vgg19-with-nlp.ipynb

{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","scrolled":true,"execution":{"iopub.status.busy":"2023-11-03T09:02:26.464381Z","iopub.execute_input":"2023-11-03T09:02:26.464809Z","iopub.status.idle":"2023-11-03T09:02:29.484012Z","shell.execute_reply.started":"2023-11-03T09:02:26.464774Z","shell.execute_reply":"2023-11-03T09:02:29.482903Z"},"trusted":true},"execution_count":4,"outputs":[{"name":"stdout","text":"/kaggle/input/supplementary-data-working/final_val.json\n/kaggle/input/supplementary-data-working/final_train.json\n/kaggle/input/supplementary-data-working/final_test.json\n/kaggle/input/d/yashnikam10/supplementary-data/final_train.json\n/kaggle/input/d/yashnikam10/supplementary-data/final_val_dict.json\n/kaggle/input/d/yashnikam10/supplementary-data/final_test.json\n/kaggle/input/mpnet-text-features/Test_text_Drob_Feature_mpnet.pt\n/kaggle/input/mpnet-text-features/Val_text_Drob_Feature_mpnet.pt\n/kaggle/input/mpnet-text-features/Train_text_Drob_Feature_mpnet.pt\n/kaggle/input/distilroberta-text-features/Test_text_Drob_Feature_distilroberta.pt\n/kaggle/input/distilroberta-text-features/Train_text_Drob_Feature_distilroberta.pt\n/kaggle/input/distilroberta-text-features/Val_text_Drob_Feature_distilroberta.pt\n/kaggle/input/minilm-text-features/Val_text_Drob_Feature_MiniLM.pt\n/kaggle/input/minilm-text-features/Train_text_Drob_Feature_MiniLM.pt\n/kaggle/input/minilm-text-features/Test_text_Drob_Feature_MiniLM.pt\n/kaggle/input/harmeme/MINI_PROJECT_2/requirements.txt\n/kaggle/input/harmeme/MINI_PROJECT_2/harmeme_saved_feat_ROIENT/harmeme_ENT_MOMENTA/cov/harmeme_cov_target/harmeme_cov_val_ent.pt\n/kaggle/input/harmeme/MINI_PROJECT_2/harmeme_saved_feat_ROIENT/harmeme_ENT_MOMENTA/cov/harmeme_cov_target/harmeme_cov_test_ent.pt\n/kaggle/input/harmeme/MINI_PROJECT_2/harmeme_saved_feat_ROIENT/harmeme_ENT_MOMENTA/cov/harmeme_cov_target/harmeme_cov_train_ent.pt\n/kaggle/input/harmeme/MINI_PROJECT_2/harmeme_saved_feat_ROIENT/harmeme_ENT_MOMENTA/cov/harmeme_cov_harmfulness/harmeme_cov_val_ent.pt\n/kaggle/input/harmeme/MINI_PROJECT_2/harmeme_saved_feat_ROIENT/harmeme_ENT_MOMENTA/cov/harmeme_cov_harmfulness/harmeme_cov_test_ent.pt\n/kaggle/input/harmeme/MINI_PROJECT_2/harmeme_saved_feat_ROIENT/harmeme_ENT_MOMENTA/cov/harmeme_cov_harmfulness/harmeme_cov_train_ent.pt\n/kaggle/input/harmeme/MINI_PROJECT_2/harmeme_saved_feat_ROIENT/harmeme_ENT_MOMENTA/pol/harmeme_pol_harmfulness/harmeme_pol_test_ent.pt\n/kaggle/input/harmeme/MINI_PROJECT_2/harmeme_saved_feat_ROIENT/harmeme_ENT_MOMENTA/pol/harmeme_pol_harmfulness/harmeme_pol_train_ent.pt\n/kaggle/input/harmeme/MINI_PROJECT_2/harmeme_saved_feat_ROIENT/harmeme_ENT_MOMENTA/pol/harmeme_pol_harmfulness/harmeme_pol_val_ent.pt\n/kaggle/input/harmeme/MINI_PROJECT_2/harmeme_saved_feat_ROIENT/harmeme_ENT_MOMENTA/pol/harmeme_pol_target/harmeme_pol_test_ent.pt\n/kaggle/input/harmeme/MINI_PROJECT_2/harmeme_saved_feat_ROIENT/harmeme_ENT_MOMENTA/pol/harmeme_pol_target/harmeme_pol_train_ent.pt\n/kaggle/input/harmeme/MINI_PROJECT_2/harmeme_saved_feat_ROIENT/harmeme_ENT_MOMENTA/pol/harmeme_pol_target/harmeme_pol_val_ent.pt\n/kaggle/input/harmeme/MINI_PROJECT_2/harmeme_saved_feat_ROIENT/harmeme_ROI_MOMENTA/cov/memes_tgt/harmeme_cov_test_ROI.pt\n/kaggle/input/harmeme/MINI_PROJECT_2/harmeme_saved_feat_ROIENT/harmeme_ROI_MOMENTA/cov/memes_tgt/harmeme_cov_train_ROI.pt\n/kaggle/input/harmeme/MINI_PROJECT_2/harmeme_saved_feat_ROIENT/harmeme_ROI_MOMENTA/cov/memes_tgt/harmeme_cov_val_ROI.pt\n/kaggle/input/harmeme/MINI_PROJECT_2/harmeme_saved_feat_ROIENT/harmeme_ROI_MOMENTA/cov/memes_harmfulness/harmeme_cov_test_ROI.pt\n/kaggle/input/harmeme/MINI_PROJECT_2/harmeme_saved_feat_ROIENT/harmeme_ROI_MOMENTA/cov/memes_harmfulness/harmeme_cov_train_ROI.pt\n/kaggle/input/harmeme/MINI_PROJECT_2/harmeme_saved_feat_ROIENT/harmeme_ROI_MOMENTA/cov/memes_harmfulness/harmeme_cov_val_ROI.pt\n/kaggle/input/harmeme/MINI_PROJECT_2/harmeme_saved_feat_ROIENT/harmeme_ROI_MOMENTA/pol/memes_tgt/harmeme_pol_test_ROI.pt\n/kaggle/input/harmeme/MINI_PROJECT_2/harmeme_saved_feat_ROIENT/harmeme_ROI_MOMENTA/pol/memes_tgt/harmeme_pol_train_ROI.pt\n/kaggle/input/harmeme/MINI_PROJECT_2/harmeme_saved_feat_ROIENT/harmeme_ROI_MOMENTA/pol/memes_tgt/harmeme_pol_val_ROI.pt\n/kaggle/input/harmeme/MINI_PROJECT_2/harmeme_saved_feat_ROIENT/harmeme_ROI_MOMENTA/pol/harmfulness/harmeme_pol_test_ROI.pt\n/kaggle/input/harmeme/MINI_PROJECT_2/harmeme_saved_feat_ROIENT/harmeme_ROI_MOMENTA/pol/harmfulness/harmeme_pol_train_ROI.pt\n/kaggle/input/harmeme/MINI_PROJECT_2/harmeme_saved_feat_ROIENT/harmeme_ROI_MOMENTA/pol/harmfulness/harmeme_pol_val_ROI.pt\n/kaggle/input/harmeme/MINI_PROJECT_2/Harm-P/data/datasets/memes_tgt/defaults/annotations/target_test.jsonl\n/kaggle/input/harmeme/MINI_PROJECT_2/Harm-P/data/datasets/memes_tgt/defaults/annotations/target_train.jsonl\n/kaggle/input/harmeme/MINI_PROJECT_2/Harm-P/data/datasets/memes_tgt/defaults/annotations/target_val.jsonl\n/kaggle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s/vocabs/vocabulary_100k.txt\n/kaggle/input/harmeme/MINI_PROJECT_2/Harm-C/models/detectron.vmb_weights/.built.json\n/kaggle/input/harmeme/MINI_PROJECT_2/Harm-C/models/detectron.vmb_weights/fc7_w.pkl\n/kaggle/input/harmeme/MINI_PROJECT_2/Harm-C/models/detectron.vmb_weights/fc7_b.pkl\n/kaggle/input/harmeme/MINI_PROJECT_2/Harm-C/vocabs/vocabulary_100k.txt\n/kaggle/input/albert-text-features/Train_text_Drob_Feature_albert.pt\n/kaggle/input/albert-text-features/Test_text_Drob_Feature_albert.pt\n/kaggle/input/albert-text-features/Val_text_Drob_Feature_albert.pt\n","output_type":"stream"}]},{"cell_type":"code","source":"!pip install git+https://github.com/PetrochukM/PyTorch-NLP.git","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:02:29.486078Z","iopub.execute_input":"2023-11-03T09:02:29.486377Z","iopub.status.idle":"2023-11-03T09:02:47.449836Z","shell.execute_reply.started":"2023-11-03T09:02:29.486352Z","shell.execute_reply":"2023-11-03T09:02:47.448572Z"},"trusted":true},"execution_count":5,"outputs":[{"name":"stdout","text":"Collecting git+https://github.com/PetrochukM/PyTorch-NLP.git\n  Cloning https://github.com/PetrochukM/PyTorch-NLP.git to /tmp/pip-req-build-xgilg5df\n  Running command git clone --filter=blob:none --quiet https://github.com/PetrochukM/PyTorch-NLP.git /tmp/pip-req-build-xgilg5df\n  Resolved https://github.com/PetrochukM/PyTorch-NLP.git to commit 53d7edcb8e0c099efce7c2ddf8cd7c44157fcac3\n  Preparing metadata (setup.py) ... \u001b[?25ldone\n\u001b[?25hRequirement already satisfied: numpy in /opt/conda/lib/python3.10/site-packages (from pytorch-nlp==0.5.0) (1.23.5)\nRequirement already satisfied: tqdm in /opt/conda/lib/python3.10/site-packages (from pytorch-nlp==0.5.0) (4.66.1)\nBuilding wheels for collected packages: pytorch-nlp\n  Building wheel for pytorch-nlp (setup.py) ... \u001b[?25ldone\n\u001b[?25h  Created wheel for pytorch-nlp: filename=pytorch_nlp-0.5.0-py3-none-any.whl size=88719 sha256=b02d4f59acd19e3445c60348e6fb01fee790932ce7df9c1cf46ddabdc9e4834e\n  Stored in directory: /tmp/pip-ephem-wheel-cache-r1u3ry72/wheels/a5/93/b0/9f0138afb1271281613a5af71272c5b246fdd2d421c6fbdf88\nSuccessfully built pytorch-nlp\nInstalling collected packages: pytorch-nlp\nSuccessfully installed pytorch-nlp-0.5.0\n","output_type":"stream"}]},{"cell_type":"code","source":"import torch \nimport torchvision\nimport torch.nn as nn\nimport torch.nn.functional as F\nfrom torch.utils.data import TensorDataset, DataLoader\nfrom torchvision.transforms import Compose, Resize, CenterCrop, ToTensor, Normalize\nfrom torchnlp import encoders\nfrom PIL import Image\nimport matplotlib.pyplot as plt\nimport pandas as pd\nimport numpy as np\nimport os\nfrom sklearn.metrics import hamming_loss\nfrom sklearn.metrics import accuracy_score\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn.metrics import precision_score\nfrom sklearn.metrics import recall_score\nfrom sklearn.metrics import f1_score\nfrom sklearn.metrics import roc_auc_score\nfrom sklearn.metrics import classification_report\nfrom sklearn.metrics import  mean_absolute_error\nfrom sklearn.preprocessing import OneHotEncoder, MultiLabelBinarizer\nfrom pathlib import Path\ndevice = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\nprint(device)","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:02:47.451632Z","iopub.execute_input":"2023-11-03T09:02:47.452077Z","iopub.status.idle":"2023-11-03T09:02:48.265141Z","shell.execute_reply.started":"2023-11-03T09:02:47.452036Z","shell.execute_reply":"2023-11-03T09:02:48.264051Z"},"trusted":true},"execution_count":6,"outputs":[{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/scipy/__init__.py:146: UserWarning: A NumPy version >=1.16.5 and <1.23.0 is required for this version of SciPy (detected version 1.23.5\n  warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n","output_type":"stream"},{"name":"stdout","text":"cuda\n","output_type":"stream"}]},{"cell_type":"code","source":"torch.cuda.empty_cache()","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:02:48.267608Z","iopub.execute_input":"2023-11-03T09:02:48.267931Z","iopub.status.idle":"2023-11-03T09:02:48.272825Z","shell.execute_reply.started":"2023-11-03T09:02:48.267903Z","shell.execute_reply":"2023-11-03T09:02:48.271883Z"},"trusted":true},"execution_count":7,"outputs":[]},{"cell_type":"code","source":"# Load the ROI features (Covid)\ntrain_ROI = torch.load(\"/kaggle/input/harmeme/MINI_PROJECT_2/harmeme_saved_feat_ROIENT/harmeme_ROI_MOMENTA/cov/memes_harmfulness/harmeme_cov_train_ROI.pt\")\nval_ROI = torch.load(\"/kaggle/input/harmeme/MINI_PROJECT_2/harmeme_saved_feat_ROIENT/harmeme_ROI_MOMENTA/cov/memes_harmfulness/harmeme_cov_val_ROI.pt\")\ntest_ROI = torch.load(\"/kaggle/input/harmeme/MINI_PROJECT_2/harmeme_saved_feat_ROIENT/harmeme_ROI_MOMENTA/cov/memes_harmfulness/harmeme_cov_test_ROI.pt\")\n# Load the ENT features\ntrain_ENT = torch.load(\"/kaggle/input/minilm-text-features/Train_text_Drob_Feature_MiniLM.pt\")\nval_ENT = torch.load(\"/kaggle/input/minilm-text-features/Val_text_Drob_Feature_MiniLM.pt\")\ntest_ENT = torch.load(\"/kaggle/input/minilm-text-features/Test_text_Drob_Feature_MiniLM.pt\")","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:02:48.274101Z","iopub.execute_input":"2023-11-03T09:02:48.274450Z","iopub.status.idle":"2023-11-03T09:02:53.419017Z","shell.execute_reply.started":"2023-11-03T09:02:48.274417Z","shell.execute_reply":"2023-11-03T09:02:53.417888Z"},"trusted":true},"execution_count":8,"outputs":[]},{"cell_type":"code","source":"data_dir_cov = \"/kaggle/input/harmeme/MINI_PROJECT_2/Harm-C/datasets/memes/defaults/images\"\ntrain_path_cov = \"/kaggle/input/d/yashnikam10/supplementary-data/final_train.json\"\ndev_path_cov   = \"/kaggle/input/d/yashnikam10/supplementary-data/final_val_dict.json\"\ntest_path_cov  = \"/kaggle/input/d/yashnikam10/supplementary-data/final_test.json\"","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:02:53.420539Z","iopub.execute_input":"2023-11-03T09:02:53.420975Z","iopub.status.idle":"2023-11-03T09:02:53.426438Z","shell.execute_reply.started":"2023-11-03T09:02:53.420936Z","shell.execute_reply":"2023-11-03T09:02:53.425351Z"},"trusted":true},"execution_count":9,"outputs":[]},{"cell_type":"code","source":"train_samples_frame = pd.read_json(train_path_cov, lines=True)\ntrain_samples_frame.head()","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:02:53.427934Z","iopub.execute_input":"2023-11-03T09:02:53.428249Z","iopub.status.idle":"2023-11-03T09:02:53.524307Z","shell.execute_reply.started":"2023-11-03T09:02:53.428225Z","shell.execute_reply":"2023-11-03T09:02:53.523141Z"},"trusted":true},"execution_count":10,"outputs":[{"execution_count":10,"output_type":"execute_result","data":{"text/plain":"                id                image                            labels  \\\n0   covid_memes_18   covid_memes_18.png    [somewhat harmful, individual]   \n1   covid_memes_19   covid_memes_19.png  [somewhat harmful, organization]   \n2  covid_memes_252  covid_memes_252.png                     [not harmful]   \n3  covid_memes_255  covid_memes_255.png                     [not harmful]   \n4   covid_memes_20   covid_memes_20.png    [somewhat harmful, individual]   \n\n                                                text  \\\n0  Bernie or Elizabeth?\\nBe informed.Compare them...   \n1  Extending the\\nBrexit deadline until\\nOctober ...   \n2  kwai\\ngkwa 0964\\n#nnevvy\\napplause to Thais fr...   \n3  So, I order this\\nfoce mask to\\nprotect ogains...   \n4  best candidate for\\nJA\\n2020\\njoe biden\\nKamal...   \n\n                                             bb_dict  \n0  [[0.6680887372013651, 0.632857142857142, 0.825...  \n1                                                 []  \n2  [[0.522067189216613, 0.207160174846649, 0.4088...  \n3                                                 []  \n4  [[0.47865853658536506, 0.32835820895522305, 0....  ","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>image</th>\n      <th>labels</th>\n      <th>text</th>\n      <th>bb_dict</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>covid_memes_18</td>\n      <td>covid_memes_18.png</td>\n      <td>[somewhat harmful, individual]</td>\n      <td>Bernie or Elizabeth?\\nBe informed.Compare them...</td>\n      <td>[[0.6680887372013651, 0.632857142857142, 0.825...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>covid_memes_19</td>\n      <td>covid_memes_19.png</td>\n      <td>[somewhat harmful, organization]</td>\n      <td>Extending the\\nBrexit deadline until\\nOctober ...</td>\n      <td>[]</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>covid_memes_252</td>\n      <td>covid_memes_252.png</td>\n      <td>[not harmful]</td>\n      <td>kwai\\ngkwa 0964\\n#nnevvy\\napplause to Thais fr...</td>\n      <td>[[0.522067189216613, 0.207160174846649, 0.4088...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>covid_memes_255</td>\n      <td>covid_memes_255.png</td>\n      <td>[not harmful]</td>\n      <td>So, I order this\\nfoce mask to\\nprotect ogains...</td>\n      <td>[]</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>covid_memes_20</td>\n      <td>covid_memes_20.png</td>\n      <td>[somewhat harmful, individual]</td>\n      <td>best candidate for\\nJA\\n2020\\njoe biden\\nKamal...</td>\n      <td>[[0.47865853658536506, 0.32835820895522305, 0....