... |
external-community:cmogixabp0004kw0453ux7bjd | external-community | cmogixabp0004kw0453ux7bjd | 2026-08-10T02:44:31Z | 2026-04-27T01:33:51.109Z | 1 | Qwen/Qwen3.6-35B-A3B | main | Qwen3.6-35B-A3B | null | Qwen | 36 | 3 | true | vllm | 0.19.2rc1.dev205+g07351e088 | null | INT4 | RTX 3090 | DISCRETE_GPU | RTX 3090 | 2 | 24 | null | null | Ryzen | null | windows | 22 | 1,000 | 32,768 | 1 | null | 122 | 140.06 | null | null | null | null | null | 21.05 | [] | null | 2 | null | fp16 | null | null | true | false | wasifb | false | Quant: Intel/Qwen3.6-35B-A3B-Int4-AutoRound (HF gated, base hfId used). Genesis v7.48 (P67 multi-query Triton kernel + P67b spec-verify routing + P78 capture-guard). DFlash N=4 is the throughput sweet spot of an N-sweep on this stack (N=3 134, N=4 140, N=5 137 TPS). Mean acceptance length 2.44, avg draft accept 36.0%, ... |
external-community:cmogj4tyd0001ic0446kgjl3h | external-community | cmogj4tyd0001ic0446kgjl3h | 2026-08-10T02:44:31Z | 2026-04-27T01:39:43.141Z | 1 | Qwen/Qwen3.6-35B-A3B | main | Qwen3.6-35B-A3B | null | Qwen | 36 | 3 | true | vllm | 0.19.2rc1.dev205+g07351e088 | null | INT4 | RTX 3090 | DISCRETE_GPU | RTX 3090 | 2 | 24 | null | null | Ryzen | null | windows | 22 | 1,000 | 32,768 | 1 | null | 120 | 134.4 | null | null | null | null | null | 21 | [] | null | 2 | null | fp16 | null | null | true | false | wasifb | false | Quant: Intel/Qwen3.6-35B-A3B-Int4-AutoRound (HF gated, base hfId used). Genesis v7.48 (P67/P67b/P78). DFlash N=3 datapoint of an N-sweep (N=3 134, N=4 140, N=5 137 TPS). N=3 has highest avg draft accept rate (43.9%) but lowest AL (2.32) → less throughput than N=4. Per-position accept 0.71 / 0.42 / 0.21. Same hardware/p... |
external-community:cmogjbets0008kw045ktjd4zx | external-community | cmogjbets0008kw045ktjd4zx | 2026-08-10T02:44:31Z | 2026-04-27T01:44:50.128Z | 1 | unsloth/Qwen3.6-35B-A3B-GGUF | main | Qwen3.6-35B-A3B-GGUF | Qwen/Qwen3.6-35B-A3B | Qwen | 35 | null | false | llama.cpp | Tom-TurboQuant-fork-b3401eaf9 | null | Q3_K_XL | RTX 3090 | DISCRETE_GPU | RTX 3090 | 2 | 24 | null | null | Ryzen | null | windows | 22 | 1,000 | 131,072 | 1 | null | null | 125.94 | null | null | null | null | null | 10.1 | [] | null | null | 999 | q8_0/turbo4 (asymmetric) | null | true | false | false | wasifb | false | Tom Turney's TurboQuant+ fork of llama.cpp (commit b3401eaf9). Asymmetric KV: q8_0 keys + turbo4 values per @no_stp_on_snek's twitter post. 2× RTX 3090 layer-split, 50/50 tensor-split. Replication of his 2× GTX 1080 Ti benchmark — Pascal got 36 TPS at 128K, Ampere gets 125.94 TPS = 3.5× faster on same model + KV scheme... |
external-community:cmogm5x010002jv040zuze5n3 | external-community | cmogm5x010002jv040zuze5n3 | 2026-08-10T02:44:31Z | 2026-04-27T03:04:32.594Z | 1 | unsloth/Qwen3.6-27B-GGUF | main | Qwen3.6-27B-GGUF | Qwen/Qwen3.6-27B | Qwen | 27 | null | false | llama.cpp | b8778 | rocm | Q3_K_XL | RX 7900 XTX | DISCRETE_GPU | RX 7900 XTX | 1 | 24 | null | null | null | null | null | 512 | 128 | 640 | 1 | null | null | 33.31 | null | null | null | null | null | 13.47 | [] | null | null | null | q8_0 | null | true | false | false | itgoatee | false | llama-bench on ROCm (hip-radeon); tg128 metric; b=1024/ub=512; q8_0/q8_0 KV; gen perfectly flat tg128-tg2048 (33.31->33.08 t/s, -0.7%); DeltaNet hybrid arch; b=1024/ub=512 beats b=2048/ub=512 on prefill (951 vs 943 pp512) |
external-community:cmogmlw6j0006ky04rs6r76ob | external-community | cmogmlw6j0006ky04rs6r76ob | 2026-08-10T02:44:31Z | 2026-04-27T03:16:58.028Z | 1 | GestaltLabs/Ornstein-Hermes-3.6-27b-MLX-8bit | main | Ornstein-Hermes-3.6-27b-MLX-8bit | GestaltLabs/Ornstein-Hermes-3.6-27b | Qwen | 27 | null | false | mlx | null | null | 8bit | M4 Max | UNIFIED | null | 1 | null | 128 | null | null | null | null | 0 | 16 | 2,048 | 1 | null | null | 18 | null | null | null | null | null | null | [] | null | null | null | null | null | null | false | false | hornsan1 | false | mlx_vlm.server, post-warmup short-burst peak. 256-tok sustained 16.3 tok/s. Qwen3.6 arch, 8-bit affine group_size 64. |
external-community:cmogo4m0y0004l204qlx8n2nt | external-community | cmogo4m0y0004l204qlx8n2nt | 2026-08-10T02:44:31Z | 2026-04-27T03:59:30.947Z | 1 | mlx-community/DeepSeek-V4-Flash-2bit-DQ | main | DeepSeek-V4-Flash-2bit-DQ | null | Deepseek | 284 | null | true | mlx | null | null | 2bit-DQ | M4 Max | UNIFIED | null | 1 | null | 128 | null | null | null | null | 0 | 256 | 2,048 | 1 | null | null | 17 | null | null | null | null | null | null | [] | null | null | null | null | null | null | false | false | hornsan1 | false | mlx-lm direct (sustained, 256-tok runs). 284B/13B-active MoE, mixed-precision DQ (2-bit experts, 4-6-8 bit sensitive layers). Required mlx-lm PR #1201 (akashgoswami/add-deepseek-v4) plus local sanitize patches to map HF checkpoint naming -> PR module names and split wo_a [8*1024,4096] across 8 group Linears, plus quant... |
external-community:cmogpa6m10002k004199sqmb4 | external-community | cmogpa6m10002k004199sqmb4 | 2026-08-10T02:44:31Z | 2026-04-27T04:31:50.521Z | 1 | unsloth/Qwen3.6-27B-GGUF | 82d411acf4a06cfb8d9b073a5211bf410bfc29bf | Qwen3.6-27B-GGUF | Qwen/Qwen3.6-27B | Qwen | 27 | null | false | llama.cpp | b8945-30759dfa0 | cuda | UD-Q4_K_XL | RTX 3090 | DISCRETE_GPU | RTX 3090 | 1 | 24 | null | null | null | null | null | 30 | 500 | 2,048 | 1 | null | null | 150.073311 | null | 154.707 | null | null | null | 19.525 | [] | null | 1 | 99 | null | flash_attn | true | true | false | joaosump | false | DFlash speculative decoding benchmark submitted by Codex after two warmup requests against llama-server /v1/chat/completions. Recorded request used temperature=0, max_tokens=500, prompt: Write a Python binary search tree implementation with insert, search, delete, and traversal methods. DFlash acceptance on recorded ru... |
external-community:cmogqkco20007l704rhj8sq83 | external-community | cmogqkco20007l704rhj8sq83 | 2026-08-10T02:44:31Z | 2026-04-27T05:07:44.546Z | 1 | Qwen/Qwen3.6-27B | main | Qwen3.6-27B | null | Qwen | 28 | null | false | llama.cpp | lucebox-hub b6ffab4a9 | cuda | Q4_K_M | RTX 3090 Ti | DISCRETE_GPU | RTX 3090 Ti | 1 | 24 | null | null | AMD Ryzen 9 9950X | null | Ubuntu 24.04 | 117 | 512 | 1,024 | 1 | null | 710 | 140.28 | null | 146.6 | null | null | null | 22 | [] | null | null | null | f16 | null | true | true | false | Skiipy | false | DFlash speculative decoding via Lucebox-Hub test_dflash binary (custom C++/CUDA on top of Luce-Org/llama.cpp@luce-dflash ggml fork). Block-diffusion draft from z-lab/Qwen3.6-27B-DFlash (BF16 safetensors, 3.46 GB, 2026-04-26 z-lab snapshot). DDTree tree-verify budget=22, chain_seed=1, fa_window=2048, KV f16. Bench: scri... |
external-community:cmogsauq70006k40418jb5vob | external-community | cmogsauq70006k40418jb5vob | 2026-08-10T02:44:31Z | 2026-04-27T05:56:20.624Z | 1 | Qwen/Qwen3.6-35B-A3B | main | Qwen3.6-35B-A3B | null | Qwen | 36 | 3 | true | llama.cpp | b1-6217b49 (CUDA) | cuda | UD-Q6_K_XL | RTX 3090 Ti | DISCRETE_GPU | RTX 3090 Ti | 2 | 24 | null | null | AMD Ryzen 9 9950X | null | Ubuntu 24.04 | 512 | 512 | 65,536 | 1 | null | 212.55 | 131.58 | null | 263.17 | null | null | null | 17 | [] | null | null | 999 | q8_0 | null | true | false | false | Skiipy | false | Qwen 3.6 35B-A3B MoE (3B active) UD-Q6_K_XL via llama-server (Unsloth Dynamic 2.0). Dual RTX 3090 (Ti slot 1 Gen4 x16 + Dell slot 2 Gen4 x4), default layer split. Bench: vllm bench serve openai-chat random 512/512 num-prompts 20 concurrency 1 --ignore-eos. TPOT 7.20 ms — MoE 3B-active sparse activation gives sharply lo... |
external-community:cmogsu1xc000mjv04iforumvd | external-community | cmogsu1xc000mjv04iforumvd | 2026-08-10T02:44:31Z | 2026-04-27T06:11:16.416Z | 1 | Qwen/Qwen3-8B | main | Qwen3-8B | Qwen/Qwen3-8B-Base | Qwen | 8 | null | false | llama.cpp | b1-6217b49 (CUDA) | cuda | Q4_K_M | RTX 3090 Ti | DISCRETE_GPU | RTX 3090 Ti | 1 | 24 | null | null | AMD Ryzen 9 9950X | null | Ubuntu 24.04 | 512 | 512 | 8,192 | 1 | null | 122.57 | 133.01 | null | 266.01 | null | null | null | 7 | [] | null | null | 999 | q8_0 | null | true | false | false | Skiipy | false | Qwen 3-8B Q4_K_M via llama-server on single RTX 3090 Ti (slot 1 Gen4 x16). Bench: vllm bench serve openai-chat random 512/512 num-prompts 20 concurrency 1 --ignore-eos. TPOT 7.29 ms, ITL 7.34 ms — 8B Q4 is HBM-bandwidth-saturated on 3090 Ti at ~135 t/s decode. KV q8_0, ngl 999, fa on, no spec decode. ~5 GB on disk, ~7 ... |
external-community:cmogt0ksa000wjv04oqlbcm4w | external-community | cmogt0ksa000wjv04oqlbcm4w | 2026-08-10T02:44:31Z | 2026-04-27T06:16:20.795Z | 1 | Qwen/Qwen3.5-9B | main | Qwen3.5-9B | Qwen/Qwen3.5-9B-Base | Qwen | 9 | null | false | llama.cpp | b1-6217b49 (CUDA) | cuda | UD-Q4_K_XL | RTX 3090 Ti | DISCRETE_GPU | RTX 3090 Ti | 1 | 24 | null | null | AMD Ryzen 9 9950X | null | Ubuntu 24.04 | 512 | 512 | 8,192 | 1 | null | 155.81 | 119.05 | null | 238.09 | null | null | null | 8 | [] | null | null | 999 | q8_0 | null | true | false | false | Skiipy | false | Qwen 3.5-9B unsloth Dynamic 2.0 UD-Q4_K_XL via llama-server on single RTX 3090 Ti (slot 1 Gen4 x16). Bench: vllm bench serve openai-chat random 512/512 num-prompts 20 concurrency 1 --ignore-eos. TPOT 8.11 ms. KV q8_0, ngl 999, fa on, no spec decode. ~6 GB on disk (5.96 GB), ~8 GB peak VRAM. Model is from Qwen 3.5 Small... |
external-community:cmoh6rfig000mju04hf34f6re | external-community | cmoh6rfig000mju04hf34f6re | 2026-08-10T02:44:31Z | 2026-04-27T12:41:08.681Z | 1 | Brooooooklyn/Qwen3.6-35B-A3B-UD-Q8_K_XL-mlx | 3f8ff65551b3bfda2d8ccfadc091bab9ce066905 | Qwen3.6-35B-A3B-UD-Q8_K_XL-mlx | Qwen/Qwen3.6-35B-A3B | Qwen | 35 | 3 | true | mlx | @mlx-node/lm 0.0.7 | metal | Q8_K_XL | M4 Max | UNIFIED | null | 1 | null | 64 | null | Apple M4 Max 16-core CPU / 40-core GPU | null | macOS 26.4 build 25E246 | 0 | 512 | 262,144 | 1 | null | 105.75 | 83.353 | null | null | null | null | null | 22 | [] | null | null | null | null | null | null | false | false | shikhar | false | Automated local benchmark on Mac Studio. Runner: Node v25.9.0 + @mlx-node/lm 0.0.7. Command was run from ~/mlx-node-qwen36-test. Submitted tokSOut/ttftMs use warm runs 2-3 average; run 1 is included below as post-load warmup. Raw output: run=1 ttft_ms=1572.6 elapsed_s=7.419 tokens=509 tok_s=68.608; run=2 ttft_ms=118.8 ... |
external-community:cmoh721ve000kla04zc0ki9gs | external-community | cmoh721ve000kla04zc0ki9gs | 2026-08-10T02:44:31Z | 2026-04-27T12:49:24.218Z | 1 | unsloth/Qwen3.6-35B-A3B | main | Qwen3.6-35B-A3B | Qwen/Qwen3.6-35B-A3B | Qwen | 36 | null | false | llama.cpp | b8778 | rocm | Q3_K_XL | RX 7900 XTX | DISCRETE_GPU | RX 7900 XTX | 1 | 24 | null | null | null | null | null | 512 | 128 | 640 | 1 | null | null | 104.53 | null | null | null | null | null | 15.68 | [] | null | null | null | q8_0 | null | true | false | false | itgoatee | false | llama-bench on ROCm (hip-radeon); tg128 metric; b/ub 1024; q8_0/q8_0 KV; all-GPU no -ot needed (15.68 GiB fits 24 GB VRAM); gen flat 104-106 t/s tg128-tg2048; b/ub 1024 wins prefill over b/ub 512 (pp4096: 3035 vs 2353); b/ub 2048 catastrophic cliff (pp4096=653, -78%) |
external-community:cmohdd82h000okw04we7c4ggp | external-community | cmohdd82h000okw04we7c4ggp | 2026-08-10T02:44:31Z | 2026-04-27T15:46:03.161Z | 1 | llmfan46/Qwen3.6-35B-A3B-uncensored-heretic | main | Qwen3.6-35B-A3B-uncensored-heretic | Qwen/Qwen3.6-35B-A3B | Qwen | 36 | 3 | true | llama.cpp | b8931 | cuda | Q3_K_M | RTX 4090 | DISCRETE_GPU | RTX 4090 | 1 | 24 | null | null | Intel Core Ultra 9 285K | null | Fedora 43 | 0 | 512 | 8,192 | 1 | null | 183.04 | 164.09 | null | null | null | null | null | null | [] | null | null | 999 | q8_0 | null | true | false | false | Bradarr | false | Median of 3 runs (164.09, 166.02, 163.92 tok/s). Thinking disabled for pure decode benchmark. Router-based multi-model setup via llama-b8931 models.ini. Heretic v1.2.0 uncensored finetune. |
external-community:cmohdl6vt000wkw04nd6tci35 | external-community | cmohdl6vt000wkw04nd6tci35 | 2026-08-10T02:44:31Z | 2026-04-27T15:52:14.873Z | 1 | Qwen/Qwen3.6-35B-A3B | main | Qwen3.6-35B-A3B | null | Qwen | 36 | 3 | true | llama.cpp | b8931 | cuda | Q3_K_P | RTX 4090 | DISCRETE_GPU | RTX 4090 | 1 | 24 | null | null | Intel Core Ultra 9 285K | null | Fedora 43 | 0 | 512 | 8,192 | 1 | null | 174.91 | 157.72 | null | null | null | null | null | null | [] | null | null | 999 | q8_0 | null | true | false | false | Bradarr | false | HauhauCS Aggressive uncensored finetune (GGUF-only repo, submitted under base model). Median of 3 runs (165.26, 157.72, 157.66). Thinking disabled. Router-based llama-b8931. |
external-community:cmohdrtfo000hkw04cjyedef1 | external-community | cmohdrtfo000hkw04cjyedef1 | 2026-08-10T02:44:31Z | 2026-04-27T15:57:24.037Z | 1 | Qwen/Qwen3.6-35B-A3B | main | Qwen3.6-35B-A3B | null | Qwen | 36 | 3 | true | llama.cpp | b8931 | cuda | Q3_K_P | RTX 4090 | DISCRETE_GPU | RTX 4090 | 1 | 24 | null | null | Intel Core Ultra 9 285K | null | Fedora 43 | 0 | 512 | 8,192 | 1 | null | 174.91 | 157.72 | null | null | null | null | null | null | [] | null | null | 999 | q8_0 | null | true | false | false | Bradarr | false | HauhauCS Aggressive uncensored finetune (GGUF-only repo, submitted under base model). Median of 3 runs (165.26, 157.72, 157.66). Thinking disabled. Router-based llama-b8931. |
external-community:cmohe2eo50019kw04s0yxiow1 | external-community | cmohe2eo50019kw04s0yxiow1 | 2026-08-10T02:44:31Z | 2026-04-27T16:05:38.118Z | 1 | Qwen/Qwen3.6-27B | main | Qwen3.6-27B | null | Qwen | 28 | null | false | llama.cpp | b8931 | cuda | Q4_K_P | RTX 4090 | DISCRETE_GPU | RTX 4090 | 1 | 24 | null | null | Intel Core Ultra 9 285K | null | Fedora 43 | 0 | 512 | 8,192 | 1 | null | 151.22 | 42.7 | null | null | null | null | null | null | [] | null | null | 999 | q8_0 | null | true | false | false | Bradarr | false | HauhauCS Aggressive uncensored finetune (GGUF-only repo, submitted under base model). Median of 3 runs (42.84, 42.42, 42.70). Thinking disabled. Router-based llama-b8931. |
external-community:cmohe99tn0015js04kxz8g21x | external-community | cmohe99tn0015js04kxz8g21x | 2026-08-10T02:44:31Z | 2026-04-27T16:10:58.427Z | 1 | unsloth/Qwen3.6-27B | main | Qwen3.6-27B | Qwen/Qwen3.6-27B | Qwen | 28 | null | false | llama.cpp | b8931 | cuda | Q3_K_XL | RTX 4090 | DISCRETE_GPU | RTX 4090 | 1 | 24 | null | null | Intel Core Ultra 9 285K | null | Fedora 43 | 0 | 512 | 8,192 | 1 | null | 162.51 | 49.37 | null | null | null | null | null | null | [] | null | null | 999 | q8_0 | null | true | false | false | Bradarr | false | unsloth UD dynamic quant. Median of 3 runs (49.37, 49.00, 49.40). Thinking disabled. Router-based llama-b8931. |
external-community:cmohg8foe001hkw048rd58ig8 | external-community | cmohg8foe001hkw048rd58ig8 | 2026-08-10T02:44:31Z | 2026-04-27T17:06:18.590Z | 1 | TurbulenceDeterministe/Carnice-9b-W8A16-AWQ | main | Carnice-9b-W8A16-AWQ | kai-os/Carnice-9b | Qwen | 9 | null | false | vllm | null | null | AWQ | RTX 3090 | DISCRETE_GPU | RTX 3090 | 2 | 24 | null | null | AMD EPYC 7543 | null | Ubuntu 24.04 | 1,024 | 256 | 2,048 | 1 | null | 216 | 114.26 | null | 571.31 | null | null | null | 22.7 | [] | null | null | null | null | null | null | false | false | TurbulenceDeterministe | false | Single-user throughput. concurrency=1, 50 prompts, 1024 in/256 out tokens. Mean TPOT 7.88ms, median TTFT 219ms, P99 TTFT 222ms. Served via llama-swap proxy. Peak output tok/s: 128. |
external-community:cmohkdafg000nl704l43fxf7j | external-community | cmohkdafg000nl704l43fxf7j | 2026-08-10T02:44:31Z | 2026-04-27T19:02:03.532Z | 1 | unsloth/Qwen3.6-27B | main | Qwen3.6-27B | Qwen/Qwen3.6-27B | Qwen | 28 | null | false | llama.cpp | buun-llama-cpp b8959-7343d30c6 | cuda | UD-Q4_K_XL | RTX 3090 Ti | DISCRETE_GPU | RTX 3090 Ti | 1 | 24 | null | null | null | null | null | 30 | 499 | 4,096 | 1 | null | 67.56 | 155.9375 | null | 165.3125 | null | null | null | 18.4 | [] | null | 1 | 99 | null | flash_attn | true | true | false | Skiipy | false | DFlash speculative decoding bench reproducing joaosump's methodology: 2 warmup requests + recorded request against llama-server /v1/chat/completions. Recorded request used temperature=0, max_tokens=500, prompt: Write a Python binary search tree implementation with insert, search, delete, and traversal methods. DFlash a... |
external-community:cmohodksg000ejp04g9tofth9 | external-community | cmohodksg000ejp04g9tofth9 | 2026-08-10T02:44:31Z | 2026-04-27T20:54:15.425Z | 1 | Qwen/Qwen3.6-35B-A3B | main | Qwen3.6-35B-A3B | null | Qwen | 36 | 3 | true | ollama | null | null | Q4_K_M | RTX 5090 | DISCRETE_GPU | RTX 5090 | 1 | 32 | null | null | Ryzen | null | null | 535 | 402 | 32,768 | 1 | null | 0.5 | 175.8 | null | null | null | null | null | 26.1 | [] | null | null | 99 | null | null | true | false | false | rubysuelocal-rgb | false | null |
external-community:cmoiu2lfb0012l804luvjy1m2 | external-community | cmoiu2lfb0012l804luvjy1m2 | 2026-08-10T02:44:31Z | 2026-04-28T16:21:26.904Z | 1 | sakamakismile/Huihui-Qwen3.6-27B-abliterated-NVFP4-MTP | main | Huihui-Qwen3.6-27B-abliterated-NVFP4-MTP | huihui-ai/Huihui-Qwen3.6-27B-abliterated | Qwen | 27 | null | false | vllm | null | null | NVFP4 | RTX 5090 | DISCRETE_GPU | RTX 5090 | 1 | 32 | null | null | Ryzen 7 3700X | null | Ubuntu 24.04 | 97,100 | 1,000 | 131,072 | 1 | null | 115 | 97.5 | null | null | null | null | null | 32 | [] | null | null | null | null | null | null | false | false | rohit | false | MTP active (num_speculative_tokens=3). Abliterated model. KV cache dtype: fp8. --enable-chunked-prefill enabled. GPU power capped at 450W. Max model length: 131072. |
external-community:cmoj30q1i000al704r6kdoz7d | external-community | cmoj30q1i000al704r6kdoz7d | 2026-08-10T02:44:31Z | 2026-04-28T20:31:56.118Z | 1 | unsloth/Qwen3.6-27B | main | Qwen3.6-27B | Qwen/Qwen3.6-27B | Qwen | 28 | null | false | lmstudio | null | metal | Q4_K_M | M4 Max | UNIFIED | null | 1 | null | 48 | null | null | null | 26.1 | 43 | 700 | 4,096 | 1 | null | 0.83 | 21.84 | null | null | null | null | null | null | [] | null | null | 64 | null | null | true | false | false | KovD3v | false | null |
external-community:cmok73fys000dl1040u12pav9 | external-community | cmok73fys000dl1040u12pav9 | 2026-08-10T02:44:31Z | 2026-04-29T15:13:47.668Z | 1 | Qwen/Qwen3.6-27B | main | Qwen3.6-27B | null | Qwen | 28 | null | false | llama.cpp | b8963 | cuda | IQ4_NL | RTX 4090 | DISCRETE_GPU | RTX 4090 | 1 | 24 | null | null | Intel Core Ultra 9 285K | null | Fedora 43 | 252 | 1,024 | 98,304 | 1 | null | 850 | 44.2 | null | 55.1 | null | null | null | null | [] | null | null | 99 | q8_0 | null | true | false | false | YourHighnessLA | false | Automated benchmark. 252-token prompt + 1024 output tokens. RTX 4090 (24GB), Ryzen 7 7800X3D, WSL2. |
external-community:cmokpfzeh0007l104s2fb4qm9 | external-community | cmokpfzeh0007l104s2fb4qm9 | 2026-08-10T02:44:31Z | 2026-04-29T23:47:25.817Z | 1 | sakamakismile/Qwen3.6-27B-Text-NVFP4-MTP | main | Qwen3.6-27B-Text-NVFP4-MTP | Qwen/Qwen3.6-27B | Qwen | 17 | null | false | vllm | 0.20.0 | cuda | NVFP4 | RTX 5090 | DISCRETE_GPU | RTX 5090 | 1 | 32 | null | null | Ryzen 7 3700X | null | Ubuntu 24.04 | 512 | 512 | 114,688 | 1 | null | 82.99 | 101.87 | null | 203.74 | null | null | null | 30 | [] | null | null | null | bf16 | null | true | true | false | Skiipy | false | Single RTX 5090 ROG Astral OC (Blackwell GB202, sm_120a), NVFP4 modelopt 0.43.0 checkpoint with MTP head restored in bf16. vLLM 0.20.0 + flashinfer-python 0.6.8.post1 + flashinfer-cubin 0.6.8.post1 + torch 2.11.0 + CUDA toolkit 12.9. MTP n=3 acceptance 60.20% (per-position 74.27/59.13/47.19), accept length 2.81. bf16 K... |
external-community:cmokq33sw0004ks0413sul32a | external-community | cmokq33sw0004ks0413sul32a | 2026-08-10T02:44:31Z | 2026-04-30T00:05:24.608Z | 1 | z-lab/Qwen3.6-27B-DFlash | main | Qwen3.6-27B-DFlash | null | Qwen | 2 | null | false | llama.cpp | lucebox-hub b6ffab4a9 (sm_120 rebuild) | cuda | Q4_K_M | RTX 5090 | DISCRETE_GPU | RTX 5090 | 1 | 32 | null | null | Ryzen 7 3700X | null | Ubuntu 24.04 | 117 | 512 | 1,024 | 1 | null | 470 | 215.43 | null | 225.13 | null | null | null | 23 | [] | null | null | null | f16 | null | true | true | false | Skiipy | false | DFlash speculative decoding via Lucebox-Hub test_dflash binary on RTX 5090 ROG Astral OC (Blackwell GB202). Same bench methodology as prior #19 submission (3090 Ti, 140.28 t/s mean) — scripts/bench_he.py --n-gen 512 --ddtree-budget 22 over 10 HumanEval prompts, single-stream batch=1. 5090 result: mean 215.43 t/s (range... |
external-community:cmolpeunj000el2045o540qlc | external-community | cmolpeunj000el2045o540qlc | 2026-08-10T02:44:31Z | 2026-04-30T16:34:19.184Z | 1 | Qwen/Qwen3.6-35B-A3B | main | Qwen3.6-35B-A3B | null | Qwen | 36 | 3 | true | llama.cpp | b8986 | cuda | IQ3_XXS | RTX 5080 | DISCRETE_GPU | RTX 5080 | 1 | 16 | null | null | null | null | Debian 13.4 (WSL2) | 512 | 512 | 131,072 | 1 | null | null | 150.6 | null | 1,026.4 | null | null | null | 14.2 | [] | null | null | 99 | null | null | true | false | false | leftcurvedev | false | OS/Screen already take 0.8-1.2GB VRAM
Total usage with everything (model + OS): ~15.2GB
|
external-community:cmolvxd82000alb04jarmcutc | external-community | cmolvxd82000alb04jarmcutc | 2026-08-10T02:44:31Z | 2026-04-30T19:36:40.754Z | 1 | Qwen/Qwen3.6-27B | main | Qwen3.6-27B | null | Qwen | 28 | null | false | llama.cpp | b8818-b572d1ecd | cuda | Q4_K_M | RTX 4090 | DISCRETE_GPU | RTX 4090 | 1 | 24 | null | null | Intel Core Ultra 9 285K | null | Fedora 43 | 512 | 512 | 90,200 | 2,048 | null | 409 | 46.64 | null | 45.31 | null | null | null | 18.3 | [] | null | null | 99 | q8_0 | null | true | false | false | adybag14-cyber | false | RTX 4090 24GB, WSL2, CUDA toolkit 12.8, Windows NVIDIA driver 591.59. llama.cpp build b8818-b572d1ecd, CUDA arch 89. Command used -ngl 99 -c 90200 -b 2048 -ub 512 --flash-attn on --cache-type-k q8_0 --cache-type-v q8_0 -np 1 --jinja --no-mmap. Model fully offloaded: 65/65 layers. |
external-community:cmolw295o000tju04uiwr820b | external-community | cmolw295o000tju04uiwr820b | 2026-08-10T02:44:31Z | 2026-04-30T19:40:28.764Z | 1 | Qwen/Qwen3.6-35B-A3B | main | Qwen3.6-35B-A3B | null | Qwen | 36 | 3 | true | llama.cpp | null | rocm | IQ4_XS | RX 7900 XTX | DISCRETE_GPU | RX 7900 XTX | 1 | 24 | null | null | null | null | null | 512 | 512 | 2,048 | 4,096 | null | 59 | 85.6 | null | null | null | null | null | null | [] | null | null | 99 | null | null | true | false | false | veladan | false | null |
external-community:cmonueb7t0002kv04rhpfu8jb | external-community | cmonueb7t0002kv04rhpfu8jb | 2026-08-10T02:44:31Z | 2026-05-02T04:29:24.426Z | 1 | Qwen/Qwen3.5-9B | main | Qwen3.5-9B | Qwen/Qwen3.5-9B-Base | Qwen | 9 | null | false | llama.cpp | null | cuda | Q8_0 | RTX 3080 Ti | DISCRETE_GPU | RTX 3080 Ti | 1 | 12 | null | null | N/A | null | Linux | 0 | 0 | 250,000 | 1 | null | 164,149.51 | 15.36 | null | null | null | null | null | null | [] | null | null | null | null | null | null | false | false | aam2bench | false | Benchmarked Unsloth/Qwen3.5-9B-Q8_0.gguf with tg32 test at d250000 context on RTX 3080 Ti. Achieved 15.36 t/s with 16.00 peak t/s. |
external-community:cmonuslgg0008kv046wdb0suf | external-community | cmonuslgg0008kv046wdb0suf | 2026-08-10T02:44:31Z | 2026-05-02T04:40:30.880Z | 1 | unsloth/Qwen3.6-35B-A3B | main | Qwen3.6-35B-A3B | Qwen/Qwen3.6-35B-A3B | Qwen | 36 | null | false | llama.cpp | 27aef3dd9 | cuda | Q4_K_M | RTX 4070 | DISCRETE_GPU | RTX 4070 | 1 | 12 | null | null | null | null | Ubuntu 22.04 | 216 | 512 | 2,048 | 1 | null | 68 | 54.5 | null | 53 | null | null | null | null | [] | null | null | null | null | null | null | false | false | iam-shanmukha | false | null |
external-community:cmonv2bj40001ju04qxmz2wg4 | external-community | cmonv2bj40001ju04qxmz2wg4 | 2026-08-10T02:44:31Z | 2026-05-02T04:48:04.576Z | 1 | unsloth/Qwen3.6-35B-A3B | main | Qwen3.6-35B-A3B | Qwen/Qwen3.6-35B-A3B | Qwen | 36 | null | false | llama.cpp | 27aef3dd9 | cuda | Q4_K_M | RTX 4070 | DISCRETE_GPU | RTX 4070 | 1 | 12 | null | null | null | null | Ubuntu 22.04 | 216 | 512 | 131,072 | 1 | null | 68 | 54.5 | null | 53 | null | null | null | null | [] | null | null | null | null | null | null | false | false | iam-shanmukha | false | null |
external-community:cmonvhnkb0006js046k76k13h | external-community | cmonvhnkb0006js046k76k13h | 2026-08-10T02:44:31Z | 2026-05-02T05:00:00.012Z | 1 | unsloth/Qwen3.6-35B-A3B | main | Qwen3.6-35B-A3B | Qwen/Qwen3.6-35B-A3B | Qwen | 36 | null | false | llama.cpp | 27aef3dd9 | cuda | Q4_K_M | RTX 4070 | DISCRETE_GPU | RTX 4070 | 1 | 12 | null | null | null | null | Ubuntu 22.04 | 1,821 | 465 | 131,072 | 1 | null | 50 | 60.2 | null | 284.2 | null | null | null | 11.6 | [] | null | null | null | null | null | null | false | false | iam-shanmukha | false | null |
external-community:cmonvuxv80009jo04pp8xddmv | external-community | cmonvuxv80009jo04pp8xddmv | 2026-08-10T02:44:31Z | 2026-05-02T05:10:19.893Z | 1 | unsloth/Qwen3.6-35B-A3B | main | Qwen3.6-35B-A3B | Qwen/Qwen3.6-35B-A3B | Qwen | 36 | null | false | llama.cpp | 27aef3dd9 | cuda | Q4_K_M | RTX 4070 | DISCRETE_GPU | RTX 4070 | 1 | 12 | null | null | null | null | Ubuntu 22.04 | 140 | 4,083 | 131,072 | 1 | null | 11,784 | 62.1 | null | 56.1 | null | null | null | null | [] | null | null | null | null | null | null | false | false | iam-shanmukha | false | null |
external-community:cmoonkblc002jl104uwnna2b5 | external-community | cmoonkblc002jl104uwnna2b5 | 2026-08-10T02:44:31Z | 2026-05-02T18:05:53.712Z | 1 | google/gemma-4-E2B-it | main | gemma-4-E2B-it | google/gemma-4-E2B | Gemma | 5 | null | false | llama.cpp | null | cpu | Q4_K_M | Qualcomm Snapdragon 888 ARM64 | CPU_ONLY | null | 1 | null | null | null | Qualcomm Snapdragon 888 ARM64 | null | Android | 30 | 1,306 | 1,306 | 1 | null | 10,000 | 6.2 | null | 6.2 | null | null | null | 6 | [] | null | null | null | null | null | null | false | false | Kylej572 | false | null |
external-community:cmopjebwz0004ky04xsxdihvn | external-community | cmopjebwz0004ky04xsxdihvn | 2026-08-10T02:44:31Z | 2026-05-03T08:57:01.907Z | 1 | unsloth/Qwen3.6-27B | main | Qwen3.6-27B | Qwen/Qwen3.6-27B | Qwen | 28 | null | false | llama.cpp | b8931 | cuda | Q4_K_XL | RTX 5090 | DISCRETE_GPU | RTX 5090 | 1 | 32 | null | null | Ryzen | null | null | 1,670 | 514 | 200,192 | 2,048 | null | null | 57.45 | null | null | null | null | null | 26.358 | [] | null | null | 999 | q8_0 | null | true | false | false | sugattor | false | null |
external-community:cmoqakz2k0004kw04w7793b7v | external-community | cmoqakz2k0004kw04w7793b7v | 2026-08-10T02:44:31Z | 2026-05-03T21:38:01.484Z | 1 | nvidia/NVIDIA-Nemotron-3-Nano-30B-A3B-BF16 | main | NVIDIA-Nemotron-3-Nano-30B-A3B-BF16 | null | null | 32 | 3 | true | ollama | null | cuda | Q4_K_M | RTX 5090 | DISCRETE_GPU | RTX 5090 | 1 | 32 | null | null | Ryzen | null | null | 512 | 512 | 800 | 1 | null | 200 | 285.6 | null | null | null | null | null | null | [] | null | null | null | null | null | null | false | false | Kylej572 | false | null |
external-community:cmoqt7a830006k104or79bpw7 | external-community | cmoqt7a830006k104or79bpw7 | 2026-08-10T02:44:31Z | 2026-05-04T06:19:15.459Z | 1 | dealignai/MiniMax-M2.7-JANGTQ-CRACK | main | MiniMax-M2.7-JANGTQ-CRACK | MiniMaxAI/MiniMax-M2.7 | Minimax | 15 | null | true | mlx | null | null | JANGTQ | M4 Max | UNIFIED | null | 1 | null | 128 | null | null | null | null | 0 | 0 | 2,048 | 1 | null | null | 31 | null | 77 | null | null | null | null | [] | null | null | null | null | null | null | false | false | hornsan1 | false | Median across 168-task vera-eval suite. Generation-only (tokSOut) median 30.80, peak 41.3. End-to-end (tokSTotal) median 76.92. JANGTQ mixed: routed experts 2-bit, attn/shared/embed/lm_head 8-bit. 230B/10B-active MoE. Custom single-worker mlx_lm server (port 8092), temp>=0.7 required. |
external-community:cmoqtkf5e0006ky04t9q5a2fs | external-community | cmoqtkf5e0006ky04t9q5a2fs | 2026-08-10T02:44:31Z | 2026-05-04T06:29:28.371Z | 1 | unsloth/Qwen3.6-27B-UD-MLX-6bit | main | Qwen3.6-27B-UD-MLX-6bit | Qwen/Qwen3.6-27B | Qwen | 11 | null | false | mlx | null | null | 6bit | M4 Max | UNIFIED | null | 1 | null | 128 | null | null | null | null | 0 | 0 | 2,048 | 1 | null | null | 13 | null | 13 | null | null | null | 60.27 | [] | null | null | null | null | null | null | false | false | hornsan1 | false | Median across 169-task vera-eval suite (A grade, 1359.5/1580 — highest-quality dense 27B run). Peak 19.2 tok/s. Unsloth UD (Ultra Dense) 6-bit MLX quant via mlx_vlm.server. |
external-community:cmoqtxiun000gky047ofznawj | external-community | cmoqtxiun000gky047ofznawj | 2026-08-10T02:44:31Z | 2026-05-04T06:39:39.695Z | 1 | prism-ml/Ternary-Bonsai-8B-mlx-2bit | main | Ternary-Bonsai-8B-mlx-2bit | prism-ml/Ternary-Bonsai-8B-unpacked | Qwen | 1 | null | false | mlx | null | null | 2bit-ternary | M4 Max | UNIFIED | null | 1 | null | 128 | null | null | null | null | 0 | 0 | 2,048 | 1 | null | 250 | 135 | 1,100 | null | null | null | null | null | [] | null | null | null | null | null | null | false | false | hornsan1 | false | Manual decode bench: 125-135 tok/s steady (peak 135), sustained 4k generation at 124 tok/s with no degradation. Prefill 1.1k tok/s for long contexts. TTFT 150-360 ms. Long-context 16k: ~13.5s prefill then 125 tok/s decode. Ternary 2-bit MLX quant via mlx_vlm.server. vera-eval: B grade 1244.5/1580. |
external-community:cmotxm0840048qy01oxhgwwt2 | external-community | cmotxm0840048qy01oxhgwwt2 | 2026-08-10T02:44:31Z | 2026-05-06T10:45:59.332Z | 1 | sakamakismile/Huihui-Qwen3.6-27B-abliterated-NVFP4-MTP | main | Huihui-Qwen3.6-27B-abliterated-NVFP4-MTP | huihui-ai/Huihui-Qwen3.6-27B-abliterated | Qwen | 27 | null | false | vllm | 0.19.2rc1.dev134+gfe9c3d6c5 | cuda | NVFP4 | RTX 5090 | DISCRETE_GPU | RTX 5090 | 1 | 32 | null | null | Ryzen 7 3700X | null | Ubuntu 24.04 | 8,379 | 200 | 8,379 | 1 | null | 766 | 105.3 | 10,940 | null | null | null | null | 32 | [] | null | null | null | fp8 | null | null | true | true | rohit | false | Cold benchmark (May 6, 2026). 8K context (8379 prompt tokens → 200 output). Pure gen speed: 105.3 tok/s (temp=0, greedy decode). Prefill throughput: 10940 tok/s. MTP speculative decoding active (num_speculative_tokens=3). Abliterated model. FP8 KV cache, --enable-chunked-prefill, --enable-prefix-caching. GPU power capp... |
external-community:cmoty3p3z004fqy01duetlmcs | external-community | cmoty3p3z004fqy01duetlmcs | 2026-08-10T02:44:31Z | 2026-05-06T10:59:44.736Z | 1 | sakamakismile/Huihui-Qwen3.6-27B-abliterated-NVFP4-MTP | main | Huihui-Qwen3.6-27B-abliterated-NVFP4-MTP | huihui-ai/Huihui-Qwen3.6-27B-abliterated | Qwen | 27 | null | false | vllm | 0.19.2rc1.dev134+gfe9c3d6c5 | cuda | NVFP4 | RTX 5090 | DISCRETE_GPU | RTX 5090 | 1 | 32 | null | null | Ryzen 7 3700X | null | Ubuntu 24.04 | 68,360 | 200 | 68,360 | 1 | null | 12,162 | 100.1 | 5,621 | null | null | null | null | 32 | [] | null | null | null | fp8_e4m3 | null | null | true | true | rohit | false | Cold benchmark (May 6, 2026). ~32K context (68360 prompt tokens → 200 output). Pure gen speed: 100.1 tok/s (temp=0, greedy decode). Prefill throughput: 5621 tok/s. TTFT: 12.16s. MTP speculative decoding active (num_speculative_tokens=3). Abliterated model. FP8 KV cache (fp8_e4m3). --enable-chunked-prefill, --enable-pre... |
external-community:cmovnbp8k006mp101kw5l5jir | external-community | cmovnbp8k006mp101kw5l5jir | 2026-08-10T02:44:31Z | 2026-05-07T15:33:34.724Z | 1 | Qwen/Qwen3.6-35B-A3B | main | Qwen3.6-35B-A3B | null | Qwen | 36 | 3 | true | vllm | 0.19.2rc1.dev220+g7b1bc0a3e | cuda | INT4 | RTX 3090 | DISCRETE_GPU | RTX 3090 | 2 | 24 | null | null | AMD EPYC 7543 | null | Ubuntu 24.04 | 13 | 981 | 32,768 | 1 | null | 136 | 155.57 | null | null | null | null | null | 21.4 | [] | null | 2 | null | fp16 | flash_attn | null | false | false | Mattsav | false | Qwen3.6 35B-A3B INT4 AutoRound using the current available Intel/Qwen3.6-35B-A3B-int4-mixed-AutoRound artifact cached locally. Docker vLLM nightly was faster than the local vLLM 0.19.0 env. Bench: 800-word essay prompt, streaming chat completions, max_tokens=1000, temperature=0.6, top_p=0.95, enable_thinking=false, one... |
external-community:cmovrgyqg009yp101i5t9x0fe | external-community | cmovrgyqg009yp101i5t9x0fe | 2026-08-10T02:44:31Z | 2026-05-07T17:29:38.777Z | 1 | Qwen/Qwen3.6-35B-A3B | main | Qwen3.6-35B-A3B | null | Qwen | 36 | 3 | true | vllm | 0.19.2rc1.dev220+g7b1bc0a3e | cuda | INT4 | RTX 3090 | DISCRETE_GPU | RTX 3090 | 2 | 24 | null | null | AMD EPYC 7543 | null | Ubuntu 24.04 | 13 | 993 | 32,768 | 1 | null | 120 | 167.75 | null | null | null | null | null | 21.3 | [] | null | 2 | null | fp16 | flash_attn | null | false | false | Mattsav | false | Qwen3.6 35B-A3B INT4 AutoRound using public non-mixed mirror abhinand/Qwen3.6-35B-A3B-int4-AutoRound after Intel/Qwen3.6-35B-A3B-int4-AutoRound was unavailable/gated. Docker vLLM nightly TP=2 on GPUs 4-5. Bench: 800-word essay prompt, streaming chat completions, max_tokens=1000, temperature=0.6, top_p=0.95, enable_thin... |
external-community:cmovrue8s00ajp101j30t2qku | external-community | cmovrue8s00ajp101j30t2qku | 2026-08-10T02:44:31Z | 2026-05-07T17:40:05.405Z | 1 | google/gemma-4-E2B-it | main | gemma-4-E2B-it | google/gemma-4-E2B | Gemma | 5 | null | false | llama.cpp | b9033 | cpu | Q4_K_M | Intel R Core TM Ultra 7 155H | CPU_ONLY | null | 1 | null | null | null | Intel(R) Core(TM) Ultra 7 155H | null | Windows 11 Home (build 26200) | 256 | 128 | 2,048 | 1 | null | null | 27.61 | 171.81 | null | null | null | null | null | [] | null | null | null | null | null | null | false | false | dpenev98 | false | Sequential single-benchmark run on Lenovo ThinkPad E16, model 21MA003QBM with Intel(R) Core(TM) Ultra 7 155H, 32 GB RAM, and Windows 11 Home (build 26200). Fixed profile: p=256, n=128, r=3, t=16, b=256, ub=256, ctk=?, ctv=?, mmp=?. Final baseline runs were taken in Windows max-performance mode. CPU baseline for gemma-4... |
external-community:cmovs0uhg00aup1014kmit9lr | external-community | cmovs0uhg00aup1014kmit9lr | 2026-08-10T02:44:31Z | 2026-05-07T17:45:06.389Z | 1 | Qwen/Qwen3.5-4B | main | Qwen3.5-4B | Qwen/Qwen3.5-4B-Base | Qwen | 4 | null | false | llama.cpp | b9033 | cpu | Q4_K_M | Intel R Core TM Ultra 7 155H | CPU_ONLY | null | 1 | null | null | null | Intel(R) Core(TM) Ultra 7 155H | null | Windows 11 Home (build 26200) | 256 | 128 | 2,048 | 1 | null | null | 14.55 | 55.49 | null | null | null | null | null | [] | null | null | null | null | null | null | false | false | dpenev98 | false | Sequential single-benchmark run on a Lenovo ThinkPad E16 (21MA003QBM) with Intel Core Ultra 7 155H, 32 GB RAM, and Windows 11 Home build 26200. Fixed profile: p=256, n=128, r=3, t=16, b=256, ub=256, ctk=q8_0, ctv=f16, mmp=0. Final baseline runs were taken in Windows max-performance mode. CPU result for the winning Qwen... |
external-community:cmovs7b6m00bbp101pr3fb0nn | external-community | cmovs7b6m00bbp101pr3fb0nn | 2026-08-10T02:44:31Z | 2026-05-07T17:50:07.966Z | 1 | Qwen/Qwen3.5-9B | main | Qwen3.5-9B | Qwen/Qwen3.5-9B-Base | Qwen | 9 | null | false | llama.cpp | b9033 | cpu | Q4_K_M | Intel R Core TM Ultra 7 155H | CPU_ONLY | null | 1 | null | null | null | Intel(R) Core(TM) Ultra 7 155H | null | Windows 11 Home (build 26200) | 256 | 128 | 2,048 | 1 | null | null | 8.45 | 29.15 | null | null | null | null | null | [] | null | null | null | null | null | null | false | false | dpenev98 | false | Sequential single-benchmark run on a Lenovo ThinkPad E16 (21MA003QBM) with Intel Core Ultra 7 155H, 32 GB RAM, and Windows 11 Home build 26200. Fixed profile: p=256, n=128, r=3, t=16, b=256, ub=256, ctk=q8_0, ctv=f16, mmp=0. Final baseline runs were taken in Windows max-performance mode. CPU result for the winning Qwen... |
external-community:cmovsdrrh00bup101f3th6aqx | external-community | cmovsdrrh00bup101f3th6aqx | 2026-08-10T02:44:31Z | 2026-05-07T17:55:09.390Z | 1 | Qwen/Qwen3.6-35B-A3B | main | Qwen3.6-35B-A3B | null | Qwen | 36 | 3 | true | llama.cpp | b9033 | cpu | UD-Q3_K_M | Intel R Core TM Ultra 7 155H | CPU_ONLY | null | 1 | null | null | null | Intel(R) Core(TM) Ultra 7 155H | null | Windows 11 Home (build 26200) | 256 | 128 | 2,048 | 1 | null | null | 13.36 | 35.79 | null | null | null | null | null | [] | null | null | null | null | null | null | false | false | dpenev98 | false | Sequential single-benchmark run on a Lenovo ThinkPad E16 (21MA003QBM) with Intel Core Ultra 7 155H, 32 GB RAM, and Windows 11 Home build 26200. Fixed profile: p=256, n=128, r=3, t=16, b=256, ub=256, ctk=q8_0, ctv=f16, mmp=0. Final baseline runs were taken in Windows max-performance mode. Best overall backend for this Q... |
external-community:cmp04pw1700f5lo01843tbmjh | external-community | cmp04pw1700f5lo01843tbmjh | 2026-08-10T02:44:31Z | 2026-05-10T18:51:34.891Z | 1 | Qwen/Qwen3.6-27B | main | Qwen3.6-27B | null | Qwen | 28 | null | false | vllm | 0.20.1 | cuda | NVFP4 | RTX 5090 | DISCRETE_GPU | RTX 5090 | 1 | 32 | null | null | Ryzen 7 3700X | null | Ubuntu 24.04 | 17 | 1,024 | 243,040 | 1 | null | null | 55.4 | 7,457.1 | 56.3 | null | null | null | 28.3 | [] | null | 1 | null | fp8_e4m3 | null | true | false | false | slow4cyl | false | Qwen3.6-27B-NVFP4 via vLLM 0.20.1 in Docker (WSL2). Compressed-tensors quantization, FP8 KV cache, RTX 5090 32GB. Reasoning model — output via reasoning delta. Prefill: 512 tokens in 0.068s. Decode: 1024 tokens in 18.48s. |
external-community:cmp0ivytq00otlo01ltt7r5vh | external-community | cmp0ivytq00otlo01ltt7r5vh | 2026-08-10T02:44:31Z | 2026-05-11T01:28:13.070Z | 1 | Qwen/Qwen3.6-35B-A3B | main | Qwen3.6-35B-A3B | null | Qwen | 36 | 3 | true | vllm | 0.20.2 | cuda | NVFP4 | RTX 5090 | DISCRETE_GPU | RTX 5090 | 1 | 32 | null | null | Ryzen 7 3700X | null | Ubuntu 24.04 | 5 | 512 | 262,144 | 1 | null | 24 | 170.1 | 10,828.7 | 171.7 | null | null | null | 30.2 | [] | null | 1 | null | null | null | null | false | false | slow4cyl | false | RTX 5090, WSL2, vLLM 0.20.2 V1 engine, NVFP4 quantization, gpu-memory-utilization=0.94, chunked prefill + prefix caching enabled, cudagraph capture size 32, max-num-seqs 16, max-num-batched-tokens 2048. Temperature 0 for deterministic throughput. Model loaded from /models/Qwen3.6-35B-A3B-NVFP4 in Docker container with ... |
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