Datasets:
model_id stringlengths 6 109 | library stringclasses 1
value | neuron_cores int32 1 16 ⌀ | runner stringclasses 4
values | selection_rank int32 1 100 ⌀ | result stringclasses 6
values | notes stringlengths 4 390 | error stringclasses 26
values | exclusion stringclasses 20
values | wall_s int32 2 2.83k ⌀ | hbm_peak_gb float64 0.01 348 ⌀ | hbm_capacity_gb float64 24 384 ⌀ | cpu_match stringclasses 70
values | english stringclasses 2
values | neuronx_cc stringclasses 1
value | library_version stringclasses 2
values | transformers stringclasses 2
values | accelerate stringclasses 1
value | torch_neuronx stringclasses 1
value | torch stringclasses 1
value | nki stringclasses 1
value | python stringclasses 1
value | neuron_driver stringclasses 1
value | tested_at timestamp[ms, tz=UTC]date 2026-10-19 22:13:51 2026-10-25 12:24:43 | run_py stringclasses 394
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
deepseek-ai/DeepSeek-R1-0528-Qwen3-8B | transformers | 2 | run_dense | null | FAIL(output) | '<think>ĊOkay,ĠtheĠuserĠjustĠaskedĠ"ThefutureofAIis"ĠwhichĠseemsĠlikeĠ | null | null | 151 | 17.06 | 48 | null | N | 2.28.7631.0+8f7b0cf5 | 5.20.1 | 5.20.1 | null | 2.14.3.0.2138+dc70ffab7 | 2.14.0 | 0.7.0+37713544100.gfede04bb | 3.14.6 | 2.31.6.0 | 2026-10-20T08:44:11 | #!/usr/bin/env python3
# Runs on the Python 3.14.6 of the AWS Neuron image, whose Neuron stack is:
# torch-neuronx==2.14.3.0.2138+dc70ffab7
# neuronx-cc==2.28.7631.0+8f7b0cf5
# nki==0.7.0+37713544100.gfede04bb
# torch==2.14.0
# with these on top, installed without replacing any of the image's packages:
# pip ... |
openbmb/MiniCPM-V-4.7-1B | transformers | 1 | run_multimodal | null | PASS | 'The future of AI is **evolving toward more intelligent, ethical, and versatile | null | null | 448 | 3.25 | 24 | ~ near-tie at token 9 (neuron ' more', cpu ' smarter', cpu logit gap 0.125) | null | 2.28.7631.0+8f7b0cf5 | 5.20.1 | 5.20.1 | null | 2.14.3.0.2138+dc70ffab7 | 2.14.0 | 0.7.0+37713544100.gfede04bb | 3.14.6 | 2.31.6.0 | 2026-10-19T22:13:51 | #!/usr/bin/env python3
# Runs on the Python 3.14.6 of the AWS Neuron image, whose Neuron stack is:
# torch-neuronx==2.14.3.0.2138+dc70ffab7
# neuronx-cc==2.28.7631.0+8f7b0cf5
# nki==0.7.0+37713544100.gfede04bb
# torch==2.14.0
# with these on top, installed without replacing any of the image's packages:
# pip ... |
0-hero/led-large-legal-summary | transformers | null | null | null | EXCLUDED | Hub config exposes neither model_type nor architectures — not loadable through the stable AutoClass surface | null | no-hub-config | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
01-ai/Yi-1.5-34B-Chat | transformers | 8 | run_dense | null | PASS | 'bright, and it is already being used in many different ways to improve our live | null | null | 447 | 79.65 | 192 | null | Y | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | 1.15.0 | 2.14.3.0.2138+dc70ffab7 | 2.14.0 | 0.7.0+37713544100.gfede04bb | 3.14.6 | 2.31.6.0 | 2026-10-24T15:58:10 | #!/usr/bin/env python3
# Runs on the Python 3.14.6 of the AWS Neuron image, whose Neuron stack is:
# torch-neuronx==2.14.3.0.2138+dc70ffab7
# neuronx-cc==2.28.7631.0+8f7b0cf5
# nki==0.7.0+37713544100.gfede04bb
# torch==2.14.0
# with these on top, installed without replacing any of the image's packages:
# pip ... |
01-ai/Yi-1.5-6B | transformers | 1 | run_dense | null | PASS | 'bright, and it will continue to revolutionize the way we live and work.\n####\n | null | null | 278 | 11.62 | 24 | ~ near-tie at token 2 (neuron 'and', cpu 'but', cpu logit gap 0.125) | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | 1.15.0 | 2.14.3.0.2138+dc70ffab7 | 2.14.0 | 0.7.0+37713544100.gfede04bb | 3.14.6 | 2.31.6.0 | 2026-10-24T15:46:44 | #!/usr/bin/env python3
# Runs on the Python 3.14.6 of the AWS Neuron image, whose Neuron stack is:
# torch-neuronx==2.14.3.0.2138+dc70ffab7
# neuronx-cc==2.28.7631.0+8f7b0cf5
# nki==0.7.0+37713544100.gfede04bb
# torch==2.14.0
# with these on top, installed without replacing any of the image's packages:
# pip ... |
01-ai/Yi-1.5-9B | transformers | 2 | run_dense | null | PASS | 'uncertain, but it is likely that it will continue to evolve and become more sop | null | null | 158 | 18.06 | 48 | null | Y | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | 1.15.0 | 2.14.3.0.2138+dc70ffab7 | 2.14.0 | 0.7.0+37713544100.gfede04bb | 3.14.6 | 2.31.6.0 | 2026-10-24T15:54:45 | #!/usr/bin/env python3
