task stringclasses 1
value | model stringclasses 6
values | params stringclasses 4
values | quant_method stringclasses 3
values | bits int64 4 16 | calibration_set stringclasses 3
values | calibration_size int64 0 512 | ppl_delta_vs_fp16 float64 0 2.07 ⌀ | vram_gb float64 1.9 17.4 ⌀ | tokens_per_sec float64 2.97 56.3 ⌀ | gpu_tier stringclasses 2
values | colab_fit stringclasses 2
values | webgpu_runnable stringclasses 1
value | hf_link stringclasses 5
values | verified_date stringdate 2026-07-30 00:00:00 2026-08-05 00:00:00 | notes stringlengths 180 562 ⌀ | status stringclasses 2
values | seed int64 0 4 | calib_seq_len int64 512 2.05k ⌀ | ppl_fp16_wt2 float64 8.13 13.9 ⌀ | ppl_quant_wt2 float64 8.42 11 ⌀ | ppl_fp16_chat float64 2.44 7.35 ⌀ | ppl_quant_chat float64 2.47 4.59 ⌀ | ppl_ctx_len int64 2.05k 2.05k | batch_size int64 1 1 | prompt_tokens int64 64 64 | gen_tokens int64 256 256 | artifact_gb float64 1.04 2.08 ⌀ | quant_time_s float64 0 1.53k ⌀ | load_backend stringclasses 3
values | torch_version stringclasses 2
values | transformers_version stringclasses 2
values | quantlib stringclasses 2
values | error stringclasses 16
values |
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text-generation | deepgrove/Bonsai | 0.5B | awq | 4 | wikitext2-train | 128 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-07-31 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=wikitext2 n=128 seed=0; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); ternar... | failed | 0 | 512 | null | null | null | null | 2,048 | 1 | 64 | 256 | null | 125.5 | null | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | OSError("/cache/quants/bonsai-0p5b__awq__wikitext2__n128__s0 does not appear to have a file named modeling_qllama.py. Checkout 'https://huggingface.co//cache/quants/bonsai-0p5b__awq__wikitext2__n128__s0/tree/main' for available files.") |
text-generation | deepgrove/Bonsai | 0.5B | awq | 4 | wikitext2-train | 128 | null | null | null | T4 | n/a | [UNVERIFIED] | null | 2026-08-01 | null | failed | 0 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | autoawq-0.2.9 | OSError("/cache/quants/bonsai-0p5b__awq__wikitext2__n128__s0 does not appear to have a file named modeling_qllama.py. Checkout 'https://huggingface.co//cache/quants/bonsai-0p5b__awq__wikitext2__n128__s0/tree/main' for available files.") |
text-generation | deepgrove/Bonsai | 0.5B | awq | 4 | wikitext2-train | 128 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-07-31 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=wikitext2 n=128 seed=1; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); ternar... | failed | 1 | 512 | null | null | null | null | 2,048 | 1 | 64 | 256 | null | 116.1 | null | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | OSError("/cache/quants/bonsai-0p5b__awq__wikitext2__n128__s1 does not appear to have a file named modeling_qllama.py. Checkout 'https://huggingface.co//cache/quants/bonsai-0p5b__awq__wikitext2__n128__s1/tree/main' for available files.") |
text-generation | deepgrove/Bonsai | 0.5B | awq | 4 | wikitext2-train | 128 | null | null | null | T4 | n/a | [UNVERIFIED] | null | 2026-08-01 | null | failed | 1 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | autoawq-0.2.9 | OSError("/cache/quants/bonsai-0p5b__awq__wikitext2__n128__s1 does not appear to have a file named modeling_qllama.py. Checkout 'https://huggingface.co//cache/quants/bonsai-0p5b__awq__wikitext2__n128__s1/tree/main' for available files.") |
text-generation | deepgrove/Bonsai | 0.5B | awq | 4 | wikitext2-train | 128 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-07-31 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=wikitext2 n=128 seed=2; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); ternar... | failed | 2 | 512 | null | null | null | null | 2,048 | 1 | 64 | 256 | null | 114.2 | null | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | OSError("/cache/quants/bonsai-0p5b__awq__wikitext2__n128__s2 does not appear to have a file named modeling_qllama.py. Checkout 'https://huggingface.co//cache/quants/bonsai-0p5b__awq__wikitext2__n128__s2/tree/main' for available files.") |
text-generation | deepgrove/Bonsai | 0.5B | awq | 4 | wikitext2-train | 128 | null | null | null | T4 | n/a | [UNVERIFIED] | null | 2026-08-01 | null | failed | 2 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | autoawq-0.2.9 | OSError("/cache/quants/bonsai-0p5b__awq__wikitext2__n128__s2 does not appear to have a file named modeling_qllama.py. Checkout 'https://huggingface.co//cache/quants/bonsai-0p5b__awq__wikitext2__n128__s2/tree/main' for available files.") |
text-generation | deepgrove/Bonsai | 0.5B | none-fp16 | 16 | none | 0 | 0 | 1.9 | 45.18 | A10 | n/a | [UNVERIFIED] | https://huggingface.co/deepgrove/Bonsai | 2026-07-31 | fp16 reference row for the awq stack; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); ternary weights but ops run in 16-bit (NOT end-to-end ternary inference); base model is not instruction-tuned | ok | 0 | null | 13.9169 | null | 7.3515 | null | 2,048 | 1 | 64 | 256 | null | null | hf-fp16 | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | deepgrove/Bonsai | 0.5B | none-fp16 | 16 | none | 0 | 0 | 1.9 | 24.3 | T4 | yes | [UNVERIFIED] | https://huggingface.co/deepgrove/Bonsai | 2026-07-31 | fp16 reference row for the awq stack; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); ternary weights but ops run in 16-bit (NOT end-to-end ternary inference); base model is not instruction-tuned | ok | 0 | null | 13.6436 | null | 6.9035 | null | 2,048 | 1 | 64 | 256 | null | null | hf-fp16 | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | deepgrove/Bonsai | 0.5B | none-fp16 | 16 | none | 0 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-07-31 | null | failed | 0 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError("ImportError: cannot import name 'LossKwargs' from 'transformers.utils' (/usr/local/lib/python3.11/site-packages/transformers/utils/__init__.py)") |
text-generation | deepgrove/Bonsai | 0.5B | gptq | 4 | wikitext2-train | 128 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-07-31 | null | failed | 0 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError("ImportError: cannot import name 'LossKwargs' from 'transformers.utils' (/usr/local/lib/python3.11/site-packages/transformers/utils/__init__.py)") |
text-generation | deepgrove/Bonsai | 0.5B | gptq | 4 | wikitext2-train | 128 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-07-31 | null | failed | 1 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError("ImportError: cannot import name 'LossKwargs' from 'transformers.utils' (/usr/local/lib/python3.11/site-packages/transformers/utils/__init__.py)") |
text-generation | deepgrove/Bonsai | 0.5B | gptq | 4 | wikitext2-train | 128 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-07-31 | null | failed | 2 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError("ImportError: cannot import name 'LossKwargs' from 'transformers.utils' (/usr/local/lib/python3.11/site-packages/transformers/utils/__init__.py)") |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | awq | 4 | openhermes-2.5 | 128 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 0 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a7380a5-1147618b520e6d434701c7ee;989cd5f2-aea1-490a-932a-3b2316378934)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | awq | 4 | openhermes-2.5 | 128 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 1 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a7380a5-1147618b520e6d434701c7ee;989cd5f2-aea1-490a-932a-3b2316378934)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | awq | 4 | openhermes-2.5 | 128 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 2 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a7380a5-1147618b520e6d434701c7ee;989cd5f2-aea1-490a-932a-3b2316378934)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | awq | 4 | openhermes-2.5 | 32 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 0 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a7380a5-1147618b520e6d434701c7ee;989cd5f2-aea1-490a-932a-3b2316378934)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | awq | 4 | openhermes-2.5 | 32 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 1 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a7380a5-1147618b520e6d434701c7ee;989cd5f2-aea1-490a-932a-3b2316378934)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | awq | 4 | openhermes-2.5 | 32 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 2 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a7380a5-1147618b520e6d434701c7ee;989cd5f2-aea1-490a-932a-3b2316378934)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | awq | 4 | openhermes-2.5 | 512 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 0 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a7380a5-1147618b520e6d434701c7ee;989cd5f2-aea1-490a-932a-3b2316378934)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | awq | 4 | openhermes-2.5 | 512 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 1 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a7380a5-1147618b520e6d434701c7ee;989cd5f2-aea1-490a-932a-3b2316378934)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | awq | 4 | openhermes-2.5 | 512 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 2 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a7380a5-1147618b520e6d434701c7ee;989cd5f2-aea1-490a-932a-3b2316378934)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | awq | 4 | wikitext2-train | 128 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 0 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737feb-1e1ac11476ccad34618f9125;d339b92d-7311-43bb-9ed6-204d39f1196d)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | awq | 4 | wikitext2-train | 128 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 1 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737feb-1e1ac11476ccad34618f9125;d339b92d-7311-43bb-9ed6-204d39f1196d)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | awq | 4 | wikitext2-train | 