diff --git "a/README.md" "b/README.md" --- "a/README.md" +++ "b/README.md" @@ -5,11 +5,8205 @@ tags: - sklearn - skops - tabular-classification +widget: + structuredData: + x0: + - 0.7768064737319946 + - 0.0 + - 0.08504972606897354 + x1: + - 0.0 + - 0.0 + - 0.0 + x10: + - 0.0 + - 0.0 + - 0.0 + x100: + - 0.884195864200592 + - 0.0 + - 0.6667981743812561 + x1000: + - 0.016867399215698242 + - 0.4228922724723816 + - 0.0 + x1001: + - 0.0 + - 0.0 + - 0.0 + x1002: + - 0.0 + - 0.0 + - 1.3245759010314941 + x1003: + - 2.8453521728515625 + - 1.2679827213287354 + - 0.1436670869588852 + x1004: + - 0.0 + - 0.2628627121448517 + - 0.11206893622875214 + x1005: + - 2.7066619396209717 + - 0.0 + - 0.33915531635284424 + x1006: + - 0.44329342246055603 + - 0.0 + - 6.281644344329834 + x1007: + - 1.2102229595184326 + - 3.717050552368164 + - 0.2950541377067566 + x1008: + - 0.0 + - 0.0 + - 0.1981988251209259 + x1009: + - 0.0 + - 0.0 + - 0.24173900485038757 + x101: + - 5.266829490661621 + - 1.9428324699401855 + - 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1.794314980506897 + - 0.025987621396780014 + x992: + - 0.0 + - 0.03334279730916023 + - 0.0 + x993: + - 0.0 + - 6.785599708557129 + - 2.5385489463806152 + x994: + - 0.0 + - 3.095064878463745 + - 0.4828958511352539 + x995: + - 0.0 + - 0.0 + - 1.571913480758667 + x996: + - 9.575275421142578 + - 8.922052383422852 + - 26.64946174621582 + x997: + - 0.22006845474243164 + - 0.0 + - 0.0 + x998: + - 3.575758934020996 + - 0.0 + - 27.14615249633789 + x999: + - 4.800699710845947 + - 0.04215381667017937 + - 0.30308401584625244 --- # Model description -This is a LogisticRegressionCV model trained on averages of patch embeddings from the Imagenette dataset. This forms the GAM of an [Emb-GAM](https://arxiv.org/abs/2209.11799) extended to images. Patch embeddings are meant to be extracted with the [`microsoft/resnet-50` ResNet-50 checkpoint](https://huggingface.co/microsoft/resnet-50). +This is a LogisticRegressionCV model trained on averages of patch embeddings from the Imagenette dataset. This forms the GAM of an [Emb-GAM](https://arxiv.org/abs/2209.11799) extended to images. Patch embeddings are meant to be extracted with the [`microsoft/resnet-50` DINO checkpoint](https://huggingface.co/microsoft/resnet-50). ## Intended uses & limitations @@ -50,7 +8244,7 @@ The model is trained with below hyperparameters. The model plot is below. -
LogisticRegressionCV(cv=StratifiedKFold(n_splits=5, random_state=1, shuffle=True),random_state=1, refit=False)
Please rerun this cell to show the HTML repr or trust the notebook.
+
LogisticRegressionCV(cv=StratifiedKFold(n_splits=5, random_state=1, shuffle=True),random_state=1, refit=False)
Please rerun this cell to show the HTML repr or trust the notebook.
## Evaluation Results @@ -71,33 +8265,9 @@ Use the code below to get started with the model. Click to expand ```python -from PIL import Image -from skops import hub_utils -import torch -from transformers import AutoFeatureExtractor, AutoModel -import pickle -import os -# load ResNet -device = torch.device('cuda' if torch.cuda.is_available() else 'cpu') -feature_extractor = AutoFeatureExtractor.from_pretrained('microsoft/resnet-50') -model = AutoModel.from_pretrained('microsoft/resnet-50').eval().to(device) -# load logistic regression -os.mkdir('logistic regression') -hub_utils.download(repo_id='Ramos-Ramos/emb-gam-dino', dst='emb-gam-resnet') -with open('emb-gam-resnet/model.pkl', 'rb') as file: - logistic_regression = pickle.load(file) - -# load image -img = Image.open('examples/english_springer.png') -# preprocess image -inputs = {k: v.to(device) for k, v in feature_extractor(img, return_tensors='pt').items()} -# extract patch embeddings -with torch.no_grad(): - patch_embeddings = model(**inputs).last_hidden_state[0, 1:].cpu().permute(0, 2, 3, 1).reshape(4, 7*7, 2048) -# classify -pred = logistic_regression.predict(patch_embeddings.mean(dim=0).view(1, -1)) -# get patch contributions -patch_contributions = logistic_regression.coef_ @ patch_embeddings.T.numpy() +import pickle +with open('model.pkl', 'rb') as file: + clf = pickle.load(file) ``` @@ -109,7 +8279,7 @@ patch_contributions = logistic_regression.coef_ @ patch_embeddings.T.numpy() This model card is written by following authors: -Patrick Ramos +Patrick Ramos and Ryan Ramos # Model Card Contact @@ -118,7 +8288,7 @@ You can contact the model card authors through following channels: # Citation -Below you can find information related to citation. Note that this is **not our own paper**. +Below you can find information related to citation. **BibTeX:** ``` @@ -130,6 +8300,7 @@ Below you can find information related to citation. Note that this is **not our } ``` + # Additional Content ## confusion_matrix