# Runs on the Python 3.14.6 of the AWS Neuron image, whose Neuron stack is:
# torch-neuronx==2.14.3.0.2138+dc70ffab7
# neuronx-cc==2.28.7631.0+8f7b0cf5
# nki==0.7.0+37713544100.gfede04bb
# torch==2.14.0
# with these on top, installed without replacing any of the image's packages:
# pip ... |
01-ai/Yi-1.5-9B-Chat | transformers | 2 | run_dense | null | PASS | "not just about machines getting smarter, but also about humans getting smarter. | null | null | 367 | 18.15 | 48 | null | Y | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | 1.15.0 | 2.14.3.0.2138+dc70ffab7 | 2.14.0 | 0.7.0+37713544100.gfede04bb | 3.14.6 | 2.31.6.0 | 2026-10-24T15:05:28 | #!/usr/bin/env python3
# Runs on the Python 3.14.6 of the AWS Neuron image, whose Neuron stack is:
# torch-neuronx==2.14.3.0.2138+dc70ffab7
# neuronx-cc==2.28.7631.0+8f7b0cf5
# nki==0.7.0+37713544100.gfede04bb
# torch==2.14.0
# with these on top, installed without replacing any of the image's packages:
# pip ... |
01-ai/Yi-34B | transformers | 8 | run_dense | null | PASS | 'bright, and it is up to us to ensure that it is used for the betterment of huma | null | null | 482 | 79.09 | 192 | null | Y | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | 1.15.0 | 2.14.3.0.2138+dc70ffab7 | 2.14.0 | 0.7.0+37713544100.gfede04bb | 3.14.6 | 2.31.6.0 | 2026-10-23T14:15:17 | #!/usr/bin/env python3
# Runs on the Python 3.14.6 of the AWS Neuron image, whose Neuron stack is:
# torch-neuronx==2.14.3.0.2138+dc70ffab7
# neuronx-cc==2.28.7631.0+8f7b0cf5
# nki==0.7.0+37713544100.gfede04bb
# torch==2.14.0
# with these on top, installed without replacing any of the image's packages:
# pip ... |
01-ai/Yi-34B-Chat | transformers | 8 | run_dense | null | PASS | 'The future of AI is both exciting and uncertain, as it holds the potential to r | null | null | 227 | 79.23 | 192 | null | Y | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | 1.15.0 | 2.14.3.0.2138+dc70ffab7 | 2.14.0 | 0.7.0+37713544100.gfede04bb | 3.14.6 | 2.31.6.0 | 2026-10-24T08:39:36 | #!/usr/bin/env python3
# Runs on the Python 3.14.6 of the AWS Neuron image, whose Neuron stack is:
# torch-neuronx==2.14.3.0.2138+dc70ffab7
# neuronx-cc==2.28.7631.0+8f7b0cf5
# nki==0.7.0+37713544100.gfede04bb
# torch==2.14.0
# with these on top, installed without replacing any of the image's packages:
# pip ... |
01-ai/Yi-6B-200K | transformers | 1 | run_dense | null | PASS | 'in the hands of the people who build it.\n\n## 1.1.1.1.1.1.1.1.1.' | null | null | 125 | 11.62 | 24 | Y | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | 1.15.0 | 2.14.3.0.2138+dc70ffab7 | 2.14.0 | 0.7.0+37713544100.gfede04bb | 3.14.6 | 2.31.6.0 | 2026-10-24T15:44:10 | #!/usr/bin/env python3
# Runs on the Python 3.14.6 of the AWS Neuron image, whose Neuron stack is:
# torch-neuronx==2.14.3.0.2138+dc70ffab7
# neuronx-cc==2.28.7631.0+8f7b0cf5
# nki==0.7.0+37713544100.gfede04bb
# torch==2.14.0
# with these on top, installed without replacing any of the image's packages:
# pip ... |
01-ai/Yi-6B-Chat | transformers | 1 | run_dense | null | PASS | 'The future of AI is uncertain and unpredictable, but it is likely to involve co | null | null | 268 | 11.62 | 24 | ~ near-tie at token 7 (neuron 'unpredictable', cpu 'exciting', cpu logit gap 0.000) | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | 1.15.0 | 2.14.3.0.2138+dc70ffab7 | 2.14.0 | 0.7.0+37713544100.gfede04bb | 3.14.6 | 2.31.6.0 | 2026-10-24T09:06:07 | #!/usr/bin/env python3
# Runs on the Python 3.14.6 of the AWS Neuron image, whose Neuron stack is:
# torch-neuronx==2.14.3.0.2138+dc70ffab7
# neuronx-cc==2.28.7631.0+8f7b0cf5
# nki==0.7.0+37713544100.gfede04bb
# torch==2.14.0
# with these on top, installed without replacing any of the image's packages:
# pip ... |
0bserverx/Muse-Glimmer-30B-Heretic-Uncensored-GGUF | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
0bserverx/Qwen3.8-27B-Heretic-Abliterated-Uncensored-GGUF | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
0bserverx/Qwen3.8-27B-Heretic-GSQ-RCO-GGUF | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
0x70DA/pegasus-cnn_dailymail | transformers | null | null | null | EXCLUDED | Total parameters outside the configured [min, max] bounds (params=None > max=200000000000) | null | params-out-of-range | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
