Beta 0.4.0

Major Improvements

• Extended model support
• Various bug fixes and improvements

📗 Getting started

Install via pip

pip install tt_forge_fe==0.4.0 --extra-index-url https://pypi.eng.aws.tenstorrent.com/
pip install tt_tvm==0.4.0 --extra-index-url https://pypi.eng.aws.tenstorrent.com/

Docker container

docker pull ghcr.io/tenstorrent/tt-forge-fe-slim:0.4.0

More detailed instructions can be found in the Getting Started docker section

Tests:

• Workflow:
  • Run link: https://github.com/tenstorrent/tt-forge-fe/actions/runs/17846635099
  • Status: ✅
• Docker:
  • Basic: https://github.com/tenstorrent/tt-forge/actions/runs/18111678905
  • Demo: https://github.com/tenstorrent/tt-forge/actions/runs/18111683244

🎯 Other Changes

• Remove xfail markers from Qwen-V3 embedding variants since PCC now exceeds 0.95 (#2824) by @kamalrajkannan78
• Fix resize2d and upsample2d op (#2800) by @chandrasekaranpradeep
• Tests for pytorch AvgPool2d (#2701) by @kmilanovicTT
• Deleted unused convolution ops. (#2780) by @acolicTT
• Switch runners to new CIv2 label (#2818) by @jmcgrathTT
• Track changes of tt-forge-fe model Bringup & link FFE tests - set11 (#2814) by @meenakshiramanathan1
• Implemented matmul operation in cpp. (#2779) by @acolicTT
• Enable full model analysis pipeline (#2783) by @chandrasekaranpradeep
• Fix beit, mobilenetv2 and segformer models (#2831) by @chandrasekaranpradeep
• Fix tensor layouts in runtime (#2837) by @pglusacTT
• Extend const with dtype (#2842) by @pglusacTT
• Update Pytest marker (#2835) by @pdeviTT
• Implemented pixel shuffle op in cpp. (#2846) by @acolicTT
• Deleted interleave op. (#2850) by @acolicTT
• Deleted depthwise matmul op. (#2852) by @acolicTT
• Track changes of tt-forge-fe model Bringup & link FFE tests - set12 (#2845) by @kamalrajkannan78
• Update Time Duration (#2853) by @pdeviTT
• Deleted forge_[un]pad operations. (#2851) by @acolicTT
• Fix export tests (#2859) by @vbrkicTT
• Raise error for missing operator in repository (#2863) by @vbrkicTT
• Deleted ops leftovers. (#2856) by @acolicTT
• Migrated select op from python to cpp. (#2864) by @acolicTT
• Migrated where op to cpp. (#2854) by @acolicTT
• Moving index_copy implementation from Python to C++ (#2640) by @dgolubovicTT
• Update Marker and Time Duration (#2869) by @pdeviTT
• Make optimizer always work in fp32 (#2787) by @pglusacTT
• Fix yolov5 import related regressions in push CI (#2877) by @kamalrajkannan78
• Track changes of tt-forge-fe model Bringup & link FFE tests - set13 (#2847) by @meenakshiramanathan1
• Add support for resize1d upsample op (#2840) by @chandrasekaranpradeep
• Fix dtype mismatch between model and input in ResNet HF post-processing steps (#2881) by @kamalrajkannan78
• Fix reshape error in SpeechT5 TTS PyTorch model during TVM frontend compilation (#2879) by @kamalrajkannan78
• Fix For Crash Cases (#2891) by @pdeviTT
• Sanitize json floats for pcc, atol and rtol (#2810) by @vbrkicTT
• Always log error properties (#2861) by @vbrkicTT
• Fix mapping in lower_to_mlir.cpp (#2839) by @mmilosevicTT
• Deleted legacy ops attributes from code base. (#2889) by @acolicTT
• Tests for MaxPool2d (#2803) by @kmilanovicTT
• Update xfail files (#2790) by @vbrkicTT
• Fix shape mismatch error in speecht5_tts pytorch model (#2887) by @kamalrajkannan78
• Add xfail marker for speech_t5 and sam_vit_base (#2900) by @pdeviTT
• Fixed bug with constant pad. (#2871) by @acolicTT
• Reschedule the nigthly tests for 3 hours earlier (#2884) by @vvukomanTT
• Removed python op eval interface. (#2897) by @acolicTT
• Replaced graphlib::OpType with ops::Op. (#2901) by @acolicTT
• Fix divide by zero TVM error in speecht5_tts pytorch model (#2896) by @kamalrajkannan78
• Fix hidden state shape mismatch (3072 vs 1024) in BART ONNX model in TVM frontend (#2868) by @kamalrajkannan78
• Add BatchNorm operators sweeps test (#2598) by @vobojevicTT
• Add new tags for more granular training mode logging (#2876) by @mmilosevicTT
• Replaced Op creation with OpType enum. (#2909) by @acolicTT
• Add test generation for backwards pass (#2805) by @mmilosevicTT
• Fix stride mismatch error in ssd300resnet50 by making input tensor contiguous (#2908) by @kamalrajkannan78
• Fix deepseek and oft model and add skip_model_analysis markers for models blocks/parts tests (#2882) by @chandrasekaranpradeep
• Restructure Surya OCR test (#2895) by @meenakshiramanathan1
• Fix conv2d and resize2d models ops (#2916) by @chandrasekaranpradeep
• Fix failure inspector runs-on machine parameter (#2917) by @vvukomanTT
• [Fix training tagging (#2922)](https://github.com/tenstorrent/tt-for...

Nightly 0.4.0.dev20250929

📗 Getting started

Install via pip

pip install tt_forge_fe==0.4.0.dev20250929 --extra-index-url https://pypi.eng.aws.tenstorrent.com/
pip install tt_tvm==0.4.0.dev20250929 --extra-index-url https://pypi.eng.aws.tenstorrent.com/

Docker container

docker pull ghcr.io/tenstorrent/tt-forge-fe-slim:0.4.0.dev20250929

More detailed instructions can be found in the Getting Started docker section

Tests:

• Workflow:
  • Run link: https://github.com/tenstorrent/tt-forge-fe/actions/runs/18005262870
  • Status: ✅
• Docker:
  • Basic: https://github.com/tenstorrent/tt-forge/actions/runs/18084077000
  • Demo: https://github.com/tenstorrent/tt-forge/actions/runs/18084079916
• no changes

Nightly 0.4.0.dev20250928

📗 Getting started

Install via pip

pip install tt_forge_fe==0.4.0.dev20250928 --extra-index-url https://pypi.eng.aws.tenstorrent.com/
pip install tt_tvm==0.4.0.dev20250928 --extra-index-url https://pypi.eng.aws.tenstorrent.com/

Docker container

docker pull ghcr.io/tenstorrent/tt-forge-fe-slim:0.4.0.dev20250928

More detailed instructions can be found in the Getting Started docker section

Tests:

• Workflow:
  • Run link: https://github.com/tenstorrent/tt-forge-fe/actions/runs/18005262870
  • Status: ✅
• Docker:
  • Basic: https://github.com/tenstorrent/tt-forge/actions/runs/18069211687
  • Demo: https://github.com/tenstorrent/tt-forge/actions/runs/18069214028
• no changes

Nightly 0.4.0.dev20250926

📗 Getting started

Install via pip

pip install tt_forge_fe==0.4.0.dev20250926 --extra-index-url https://pypi.eng.aws.tenstorrent.com/
pip install tt_tvm==0.4.0.dev20250926 --extra-index-url https://pypi.eng.aws.tenstorrent.com/

Docker container

docker pull ghcr.io/tenstorrent/tt-forge-fe-slim:0.4.0.dev20250926

More detailed instructions can be found in the Getting Started docker section

Tests:

• Workflow:
  • Run link: https://github.com/tenstorrent/tt-forge-fe/actions/runs/18005262870
  • Status: ✅
• Docker:
  • Basic: https://github.com/tenstorrent/tt-forge/actions/runs/18027684609
  • Demo: https://github.com/tenstorrent/tt-forge/actions/runs/18027687557

🎯 Other Changes

• Fix nightly failures (#2967) by @chandrasekaranpradeep

Nightly 0.4.0.dev20250925

📗 Getting started

Install via pip

pip install tt_forge_fe==0.4.0.dev20250925 --extra-index-url https://pypi.eng.aws.tenstorrent.com/
pip install tt_tvm==0.4.0.dev20250925 --extra-index-url https://pypi.eng.aws.tenstorrent.com/

Docker container

docker pull ghcr.io/tenstorrent/tt-forge-fe-slim:0.4.0.dev20250925

More detailed instructions can be found in the Getting Started docker section

Tests:

• Workflow:
  • Run link: https://github.com/tenstorrent/tt-forge-fe/actions/runs/17978733546
  • Status: ✅
• Docker:
  • Basic: https://github.com/tenstorrent/tt-forge/actions/runs/17996742734
  • Demo: https://github.com/tenstorrent/tt-forge/actions/runs/17996745275

🎯 Other Changes

• Expose TTDevice and TTSystem to Python API. (#2966) by @vcanicTT

Nightly 0.4.0.dev20250924

📗 Getting started

Install via pip

pip install tt_forge_fe==0.4.0.dev20250924 --extra-index-url https://pypi.eng.aws.tenstorrent.com/
pip install tt_tvm==0.4.0.dev20250924 --extra-index-url https://pypi.eng.aws.tenstorrent.com/

Docker container

docker pull ghcr.io/tenstorrent/tt-forge-fe-slim:0.4.0.dev20250924

More detailed instructions can be found in the Getting Started docker section

Tests:

• Workflow:
  • Run link: https://github.com/tenstorrent/tt-forge-fe/actions/runs/17955738679
  • Status: ✅
• Docker:
  • Basic: https://github.com/tenstorrent/tt-forge/actions/runs/17966135890
  • Demo: https://github.com/tenstorrent/tt-forge/actions/runs/17966139278

🎯 Other Changes

• Uplift fix (#2962) by @mstojkovicTT
• Update Time Duration (#2963) by @pdeviTT

Nightly 0.4.0.dev20250923

📗 Getting started

Install via pip

pip install tt_forge_fe==0.4.0.dev20250923 --extra-index-url https://pypi.eng.aws.tenstorrent.com/
pip install tt_tvm==0.4.0.dev20250923 --extra-index-url https://pypi.eng.aws.tenstorrent.com/

Docker container

docker pull ghcr.io/tenstorrent/tt-forge-fe-slim:0.4.0.dev20250923

More detailed instructions can be found in the Getting Started docker section

Tests:

• Workflow:
  • Run link: https://github.com/tenstorrent/tt-forge-fe/actions/runs/17920310261
  • Status: ✅
• Docker:
  • Basic: https://github.com/tenstorrent/tt-forge/actions/runs/17935592703
  • Demo: https://github.com/tenstorrent/tt-forge/actions/runs/17935595437

🎯 Other Changes

• Fix for Crash Cases (#2958) by @pdeviTT
• Enhance models analysis to support training (#2955) by @chandrasekaranpradeep
• Update group & priority tags in unet model (#2961) by @kamalrajkannan78

Nightly 0.4.0.dev20250922

📗 Getting started

Install via pip

pip install tt_forge_fe==0.4.0.dev20250922 --extra-index-url https://pypi.eng.aws.tenstorrent.com/
pip install tt_tvm==0.4.0.dev20250922 --extra-index-url https://pypi.eng.aws.tenstorrent.com/

Docker container

docker pull ghcr.io/tenstorrent/tt-forge-fe-slim:0.4.0.dev20250922

More detailed instructions can be found in the Getting Started docker section

Tests:

• Workflow:
  • Run link: https://github.com/tenstorrent/tt-forge-fe/actions/runs/17835192110
  • Status: ✅
• Docker:
  • Basic: https://github.com/tenstorrent/tt-forge/actions/runs/17904356561
  • Demo: https://github.com/tenstorrent/tt-forge/actions/runs/17904359953
• no changes

Nightly 0.4.0.dev20250921

📗 Getting started

Install via pip

pip install tt_forge_fe==0.4.0.dev20250921 --extra-index-url https://pypi.eng.aws.tenstorrent.com/
pip install tt_tvm==0.4.0.dev20250921 --extra-index-url https://pypi.eng.aws.tenstorrent.com/

Docker container

docker pull ghcr.io/tenstorrent/tt-forge-fe-slim:0.4.0.dev20250921

More detailed instructions can be found in the Getting Started docker section

Tests:

• Workflow:
  • Run link: https://github.com/tenstorrent/tt-forge-fe/actions/runs/17835192110
  • Status: ✅
• Docker:
  • Basic: https://github.com/tenstorrent/tt-forge/actions/runs/17888840556
  • Demo: https://github.com/tenstorrent/tt-forge/actions/runs/17888842479
• no changes

Nightly 0.4.0.dev20250920

📗 Getting started

Install via pip

pip install tt_forge_fe==0.4.0.dev20250920 --extra-index-url https://pypi.eng.aws.tenstorrent.com/
pip install tt_tvm==0.4.0.dev20250920 --extra-index-url https://pypi.eng.aws.tenstorrent.com/

Docker container

docker pull ghcr.io/tenstorrent/tt-forge-fe-slim:0.4.0.dev20250920

More detailed instructions can be found in the Getting Started docker section

Tests:

• Workflow:
  • Run link: https://github.com/tenstorrent/tt-forge-fe/actions/runs/17835192110
  • Status: ✅
• Docker:
  • Basic: https://github.com/tenstorrent/tt-forge/actions/runs/17875174258
  • Demo: https://github.com/tenstorrent/tt-forge/actions/runs/17875176383
• no changes