128 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 2 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737feb-1e1ac11476ccad34618f9125;d339b92d-7311-43bb-9ed6-204d39f1196d)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | awq | 4 | wikitext2-train | 32 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 0 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737feb-1e1ac11476ccad34618f9125;d339b92d-7311-43bb-9ed6-204d39f1196d)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | awq | 4 | wikitext2-train | 32 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 1 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737feb-1e1ac11476ccad34618f9125;d339b92d-7311-43bb-9ed6-204d39f1196d)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | awq | 4 | wikitext2-train | 32 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 2 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737feb-1e1ac11476ccad34618f9125;d339b92d-7311-43bb-9ed6-204d39f1196d)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | awq | 4 | wikitext2-train | 512 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 0 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737feb-1e1ac11476ccad34618f9125;d339b92d-7311-43bb-9ed6-204d39f1196d)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | awq | 4 | wikitext2-train | 512 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 1 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737feb-1e1ac11476ccad34618f9125;d339b92d-7311-43bb-9ed6-204d39f1196d)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | awq | 4 | wikitext2-train | 512 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 2 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737feb-1e1ac11476ccad34618f9125;d339b92d-7311-43bb-9ed6-204d39f1196d)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | none-fp16 | 16 | none | 0 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 0 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737feb-1e1ac11476ccad34618f9125;d339b92d-7311-43bb-9ed6-204d39f1196d)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | none-fp16 | 16 | none | 0 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 0 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737e44-4ebaf5c806443e120a19456d;33fd366b-2e08-4f2e-883b-b5315bafb4f7)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | gptq | 4 | openhermes-2.5 | 128 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 0 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737f0e-224beed13e90971b61ad5ed8;db45089a-e7c6-483f-8790-45d69fa8f334)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | gptq | 4 | openhermes-2.5 | 128 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 1 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737f0e-224beed13e90971b61ad5ed8;db45089a-e7c6-483f-8790-45d69fa8f334)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | gptq | 4 | openhermes-2.5 | 128 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 2 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737f0e-224beed13e90971b61ad5ed8;db45089a-e7c6-483f-8790-45d69fa8f334)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | gptq | 4 | openhermes-2.5 | 32 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 0 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737f0e-224beed13e90971b61ad5ed8;db45089a-e7c6-483f-8790-45d69fa8f334)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | gptq | 4 | openhermes-2.5 | 32 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 1 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737f0e-224beed13e90971b61ad5ed8;db45089a-e7c6-483f-8790-45d69fa8f334)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | gptq | 4 | openhermes-2.5 | 32 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 2 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737f0e-224beed13e90971b61ad5ed8;db45089a-e7c6-483f-8790-45d69fa8f334)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | gptq | 4 | openhermes-2.5 | 512 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 0 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737f0e-224beed13e90971b61ad5ed8;db45089a-e7c6-483f-8790-45d69fa8f334)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | gptq | 4 | openhermes-2.5 | 512 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 1 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737f0e-224beed13e90971b61ad5ed8;db45089a-e7c6-483f-8790-45d69fa8f334)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | gptq | 4 | openhermes-2.5 | 512 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 2 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737f0e-224beed13e90971b61ad5ed8;db45089a-e7c6-483f-8790-45d69fa8f334)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | gptq | 4 | wikitext2-train | 128 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 0 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737e44-4ebaf5c806443e120a19456d;33fd366b-2e08-4f2e-883b-b5315bafb4f7)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | gptq | 4 | wikitext2-train | 128 