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@tenstorrent-github-bot tenstorrent-github-bot released this 20 Aug 00:44
· 1 commit to main since this release
1.5.0.dev20260820000439
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Installation

Via PyPI

pip install tt-forge==1.5.0.dev20260820000439 --extra-index-url https://pypi.eng.aws.tenstorrent.com/

Via Docker

docker pull ghcr.io/tenstorrent/tt-forge-slim:1.5.0.dev20260820000439

Dependency commits

tt-xla commit: 0c28b11f3f92f80287a18ec7c4aafb0b139a071e
tt-mlir commit: 71046369d603b97fd6a8dd8b947ca8588ac2a74f
tt-metal commit: 5beed318d0f0d1c6212e605947fb0be80c9e0a1d

What's Changed

  • Uplift third_party/tt_forge_models to 464c104944cb42b25ac83e02f03a5a238572eda2 2026-08-15 by @vvukomanTT in #1025

Full Changelog: 1.5.0.dev20260815000421...1.5.0.dev20260820000439

LLM Performance

Model Token/sec/user Batch Token/sec ttft (ms) Hardware
pytorch_GPT-OSS_20B_nlp_causal_lm_huggingface 8.0 64 512.0 6156.27 n150
pytorch_GPT-OSS_20B_nlp_causal_lm_huggingface 21.0 1 21.0 299.86 p150
pytorch_Llama_3.1_70B_Instruct_nlp_causal_lm_huggingface 7.0 32 224.0 9524.73 n150
pytorch_Llama_3.1_70B_Instruct_nlp_causal_lm_huggingface 12.0 32 384.0 1834.64 p150
pytorch_Llama_3.1_8B_Instruct_nlp_causal_lm_huggingface 21.0 32 672.0 1373.14 n150
pytorch_Llama_3.1_8B_Instruct_nlp_causal_lm_huggingface 38.0 32 1216.0 586.06 p150

Non-LLM Performance

Model Batch Sample/sec Hardware
pytorch_ResNet_ResNet50_HuggingFace_cv_image_cls_huggingface 8 1311.0 n150
pytorch_ResNet_ResNet50_HuggingFace_cv_image_cls_huggingface 8 2766.0 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
nlp causal lm Qwen 2.5 Coder 3B jax ✅ ❌ ❌ ✅ ❌ ❌ ❌ ✅ View Source
nlp causal lm Gemma 1.1 7B IT pytorch ✅ ❌ ❌ ✅ ✅ ✅ ❌ ✅ View Source
nlp causal lm Qwen 3 4B pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv object det YOLOS Small Small pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv object det YOLOv4 Base pytorch ✅ ❌ ✅ ✅ ✅ ✅ ✅ ❌ View Source
cv image seg Ultra-Fast Lane Detection TuSimple ResNet18 Backbone pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Llama 3.1 8B Instruct pytorch ✅ ❌ ❌ ✅ ✅ ✅ ❌ ✅ View Source
cv image cls MNIST Cnn Batchnorm jax ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
mm image text similarity CLIP Base Patch16 pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp embed gen Qwen 3 Embedding 8B pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
conditional generation U-Net for Conditional Generation Base pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv object det YOLOv9 T pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm GPT-2 Xl jax ❌ ✅ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv image cls MobileNetV1 Mobilenet v1 pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv image cls MNIST Cnn Dropout jax ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
mm tts xtts_v2 gpt latents pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv image cls EfficientNet B0 pytorch ✅ ❌ ✅ ✅ ✅ ✅ ✅ ❌ View Source
mm visual qa Llama 3.2 11B Vision Instruct pytorch ✅ ❌ ❌ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Qwen 3 1 7B jax ✅ ❌ ❌ ✅ ❌ ❌ ❌ ✅ View Source
nlp causal lm Llama 3.2 3B pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Qwen 3 14B pytorch ✅ ❌ ❌ ❌ ✅ ✅ ❌ ❌ View Source
cv image cls Swin S pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Phi-1.5 Phi 1 5 pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Phi-3 Mini 4K Instruct pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv object det ssd512 ssd512 pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv image cls ViT Base pytorch ✅ ❌ ✅ ✅ ✅ ✅ ✅ ❌ View Source
nlp causal lm Qwen 2.5 3B jax ✅ ❌ ❌ ✅ ❌ ❌ ❌ ✅ View Source
nlp causal lm Qwen 2.5 Coder 1.5B jax ✅ ❌ ✅ ✅ ✅ ✅ ❌ ✅ View Source
nlp causal lm Mistral 7B INSTRUCT v03 pytorch ✅ ❌ ❌ ✅ ✅ ✅ ❌ ✅ View Source
nlp causal lm olmo_3 3 1025 7b pytorch ✅ ❌ ❌ ❌ ✅ ✅ ❌ ❌ View Source
cv image cls DINOv2 Small pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Gemma 1.1 2B IT pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
mm action prediction OpenVLA-OFT Finetuned Libero 10 pytorch ✅ ❌ ❌ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Falcon 3 7B Base pytorch ✅ ❌ ❌ ✅ ✅ ✅ ❌ ✅ View Source
nlp causal lm Gemma 2 2B IT pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Mistral Nemo INSTRUCT 2407 pytorch ✅ ❌ ❌ ❌ ✅ ✅ ❌ ❌ View Source
mm tts xtts_v2 speaker encoder pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Phi-1.5 Phi 1 5 jax ✅ ❌ ✅ ✅ ✅ ✅ ❌ ✅ View Source
nlp causal lm Qwen 2.5 Coder 1.5B Instruct jax ✅ ❌ ✅ ✅ ✅ ✅ ❌ ✅ View Source
mm tts xtts_v2 gpt prefill pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp embed gen BERT emrecan/bert-base-turkish-cased-mean-nli-stsb-tr pytorch ✅ ❌ ❌ ✅ ❌ ❌ ✅ ❌ View Source
cv image seg MaskFormer Swin-B Swin Base Coco pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Qwen 2.5 72B Instruct pytorch ✅ ❌ ❌ ❌ ❌ ❌ ❌ ✅ View Source
nlp causal lm ALLaM 7B Instruct pytorch ✅ ❌ ❌ ❌ ✅ ✅ ❌ ❌ View Source
cv panoptic seg Panoptic Segmentation ResNet50 Backbone 1x COCO pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Qwen 2.5 32B Instruct pytorch ✅ ❌ ❌ ✅ ❌ ❌ ❌ ✅ View Source
nlp causal lm Falcon 3 1B Base pytorch ✅ ❌ ✅ ✅ ✅ ✅ ❌ ✅ View Source
nlp causal lm Qwen 2.5 Coder 0.5B jax ✅ ❌ ✅ ✅ ✅ ✅ ❌ ✅ View Source
nlp causal lm Qwen 2.5 0.5B Instruct pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Llama 3.2 1B pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv object det OWL-ViT Base Patch32 pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
mm tts xtts_v2 hifigan decoder pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Phi-1 Phi 1 jax ✅ ❌ ✅ ✅ ✅ ✅ ❌ ✅ View Source
cv image cls MNIST Cnn Nodropout pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv object det YOLOv7 Default pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm olmo_3 3 1125 32b pytorch ✅ ❌ ❌ ✅ ❌ ❌ ❌ ✅ View Source
nlp causal lm arcee_ai arcee Spark pytorch ✅ ❌ ❌ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Mistral Ministral 8B Instruct pytorch ✅ ❌ ❌ ✅ ❌ ❌ ❌ ✅ View Source
nlp causal lm Phi-1 Phi 1 pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv object det TransFuser None pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv image seg VGG19-UNet base pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Mistral Devstral Small 2505 pytorch ✅ ❌ ❌ ✅ ❌ ❌ ❌ ✅ View Source
mm image ttt FLUX Vae pytorch ✅ ❌ ❌ ❌ ❌ ✅ ❌ ❌ Source not available
nlp embed gen FLUX T5TextEncoder pytorch ✅ ❌ ❌ ❌ ❌ ✅ ❌ ❌ Source not available
nlp causal lm Qwen 2.5 Coder 3B Instruct jax ✅ ❌ ❌ ✅ ❌ ❌ ❌ ✅ View Source
nlp token cls BiLSTM-CRF Default pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
cv image cls MNIST Cnn Dropout pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Gemma 2 9B IT pytorch ✅ ❌ ❌ ✅ ✅ ✅ ❌ ✅ View Source
nlp causal lm Qwen 2 Qwq 32B pytorch ✅ ❌ ❌ ✅ ❌ ❌ ❌ ✅ View Source
nlp causal lm Qwen 2.5 14B Instruct pytorch ✅ ❌ ❌ ✅ ✅ ✅ ❌ ✅ View Source
mm tts xtts_v2 conditioning pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Phi-1 Phi 1 pytorch ❌ ✅ ❌ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Qwen 3 1 7B pytorch ✅ ❌ ✅ ✅ ✅ ✅ ❌ ✅ View Source
nlp causal lm Gemma LoRA 1.1 2B IT pytorch ❌ ✅ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Llama 3.1 70B Instruct pytorch ✅ ❌ ❌ ❌ ❌ ❌ ❌ ✅ View Source
cv image cls MNIST Mlp Custom jax ❌ ✅ ✅ ❌ ✅ ✅ ❌ ❌ View Source
nlp causal lm Phi-4 Phi 4 pytorch ✅ ❌ ❌ ✅ ✅ ✅ ❌ ✅ View Source
nlp causal lm Qwen 2.5 72B pytorch ✅ ❌ ❌ ❌ ❌ ❌ ❌ ✅ View Source
cv image cls ResNet ResNet50 HuggingFace High Resolution pytorch ✅ ❌ ✅ ❌ ✅ ✅ ❌ ❌ View Source
mm image ttt FLUX Transformer pytorch ✅ ❌ ❌ ❌ ❌ ✅ ❌ ❌ Source not available

Contributors

vvukomanTT
Assets 5
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