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@tenstorrent-github-bot tenstorrent-github-bot released this 22 Jul 01:04
1.4.0.dev20260722001804
a2231a3
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Installation

Via PyPI

pip install tt-forge==1.4.0.dev20260722001804 --extra-index-url https://pypi.eng.aws.tenstorrent.com/

Via Docker

docker pull ghcr.io/tenstorrent/tt-forge-slim:1.4.0.dev20260722001804

Dependency commits

tt-xla commit: 99b1c2eb1fe221c7c0f90d7afcba0ee7f12a3352
tt-mlir commit: 15feb8c97c5a290a635fbc9e43656fbce62c3430
tt-metal commit: f1f4ff75579ebd7a69c7da52d45368f273026d85

What's Changed

  • Uplift third_party/tt_forge_models to 64b77e1dd83e2d2516cc216ef90c143553b362bf 2026-07-18 by @vvukomanTT in #1020

Full Changelog: 1.4.0.dev20260718001745...1.4.0.dev20260722001804

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 8271.18 n150
pytorch_Falcon_3_10B_Base_nlp_causal_lm_huggingface 40.0 32 1280.0 870.01 p150
pytorch_Falcon_3_1B_Base_nlp_causal_lm_huggingface 55.0 32 1760.0 658.68 n150
pytorch_Falcon_3_1B_Base_nlp_causal_lm_huggingface 103.0 32 3296.0 298.16 p150
pytorch_Falcon_3_3B_Base_nlp_causal_lm_huggingface 36.0 32 1152.0 816.61 n150
pytorch_Falcon_3_3B_Base_nlp_causal_lm_huggingface 64.0 32 2048.0 379.08 p150
pytorch_Falcon_3_7B_Base_nlp_causal_lm_huggingface 18.0 32 576.0 1151.87 n150
pytorch_Falcon_3_7B_Base_nlp_causal_lm_huggingface 35.0 32 1120.0 500.77 p150
pytorch_GLM_4.7_nlp_causal_lm_huggingface 7.0 128 896.0 2711.2 n150
pytorch_GPT-OSS_120B_nlp_causal_lm_huggingface 4.0 8 32.0 1408.55 p150
pytorch_GPT-OSS_20B_nlp_causal_lm_huggingface 8.0 64 512.0 6055.06 n150
pytorch_GPT-OSS_20B_nlp_causal_lm_huggingface 21.0 1 21.0 345.23 p150
pytorch_Gemma_1.1_2B_IT_nlp_causal_lm_huggingface 38.0 32 1216.0 631.06 n150
pytorch_Gemma_1.1_2B_IT_nlp_causal_lm_huggingface 77.0 32 2464.0 242.41 p150
pytorch_Kimi-K2.6_kimi_k2_6_modified_nlp_causal_lm_custom 6.0 64 384.0 3552.46 n150
pytorch_Kimi-K2_kimi_k2_instruct_modified_nlp_causal_lm_custom 6.0 64 384.0 3423.12 n150
pytorch_Llama_3.1_70B_Instruct_nlp_causal_lm_huggingface 6.0 32 192.0 11165.22 n150
pytorch_Llama_3.1_70B_Instruct_nlp_causal_lm_huggingface 12.0 32 384.0 1818.36 p150
pytorch_Llama_3.1_8B_Instruct_nlp_causal_lm_huggingface 21.0 32 672.0 1217.22 n150
pytorch_Llama_3.1_8B_Instruct_nlp_causal_lm_huggingface 37.0 32 1184.0 569.99 p150
pytorch_Llama_3.2_1B_Instruct_nlp_causal_lm_huggingface 63.0 32 2016.0 538.87 n150
pytorch_Llama_3.2_1B_Instruct_nlp_causal_lm_huggingface 120.0 32 3840.0 232.21 p150
pytorch_Llama_3.2_3B_Instruct_nlp_causal_lm_huggingface 30.0 32 960.0 581.44 n150
pytorch_Mistral_7B_INSTRUCT_v03_nlp_causal_lm_huggingface 20.0 32 640.0 1205.01 n150
pytorch_Mistral_7B_INSTRUCT_v03_nlp_causal_lm_huggingface 35.0 32 1120.0 562.7 p150
pytorch_Mistral_Small_24B_INSTRUCT_2501_nlp_causal_lm_huggingface 29.0 32 928.0 889.16 p150
pytorch_Phi-1.5_Phi_1_5_nlp_causal_lm_huggingface 20.0 32 640.0 654.85 n150
pytorch_Phi-1.5_Phi_1_5_nlp_causal_lm_huggingface 37.0 32 1184.0 326.67 p150