0x70DA/t5-base-finetuned-arxiv2 | transformers | null | null | null | EXCLUDED | Total parameters outside the configured [min, max] bounds (params=None > max=200000000000) | null | params-out-of-range | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
0x70DA/t5-v1_1-base-finetuned-sci_summ | transformers | null | null | null | EXCLUDED | Total parameters outside the configured [min, max] bounds (params=None > max=200000000000) | null | params-out-of-range | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
0xA50C1A1/Ministral-3-14B-Nymphaea-RP | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
0xA50C1A1/Ministral-3-8B-Nymphaea-RP | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
0xKitkat/Agnes-3.0-Flash-GGUF | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
0xKitkat/Ornith-1.5-35B-A3B-Uncensored-GGUF | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
0xKitkat/Qwen3.8-27B-Uncensored-Aggressive | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
0xSero/deepseek-v4-flash-0731-spark | transformers | null | null | null | EXCLUDED | Quantized model — Neuron has no loader for AWQ / GPTQ / compressed-tensors / bnb | null | quantized | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
0xSojalSec/Qwen3.8-Flash-Next-Uncensored-GSQ-RCO-12-GB-GPU | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
0xSojalSec/UNSEEN_Gemma_4_26B_NSFW-GGUF | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
0ys/mt5-small-finetuned-amazon-en-es | transformers | null | null | null | EXCLUDED | Total parameters outside the configured [min, max] bounds (params=None > max=200000000000) | null | params-out-of-range | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
101rakibulhasan/extBanglaT5 | transformers | null | null | null | EXCLUDED | Fewer Hub downloads over the last 30 days than --min-downloads — trending on likes, but few people run it (downloads=250 < 10000) | null | low-downloads | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
1038lab/llama-joycaption-beta-one | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
17slever17/translate-gemma-4-sub-e2b | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
17slever17/translate-gemma-4-sub-e2b-GGUF | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
17slever17/translate-gemma-4-sub-e4b | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
17slever17/translate-gemma-4-sub-e4b-GGUF | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
2ADT-Consulting/nllb-susu-v2 | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. (base_mo... | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
2KKLabs/Lacia_sum_small_v1 | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. (base_mo... | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
2beng2/Swift-1.5-Qwen3.8-27B-Uncensored-NVFP4-NInfer | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
3hs4n/Ternary-Bonsai-2-27B-Uncensored-Heretic-v2-mlx-2bit | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
3hs4n/Ternary-Bonsai-2-27B-Uncensored-Heretic-v2-mlx-2bit-DFlash2 | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
3hs4n/Ternary-Bonsai-2-27B-Uncensored-Heretic-v2-mlx-2bit-compact | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
425GMM/bart-base-aslg-gloss | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. (base_mo... | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
42ailab/TranslateGemma-12B-GGUF | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
42ailab/TranslateGemma-27B-GGUF | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
42ailab/TranslateGemma-4B-GGUF | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
5CD-AI/Vintern-1B-v3_5 | transformers | null | null | null | EXCLUDED | Custom modeling code via trust_remote_code — not part of the transformers stable AutoClass surface | null | trust-remote-code | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T00:04:57 | null |
5CD-AI/Vintern-3B-beta | transformers | null | null | null | EXCLUDED | Custom modeling code via trust_remote_code — not part of the transformers stable AutoClass surface | null | trust-remote-code | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
6block/Qwen3.8-27B-GGUF | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
6yuru99/medical-nllb-200-zh2en | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. (base_mo... | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
