1.3.0.dev20260627003126
·
1 commit
to main
since this release
Installation
Via PyPI
pip install tt-forge==1.3.0.dev20260627003126 --extra-index-url https://pypi.eng.aws.tenstorrent.com/Via Docker
docker pull ghcr.io/tenstorrent/tt-forge-slim:1.3.0.dev20260627003126Dependency commits
tt-xla commit: 7d36f968d4313e1b42d619199501bbcc8a46c8fd
tt-mlir commit: 6b6c3709f0cc78e004e9c6c05e603278609a2519
tt-metal commit: 13adda80c119631d18b0bc06163416ba148c25ab
What's Changed
- Uplift third_party/tt_forge_models to 32d5c2e4a8cfd55b0f2ec99b3ec8d1b217fcb742 2026-06-20 by @vvukomanTT in #1014
Full Changelog: 1.3.0.dev20260620003154...1.3.0.dev20260627003126
LLM Performance
| Model | Token/sec/user | Batch | Token/sec | ttft (ms) | Hardware |
|---|
Non-LLM Performance
| Model | Batch | Sample/sec | Hardware |
|---|
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 | OWL-ViT | Base Patch32 | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv object det | PointPillars | pointpillars | 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 action prediction | pi_0 | pi0 base | 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 Instruct | 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 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 | Mistral | 7B INSTRUCT v03 | pytorch | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| nlp causal lm | Mistral | Devstral Small 2505 | pytorch | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |
| nlp causal lm | Mistral | Large INSTRUCT 2411 | 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 |
| nlp causal lm | Qwen 2.5 | 0.5B Instruct | jax | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| nlp causal lm | Qwen 2.5 | 0.5B Instruct | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |