diff --git a/docs/Notebooks/TSEvo_torch.ipynb b/docs/Notebooks/TSEvo_torch.ipynb index d92ce93..32b5a47 100644 --- a/docs/Notebooks/TSEvo_torch.ipynb +++ b/docs/Notebooks/TSEvo_torch.ipynb @@ -23,16 +23,7 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/jacqueline/.local/share/virtualenvs/TSInterpret-x4eqnPOt/lib/python3.9/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" - ] - } - ], + "outputs": [], "source": [ "import os\n", "os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' \n", @@ -112,7 +103,7 @@ "model.load_state_dict(torch.load(f'../../ClassificationModels/models/{dataset}/ResNet'))\n", "#torch.save(model.state_dict(), f'../../ClassificationModels/models/{dataset}/ResNet')\n", "test_dataset = UCRDataset(test_x,test_y)\n", - "test_loader = torch.utils.data.DataLoader(test_dataset,batch_size=1,shuffle=True)\n" + "test_loader = torch.utils.data.DataLoader(test_dataset,batch_size=1,shuffle=False)\n" ] }, { @@ -223,7 +214,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -253,7 +244,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.17" + "version": "3.10.12" }, "orig_nbformat": 4, "vscode": { diff --git a/docs/Notebooks/TSEvo_torch_Multivariate.ipynb b/docs/Notebooks/TSEvo_torch_Multivariate.ipynb index b316e12..8804c70 100644 --- a/docs/Notebooks/TSEvo_torch_Multivariate.ipynb +++ b/docs/Notebooks/TSEvo_torch_Multivariate.ipynb @@ -102,7 +102,7 @@ "model = ResNetBaseline(in_channels=6, num_pred_classes=4)\n", "model.load_state_dict(torch.load(f'../../ClassificationModels//models/{dataset}/ResNet'))\n", "test_dataset = UCRDataset(test_x,test_y)\n", - "test_loader = torch.utils.data.DataLoader(test_dataset,batch_size=1,shuffle=True)\n" + "test_loader = torch.utils.data.DataLoader(test_dataset,batch_size=1,shuffle=False)\n" ] }, {