1.4.0
·
2 commits
to main
since this release
Installation
Via PyPI
pip install tt-forge==1.4.0 --extra-index-url https://pypi.eng.aws.tenstorrent.com/Via Docker
docker pull ghcr.io/tenstorrent/tt-forge-slim:1.4.0Dependency commits
tt-xla commit: 941a6b866a9284cadd4b33e3c4b0dc973b3e8ba5
tt-mlir commit: 6b2d83bbee7bc60e8521b814368d32785df6cd73
tt-metal commit: f1f4ff75579ebd7a69c7da52d45368f273026d85
What's Changed
- Add workflow to test installations steps using AI by @vmilosevic in #921
- Uplift third_party/tt_forge_models to 37332bc2fa41c6d8ff7ec994ad19b84ab266429f 2026-03-28 by @vvukomanTT in #922
- Improve claude instructions testing by @vmilosevic in #923
- Bump release version to 1.1.0 by @vvukomanTT in #924
- Add a number of skills for the tenstorrent ecosystem by @zoecarver in #925
- Update claude workflow by @vmilosevic in #926
- Uplift third_party/tt_forge_models to e7ba96f22de7ced01b151393f4d4e1bc312fac23 2026-04-04 by @vvukomanTT in #930
- Remove benchmark infrastructure from tt-forge by @chandrasekaranpradeep in #928
- Upgrade checkout from v4 to v5, Add venv activate by @nsumrakTT in #929
- Uplift third_party/tt_forge_models to 752832c839d59bb6c3fde43d7b9c03ebc820fa57 2026-04-11 by @vvukomanTT in #931
- Add tt-xla llama demo by @ddilbazTT in #932
- Add tiny llama demo by @ddilbazTT in #933
- Uplift third_party/tt_forge_models to 534f4821827f4e92af6a1ad58e8c836c8ccd38fd 2026-04-18 by @vvukomanTT in #935
- Stop tt-forge-onnx nightly releases by @vvukomanTT in #936
- Uplift third_party/tt_forge_models to d11fe6671e44d286c2e8c6dcd9bd46a3b84f9ea8 2026-04-25 by @vvukomanTT in #937
- Uplift third_party/tt_forge_models to cae9ccbc67a318736f656bee9a9ea776eb73e69c 2026-05-02 by @vvukomanTT in #940
- Remove depreciated files by @nsumrakTT in #941
- Add qwen3 demo by @abrown in #934
- Add filter test matrix file by @vvukomanTT in #942
- Refactor into call claude by @vmilosevic in #946
- Update requirements to uplift PyTorch by @mmanzoorTT in #944
- Uplift third_party/tt_forge_models to f224af305a10d38acb9fbd72c0c3514b26ec4544 2026-05-09 by @vvukomanTT in #980
- Add ai model bringup workflow by @vmilosevic in #986
- Ai bringup update by @vmilosevic in #987
- Update ai-bringup workflow by @vmilosevic in #988
- Update ai workflow docker image by @vmilosevic in #989
- Update ai workflow by @vmilosevic in #990
- Update ai workflow by @vmilosevic in #992
- Uplift third_party/tt_forge_models to a64a98131c35b010895198f489355d0e6306934f 2026-05-16 by @vvukomanTT in #993
- Run cpu bringup on builder by @vmilosevic in #994
- Add master ai bringup by @vmilosevic in #1002
- Fix push problem in ai workflows by @vmilosevic in #1003
- Uplift third_party/tt_forge_models to 7201811e7020d0e35e908df47a9e57926ba0aa1c 2026-05-23 by @vvukomanTT in #1005
- Uplift third_party/tt_forge_models to b845dfd5fefc65d5b7aff0515243b8c520758ba5 2026-05-30 by @vvukomanTT in #1006
- Uplift third_party/tt_forge_models to 156da1137c7fde3afeea2801cf7e8f25f0d3000d 2026-06-03 by @vvukomanTT in #1009
- Uplift third_party/tt_forge_models to 6b4b47a7c419cdc2713ddfc6e3179f61012c12f4 2026-06-06 by @vvukomanTT in #1011
- Uplift third_party/tt_forge_models to 09239ae98eb4f0b03abe5240aca9418eb3131717 2026-06-13 by @vvukomanTT in #1013
- Move ai bringup scripts to tt-forge-ai-bringup repo by @vmilosevic in #1004
- Uplift third_party/tt_forge_models to 32d5c2e4a8cfd55b0f2ec99b3ec8d1b217fcb742 2026-06-20 by @vvukomanTT in #1014
- Uplift third_party/tt_forge_models to 9af516c8daaa0634c10f00b1cd745042883845ea 2026-06-27 by @vvukomanTT in #1015
- Uplift third_party/tt_forge_models to 2e59f9b5f72a6bfacace309d4a809300f4ad4eb7 2026-07-04 by @vvukomanTT in #1016
- [PyTorch v2.11][Uplift] Update requirements for demo examples by @mmanzoorTT in #1018
- Uplift third_party/tt_forge_models to 7f1ab80e38802437070ca6a102ace98d5ae49267 2026-07-11 by @vvukomanTT in #1019
- Uplift third_party/tt_forge_models to 64b77e1dd83e2d2516cc216ef90c143553b362bf 2026-07-18 by @vvukomanTT in #1020
- Uplift third_party/tt_forge_models to a18b58d353826ee96f696ce3069993c2a1edc165 2026-07-25 by @vvukomanTT in #1022
New Contributors
- @zoecarver made their first contribution in #925
- @abrown made their first contribution in #934
- @mmanzoorTT made their first contribution in #944
Full Changelog: 1.0.0...1.4.0
LLM Performance
| Model | Token/sec/user | Batch | Token/sec | ttft (ms) | Hardware |
|---|---|---|---|---|---|
| pytorch_DeepSeek-V3.2_deepseek_v3_2_exp_modified_nlp_causal_lm_custom | 3.0 | 128 | 384.0 | 8216.11 | n150 |
| pytorch_Falcon_3_10B_Base_nlp_causal_lm_huggingface | 40.0 | 32 | 1280.0 | 835.41 | p150 |
| pytorch_Falcon_3_1B_Base_nlp_causal_lm_huggingface | 54.0 | 32 | 1728.0 | 658.97 | n150 |
| pytorch_Falcon_3_1B_Base_nlp_causal_lm_huggingface | 105.0 | 32 | 3360.0 | 298.38 | p150 |
| pytorch_Falcon_3_3B_Base_nlp_causal_lm_huggingface | 36.0 | 32 | 1152.0 | 820.12 | n150 |
| pytorch_Falcon_3_3B_Base_nlp_causal_lm_huggingface | 64.0 | 32 | 2048.0 | 376.11 | p150 |
| pytorch_Falcon_3_7B_Base_nlp_causal_lm_huggingface | 18.0 | 32 | 576.0 | 1153.17 | n150 |
| pytorch_Falcon_3_7B_Base_nlp_causal_lm_huggingface | 36.0 | 32 | 1152.0 | 500.88 | p150 |
| pytorch_GLM_4.7_nlp_causal_lm_huggingface | 7.0 | 128 | 896.0 | 2731.29 | n150 |
| pytorch_GPT-OSS_20B_nlp_causal_lm_huggingface | 8.0 | 64 | 512.0 | 6253.4 | n150 |
| pytorch_GPT-OSS_20B_nlp_causal_lm_huggingface | 21.0 | 1 | 21.0 | 333.23 | p150 |
| pytorch_Gemma_1.1_2B_IT_nlp_causal_lm_huggingface | 38.0 | 32 | 1216.0 | 669.59 | n150 |
| pytorch_Gemma_1.1_2B_IT_nlp_causal_lm_huggingface | 77.0 | 32 | 2464.0 | 243.57 | p150 |
| pytorch_Kimi-K2.6_kimi_k2_6_modified_nlp_causal_lm_custom | 6.0 | 64 | 384.0 | 3556.51 | n150 |
| pytorch_Kimi-K2_kimi_k2_instruct_modified_nlp_causal_lm_custom | 6.0 | 64 | 384.0 | 3446.21 | n150 |
| pytorch_Llama_3.1_70B_Instruct_nlp_causal_lm_huggingface | 6.0 | 32 | 192.0 | 11018.66 | n150 |
| pytorch_Llama_3.1_70B_Instruct_nlp_causal_lm_huggingface | 12.0 | 32 | 384.0 | 1780.34 | p150 |
| pytorch_Llama_3.1_8B_Instruct_nlp_causal_lm_huggingface | 22.0 | 32 | 704.0 | 1246.98 | n150 |
| pytorch_Llama_3.1_8B_Instruct_nlp_causal_lm_huggingface | 38.0 | 32 | 1216.0 | 582.74 | p150 |
| pytorch_Llama_3.2_1B_Instruct_nlp_causal_lm_huggingface | 64.0 | 32 | 2048.0 | 560.88 | n150 |
| pytorch_Llama_3.2_1B_Instruct_nlp_causal_lm_huggingface | 123.0 | 32 | 3936.0 | 236.32 | p150 |
| pytorch_Llama_3.2_3B_Instruct_nlp_causal_lm_huggingface | 30.0 | 32 | 960.0 | 589.99 | n150 |
| pytorch_Llama_3.2_3B_Instruct_nlp_causal_lm_huggingface | 55.0 | 32 | 1760.0 | 284.05 | p150 |
| pytorch_Mistral_7B_INSTRUCT_v03_nlp_causal_lm_huggingface | 20.0 | 32 | 640.0 | 1224.87 | n150 |
| pytorch_Mistral_7B_INSTRUCT_v03_nlp_causal_lm_huggingface | 34.0 | 32 | 1088.0 | 557.78 | p150 |
| pytorch_Mistral_Small_24B_INSTRUCT_2501_nlp_causal_lm_huggingface | 29.0 | 32 | 928.0 | 894.37 | p150 |
| pytorch_Phi-1.5_Phi_1_5_nlp_causal_lm_huggingface | 20.0 | 32 | 640.0 | 628.66 | n150 |
| pytorch_Phi-1.5_Phi_1_5_nlp_causal_lm_huggingface | 37.0 | 32 | 1184.0 | 334.16 | p150 |
| pytorch_Phi-1_Phi_1_nlp_causal_lm_huggingface | 20.0 | 32 | 640.0 | 629.87 | n150 |
