From 59ed74ba7660d35e43827c46cf6ef8c485752e21 Mon Sep 17 00:00:00 2001 From: HowToSD Date: Mon, 31 Mar 2025 18:16:25 -0700 Subject: [PATCH] Updated Pt Train Fine Tune Classification Transformer Model node and added a workflow and documentation. --- ..._huggning_face_models_for_classification.md | 16 +++++++++++++++- docs/images/distilbert_classification_2.png | Bin 0 -> 142267 bytes .../workflows/distilbert_classification_2.json | 1 + ...ne_tune_classification_transformer_model.py | 1 - pyproject.toml | 2 +- 5 files changed, 17 insertions(+), 3 deletions(-) create mode 100644 docs/images/distilbert_classification_2.png create mode 100644 examples/workflows/distilbert_classification_2.json diff --git a/docs/fine_tuning_huggning_face_models_for_classification.md b/docs/fine_tuning_huggning_face_models_for_classification.md index 99f315d..67ba113 100644 --- a/docs/fine_tuning_huggning_face_models_for_classification.md +++ b/docs/fine_tuning_huggning_face_models_for_classification.md @@ -54,4 +54,18 @@ Specify **Pt Train Transformer Classification Model** and configure training par ## Expected Accuracy -Using this workflow, you should achieve around 92-93% validation accuracy on the Hugging Face version of the IMDB dataset with the pretrained DistilBERT model. \ No newline at end of file +Using this workflow, you should achieve around 92-93% validation accuracy on the Hugging Face version of the IMDB dataset with the pretrained DistilBERT model. + +# Fine-tuning by freezing the pretrained module layers + +ComfyUI-Pt-Wrapper also offers a node for fine-tuning by freezing the pretrained module layers. +See `examples/workflows/distilbert_classification_2.json`. + +![Workflow](images/distilbert_classification_2.png) + +Add **Pt Train Fine Tune Classification Transformer Model** node and specify the number of epochs to freeze in `freeze pretrained module epochs`. +Also specify the total number of epochs in `epochs`. + +For example, if you set `freeze_pretrained_module_epochs` to 1 and `epochs` to 4, then the weights for the pretrained module are frozen during the first epoch, and full fine-tuning takes place from epochs 2 to 4. + +Using this example workflow, you can expect a validation accuracy of 92% or 93%. \ No newline at end of file diff --git a/docs/images/distilbert_classification_2.png b/docs/images/distilbert_classification_2.png new file mode 100644 index 0000000000000000000000000000000000000000..9d8fdede98af48d12a15b9dd35e4fcfa3d7ba19c GIT binary patch literal 142267 zcmb@ubySsY_dkdMsDOZ?fCz{vp@f8VOGtx&NF&|dDFT8hAOezylsdG4bO}g@)R6}1 zJaotG^S%BWNvHoK-JvZ7)u^L;9z?o|JLCF`!n|E51u{ed(Oqj@%(|3 z`~xL%RpEAzWGt))SkmI6s&0vE6Yg%Rt#L~i=w*po^BAJ9eV1Rp3&6T!Fh%g!q&PH2 zuv)#)Y~%QX7Ga1HR^7ojIm6}ewJYRUzQUr%5aat`G({x9 z0ii=^t;B%R$o?scl0^hsoZ-f^jIZVy-qR^GB@w$u6F?+(jrd2@=g*&6q*id=qgJs+ zvLfF&rnuGW=3HEQH09^_cu%4ek}$6<>YnGeV}Ei(JDcn>V%(f@+(bWkf3o 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