pytorch_Phi-1_Phi_1_nlp_causal_lm_huggingface 20.0 32 640.0 640.28 n150
pytorch_Phi-1_Phi_1_nlp_causal_lm_huggingface 37.0 32 1184.0 328.19 p150
pytorch_Phi-2_Phi_2_nlp_causal_lm_huggingface 8.0 32 256.0 1466.97 n150
pytorch_Phi-2_Phi_2_nlp_causal_lm_huggingface 20.0 32 640.0 698.14 p150
pytorch_Qwen 2.5 Coder_32B_Instruct_nlp_causal_lm_huggingface 17.0 32 544.0 1493.1 p150
pytorch_Qwen 2.5_0.5B_Instruct_nlp_causal_lm_huggingface 69.0 32 2208.0 425.68 n150
pytorch_Qwen 2.5_0.5B_Instruct_nlp_causal_lm_huggingface 124.0 32 3968.0 184.67 p150
pytorch_Qwen 2.5_1.5B_Instruct_nlp_causal_lm_huggingface 36.0 32 1152.0 497.94 n150
pytorch_Qwen 2.5_1.5B_Instruct_nlp_causal_lm_huggingface 63.0 32 2016.0 220.2 p150
pytorch_Qwen 2.5_3B_Instruct_nlp_causal_lm_huggingface 30.0 32 960.0 668.31 n150
pytorch_Qwen 2.5_7B_Instruct_nlp_causal_lm_huggingface 16.0 32 512.0 841.84 n150
pytorch_Qwen 2.5_7B_Instruct_nlp_causal_lm_huggingface 28.0 32 896.0 354.82 p150
pytorch_Qwen 3_0_6B_nlp_causal_lm_huggingface 36.0 32 1152.0 1091.82 n150
pytorch_Qwen 3_0_6B_nlp_causal_lm_huggingface 73.0 32 2336.0 523.45 p150
pytorch_Qwen 3_1_7B_nlp_causal_lm_huggingface 28.0 32 896.0 690.19 n150
pytorch_Qwen 3_1_7B_nlp_causal_lm_huggingface 54.0 32 1728.0 330.09 p150
pytorch_Qwen 3_32B_nlp_causal_lm_huggingface 15.0 32 480.0 1805.55 p150
pytorch_Qwen 3_4B_nlp_causal_lm_huggingface 17.0 32 544.0 918.9 n150
pytorch_Qwen 3_4B_nlp_causal_lm_huggingface 32.0 32 1024.0 457.09 p150
pytorch_Qwen 3_8B_nlp_causal_lm_huggingface 13.0 32 416.0 1591.84 n150
pytorch_Qwen 3_8B_nlp_causal_lm_huggingface 24.0 32 768.0 714.95 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 13.0 p150
Wan2.2-I2V-A14B-VAE-Decoder 1 0.0 p150
Wan2.2-I2V-A14B-VAE-Encoder 1 1.0 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-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 8 163.0 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_MNIST_Cnn_Dropout_cv_image_cls_custom 32 13370.0 n150
pytorch_MNIST_Cnn_Dropout_cv_image_cls_custom 32 28519.0 p150
pytorch_MobileNetV2_Mobilenet_v2_cv_image_cls_torch_hub 12 1240.0 n150
pytorch_MobileNetV2_Mobilenet_v2_cv_image_cls_torch_hub 12 2910.0 p150
pytorch_Qwen 3_Embedding_4B_nlp_embed_gen_huggingface 32 49.0 n150
pytorch_Qwen 3_Embedding_4B_nlp_embed_gen_huggingface 32 108.0 p150
pytorch_ResNet_ResNet50_HuggingFace_cv_image_cls_huggingface 8 1354.0 n150
pytorch_ResNet_ResNet50_HuggingFace_cv_image_cls_huggingface 8 2747.0 p150
pytorch_SegFormer_B0_Finetuned_Ade_512_512_cv_image_seg_huggingface 1 36.0 n150
pytorch_SegFormer_B0_Finetuned_Ade_512_512_cv_image_seg_huggingface 1 80.0 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 9.0 p150
pytorch_Ultra-Fast Lane Detection v2_TuSimple_ResNet34_Backbone_cv_image_seg_github 1 137.0 n150
pytorch_Ultra-Fast Lane Detection v2_TuSimple_ResNet34_Backbone_cv_image_seg_github 1 238.0 p150
pytorch_VGG19-UNet_base_cv_image_seg_custom 1 154.0 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
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
conditional generation U-Net for Conditional Generation Base pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv image cls AlexNet Custom 1x2 jax ✅ ❌ ❌ ✅ ❌ ❌ ❌ ✅ View Source
cv image cls DINOv2 Small pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv image cls EfficientNet B0 pytorch ✅ ❌ ✅ ✅ ✅ ✅ ✅ ❌ View Source
cv image cls MNIST Cnn Batchnorm jax ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv image cls MNIST Cnn Dropout jax ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv image cls MNIST Cnn Dropout pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv image cls MNIST Cnn Nodropout pytorch ✅ ❌ ❌ ❌ ✅ ✅ ❌ ❌ View Source
cv image cls MNIST Mlp Custom jax ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv image cls MNIST Mlp Custom jax ❌ ✅ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv image cls MNIST Mlp Custom 1x2 jax ✅ ❌ ❌ ✅ ❌ ❌ ❌ ✅ View Source
cv image cls MobileNetV1 Mobilenet v1 pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv image cls MobileNetV2 Mobilenet v2 pytorch ✅ ❌ ✅ ✅ ✅ ✅ ✅ ❌ View Source
cv image cls ResNet ResNet50 HuggingFace High Resolution pytorch ✅ ❌ ❌ ❌ ✅ ✅ ❌ ❌ View Source
cv image cls SegFormer Mit B0 pytorch ✅ ❌ ✅ ✅ ✅ ✅ ✅ ❌ View Source
cv image cls Swin S pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv image cls VGG HF Vgg19 pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv image cls ViT Base pytorch ✅ ❌ ✅ ✅ ✅ ✅ ✅ ❌ View Source
cv image cls VoVNet Ese Vovnet19b Dw.ra In1k pytorch ✅ ❌ ✅ ✅ ✅ ✅ ✅ ❌ View Source
cv image seg Ultra-Fast Lane Detection TuSimple ResNet18 Backbone pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv image seg VGG19-UNet base pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv img to img Autoencoder linear pytorch ❌ ✅ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv object det Attention DenseUNet Base pytorch ✅ ❌ ❌ ❌ ✅ ✅ ❌ ❌ View Source
cv object det DETR ResNet50 Backbone pytorch ✅ ❌ ❌ ❌ ✅ ✅ ❌ ❌ View Source
cv object det EfficientDet D0 pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv object det OWL-ViT Base Patch32 pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv object det PointPillars pointpillars pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv object det TransFuser None pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv object det YOLOP Default pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv object det YOLOS Small Small pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv object det YOLOv4 Base pytorch ✅ ❌ ❌ ✅ ✅ ✅ ✅ ❌ View Source
cv object det YOLOv7 Default pytorch ✅ ❌ ❌ ❌ ✅ ✅ ❌ ❌ View Source
cv object det YOLOv9 T pytorch ✅ ❌ ❌ ❌ ✅ ✅ ❌ ❌ View Source
cv object det ssd512 ssd512 pytorch ✅ ❌ ❌ ❌ ✅ ✅ ❌ ❌ View Source
mm action prediction OpenVLA-OFT Finetuned Libero 10 pytorch ✅ ❌ ❌ ❌ ✅ ✅ ❌ ❌ View Source
mm image text similarity CLIP Base Patch16 pytorch ✅ ❌ ❌ ❌ ✅ ✅ ❌ ❌ View Source
mm image text similarity SigLIP Base Patch16 224 pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
mm visual qa Llama 3.2 11B Vision pytorch ✅ ❌ ❌ ❌ ✅ ✅ ❌ ❌ View Source
mm visual qa Mistral base pytorch ✅ ❌ ❌ ✅ ✅ ✅ ❌ ✅ View Source
nlp causal lm ALLaM 7B Instruct pytorch ✅ ❌ ❌ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Command_A_Reasoning command-a-reasoning-08-2025 pytorch ✅ ❌ ❌ ❌ ❌ ❌ ❌ ✅ View Source
nlp causal lm Falcon 3 10B Base pytorch ✅ ❌ ❌ ✅ ✅ ✅ ❌ ✅ View Source
nlp causal lm Falcon 3 1B Base pytorch ✅ ❌ ✅ ✅ ✅ ✅ ❌ ✅ View Source
nlp causal lm Falcon 3 3B Base pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Falcon 3 7B Base pytorch ✅ ❌ ❌ ✅ ✅ ✅ ❌ ✅ View Source
nlp causal lm GPT-2 Base jax ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm GPT-2 Xl jax ❌ ✅ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm GPT-OSS 20B pytorch ✅ ❌ ❌ ✅ ❌ ❌ ❌ ✅ View Source
nlp causal lm Gemma 1.1 2B IT pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Gemma 1.1 7B IT pytorch ✅ ❌ ❌ ✅ ✅ ✅ ❌ ✅ View Source
nlp causal lm Gemma 2 27B IT pytorch ✅ ❌ ❌ ✅ ❌ ❌ ❌ ✅ View Source
nlp causal lm Gemma 2 2B IT pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Gemma 2 9B IT pytorch ✅ ❌ ❌ ✅ ✅ ✅ ❌ ✅ View Source
nlp causal lm Llama 3.1 70B pytorch ✅ ❌ ❌ ✅ ❌ ❌ ❌ ✅ View Source
nlp causal lm Llama 3.1 70B Instruct pytorch ✅ ❌ ❌ ❌ ❌ ❌ ❌ ✅ View Source
nlp causal lm Llama 3.1 8B Instruct pytorch ✅ ❌ ❌ ✅ ✅ ✅ ❌ ✅ View Source
nlp causal lm Llama 3.2 1B pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Llama 3.2 3B pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Llama 3.3 70B Instruct pytorch ✅ ❌ ❌ ❌ ❌ ❌ ❌ ✅ View Source
nlp causal lm Llama LoRA 3.2 1B pytorch ❌ ✅ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Mistral 7B INSTRUCT v03 pytorch ✅ ❌ ❌ ✅ ✅ ✅ ❌ ✅ View Source
nlp causal lm Mistral Devstral Small 2505 pytorch ✅ ❌ ❌ ✅ ❌ ❌ ❌ ✅ View Source
nlp causal lm Mistral Magistral Small 2506 pytorch ✅ ❌ ❌ ✅ ❌ ❌ ❌ ✅ View Source
nlp causal lm Mistral Ministral 8B Instruct pytorch ✅ ❌ ❌ ✅ ❌ ❌ ❌ ✅ View Source
nlp causal lm Mistral Nemo INSTRUCT 2407 pytorch ✅ ❌ ❌ ✅ ❌ ❌ ❌ ✅ View Source
nlp causal lm Mistral Small 24B INSTRUCT 2501 pytorch ✅ ❌ ❌ ✅ ❌ ❌ ❌ ✅ View Source
nlp causal lm Phi-1 Phi 1 jax ✅ ❌ ✅ ✅ ✅ ✅ ❌ ✅ View Source
nlp causal lm Phi-1 Phi 1 pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Phi-1 Phi 1 pytorch ❌ ✅ ❌ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Phi-1 LoRA Phi 1 pytorch ❌ ✅ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Phi-1.5 Phi 1 5 jax ✅ ❌ ✅ ✅ ✅ ✅ ❌ ✅ View Source
nlp causal lm Phi-1.5 Phi 1 5 pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Phi-2 Phi 2 jax ✅ ❌ ❌ ✅ ❌ ❌ ❌ ✅ View Source
nlp causal lm Phi-2 Phi 2 pytorch ✅ ❌ ❌ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Phi-3 Mini 128K Instruct pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Phi-3 Mini 4K Instruct pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Phi-3 Mini Instruct pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Phi-4 Phi 4 pytorch ✅ ❌ ❌ ✅ ✅ ✅ ❌ ✅ View Source
nlp causal lm Qwen 2 Qwq 32B pytorch ✅ ❌ ❌ ✅ ❌ ❌ ❌ ✅ View Source
nlp causal lm Qwen 2.5 0.5B jax ✅ ❌ ✅ ✅ ✅ ✅ ❌ ✅ View Source

Contributors

vvukomanTT
Assets 5
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