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 1 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737e44-4ebaf5c806443e120a19456d;33fd366b-2e08-4f2e-883b-b5315bafb4f7)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | gptq | 4 | wikitext2-train | 128 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 2 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737e44-4ebaf5c806443e120a19456d;33fd366b-2e08-4f2e-883b-b5315bafb4f7)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | gptq | 4 | wikitext2-train | 32 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 0 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737e44-4ebaf5c806443e120a19456d;33fd366b-2e08-4f2e-883b-b5315bafb4f7)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | gptq | 4 | wikitext2-train | 32 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 1 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737e44-4ebaf5c806443e120a19456d;33fd366b-2e08-4f2e-883b-b5315bafb4f7)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | gptq | 4 | wikitext2-train | 32 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 2 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737e44-4ebaf5c806443e120a19456d;33fd366b-2e08-4f2e-883b-b5315bafb4f7)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | gptq | 4 | wikitext2-train | 512 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 0 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737e44-4ebaf5c806443e120a19456d;33fd366b-2e08-4f2e-883b-b5315bafb4f7)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | gptq | 4 | wikitext2-train | 512 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 1 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737e44-4ebaf5c806443e120a19456d;33fd366b-2e08-4f2e-883b-b5315bafb4f7)\n\nCannot access gated repo for ... |
text-generation | meta-llama/Llama-3.2-3B-Instruct | 3B | gptq | 4 | wikitext2-train | 512 | null | null | null | A10 | n/a | [UNVERIFIED] | null | 2026-08-05 | null | failed | 2 | null | null | null | null | null | 2,048 | 1 | 64 | 256 | null | null | null | null | null | null | a10 batch call failed: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737e44-4ebaf5c806443e120a19456d;33fd366b-2e08-4f2e-883b-b5315bafb4f7)\n\nCannot access gated repo for ... |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | openhermes-2.5 | 128 | 0.9233 | 4.57 | 19.52 | A10 | n/a | [UNVERIFIED] | null | 2026-07-30 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=openhermes n=128 seed=0; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artif... | ok | 0 | 512 | 9.6394 | 10.5627 | 3.7135 | 3.9842 | 2,048 | 1 | 64 | 256 | 1.16 | 336.3 | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | openhermes-2.5 | 128 | 0.8427 | 4.57 | 8.83 | T4 | yes | [UNVERIFIED] | null | 2026-07-31 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=openhermes n=128 seed=0; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artif... | ok | 0 | 512 | 9.0767 | 9.9194 | 3.5481 | 3.8013 | 2,048 | 1 | 64 | 256 | 1.16 | null | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | openhermes-2.5 | 128 | 0.8624 | 4.57 | 19.65 | A10 | n/a | [UNVERIFIED] | null | 2026-07-30 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=openhermes n=128 seed=1; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artif... | ok | 1 | 512 | 9.6394 | 10.5018 | 3.7135 | 3.964 | 2,048 | 1 | 64 | 256 | 1.16 | 342.7 | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | openhermes-2.5 | 128 | 0.7838 | 4.57 | 8.84 | T4 | yes | [UNVERIFIED] | null | 2026-07-31 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=openhermes n=128 seed=1; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artif... | ok | 1 | 512 | 9.0767 | 9.8605 | 3.5481 | 3.782 | 2,048 | 1 | 64 | 256 | 1.16 | null | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | openhermes-2.5 | 128 | 0.8347 | 4.57 | 19.43 | A10 | n/a | [UNVERIFIED] | null | 2026-07-30 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=openhermes n=128 seed=2; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artif... | ok | 2 | 512 | 9.6394 | 10.4741 | 3.7135 | 3.9514 | 2,048 | 1 | 64 | 256 | 1.16 | 344.1 | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | openhermes-2.5 | 128 | 0.7538 | 4.57 | 8.97 | T4 | yes | [UNVERIFIED] | null | 2026-07-31 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=openhermes n=128 seed=2; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artif... | ok | 2 | 512 | 9.0767 | 9.8305 | 3.5481 | 3.7622 | 2,048 | 1 | 64 | 256 | 1.16 | null | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | openhermes-2.5 | 32 | 0.9109 | 4.57 | 19.67 | A10 | n/a | [UNVERIFIED] | null | 2026-07-30 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=openhermes n=32 seed=0; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifa... | ok | 0 | 512 | 9.6394 | 10.5503 | 3.7135 | 3.9374 | 2,048 | 1 | 64 | 256 | 1.16 | 245.8 | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | openhermes-2.5 | 32 | 0.8287 | 4.57 | 8.91 | T4 | yes | [UNVERIFIED] | null | 2026-07-31 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=openhermes n=32 seed=0; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifa... | ok | 0 | 512 | 9.0767 | 9.9054 | 3.5481 | 3.7562 | 2,048 | 1 | 64 | 256 | 1.16 | null | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | openhermes-2.5 | 32 | 0.8171 | 4.57 | 19.48 | A10 | n/a | [UNVERIFIED] | null | 2026-07-30 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=openhermes n=32 seed=1; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifa... | ok | 1 | 512 | 9.6394 | 10.4565 | 3.7135 | 3.985 | 2,048 | 1 | 64 | 256 | 1.16 | 238.7 | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | openhermes-2.5 | 32 | 0.7404 | 4.57 | 8.93 | T4 | yes | [UNVERIFIED] | null | 2026-07-31 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=openhermes n=32 seed=1; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifa... | ok | 1 | 512 | 9.0767 | 9.8171 | 3.5481 | 3.8003 | 2,048 | 1 | 64 | 256 | 1.16 | null | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | openhermes-2.5 | 32 | 0.9439 | 4.57 | 19.6 | A10 | n/a | [UNVERIFIED] | null | 2026-07-30 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=openhermes n=32 seed=2; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifa... | ok | 2 | 512 | 9.6394 | 10.5833 | 3.7135 | 3.9821 | 2,048 | 1 | 64 | 256 | 1.16 | 237.9 | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | openhermes-2.5 | 32 | 0.8562 | 4.57 | 8.96 | T4 | yes | [UNVERIFIED] | null | 2026-07-31 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=openhermes n=32 seed=2; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifa... | ok | 2 | 512 | 9.0767 | 9.9329 | 3.5481 | 3.7999 | 2,048 | 1 | 64 | 256 | 1.16 | null | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | openhermes-2.5 | 512 | 0.9539 | 4.57 | 19.6 | A10 | n/a | [UNVERIFIED] | null | 2026-07-30 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=openhermes n=512 seed=0; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artif... | ok | 0 | 512 | 9.6394 | 10.5933 | 3.7135 | 3.9495 | 2,048 | 1 | 64 | 256 | 1.16 | 838.4 | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | openhermes-2.5 | 512 | 0.8714 | 4.57 | 8.97 | T4 | yes | [UNVERIFIED] | null | 2026-07-31 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=openhermes n=512 seed=0; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artif... | ok | 0 | 512 | 9.0767 | 9.9481 | 3.5481 | 3.7645 | 2,048 | 1 | 64 | 256 | 1.16 | null | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | openhermes-2.5 | 512 | 0.9141 | 4.57 | 19.19 | A10 | n/a | [UNVERIFIED] | null | 2026-07-30 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=openhermes n=512 seed=1; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artif... | ok | 1 | 512 | 9.6394 | 10.5535 | 3.7135 | 3.9227 | 2,048 | 1 | 64 | 256 | 1.16 | 793.4 | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | openhermes-2.5 | 512 | 0.8463 | 4.57 | 8.98 | T4 | yes | [UNVERIFIED] | null | 2026-07-31 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=openhermes n=512 seed=1; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artif... | ok | 1 | 512 | 9.0767 | 9.923 | 3.5481 | 3.7413 | 2,048 | 1 | 64 | 256 | 1.16 | null | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | openhermes-2.5 | 512 | 0.8928 | 4.57 | 19.5 | A10 | n/a | [UNVERIFIED] | null | 2026-07-30 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=openhermes n=512 seed=2; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artif... | ok | 2 | 512 | 9.6394 | 10.5322 | 3.7135 | 3.9245 | 2,048 | 1 | 64 | 256 | 1.16 | 812.1 | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | openhermes-2.5 | 512 | 0.818 | 4.57 | 8.95 | T4 | yes | [UNVERIFIED] | null | 2026-07-31 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=openhermes n=512 seed=2; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artif... | ok | 2 | 512 | 9.0767 | 9.8947 | 3.5481 | 3.74 | 2,048 | 1 | 64 | 256 | 1.16 | null | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | wikitext2-train | 128 | 0.7852 | 4.57 | 19.74 | A10 | n/a | [UNVERIFIED] | null | 2026-07-30 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=wikitext2 n=128 seed=0; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifa... | ok | 0 | 512 | 9.6394 | 10.4246 | 3.7135 | 3.9545 | 2,048 | 1 | 64 | 256 | 1.16 | 359.7 | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | wikitext2-train | 128 | 0.7208 | 4.57 | 8.75 | T4 | yes | [UNVERIFIED] | null | 2026-07-31 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=wikitext2 n=128 seed=0; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifa... | ok | 0 | 512 | 9.0767 | 9.7975 | 3.5481 | 3.7658 | 2,048 | 1 | 64 | 256 | 1.16 | null | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | wikitext2-train | 128 | 0.7789 | 4.57 | 19.38 | A10 | n/a | [UNVERIFIED] | null | 2026-07-30 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=wikitext2 n=128 seed=1; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifa... | ok | 1 | 512 | 9.6394 | 10.4183 | 3.7135 | 3.9818 | 2,048 | 1 | 64 | 256 | 1.16 | 341.1 | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | wikitext2-train | 128 | 0.7106 | 4.57 | 8.75 | T4 | yes | [UNVERIFIED] | null | 2026-07-31 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=wikitext2 n=128 seed=1; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifa... | ok | 1 | 512 | 9.0767 | 9.7873 | 3.5481 | 3.7958 | 2,048 | 1 | 64 | 256 | 1.16 | null | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | wikitext2-train | 128 | 0.8541 | 4.57 | 19.59 | A10 | n/a | [UNVERIFIED] | null | 2026-07-30 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=wikitext2 n=128 seed=2; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifa... | ok | 2 | 512 | 9.6394 | 10.4935 | 3.7135 | 3.9114 | 2,048 | 1 | 64 | 256 | 1.16 | 345.8 | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | wikitext2-train | 128 | 0.7722 | 4.57 | 8.74 | T4 | yes | [UNVERIFIED] | null | 2026-07-31 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=wikitext2 n=128 seed=2; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifa... | ok | 2 | 512 | 9.0767 | 9.8489 | 3.5481 | 3.7216 | 2,048 | 1 | 64 | 256 | 1.16 | null | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | wikitext2-train | 32 | 0.7396 | 4.57 | 19.58 | A10 | n/a | [UNVERIFIED] | null | 2026-07-30 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=wikitext2 n=32 seed=0; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifac... | ok | 0 | 512 | 9.6394 | 10.379 | 3.7135 | 3.9294 | 2,048 | 1 | 64 | 256 | 1.16 | 251 | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | wikitext2-train | 32 | 0.6713 | 4.57 | 8.7 | T4 | yes | [UNVERIFIED] | null | 2026-07-30 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=wikitext2 n=32 seed=0; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifac... | ok | 0 | 512 | 9.0767 | 9.748 | 3.5481 | 3.7407 | 2,048 | 1 | 64 | 256 | 1.16 | null | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | wikitext2-train | 32 | 0.7806 | 4.57 | 19.32 | A10 | n/a | [UNVERIFIED] | null | 2026-07-30 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=wikitext2 n=32 seed=1; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifac... | ok | 1 | 512 | 9.6394 | 10.42 | 3.7135 | 3.9339 | 2,048 | 1 | 64 | 256 | 1.16 | 241.9 | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | wikitext2-train | 32 | 0.7046 | 4.57 | 8.74 | T4 | yes | [UNVERIFIED] | null | 2026-07-30 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=wikitext2 n=32 seed=1; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifac... | ok | 1 | 512 | 9.0767 | 9.7813 | 3.5481 | 3.7472 | 2,048 | 1 | 64 | 256 | 1.16 | null | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | wikitext2-train | 32 | 0.7727 | 4.57 | 19.18 | A10 | n/a | [UNVERIFIED] | null | 2026-07-30 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=wikitext2 n=32 seed=2; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifac... | ok | 2 | 512 | 9.6394 | 10.4121 | 3.7135 | 3.9857 | 2,048 | 1 | 64 | 256 | 1.16 | 248.7 | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | wikitext2-train | 32 | 0.6887 | 4.57 | 8.75 | T4 | yes | [UNVERIFIED] | null | 2026-07-30 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=wikitext2 n=32 seed=2; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifac... | ok | 2 | 512 | 9.0767 | 9.7654 | 3.5481 | 3.7983 | 2,048 | 1 | 64 | 256 | 1.16 | null | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | wikitext2-train | 512 | 0.7489 | 4.57 | 19.72 | A10 | n/a | [UNVERIFIED] | null | 2026-07-30 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=wikitext2 n=512 seed=0; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifa... | ok | 0 | 512 | 9.6394 | 10.3883 | 3.7135 | 3.93 | 2,048 | 1 | 64 | 256 | 1.16 | 831.8 | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | wikitext2-train | 512 | 0.6671 | 4.57 | 8.71 | T4 | yes | [UNVERIFIED] | null | 2026-07-31 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=wikitext2 n=512 seed=0; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifa... | ok | 0 | 512 | 9.0767 | 9.7438 | 3.5481 | 3.7481 | 2,048 | 1 | 64 | 256 | 1.16 | null | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | wikitext2-train | 512 | 0.7514 | 4.57 | 19.55 | A10 | n/a | [UNVERIFIED] | null | 2026-07-30 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=wikitext2 n=512 seed=1; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifa... | ok | 1 | 512 | 9.6394 | 10.3908 | 3.7135 | 3.9093 | 2,048 | 1 | 64 | 256 | 1.16 | 770.4 | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | wikitext2-train | 512 | 0.6705 | 4.57 | 8.71 | T4 | yes | [UNVERIFIED] | null | 2026-07-31 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=wikitext2 n=512 seed=1; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifa... | ok | 1 | 512 | 9.0767 | 9.7472 | 3.5481 | 3.7295 | 2,048 | 1 | 64 | 256 | 1.16 | null | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | wikitext2-train | 512 | 0.7269 | 4.57 | 19.44 | A10 | n/a | [UNVERIFIED] | null | 2026-07-30 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=wikitext2 n=512 seed=2; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifa... | ok | 2 | 512 | 9.6394 | 10.3663 | 3.7135 | 3.9235 | 2,048 | 1 | 64 | 256 | 1.16 | 777.9 | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | awq | 4 | wikitext2-train | 512 | 0.6469 | 4.57 | 8.71 | T4 | yes | [UNVERIFIED] | null | 2026-07-31 | AWQ zero_point g128 GEMM calib_len=512; autoawq 0.2.9 (upstream-deprecated; pinned to its last-tested torch2.6.0/transformers4.51.3 combo); calib=wikitext2 n=512 seed=2; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifa... | ok | 2 | 512 | 9.0767 | 9.7236 | 3.5481 | 3.7385 | 2,048 | 1 | 64 | 256 | 1.16 | null | gemm | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | none-fp16 | 16 | none | 0 | 0 | 6.48 | 45.38 | A10 | n/a | [UNVERIFIED] | https://huggingface.co/Qwen/Qwen2.5-1.5B-Instruct | 2026-07-30 | fp16 reference row for the awq stack; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill) | ok | 0 | null | 9.6394 | null | 3.7135 | null | 2,048 | 1 | 64 | 256 | null | null | hf-fp16 | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | none-fp16 | 16 | none | 0 | 0 | 6.48 | 32.64 | T4 | yes | [UNVERIFIED] | https://huggingface.co/Qwen/Qwen2.5-1.5B-Instruct | 2026-07-30 | fp16 reference row for the awq stack; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill) | ok | 0 | null | 9.0767 | null | 3.5481 | null | 2,048 | 1 | 64 | 256 | null | null | hf-fp16 | 2.6.0+cu124 | 4.51.3 | autoawq-0.2.9 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | none-fp16 | 16 | none | 0 | 0 | 6.48 | 35.52 | A10 | n/a | [UNVERIFIED] | https://huggingface.co/Qwen/Qwen2.5-1.5B-Instruct | 2026-07-30 | fp16 reference row for the gptq stack; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill) | ok | 0 | null | 9.6394 | null | 3.7135 | null | 2,048 | 1 | 64 | 256 | null | null | hf-fp16 | 2.8.0+cu128 | 5.14.1 | gptqmodel-7.3.2 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | none-fp16 | 16 | none | 0 | 0 | 6.48 | 28.3 | T4 | yes | [UNVERIFIED] | https://huggingface.co/Qwen/Qwen2.5-1.5B-Instruct | 2026-07-30 | fp16 reference row for the gptq stack; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill) | ok | 0 | null | 9.0766 | null | 3.5483 | null | 2,048 | 1 | 64 | 256 | null | null | hf-fp16 | 2.8.0+cu128 | 5.14.1 | gptqmodel-7.3.2 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | gptq | 4 | openhermes-2.5 | 128 | 0.9359 | 7.69 | 20.3 | A10 | n/a | [UNVERIFIED] | null | 2026-07-30 | GPTQ g128 desc_act=True damp=0.01 calib_len=2048; calib=openhermes n=128 seed=0; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifact modal vol quant-bench:/quants/qwen25-1p5b__gptq__openhermes__n128__s0 (not pushed to H... | ok | 0 | 2,048 | 9.6394 | 10.5753 | 3.7135 | 3.874 | 2,048 | 1 | 64 | 256 | 1.16 | 344.9 | torch-fallback | 2.8.0+cu128 | 5.14.1 | gptqmodel-7.3.2 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | gptq | 4 | openhermes-2.5 | 128 | 0.8516 | 7.92 | 3.88 | T4 | yes | [UNVERIFIED] | null | 2026-07-30 | GPTQ g128 desc_act=True damp=0.01 calib_len=2048; calib=openhermes n=128 seed=0; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifact modal vol quant-bench:/quants/qwen25-1p5b__gptq__openhermes__n128__s0 (not pushed to H... | ok | 0 | 2,048 | 9.0766 | 9.9282 | 3.5483 | 3.6796 | 2,048 | 1 | 64 | 256 | 1.16 | null | torch-fallback | 2.8.0+cu128 | 5.14.1 | gptqmodel-7.3.2 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | gptq | 4 | openhermes-2.5 | 128 | 0.8609 | 7.69 | 20.73 | A10 | n/a | [UNVERIFIED] | null | 2026-07-30 | GPTQ g128 desc_act=True damp=0.01 calib_len=2048; calib=openhermes n=128 seed=1; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifact modal vol quant-bench:/quants/qwen25-1p5b__gptq__openhermes__n128__s1 (not pushed to H... | ok | 1 | 2,048 | 9.6394 | 10.5003 | 3.7135 | 3.8874 | 2,048 | 1 | 64 | 256 | 1.16 | 347.9 | torch-fallback | 2.8.0+cu128 | 5.14.1 | gptqmodel-7.3.2 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | gptq | 4 | openhermes-2.5 | 128 | 0.8042 | 7.92 | 3.9 | T4 | yes | [UNVERIFIED] | null | 2026-07-30 | GPTQ g128 desc_act=True damp=0.01 calib_len=2048; calib=openhermes n=128 seed=1; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifact modal vol quant-bench:/quants/qwen25-1p5b__gptq__openhermes__n128__s1 (not pushed to H... | ok | 1 | 2,048 | 9.0766 | 9.8808 | 3.5483 | 3.7019 | 2,048 | 1 | 64 | 256 | 1.16 | null | torch-fallback | 2.8.0+cu128 | 5.14.1 | gptqmodel-7.3.2 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | gptq | 4 | openhermes-2.5 | 128 | 0.8055 | 7.68 | 20.83 | A10 | n/a | [UNVERIFIED] | null | 2026-07-30 | GPTQ g128 desc_act=True damp=0.01 calib_len=2048; calib=openhermes n=128 seed=2; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifact modal vol quant-bench:/quants/qwen25-1p5b__gptq__openhermes__n128__s2 (not pushed to H... | ok | 2 | 2,048 | 9.6394 | 10.4449 | 3.7135 | 3.8637 | 2,048 | 1 | 64 | 256 | 1.16 | 356 | torch-fallback | 2.8.0+cu128 | 5.14.1 | gptqmodel-7.3.2 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | gptq | 4 | openhermes-2.5 | 128 | 0.7546 | 7.92 | 3.9 | T4 | yes | [UNVERIFIED] | null | 2026-07-30 | GPTQ g128 desc_act=True damp=0.01 calib_len=2048; calib=openhermes n=128 seed=2; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifact modal vol quant-bench:/quants/qwen25-1p5b__gptq__openhermes__n128__s2 (not pushed to H... | ok | 2 | 2,048 | 9.0766 | 9.8312 | 3.5483 | 3.6747 | 2,048 | 1 | 64 | 256 | 1.16 | null | torch-fallback | 2.8.0+cu128 | 5.14.1 | gptqmodel-7.3.2 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | gptq | 4 | openhermes-2.5 | 32 | 1.0467 | 6.05 | 21.66 | A10 | n/a | [UNVERIFIED] | null | 2026-07-30 | GPTQ g128 desc_act=True damp=0.01 calib_len=2048; calib=openhermes n=32 seed=0; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifact modal vol quant-bench:/quants/qwen25-1p5b__gptq__openhermes__n32__s0 (not pushed to HF ... | ok | 0 | 2,048 | 9.6394 | 10.6861 | 3.7135 | 3.9038 | 2,048 | 1 | 64 | 256 | 1.16 | 255.6 | torch-fallback | 2.8.0+cu128 | 5.14.1 | gptqmodel-7.3.2 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | gptq | 4 | openhermes-2.5 | 32 | 0.9662 | 5.76 | 4 | T4 | yes | [UNVERIFIED] | null | 2026-07-30 | GPTQ g128 desc_act=True damp=0.01 calib_len=2048; calib=openhermes n=32 seed=0; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifact modal vol quant-bench:/quants/qwen25-1p5b__gptq__openhermes__n32__s0 (not pushed to HF ... | ok | 0 | 2,048 | 9.0766 | 10.0428 | 3.5483 | 3.7166 | 2,048 | 1 | 64 | 256 | 1.16 | null | torch-fallback | 2.8.0+cu128 | 5.14.1 | gptqmodel-7.3.2 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | gptq | 4 | openhermes-2.5 | 32 | 0.9647 | 7.13 | 21.16 | A10 | n/a | [UNVERIFIED] | null | 2026-07-30 | GPTQ g128 desc_act=True damp=0.01 calib_len=2048; calib=openhermes n=32 seed=1; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifact modal vol quant-bench:/quants/qwen25-1p5b__gptq__openhermes__n32__s1 (not pushed to HF ... | ok | 1 | 2,048 | 9.6394 | 10.6041 | 3.7135 | 3.8804 | 2,048 | 1 | 64 | 256 | 1.16 | 230.1 | torch-fallback | 2.8.0+cu128 | 5.14.1 | gptqmodel-7.3.2 | null |
text-generation | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | gptq | 4 | openhermes-2.5 | 32 | 0.8918 | 6.84 | 3.93 | T4 | yes | [UNVERIFIED] | null | 2026-07-30 | GPTQ g128 desc_act=True damp=0.01 calib_len=2048; calib=openhermes n=32 seed=1; ppl: wikitext2-test + OpenHermes-heldout, ctx2048 non-overlapping, token-capped per tier; tok/s: greedy b1 64->256 median-of-3 (incl. prefill); artifact modal vol quant-bench:/quants/qwen25-1p5b__gptq__openhermes__n32__s1 (not pushed to HF ... | ok | 1 | 2,048 | 9.0766 | 9.9684 | 3.5483 | 3.6887 | 2,048 | 1 | 64 | 256 | 1.16 | null | torch-fallback | 2.8.0+cu128 | 5.14.1 | gptqmodel-7.3.2 | null |
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QuantBench leaderboard data
Raw benchmark data behind the QuantBench leaderboard: calibration-quality GPTQ/AWQ quantization results across model sizes, calibration corpora, and GPU tiers. 331 rows (239 ok / 92 failed — failed runs are published too; a documented failure is a finding, not noise).
Models
Qwen/Qwen2.5-1.5B-Instruct(1.5B)HuggingFaceTB/SmolLM2-1.7B-Instruct(1.7B)deepgrove/Bonsai(0.5B)Qwen/Qwen2.5-3B-Instruct(3B) — licence pending, rows only, no weights hereHuggingFaceTB/SmolLM3-3B(3B)
Files
rows.csv— the full table (see the leaderboard site for column definitions and the methodology page for the eval protocol).rows.parquet— the same table with an explicit Arrow schema (numeric columns nullable int64/double, blanks as null; everything else string). This is what the dataset viewer reads (configs:above);rows.csvis unchanged for humans.<row_id>.json— one file per row, same fields as itsrows.csvline.niche_rows.csv— task-level niche columns over the same artifacts (HumanEval[0:50] pass@1, FiQA-2018 sentiment accuracy [flare-finqa is gated for this token — instrument recorded per row], SEC-filing context drift, 10-prompt ROUGE-L consistency), each vs a same-stack fp16 baseline; failures/skips recorded as rows.logs/— the driver log, last heartbeat, and spend ledger from the run that produced this data (transparency, not polish — these are raw operational logs).pools/BUILD.md— exact recipe to reproduce the calibration/eval text pools. No third-party corpus text is redistributed here.
Honesty notes carried into every row
- GPTQ rows in this sweep ran gptqmodel's torch-fallback kernel path
(
load_backendcolumn), not the optimized kernel — perplexity is unaffected, throughput numbers understate what a working kernel would show. - fp16 baselines are per-stack (autoawq vs gptqmodel use different
torch/transformers pins), so
ppl_delta_vs_fp16is only comparable within one stack and one GPU tier, never across them. webgpu_runnableis[UNVERIFIED]on every row — no browser measurement was run.- Machine-generated benchmark output. Independent verification welcome; treat any single row as a data point, not a certified result.
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