1.4.0.dev20260716001804
Installation
Via PyPI
pip install tt-forge==1.4.0.dev20260716001804 --extra-index-url https://pypi.eng.aws.tenstorrent.com/Via Docker
docker pull ghcr.io/tenstorrent/tt-forge-slim:1.4.0.dev20260716001804Dependency commits
tt-xla commit: be50df5d7b12a9723469300f4850c47e2f58dc70
tt-mlir commit: 260d4c495fd5bebbfda3d48bc2e575514ec396f0
tt-metal commit: 13adda80c119631d18b0bc06163416ba148c25ab
What's Changed
- Uplift third_party/tt_forge_models to 7f1ab80e38802437070ca6a102ace98d5ae49267 2026-07-11 by @vvukomanTT in #1019
Full Changelog: 1.4.0.dev20260711001825...1.4.0.dev20260716001804
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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| atomic ml | ARNOLD | Deathmatch Shotgun Rnn | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| atomic ml | ARNOLD | Defend The Center Ff | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| atomic ml | ARNOLD | Health Gathering Ff | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| atomic ml | ARNOLD | Vizdoom 2017 Track1 Rnn | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| atomic ml | ARNOLD | Vizdoom 2017 Track2 Rnn | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv depth est | GLPN-KITTI | base | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv depth est | MonoDepth2 | Mono 1024x320 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv depth est | MonoDepth2 | Mono 640x192 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv depth est | MonoDepth2 | Mono No Pt 640x192 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv depth est | MonoDepth2 | Mono+stereo 1024x320 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv depth est | MonoDepth2 | Mono+stereo 640x192 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv depth est | MonoDepth2 | Mono+stereo No Pt 640x192 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv depth est | MonoDepth2 | Stereo 1024x320 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv depth est | MonoDepth2 | Stereo 640x192 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv depth est | MonoDepth2 | Stereo No Pt 640x192 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | AlexNet | B | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | AlexNet | Default | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | AlexNet | High Res | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | BEiT | Base | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | BEiT | Large | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | DINOv2 | Base | pytorch | ✅ | ❌ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | View Source |
| cv image cls | DINOv2 | Giant | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | DINOv2 | Large | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | DLA | 102 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | DLA | 102x | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | DLA | 102x2 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | DLA | 169 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | DLA | 34 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | DLA | 46 C | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | DLA | 46x C | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | DLA | 60 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | DLA | 60x | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | DLA | 60x C | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | DeiT | Base | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | DeiT | Base Distilled | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | DeiT | Small | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | DeiT | Tiny | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | DenseNet | 121 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | DenseNet | 121 Xray | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | DenseNet | 161 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | DenseNet | 169 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | DenseNet | 201 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | EfficientNet | B1 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | EfficientNet | B2 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | EfficientNet | B3 | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | EfficientNet | B4 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | EfficientNet | B5 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | EfficientNet | B6 | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | EfficientNet | B7 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | EfficientNet | Timm B0 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | EfficientNet | Timm B0 Ra In1k | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | EfficientNet | Timm B4 | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | EfficientNet | Timm B4 Ra2 In1k | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | EfficientNet | Timm B5 In12k Ft In1k | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | EfficientNet | Timm Tf B0 Aa In1k | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | EfficientNet | Timm Tf V2 S In21k | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | EfficientNet | Timm V2 Rw S Ra2 In1k | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | EfficientNet-Lite | Tf Efficientnet Lite0.in1k | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | EfficientNet-Lite | Tf Efficientnet Lite1.in1k | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | EfficientNet-Lite | Tf Efficientnet Lite2.in1k | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | EfficientNet-Lite | Tf Efficientnet Lite3.in1k | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | EfficientNet-Lite | Tf Efficientnet Lite4.in1k | pytorch | ✅ | ❌ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | View Source |
| cv image cls | FPN | ResNet50 Backbone with FPN V2 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | GhostNet | 100 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | GhostNet | 100.in1k | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | GhostNet | v2 100.in1k | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | GoogLeNet | Default | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | HarDNet | hardnet68 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | Inception | V4.tf In1k | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | Inception | v4 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | Inception | v4 OSMR | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | MLP-Mixer | Base | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | MLP-Mixer | Mixer B16 224 | pytorch | ✅ | ❌ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | View Source |
| cv image cls | MLP-Mixer | Mixer B16 224 In21k | pytorch | ✅ | ❌ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | View Source |
| cv image cls | MLP-Mixer | Mixer B16 224 Miil | pytorch | ✅ | ❌ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | View Source |
| cv image cls | MLP-Mixer | Mixer B16 224 Miil In21k | pytorch | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | MLP-Mixer | Mixer B32 224 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | MLP-Mixer | Mixer Github | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |
| cv image cls | MLP-Mixer | Mixer L16 224 In21k | pytorch | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | View Source |
| cv image cls | MLP-Mixer | Mixer L32 224 | pytorch | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | View Source |