| pytorch_Phi-1_Phi_1_nlp_causal_lm_huggingface | 37.0 | 32 | 1184.0 | 330.3 | p150 |
| pytorch_Phi-2_Phi_2_nlp_causal_lm_huggingface | 8.0 | 32 | 256.0 | 1412.12 | n150 |
| pytorch_Phi-2_Phi_2_nlp_causal_lm_huggingface | 20.0 | 32 | 640.0 | 694.87 | p150 |
| pytorch_Qwen 2.5 Coder_32B_Instruct_nlp_causal_lm_huggingface | 17.0 | 32 | 544.0 | 1467.01 | p150 |
| pytorch_Qwen 2.5_0.5B_Instruct_nlp_causal_lm_huggingface | 69.0 | 32 | 2208.0 | 405.43 | n150 |
| pytorch_Qwen 2.5_0.5B_Instruct_nlp_causal_lm_huggingface | 126.0 | 32 | 4032.0 | 183.54 | p150 |
| pytorch_Qwen 2.5_1.5B_Instruct_nlp_causal_lm_huggingface | 36.0 | 32 | 1152.0 | 483.81 | n150 |
| pytorch_Qwen 2.5_1.5B_Instruct_nlp_causal_lm_huggingface | 63.0 | 32 | 2016.0 | 211.96 | p150 |
| pytorch_Qwen 2.5_3B_Instruct_nlp_causal_lm_huggingface | 30.0 | 32 | 960.0 | 670.98 | n150 |
| pytorch_Qwen 2.5_3B_Instruct_nlp_causal_lm_huggingface | 58.0 | 32 | 1856.0 | 293.38 | p150 |
| pytorch_Qwen 2.5_7B_Instruct_nlp_causal_lm_huggingface | 16.0 | 32 | 512.0 | 801.72 | n150 |
| pytorch_Qwen 2.5_7B_Instruct_nlp_causal_lm_huggingface | 27.0 | 32 | 864.0 | 354.84 | p150 |
| pytorch_Qwen 3_0_6B_nlp_causal_lm_huggingface | 27.0 | 32 | 864.0 | 1154.41 | n150 |
| pytorch_Qwen 3_0_6B_nlp_causal_lm_huggingface | 59.0 | 32 | 1888.0 | 528.65 | p150 |
| pytorch_Qwen 3_1_7B_nlp_causal_lm_huggingface | 22.0 | 32 | 704.0 | 695.31 | n150 |
| pytorch_Qwen 3_1_7B_nlp_causal_lm_huggingface | 46.0 | 32 | 1472.0 | 327.83 | p150 |
| pytorch_Qwen 3_32B_nlp_causal_lm_huggingface | 14.0 | 32 | 448.0 | 1827.03 | p150 |
| pytorch_Qwen 3_4B_nlp_causal_lm_huggingface | 13.0 | 32 | 416.0 | 964.19 | n150 |
| pytorch_Qwen 3_4B_nlp_causal_lm_huggingface | 27.0 | 32 | 864.0 | 462.53 | p150 |
| pytorch_Qwen 3_8B_nlp_causal_lm_huggingface | 10.0 | 32 | 320.0 | 1552.55 | n150 |
| pytorch_Qwen 3_8B_nlp_causal_lm_huggingface | 21.0 | 32 | 672.0 | 718.31 | p150 |
Non-LLM Performance
| Model | Batch | Sample/sec | Hardware |
|---|---|---|---|
| Wan2.2-I2V-A14B-DiT | 1 | 0.0 | p150 |
| Wan2.2-I2V-A14B-UMT5-Text-Encoder | 1 | 12.0 | p150 |
| Wan2.2-I2V-A14B-VAE-Decoder | 1 | 0.0 | p150 |
| Wan2.2-I2V-A14B-VAE-Encoder | 1 | 2.0 | p150 |
| flux1-dev | 1 | 0.0 | p150 |
| flux2 | 1 | 0.0 | p150 |
| glm-image | 1 | 0.0 | p150 |
| janus-pro-1b | 1 | 0.0 | n150 |
| janus-pro-1b | 1 | 0.0 | p150 |
| janus-pro-7b | 1 | 0.0 | p150 |
| playground-v2.5 | 1 | 0.0 | n150 |
| playground-v2.5 | 1 | 0.0 | p150 |
| pytorch_BERT_emrecan/bert-base-turkish-cased-mean-nli-stsb-tr_nlp_embed_gen_huggingface | 8 | 159.0 | n150 |
| pytorch_BGE-M3_Base_nlp_embed_gen_custom | 4 | 9.0 | n150 |
| pytorch_BGE-M3_Base_nlp_embed_gen_custom | 4 | 18.0 | p150 |
| pytorch_EfficientNet_Timm_B0_cv_image_cls_timm | 8 | 352.0 | n150 |
| pytorch_EfficientNet_Timm_B0_cv_image_cls_timm | 8 | 793.0 | p150 |
| pytorch_MNIST_Cnn_Dropout_cv_image_cls_custom | 32 | 13915.0 | n150 |
| pytorch_MNIST_Cnn_Dropout_cv_image_cls_custom | 32 | 27582.0 | p150 |
| pytorch_MobileNetV2_Mobilenet_v2_cv_image_cls_torch_hub | 12 | 1241.0 | n150 |
| pytorch_MobileNetV2_Mobilenet_v2_cv_image_cls_torch_hub | 12 | 2917.0 | p150 |
| pytorch_Qwen 3_Embedding_4B_nlp_embed_gen_huggingface | 32 | 49.0 | n150 |
| pytorch_Qwen 3_Embedding_4B_nlp_embed_gen_huggingface | 32 | 109.0 | p150 |
| pytorch_ResNet_ResNet50_HuggingFace_cv_image_cls_huggingface | 8 | 1352.0 | n150 |
| pytorch_ResNet_ResNet50_HuggingFace_cv_image_cls_huggingface | 8 | 2750.0 | p150 |
| pytorch_SegFormer_B0_Finetuned_Ade_512_512_cv_image_seg_huggingface | 1 | 37.0 | n150 |
| pytorch_SegFormer_B0_Finetuned_Ade_512_512_cv_image_seg_huggingface | 1 | 79.0 | p150 |
| pytorch_Swin_S_cv_image_cls_torchvision | 1 | 10.0 | n150 |
| pytorch_Swin_S_cv_image_cls_torchvision | 1 | 22.0 | p150 |
| pytorch_U-Net for Conditional Generation_Base_conditional_generation_huggingface | 1 | 5.0 | n150 |
| pytorch_U-Net for Conditional Generation_Base_conditional_generation_huggingface | 1 | 9.0 | p150 |
| pytorch_Ultra-Fast Lane Detection v2_TuSimple_ResNet34_Backbone_cv_image_seg_github | 1 | 136.0 | n150 |
| pytorch_Ultra-Fast Lane Detection v2_TuSimple_ResNet34_Backbone_cv_image_seg_github | 1 | 236.0 | p150 |
| pytorch_VGG19-UNet_base_cv_image_seg_custom | 1 | 153.0 | n150 |
| pytorch_VGG19-UNet_base_cv_image_seg_custom | 1 | 309.0 | p150 |
| pytorch_ViT_Base_cv_image_cls_huggingface | 8 | 235.0 | n150 |
| pytorch_ViT_Base_cv_image_cls_huggingface | 8 | 566.0 | p150 |
| pytorch_VoVNet_Ese_Vovnet19b_Dw.ra_In1k_cv_image_cls_timm | 8 | 742.0 | n150 |
| pytorch_VoVNet_Ese_Vovnet19b_Dw.ra_In1k_cv_image_cls_timm | 8 | 1601.0 | p150 |
| sdxl-lightning | 1 | 0.0 | n150 |
| sdxl-lightning | 1 | 0.0 | p150 |
| zimage | 1 | 0.0 | p150 |
Model coverage
Info: Full list of supported models is available in the assets section.
| Model task | Model architecture | Model variant | Model framework | Inference | Training | n150 | n300 | p150 | Single device | Data parallel | Tensor parallel | Model source |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| cv image cls | DINOv2 | Small | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Phi-1 | Phi 1 | jax | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| mm image text similarity | CLIP | Base Patch16 | pytorch | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | EfficientNet | B0 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| nlp causal lm | Phi-4 | Phi 4 | pytorch | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Phi-1 | Phi 1 | pytorch | ❌ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | MobileNetV1 | Mobilenet v1 | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Qwen 2.5 | 7B Instruct | pytorch | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| nlp causal lm | Phi-2 | Phi 2 | jax | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |
| nlp causal lm | Phi-1 LoRA | Phi 1 | pytorch | ❌ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | GPT-OSS | 20B | pytorch | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |
| nlp embed gen | Qwen 3 | Embedding 8B | pytorch | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| mm image text similarity | SigLIP | Base Patch16 224 | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | VGG | HF Vgg19 | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Qwen 2.5 | 1.5B Instruct | jax | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| cv image cls | VoVNet | Ese Vovnet19b Dw.ra In1k | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| nlp causal lm | Qwen 2.5 | 0.5B Instruct | jax | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| nlp causal lm | Falcon | 3 10B Base | pytorch | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| nlp causal lm | Qwen 3 | 4B | jax | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |
| nlp causal lm | Qwen 2.5 Coder | 1.5B Instruct | jax | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| nlp causal lm | Phi-3 | Mini Instruct | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Gemma | 1.1 2B IT | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| mm visual qa | Mistral | base | pytorch | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| nlp causal lm | Gemma | 2 2B IT | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv object det | TransFuser | None | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Falcon | 3 1B Base | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| nlp token cls | BiLSTM-CRF | Default | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | MobileNetV2 | Mobilenet v2 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv img to img | Autoencoder | linear | pytorch | ❌ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | olmo_3 | 3 7b instruct | pytorch | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | GPT-2 | Xl | jax | ❌ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Qwen 3 | 1 7B | jax | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |
| mm visual qa | Llama | 3.2 11B Vision | pytorch | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv object det | OWL-ViT | Base Patch32 | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | olmo_3 | 3 32b think | pytorch | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |
| nlp causal lm | olmo_3 | 3 7b think | pytorch | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Phi-3 | Mini 128K Instruct | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Qwen 3 | 1 7B | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| cv object det | DETR | ResNet50 Backbone | pytorch | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image seg | VGG19-UNet | base | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Qwen 2.5 Coder | 3B Instruct | jax | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |
| cv image cls | MNIST | Cnn Dropout | jax | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | MNIST | Mlp Custom | jax | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Llama | 3.2 1B | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image seg | MaskFormer Swin-B | Swin Base Coco | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv object det | YOLOv9 | T | pytorch | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Qwen 2.5 Coder | 3B | jax | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |
| nlp causal lm | Falcon | 3 7B Base | pytorch | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| nlp causal lm | Llama | 3.1 70B | pytorch | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |
| nlp causal lm | Qwen 2.5 | 0.5B Instruct | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Phi-1.5 | Phi 1 5 | jax | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| nlp causal lm | Qwen 2.5 | 0.5B | jax | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| nlp causal lm | Qwen 2.5 | 72B Instruct | pytorch | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | View Source |
| nlp causal lm | olmo_3 | 3 1025 7b | pytorch | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Phi-1 | Phi 1 | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv object det | PointPillars | pointpillars | pytorch | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Qwen 2.5 Coder | 32B Instruct | pytorch | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |
| nlp causal lm | GPT-2 | Base | jax | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Gemma | 1.1 7B IT | pytorch | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| cv image cls | MNIST | Cnn Nodropout | pytorch | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | MNIST | Mlp Custom 1x2 | jax | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |
| cv object det | YOLOS Small | Small | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Qwen 2.5 Coder | 0.5B | jax | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| nlp causal lm | Qwen 3 | 8B | pytorch | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| conditional generation | U-Net for Conditional Generation | Base | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Qwen 3 | 14B | pytorch | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| nlp causal lm | Gemma | 2 27B IT | pytorch | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |
| nlp causal lm | Qwen 3 | 0 6B | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Qwen 2.5 | 1.5B Instruct | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Gemma | 2 9B IT | pytorch | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| nlp causal lm | Mistral | 7B INSTRUCT v03 | pytorch | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| nlp causal lm | Mistral | Magistral Small 2506 | pytorch | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |
| nlp causal lm | Qwen 3 | 4B | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | Swin | S | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | MNIST | Cnn Batchnorm | jax | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Phi-2 | Phi 2 | pytorch | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp embed gen | Qwen 3 | Embedding 4B | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Llama | 3.1 8B Instruct | pytorch | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| cv object det | EfficientDet | D0 | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Mistral | Ministral 8B Instruct | pytorch | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |