toktapethe record, not a recording of it

NVIDIA RTX A6000

64 runs, newest first · showing the first 30

GLM-5.3-Flash-UD-Q4_K_XL-00001-of-00006.gguf 28.9 tok/sprefill 169 tok/s

bloomery0.2.10 (8e55b8ce)q4_KP2067 · G149 · cache 33% · min 79ctx 16koffload partialrtx-a6000linux1 stream! 2 caveats

midagedev

2026-10-11

GLM-5.3-Flash-UD-Q4_K_XL-00001-of-00006.gguf 27.9 tok/sprefill 139 tok/s

bloomery0.3.0 (8d937828)q4_KP2067 · G159 · cache 50% · min 84ctx 16koffload partialrtx-a6000linux1 stream! 3 caveats

midagedev

2026-10-11

Qwen3.8-Flash-Next-UD-Q4_K_XL-00001-of-00004.gguf 93.8 tok/sprefill 281 tok/s

bloomery0.2.10 (8e55b8ce)q4_KP33 · G400 · cache 0%ctx 16koffload partialrtx-3090rtx-a6000linux1 stream! 1 caveat

midagedev

2026-10-10

Qwen3.8-Flash-Next-UD-Q4_K_XL-00001-of-00004.gguf 97.6 tok/sprefill 314 tok/s

bloomery0.2.10 (8e55b8ce)q4_KP33 · G400 · cache 0%ctx 16koffload partialrtx-3090rtx-a6000linux1 stream! 1 caveat

midagedev

2026-10-10

Qwen3.8-Flash-Next-UD-Q4_K_XL-00001-of-00004.gguf 103 tok/sprefill 1312 tok/s

bloomery0.2.10 (8e55b8ce)q4_KP538 · G1500 · cache 0%ctx 16koffload partialrtx-3090rtx-a6000linux1 stream

midagedev

2026-10-10

Qwen3.8-Flash-Next-UD-Q4_K_XL-00001-of-00004.gguf 77.9 tok/sprefill 1698 tok/s

bloomery0.2.10 (8e55b8ce)q4_KP5673 · G387 · cache 0%ctx 16koffload partialrtx-3090rtx-a6000linux1 stream

midagedev

2026-10-10

Qwen3.8-Flash-Next-UD-Q4_K_XL-00001-of-00004.gguf 90.8 tok/sprefill 229 tok/s

bloomery0.2.10 (8e55b8ce)q4_KP33 · G400 · cache 0%ctx 16koffload partialrtx-3090rtx-a6000linux1 stream! 1 caveat

midagedev

2026-10-10

Qwen3.8-Flash-Next-UD-Q4_K_XL-00001-of-00004.gguf 94.1 tok/sprefill 1001 tok/s

bloomery0.2.10 (8e55b8ce)q4_KP538 · G1500 · cache 0%ctx 16koffload partialrtx-3090rtx-a6000linux1 stream

midagedev

2026-10-10

Qwen3.8-Flash-Next-UD-Q4_K_XL-00001-of-00004.gguf 70.9 tok/sprefill 1577 tok/s

bloomery0.2.10 (8e55b8ce)q4_KP5673 · G469 · cache 0%ctx 16koffload partialrtx-3090rtx-a6000linux1 stream

midagedev

2026-10-10

qwen3.6-35b-a3b 118 tok/sprefill 834 tok/s

bloomery0.2.10 (8e55b8ce)P33 · G400 · cache 0%ctx 16krtx-3090rtx-a6000linux1 stream! 1 caveat

midagedev

2026-10-10

qwen3.6-35b-a3b 115 tok/sprefill 7108 tok/s

bloomery0.2.10 (8e55b8ce)P5673 · G534 · cache 0%ctx 16krtx-3090rtx-a6000linux1 stream! 1 caveat

midagedev

2026-10-10

MiMo-V2.6-Flash-MOPD-MXFP4-00001-of-00002.gguf 19.5 tok/sprefill 52.1 tok/s

bloomery0.2.10 (8e55b8ce)mxfp4P30 · G400 · cache 0%ctx 16koffload partialrtx-3090rtx-a6000linux1 stream! 2 caveats

midagedev

2026-10-10

MiMo-V2.6-Flash-MOPD-MXFP4-00001-of-00002.gguf 19.1 tok/sprefill 84.4 tok/s

bloomery0.2.10 (8e55b8ce)mxfp4P5620 · G480 · cache 0%ctx 16koffload partialrtx-3090rtx-a6000linux1 stream

midagedev

2026-10-10

GLM-5.3-Flash-UD-IQ4_XS-00001-of-00005.gguf 25.1 tok/sprefill 48.3 tok/s

bloomery0.2.10 (8e55b8ce)iq3_sP33 · G400 · cache 0%ctx 16koffload partialrtx-3090rtx-a6000linux1 stream! 3 caveats

midagedev

2026-10-10

GLM-5.3-Flash-UD-IQ4_XS-00001-of-00005.gguf 24.6 tok/sprefill 106 tok/s

bloomery0.2.10 (8e55b8ce)iq3_sP5548 · G600 · cache 0%ctx 16koffload partialrtx-3090rtx-a6000linux1 stream! 1 caveat

midagedev

2026-10-10

bloomery 0.2.6 · Qwen3.8 Flash UD-Q4_K_XL · A6000 + 3090 · 3.8K-token prompt, MTP 83.8 tok/sprefill 1450 tok/s

Qwen3.8-Flash-Next-UD-Q4_K_XL-00001-of-00004.gguf

bloomery0.2.6 (39b13149)q4_KP3847 · G425 · cache 0%ctx 8koffload partialrtx-3090rtx-a6000linux1 stream

midagedev

2026-10-07

One RTX 3090 · Strata 6f32ec0 · Qwen3.8 Flash Next UD-Q4_K_XL 111 GB (same file) · code review, 1500 tokens 51.7 tok/sprefill 265 tok/s

Qwen3.8-Flash-Next-UD-Q4_K_XL-00001-of-00004.gguf

llama-serverStrata 0.1.39UD-Q4_K_XL177B · 10B activeP538 · G1500 · cache 0%ctx 32krtx-3090rtx-a6000linux1 stream! 4 caveats

midagedev

2026-10-06

One RTX 3090 · Strata 6f32ec0 · Qwen3.8 Flash Next UD-Q4_K_XL 111 GB (same file) · Korean chat 43.8 tok/sprefill 55.6 tok/s

Qwen3.8-Flash-Next-UD-Q4_K_XL-00001-of-00004.gguf

llama-serverStrata 0.1.39UD-Q4_K_XL177B · 10B activeP33 · G400 · cache 0%ctx 32krtx-3090rtx-a6000linux1 stream! 5 caveats

midagedev

2026-10-06

One RTX 3090 · Strata 6f32ec0 · Qwen3.8 Flash Next UD-Q4_K_XL 111 GB (same file) · Rust chat 46.1 tok/sprefill 67.0 tok/s

Qwen3.8-Flash-Next-UD-Q4_K_XL-00001-of-00004.gguf

llama-serverStrata 0.1.39UD-Q4_K_XL177B · 10B activeP33 · G400 · cache 0%ctx 32krtx-3090rtx-a6000linux1 stream! 5 caveats

midagedev

2026-10-06

One RTX 3090 · Strata 6f32ec0 · Qwen3.8 Flash Next IQ3_XXS 76 GB · code review, 1500 tokens 104 tok/sprefill 555 tok/s

Qwen3.8-Flash-Next-GSQ-RCO-IQ3_XXS-00001-of-00002.gguf

llama-serverStrata 0.1.39IQ3_XXS177B · 11B activeP538 · G1500 · cache 0%ctx 128krtx-3090rtx-a6000linux1 stream! 4 caveats

midagedev

2026-10-06

One RTX 3090 · Strata 6f32ec0 · Qwen3.8 Flash Next IQ3_XXS 76 GB · Korean chat 91.4 tok/sprefill 103 tok/s

Qwen3.8-Flash-Next-GSQ-RCO-IQ3_XXS-00001-of-00002.gguf

llama-serverStrata 0.1.39IQ3_XXS177B · 11B activeP33 · G400 · cache 0%ctx 128krtx-3090rtx-a6000linux1 stream! 5 caveats

midagedev

2026-10-06

One RTX 3090 · Strata 6f32ec0 · Qwen3.8 Flash Next IQ3_XXS 76 GB · Rust chat 99.7 tok/sprefill 129 tok/s