88plug/Gemma4-E2B-it-W4A16 | transformers | null | null | null | EXCLUDED | Quantized model — Neuron has no loader for AWQ / GPTQ / compressed-tensors / bnb | null | quantized | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
ACERobotics/ACE-Brain-0.6-9B | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. (base_mo... | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
ADSKAILab/Zero-To-CAD-Qwen3-VL-2B | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. (base_mo... | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
AEON-7/Gemma-4-12B-it-AEON-Abliterated-K4-BF16 | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
AEON-7/Gemma-4-12B-it-AEON-Abliterated-K4-FP8 | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
AEON-7/Gemma-4-12B-it-AEON-Abliterated-K4-NVFP4 | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
AEON-7/Gemma-4-12B-it-AEON-Abliterated-K4-NVFP4-FP8 | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
AEON-7/Gemma-4-12B-it-AEON-Abliterated-MLX-8bit | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
AEON-7/Gemma-4-12B-it-AEON-Abliterated-MLXFP4 | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
AEON-7/Gemma-4-26B-A4B-it-Uncensored-NVFP4 | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
AEON-7/Gemma-4-31B-it-DECKARD-HERETIC-Uncensored-NVFP4 | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
AEON-7/Gemma-4-31B-it-DECKARD-HERETIC-Uncensored-NVFP4-SVDQuant | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
AEON-7/Gemma-4-E4B-DECKARD-HERETIC-NVFP4 | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
AEON-7/Gemma-4-E4B-it-Uncensored-NVFP4 | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
AEON-7/Ornith-1.0-35B-AEON-Ultimate-Uncensored-BF16 | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
AEON-7/Ornith-1.0-35B-AEON-Ultimate-Uncensored-NVFP4 | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
AEON-7/Qwen3.6-27B-AEON-Ultimate-Uncensored-BF16 | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
AEON-7/Qwen3.6-27B-AEON-Ultimate-Uncensored-Multimodal-MLX-8bit | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
AEON-7/Qwen3.6-27B-AEON-Ultimate-Uncensored-Multimodal-MLX-FP4 | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
AEON-7/Qwen3.6-27B-AEON-Ultimate-Uncensored-Multimodal-NVFP4-MTP | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
AEON-7/Qwen3.6-27B-AEON-Ultimate-Uncensored-Multimodal-NVFP4-MTP-XS | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
AEON-7/Qwen3.6-27B-AEON-Ultimate-Uncensored-NVFP4 | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
AEON-7/Qwen3.6-27B-AEON-Ultimate-Uncensored-Text-NVFP4-MTP | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
AEON-7/Qwen3.6-27B-AEON-Ultimate-Uncensored-Text-NVFP4-MTP-XS | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
AEON-7/Qwen3.6-35B-A3B-heretic-NVFP4 | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
AEON-7/Qwen3.8-27B-AEON-ULTIMATE-UNCENSORED-BF16 | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
AEON-7/Qwen3.8-27B-AEON-ULTIMATE-UNCENSORED-NVFP4-MIXED | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
AEON-7/supergemma4-26b-abliterated-multimodal-nvfp4 | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
AIDC-LAOS/aidc-llm-laos-12b | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
AIInstituteLNCC/manaca-1b-base | transformers | null | null | null | EXCLUDED | Fewer Hub downloads over the last 30 days than --min-downloads — trending on likes, but few people run it (downloads=2530 < 10000) | null | low-downloads | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T00:04:57 | null |
AIInstituteLNCC/manaca-1b-instruct-2 | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. (base_mo... | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
AIML-TUDA/LlavaGuard-v1.2-7B-OV-hf | transformers | null | null | null | EXCLUDED | Non-generative model class (embedding / reranker / guard / masked-LM head) | null | non-generative | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
AIOKiet/lora_mbart-iwslt2015 | transformers | null | null | null | EXCLUDED | Hub config exposes neither model_type nor architectures — not loadable through the stable AutoClass surface | null | no-hub-config | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
AIconjured/Qwen3.8-27B-Uncensored-HauhauCS-Aggressive-Q5_NVFP4 | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
