1.5.0.dev20260811000841
·
2 commits
to main
since this release
Installation
Via PyPI
pip install tt-forge==1.5.0.dev20260811000841 --extra-index-url https://pypi.eng.aws.tenstorrent.com/Via Docker
docker pull ghcr.io/tenstorrent/tt-forge-slim:1.5.0.dev20260811000841Dependency commits
tt-xla commit: 225db6c3542598f6569d122b875e9ccad8e1d33c
tt-mlir commit: da6f1ce081af95630f5d679392e50a4bafa7c6ea
tt-metal commit: 5beed318d0f0d1c6212e605947fb0be80c9e0a1d
What's Changed
- Uplift third_party/tt_forge_models to 7e486b570e422aa5da81fc10074abd68e7d3b8cb 2026-08-08 by @vvukomanTT in #1024
Full Changelog: 1.5.0.dev20260808000817...1.5.0.dev20260811000841
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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| cv object det | OWL-ViT | Base Patch32 | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Llama | 3.1 70B Instruct | pytorch | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | View Source |
| mm tts | xtts_v2 | gpt latents | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv object det | YOLOv9 | T | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Llama | 3.2 3B | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | MNIST | Mlp Custom 1x2 | jax | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |
| nlp causal lm | Qwen 2.5 | 0.5B | jax | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| nlp causal lm | Mistral | Ministral 8B Instruct | pytorch | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |
| cv image cls | VoVNet | Ese Vovnet19b Dw.ra In1k | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv object det | YOLOP | Default | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Gemma | 2 27B IT | pytorch | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |
| nlp causal lm | Gemma LoRA | 1.1 2B IT | pytorch | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Qwen 2.5 | 3B Instruct | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | EfficientNet | B0 | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Qwen 2.5 | 3B Instruct | jax | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |
| nlp causal lm | Qwen 3 | 1 7B | jax | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |
| nlp causal lm | Qwen 2.5 Coder | 32B Instruct | pytorch | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |
| mm visual qa | Mistral | base | pytorch | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| nlp causal lm | Llama | 3.1 8B Instruct | pytorch | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| nlp causal lm | Falcon | 3 3B Base | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv object det | YOLOv4 | Base | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | MNIST | Cnn Batchnorm | jax | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp token cls | BiLSTM-CRF | Default | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | olmo_3 | 3 1025 7b | pytorch | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| mm tts | xtts_v2 | gpt decode | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| mm tts | xtts_v2 | hifigan decoder | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Mistral | Large INSTRUCT 2411 | pytorch | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | View Source |
| cv image cls | MNIST | Cnn Nodropout | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | MobileNetV2 | Mobilenet v2 | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| conditional generation | U-Net for Conditional Generation | Base | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv object det | YOLOv7 | Default | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | GPT-2 | Xl | jax | ❌ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv img to img | Autoencoder | linear | pytorch | ❌ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | DINOv2 | Small | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv object det | PointPillars | pointpillars | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Qwen 2.5 | 3B | jax | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |
| cv image cls | ResNet | ResNet50 HuggingFace High Resolution | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Llama LoRA | 3.2 1B | pytorch | ❌ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Qwen 2.5 Coder | 0.5B | jax | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| nlp causal lm | ALLaM | 7B Instruct | pytorch | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Falcon | 3 7B Base | pytorch | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| nlp causal lm | Gemma | 1.1 7B IT | pytorch | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| nlp causal lm | Phi-4 | Phi 4 | pytorch | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| nlp causal lm | Llama | 3.1 70B | pytorch | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |
| nlp causal lm | Qwen 2 | Qwq 32B | pytorch | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |
| cv panoptic seg | Panoptic Segmentation | ResNet50 Backbone 1x COCO | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Phi-2 | Phi 2 | jax | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |
| mm visual qa | Llama | 3.2 11B Vision Instruct | pytorch | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | olmo_3 | 3 7b think | pytorch | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Qwen 2.5 Coder | 1.5B Instruct | jax | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| cv object det | ssd512 | ssd512 | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Mistral | Devstral Small 2505 | pytorch | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |
| cv object det | TransFuser | None | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| mm image text similarity | CLIP | Base Patch16 | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| mm tts | xtts_v2 | speaker encoder | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv object det | Attention DenseUNet | Base | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv object det | EfficientDet | D0 | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | olmo_3 | 3 32b think | pytorch | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |
| nlp causal lm | Qwen 2.5 | 14B Instruct | pytorch | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| cv image cls | MNIST | Cnn Dropout | jax | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Qwen 2.5 | 1.5B Instruct | jax | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| nlp causal lm | Qwen 3 | 32B | pytorch | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |
| nlp causal lm | Qwen 3 | 4B | jax | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |
| nlp causal lm | Qwen 2.5 | 32B Instruct | pytorch | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |
| nlp causal lm | Qwen 2.5 | 72B Instruct | pytorch | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | View Source |
| nlp causal lm | SOLAR-10_7B | 10 7B Instruct v1.0 | pytorch | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| nlp embed gen | FLUX | T5TextEncoder | pytorch | ✅ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | Source not available |
| nlp causal lm | arcee_ai | arcee Spark | pytorch | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| mm visual qa | Llama | 3.2 11B Vision | pytorch | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Phi-1 LoRA | Phi 1 | pytorch | ❌ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| mm tts | xtts_v2 | conditioning | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Qwen 2.5 Coder | 1.5B | jax | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| mm action prediction | OpenVLA-OFT | Finetuned Libero 10 | pytorch | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp embed gen | FLUX | ClipTextEncoder | pytorch | ✅ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | Source not available |
| mm image ttt | FLUX | Transformer | pytorch | ✅ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | Source not available |
| nlp causal lm | Phi-1 | Phi 1 | pytorch | ❌ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Phi-1 | Phi 1 | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | ViT | Base | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| nlp causal lm | Phi-1 | Phi 1 | jax | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | View Source |
| nlp causal lm | Mistral | Small 24B INSTRUCT 2501 | pytorch | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | View Source |