Qwen3.8-Flash-Next-GSQ-RCO-IQ3_XXS-00001-of-00002.gguf

llama-serverStrata 0.1.39IQ3_XXS177B · 11B activeP33 · G400 · cache 0%ctx 128krtx-3090rtx-a6000linux1 stream! 5 caveats

midagedev

2026-10-06

One RTX 3090 · bloomery 0.2.1 · Qwen3.8 Flash Next UD-Q4_K_XL 111 GB · code review, 1500 tokens 71.9 tok/sprefill 461 tok/s

Qwen3.8-Flash-Next-UD-Q4_K_XL-00001-of-00004.gguf

bloomery0.2.1 (b83f1269)q4_KP538 · G1500 · cache 0%ctx 38koffload partialrtx-3090rtx-a6000linux1 stream! 1 caveat

midagedev

2026-10-06

One RTX 3090 · bloomery 0.2.1 · Qwen3.8 Flash Next UD-Q4_K_XL 111 GB · Korean chat 57.3 tok/sprefill 172 tok/s

Qwen3.8-Flash-Next-UD-Q4_K_XL-00001-of-00004.gguf

bloomery0.2.1 (b83f1269)q4_KP33 · G400 · cache 0%ctx 38koffload partialrtx-3090rtx-a6000linux1 stream! 2 caveats

midagedev

2026-10-06

One RTX 3090 · bloomery 0.2.1 · Qwen3.8 Flash Next UD-Q4_K_XL 111 GB · Rust chat 66.5 tok/sprefill 166 tok/s

Qwen3.8-Flash-Next-UD-Q4_K_XL-00001-of-00004.gguf

bloomery0.2.1 (b83f1269)q4_KP33 · G400 · cache 0%ctx 38koffload partialrtx-3090rtx-a6000linux1 stream! 1 caveat

midagedev

2026-10-06

bloomery 0.2.1 · Qwen3-30B-A3B Instruct 2507 Q4_K_M · RTX 3090 · code review, 1500 tokens 191 tok/sprefill 5984 tok/s

Qwen3-30B-A3B-Instruct-2507-Q4_K_M.gguf

bloomery0.2.1 (b83f1269)P496 · G1500 · cache 0%ctx 10krtx-3090rtx-a6000linux1 stream

midagedev

2026-10-05

bloomery 0.2.1 · Qwen3.6 35B-A3B Q4_K_M · RTX 3090 · code review, 1500 tokens 192 tok/sprefill 5229 tok/s

qwen3.6-35b-a3b

bloomery0.2.1 (b83f1269)P538 · G1500 · cache 0%ctx 12krtx-3090rtx-a6000linux1 stream

midagedev

2026-10-05

bloomery 0.2.1 · Qwen3.6 35B-A3B Q4_K_M · RTX 3090 · Korean chat 195 tok/sprefill 1117 tok/s

qwen3.6-35b-a3b

bloomery0.2.1 (b83f1269)P33 · G400 · cache 0%ctx 12krtx-3090rtx-a6000linux1 stream! 1 caveat

midagedev

2026-10-05

bloomery 0.2.1 · Qwen3.6 35B-A3B Q4_K_M · RTX 3090 · Rust chat 195 tok/sprefill 1082 tok/s

qwen3.6-35b-a3b

bloomery0.2.1 (b83f1269)P33 · G400 · cache 0%ctx 12krtx-3090rtx-a6000linux1 stream! 1 caveat

midagedev

2026-10-05

bloomery 0.2.1 · Qwen3.8 Flash Next UD-Q4_K_XL · RTX A6000 · code review, 1500 tokens 91.1 tok/sprefill 732 tok/s

Qwen3.8-Flash-Next-UD-Q4_K_XL-00001-of-00004.gguf

bloomery0.2.1 (b83f1269)q4_KP538 · G1500 · cache 0%ctx 24064offload partialrtx-3090rtx-a6000linux1 stream! 1 caveat

midagedev

2026-10-05

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