AMAImedia/DeepSeek-V4.1-Flash-1017-FP8-GGUF | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
AMAImedia/GLM-5.3-Flash-FP8-GGUF | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
AMAImedia/MiniMax-M3.1-Flash-NVFP4-GGUF | transformers | null | null | null | EXCLUDED | Weights shipped in a format Neuron can't load (fp8, gguf, …) | null | alternate-format | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
APMIC/APMIC-OCR-Parse | transformers | null | null | null | EXCLUDED | OCR / VLA / segmentation / audio modality — not a text LM | null | non-LLM-modality | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
ARC4NUM/Qwen3.8-Flash-Next-Uncensored-MLX-Serve-4bit | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
ARSynopsis/T5_Full_FineTune_V0.1_80K | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. (base_mo... | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
ARTeLab/it5-summarization-fanpage | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. (base_mo... | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
ARTeLab/it5-summarization-fanpage-64 | transformers | null | null | null | EXCLUDED | Total parameters outside the configured [min, max] bounds (params=None > max=200000000000) | null | params-out-of-range | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
ARTeLab/it5-summarization-ilpost | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. (base_mo... | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
ARTeLab/it5-summarization-mlsum | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. (base_mo... | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
ARTeLab/mbart-summarization-fanpage | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. (base_mo... | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
ARTeLab/mbart-summarization-ilpost | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. (base_mo... | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
ARTeLab/mbart-summarization-mlsum | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. (base_mo... | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
ATH-MaaS/Ovis1.6-Gemma2-9B | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
ATH-MaaS/Ovis1.6-Llama3.2-3B | transformers | null | null | null | EXCLUDED | Finetune / post-training fork of a base model — flagged either by a `base_model` declaration in the card metadata, or by a name-substring rule (abliterated / uncensored / heretic / derestricted / distilled). Shares its base's architecture and contributes no new Neuron-side signal, so we sweep the base instead. | null | derivative-fork | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
ATH-MaaS/Ovis2-1B | transformers | null | null | null | EXCLUDED | Custom modeling code via trust_remote_code — not part of the transformers stable AutoClass surface | null | trust-remote-code | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
ATH-MaaS/Ovis2-4B | transformers | null | null | null | EXCLUDED | Custom modeling code via trust_remote_code — not part of the transformers stable AutoClass surface | null | trust-remote-code | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
ATH-MaaS/Ovis2-8B | transformers | null | null | null | EXCLUDED | Custom modeling code via trust_remote_code — not part of the transformers stable AutoClass surface | null | trust-remote-code | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-22T19:34:52 | null |
ATH-MaaS/Ovis2.5-2B | transformers | null | null | null | EXCLUDED | Custom modeling code via trust_remote_code — not part of the transformers stable AutoClass surface | null | trust-remote-code | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
ATH-MaaS/Ovis2.5-9B | transformers | null | null | null | EXCLUDED | Custom modeling code via trust_remote_code — not part of the transformers stable AutoClass surface | null | trust-remote-code | null | null | null | null | null | 2.28.7631.0+8f7b0cf5 | 5.20.2 | 5.20.2 | null | null | null | null | null | null | 2026-10-25T12:05:29 | null |
End of preview. Expand in Data Studio
torch-neuronx model support
Which Hugging Face Hub models run unmodified on AWS Trainium, through the
native PyTorch backend
torch-neuronx, for each
neuronx-cc and library version tested. The only library tested so far is
transformers.
To look up a model, use the Space.
What is tested
transformers
Each run loads a model on a trn2 instance and generates 32 tokens greedily
from the prompt "The future of AI is", sent as a user message for chat
models. The model is sharded over the smallest power-of-two number of
NeuronCores that fits its bf16 weights, one rank per core: with
tp_plan="auto", or expert-parallel for mixture-of-experts models without a
tensor-parallel plan. Generation uses torch.compile(backend="neuron") with a
static cache and chunked prefill. An encoder-decoder model runs its encoder
once on the prompt, then generates from its decoder, on one NeuronCore.
For now, only models that fit on 4 Trainium2 devices are tested, 16 NeuronCores at most.
result |
Meaning |
|---|---|
PASS |
The model loaded, generate() returned, and the output check passed or could not run. |
FAIL(load) |
from_pretrained raised. |
FAIL(gen) |
generate() raised. |
FAIL(output) |
generate() returned, but the output check failed. |
FAIL(other) |
The run crashed, or the model's extra Python packages could not be installed. |
EXCLUDED |
Not tested: the sweep's selection left the model out, for the reason in notes. A later run of the model replaces this row. |
The output check compares a run on one NeuronCore with a CPU run of the same
checkpoint and prompt: the tokens must match, or differ first at a near-tie.
On more cores, or when the CPU run cannot complete, a small instruct model
judges whether the text is fluent English. PASS says nothing about
throughput or about longer generations.
The models are the top text-generation and image-text-to-text models on
the Hub by downloads and trending, reselected before each sweep: the 100
best-ranked form the selection. The sweep's list continues with the models of
these tasks and of translation and summarization, encoder-decoder models
included, down to rank 1000 among the Hub's transformers models of their task,
by downloads or trending. Each sweep goes down the list in order until it has
run 100 models, skipping those whose test script has not changed since their
last run. Quantized checkpoints and models that need trust_remote_code are
left out. A model that leaves the list keeps the results it already has.
Layout
There is one file per tested (neuronx-cc, library version) pair:
data/neuronxcc-<version>/<library>-<version>.parquet
Each sweep tests the current Neuron SDK with the library version of the day,
so most pairs are never tested. A model missing from a pair was not tested
there, which does not mean it fails. A model the sweep left out has an
EXCLUDED row instead, with no neuron_cores or runner.
| Column | Content |
|---|---|
model_id, library, neuron_cores, runner |
The model, the library that loads it, the number of NeuronCores it was sharded over (its tensor- or expert-parallel degree), and the load class (run_dense: AutoModelForCausalLM, run_multimodal: AutoModelForImageTextToText, run_seq2seq: AutoModelForSeq2SeqLM, run_dense_ep: expert-parallel). |
selection_rank |
The model's rank, from 1, in the selection of the latest sweep of the pair, empty if that selection does not hold it. |
result, notes |
The outcome, and the start of the generated text or of the error, or why the model was excluded. |
exclusion |
The category of the rule that excluded an EXCLUDED model, such as quantized or trust-remote-code. |
error |
The full exception message of a FAIL(load) or FAIL(gen) run. |
cpu_match |
Runs on one NeuronCore only: Y if the tokens match a CPU run, ~ near-tie … if they differ only at a near-tie, N … if not. |
english |
The judge's verdict, Y or N, when the CPU comparison did not run. |
wall_s, hbm_peak_gb, hbm_capacity_gb |
Wall time of the run, including compilation, and peak device memory against what its NeuronCores provide. |
neuronx_cc, library_version, transformers, accelerate, torch_neuronx, torch, nki, python, neuron_driver |
The stack the run used. transformers is also set for the libraries built on it. |
tested_at |
When the run started (UTC). |
run_py |
The standalone script that ran. |
Querying
import pandas as pd
df = pd.read_parquet("hf://datasets/aws-neuron/torch-neuronx-model-support/data")
df[df.model_id == "Qwen/Qwen3-0.6B"][["neuronx_cc", "library", "library_version", "neuron_cores", "result"]]
Reproducing a run
Each run_py is a standalone script. Its header lists the Neuron stack it ran
on and a pip install line for the packages it adds on top. On a Trainium2
instance with that stack, for example the AWS Neuron Deep Learning Container,
install those packages, then:
python3 run.py
On a trn2 instance, the run can skip compilation by first copying the
compiled graphs of its compiler, from the public
NEFF cache:
hf buckets sync hf://buckets/aws-neuron/torch-neuronx-neff-cache/neuronxcc-<neuronx_cc> /tmp/neff_cache
On more than one NeuronCore, the script launches its own torch.distributed
ranks.
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