Installation
Via PyPI
pip install tt-forge==1.3.0.dev20260609002802 --extra-index-url https://pypi.eng.aws.tenstorrent.com/
Via Docker
docker pull ghcr.io/tenstorrent/tt-forge-slim:1.3.0.dev20260609002802
What's Changed
- Uplift third_party/tt_forge_models to 6b4b47a7c419cdc2713ddfc6e3179f61012c12f4 2026-06-06 by @vvukomanTT in #1011
Full Changelog: 1.3.0.dev20260606003110...1.3.0.dev20260609002802
LLM Performance
| Model |
Token/sec/user |
Batch |
Token/sec |
ttft (ms) |
Non-LLM Performance
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 |