</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"test_samples_frame = pd.read_json(test_path_cov, lines=True)\ntest_samples_frame.head()","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:02:53.525742Z","iopub.execute_input":"2023-11-03T09:02:53.526114Z","iopub.status.idle":"2023-11-03T09:02:53.556279Z","shell.execute_reply.started":"2023-11-03T09:02:53.526081Z","shell.execute_reply":"2023-11-03T09:02:53.555321Z"},"trusted":true},"execution_count":11,"outputs":[{"execution_count":11,"output_type":"execute_result","data":{"text/plain":"                 id                 image         labels  \\\n0  covid_memes_5425  covid_memes_5425.png  [not harmful]   \n1  covid_memes_5426  covid_memes_5426.png  [not harmful]   \n2  covid_memes_5429  covid_memes_5429.png  [not harmful]   \n3  covid_memes_5430  covid_memes_5430.png  [not harmful]   \n4  covid_memes_5434  covid_memes_5434.png  [not harmful]   \n\n                                                text  \\\n0  gwen\\n@gwenervi\\ndis gon be trump tomorrow aft...   \n1  Armani\\n@historyofarmani\\nBiden after hearing ...   \n2  MESSAGE FROM TRUMP TO\\nCOVID-19\\nLEAVE NOW OR ...   \n3  COVID-19 STARTED DURING HIS TERM\\nSOIT SHOULD ...   \n4  TRUMPS RESPONSE TO COVID-19\\nUMP\\nTAYM\\nINCLUD...   \n\n                                             bb_dict  \n0                                                 []  \n1  [[0.071942446043165, 0.2734375, 0.393884892086...  \n2  [[0.41454545454545405, 0.125683060109289, 0.64...  \n3  [[0.257246376811594, 0.19125683060109203, 0.54...  \n4  [[0.25703868269920305, 0.167230486869812, 0.49...  ","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>image</th>\n      <th>labels</th>\n      <th>text</th>\n      <th>bb_dict</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>covid_memes_5425</td>\n      <td>covid_memes_5425.png</td>\n      <td>[not harmful]</td>\n      <td>gwen\\n@gwenervi\\ndis gon be trump tomorrow aft...</td>\n      <td>[]</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>covid_memes_5426</td>\n      <td>covid_memes_5426.png</td>\n      <td>[not harmful]</td>\n      <td>Armani\\n@historyofarmani\\nBiden after hearing ...</td>\n      <td>[[0.071942446043165, 0.2734375, 0.393884892086...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>covid_memes_5429</td>\n      <td>covid_memes_5429.png</td>\n      <td>[not harmful]</td>\n      <td>MESSAGE FROM TRUMP TO\\nCOVID-19\\nLEAVE NOW OR ...</td>\n      <td>[[0.41454545454545405, 0.125683060109289, 0.64...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>covid_memes_5430</td>\n      <td>covid_memes_5430.png</td>\n      <td>[not harmful]</td>\n      <td>COVID-19 STARTED DURING HIS TERM\\nSOIT SHOULD ...</td>\n      <td>[[0.257246376811594, 0.19125683060109203, 0.54...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>covid_memes_5434</td>\n      <td>covid_memes_5434.png</td>\n      <td>[not harmful]</td>\n      <td>TRUMPS RESPONSE TO COVID-19\\nUMP\\nTAYM\\nINCLUD...</td>\n      <td>[[0.25703868269920305, 0.167230486869812, 0.49...</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"!pip install ftfy","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:02:53.557667Z","iopub.execute_input":"2023-11-03T09:02:53.558083Z","iopub.status.idle":"2023-11-03T09:03:06.162616Z","shell.execute_reply.started":"2023-11-03T09:02:53.558033Z","shell.execute_reply":"2023-11-03T09:03:06.160067Z"},"trusted":true},"execution_count":12,"outputs":[{"name":"stdout","text":"Collecting ftfy\n  Downloading ftfy-6.1.1-py3-none-any.whl (53 kB)\n\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m53.1/53.1 kB\u001b[0m \u001b[31m1.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n\u001b[?25hRequirement already satisfied: wcwidth>=0.2.5 in /opt/conda/lib/python3.10/site-packages (from ftfy) (0.2.6)\nInstalling collected packages: ftfy\nSuccessfully installed ftfy-6.1.1\n","output_type":"stream"}]},{"cell_type":"code","source":"import gzip\nimport html\nimport os\nfrom functools import lru_cache\n\nimport ftfy\nimport regex as re","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:03:06.168337Z","iopub.execute_input":"2023-11-03T09:03:06.168731Z","iopub.status.idle":"2023-11-03T09:03:06.284141Z","shell.execute_reply.started":"2023-11-03T09:03:06.168699Z","shell.execute_reply":"2023-11-03T09:03:06.283262Z"},"trusted":true},"execution_count":13,"outputs":[]},{"cell_type":"code","source":"!wget -O bpe_simple_vocab_16e6.txt.gz https://drive.google.com/uc?id=1YNkhStUg9YJ3WPUeCWhHyyMUmVqlWrG5","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:03:06.285278Z","iopub.execute_input":"2023-11-03T09:03:06.285563Z","iopub.status.idle":"2023-11-03T09:03:09.006336Z","shell.execute_reply.started":"2023-11-03T09:03:06.285540Z","shell.execute_reply":"2023-11-03T09:03:09.005201Z"},"trusted":true},"execution_count":14,"outputs":[{"name":"stdout","text":"--2023-11-03 09:03:07--  https://drive.google.com/uc?id=1YNkhStUg9YJ3WPUeCWhHyyMUmVqlWrG5\nResolving drive.google.com (drive.google.com)... 209.85.200.102, 209.85.200.138, 209.85.200.139, ...\nConnecting to drive.google.com (drive.google.com)|209.85.200.102|:443... connected.\nHTTP request sent, awaiting response... 303 See Other\nLocation: https://doc-0s-a8-docs.googleusercontent.com/docs/securesc/ha0ro937gcuc7l7deffksulhg5h7mbp1/niiv4m2vmmln3lo6r1k7eu3r8rjlku5g/1699002150000/14204125426768851410/*/1YNkhStUg9YJ3WPUeCWhHyyMUmVqlWrG5?uuid=01b03fb1-1486-46f8-9cae-edb6a792a99f [following]\nWarning: wildcards not supported in HTTP.\n--2023-11-03 09:03:08--  https://doc-0s-a8-docs.googleusercontent.com/docs/securesc/ha0ro937gcuc7l7deffksulhg5h7mbp1/niiv4m2vmmln3lo6r1k7eu3r8rjlku5g/1699002150000/14204125426768851410/*/1YNkhStUg9YJ3WPUeCWhHyyMUmVqlWrG5?uuid=01b03fb1-1486-46f8-9cae-edb6a792a99f\nResolving doc-0s-a8-docs.googleusercontent.com (doc-0s-a8-docs.googleusercontent.com)... 209.85.234.132, 2607:f8b0:4001:c17::84\nConnecting to doc-0s-a8-docs.googleusercontent.com (doc-0s-a8-docs.googleusercontent.com)|209.85.234.132|:443... connected.\nHTTP request sent, awaiting response... 200 OK\nLength: 1356917 (1.3M) [application/x-gzip]\nSaving to: ‘bpe_simple_vocab_16e6.txt.gz’\n\nbpe_simple_vocab_16 100%[===================>]   1.29M  --.-KB/s    in 0.01s   \n\n2023-11-03 09:03:08 (91.8 MB/s) - ‘bpe_simple_vocab_16e6.txt.gz’ saved [1356917/1356917]\n\n","output_type":"stream"}]},{"cell_type":"code","source":"@lru_cache()\ndef bytes_to_unicode():\n    \"\"\"\n    Returns list of utf-8 byte and a corresponding list of unicode strings.\n    The reversible bpe codes work on unicode strings.\n    This means you need a large # of unicode characters in your vocab if you want to avoid UNKs.\n    When you're at something like a 10B token dataset you end up needing around 5K for decent coverage.\n    This is a signficant percentage of your normal, say, 32K bpe vocab.\n    To avoid that, we want lookup tables between utf-8 bytes and unicode strings.\n    And avoids mapping to whitespace/control characters the bpe code barfs on.\n    \"\"\"\n    bs = list(range(ord(\"!\"), ord(\"~\")+1))+list(range(ord(\"¡\"), ord(\"¬\")+1))+list(range(ord(\"®\"), ord(\"ÿ\")+1))\n    cs = bs[:]\n    n = 0\n    for b in range(2**8):\n        if b not in bs:\n            bs.append(b)\n            cs.append(2**8+n)\n            n += 1\n    cs = [chr(n) for n in cs]\n    return dict(zip(bs, cs))\n\n\ndef get_pairs(word):\n    \"\"\"Return set of symbol pairs in a word.\n    Word is represented as tuple of symbols (symbols being variable-length strings).\n    \"\"\"\n    pairs = set()\n    prev_char = word[0]\n    for char in word[1:]:\n        pairs.add((prev_char, char))\n        prev_char = char\n    return pairs\n\n\ndef basic_clean(text):\n    text = ftfy.fix_text(text)\n    text = html.unescape(html.unescape(text))\n    return text.strip()\n\n\ndef whitespace_clean(text):\n    text = re.sub(r'\\s+', ' ', text)\n    text = text.strip()\n    return text\n\n\nclass SimpleTokenizer(object):\n    def __init__(self, bpe_path: str = \"/kaggle/working/bpe_simple_vocab_16e6.txt.gz\"):\n        self.byte_encoder = bytes_to_unicode()\n        self.byte_decoder = {v: k for k, v in self.byte_encoder.items()}\n#         with gzip.open(bpe_path,'w') as t:\n#        with gzip.open(bpe_path,'rt', encoding=\"utf-8\") as f:\n#                merges = f.read()\n        merges = gzip.open(bpe_path).read().decode(\"utf-8\").split('\\n')\n        #print(merges)\n        merges = merges[1:49152-256-2+1]\n        merges = [tuple(merge.split()) for merge in merges]\n        vocab = list(bytes_to_unicode().values())\n        vocab = vocab + [v+'</w>' for v in vocab]\n        #print(vocab)\n        for merge in merges:\n            vocab.append(''.join(merge))\n        vocab.extend(['<|startoftext|>', '<|endoftext|>'])\n        self.encoder = dict(zip(vocab, range(len(vocab))))\n        self.decoder = {v: k for k, v in self.encoder.items()}\n        self.bpe_ranks = dict(zip(merges, range(len(merges))))\n        self.cache = {'<|startoftext|>': '<|startoftext|>', '<|endoftext|>': '<|endoftext|>'}\n        self.pat = re.compile(r\"\"\"<\\|startoftext\\|>|<\\|endoftext\\|>|'s|'t|'re|'ve|'m|'ll|'d|[\\p{L}]+|[\\p{N}]|[^\\s\\p{L}\\p{N}]+\"\"\", re.IGNORECASE)\n\n    def bpe(self, token):\n        if token in self.cache:\n            return self.cache[token]\n        word = tuple(token[:-1]) + ( token[-1] + '</w>',)\n        pairs = get_pairs(word)\n\n        if not pairs:\n            return token+'</w>'\n\n        while True:\n            bigram = min(pairs, key = lambda pair: self.bpe_ranks.get(pair, float('inf')))\n            if bigram not in self.bpe_ranks:\n                break\n            first, second = bigram\n            new_word = []\n            i = 0\n            while i < len(word):\n                try:\n                    j = word.index(first, i)\n                    new_word.extend(word[i:j])\n                    i = j\n                except:\n                    new_word.extend(word[i:])\n                    break\n\n                if word[i] == first and i < len(word)-1 and word[i+1] == second:\n                    new_word.append(first+second)\n                    i += 2\n                else:\n                    new_word.append(word[i])\n                    i += 1\n            new_word = tuple(new_word)\n            word = new_word\n            if len(word) == 1:\n                break\n            else:\n                pairs = get_pairs(word)\n        word = ' '.join(word)\n        self.cache[token] = word\n        return word\n\n    def encode(self, text):\n        bpe_tokens = []\n        text = whitespace_clean(basic_clean(text)).lower()\n        for token in re.findall(self.pat, text):\n            token = ''.join(self.byte_encoder[b] for b in token.encode('utf-8'))\n            bpe_tokens.extend(self.encoder[bpe_token] for bpe_token in self.bpe(token).split(' '))\n        return bpe_tokens\n\n    def decode(self, tokens):\n        text = ''.join([self.decoder[token] for token in tokens])\n        text = bytearray([self.byte_decoder[c] for c in text]).decode('utf-8', errors=\"replace\").replace('</w>', ' ')\n        return text","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:03:09.007920Z","iopub.execute_input":"2023-11-03T09:03:09.008234Z","iopub.status.idle":"2023-11-03T09:03:09.035100Z","shell.execute_reply.started":"2023-11-03T09:03:09.008207Z","shell.execute_reply":"2023-11-03T09:03:09.034211Z"},"trusted":true},"execution_count":15,"outputs":[]},{"cell_type":"code","source":"# Downloadig the clip model\nMODELS = {\n    \"RN50\": \"https://openaipublic.azureedge.net/clip/models/afeb0e10f9e5a86da6080e35cf09123aca3b358a0c3e3b6c78a7b63bc04b6762/RN50.pt\",\n    \"RN101\": \"https://openaipublic.azureedge.net/clip/models/8fa8567bab74a42d41c5915025a8e4538c3bdbe8804a470a72f30b0d94fab599/RN101.pt\",\n    \"RN50x4\": \"https://openaipublic.azureedge.net/clip/models/7e526bd135e493cef0776de27d5f42653e6b4c8bf9e0f653bb11773263205fdd/RN50x4.pt\",\n    \"ViT-B/32\": \"https://openaipublic.azureedge.net/clip/models/40d365715913c9da98579312b702a82c18be219cc2a73407c4526f58eba950af/ViT-B-32.pt\",    \n}\n! wget {MODELS[\"ViT-B/32\"]} -O clip_model.pt","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:03:09.036344Z","iopub.execute_input":"2023-11-03T09:03:09.036712Z","iopub.status.idle":"2023-11-03T09:03:12.750047Z","shell.execute_reply.started":"2023-11-03T09:03:09.036663Z","shell.execute_reply":"2023-11-03T09:03:12.748573Z"},"trusted":true},"execution_count":16,"outputs":[{"name":"stdout","text":"--2023-11-03 09:03:09--  https://openaipublic.azureedge.net/clip/models/40d365715913c9da98579312b702a82c18be219cc2a73407c4526f58eba950af/ViT-B-32.pt\nResolving openaipublic.azureedge.net (openaipublic.azureedge.net)... 13.107.246.38, 13.107.213.38, 2620:1ec:bdf::38, ...\nConnecting to openaipublic.azureedge.net (openaipublic.azureedge.net)|13.107.246.38|:443... connected.\nHTTP request sent, awaiting response... 200 OK\nLength: 353976522 (338M) [application/octet-stream]\nSaving to: ‘clip_model.pt’\n\nclip_model.pt       100%[===================>] 337.58M   131MB/s    in 2.6s    \n\n2023-11-03 09:03:12 (131 MB/s) - ‘clip_model.pt’ saved [353976522/353976522]\n\n","output_type":"stream"}]},{"cell_type":"code","source":"clip_model = torch.jit.load(\"clip_model.pt\").cuda().eval()\ninput_resolution = clip_model.input_resolution.item()\ncontext_length = clip_model.context_length.item()\nvocab_size = clip_model.vocab_size.item()\n\nprint(\"Model parameters:\", f\"{np.sum([int(np.prod(p.shape)) for p in clip_model.parameters()]):,}\")\nprint(\"Input resolution:\", input_resolution)\nprint(\"Context length:\", context_length)\nprint(\"Vocab size:\", vocab_size)","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:03:12.751936Z","iopub.execute_input":"2023-11-03T09:03:12.752343Z","iopub.status.idle":"2023-11-03T09:03:13.412336Z","shell.execute_reply.started":"2023-11-03T09:03:12.752311Z","shell.execute_reply":"2023-11-03T09:03:13.411335Z"},"trusted":true},"execution_count":17,"outputs":[{"name":"stdout","text":"Model parameters: 151,277,313\nInput resolution: 224\nContext length: 77\nVocab size: 49408\n","output_type":"stream"}]},{"cell_type":"code","source":"preprocess = Compose([\n    Resize(input_resolution, interpolation=Image.BICUBIC),\n    CenterCrop(input_resolution),\n    ToTensor()\n    ])\ntokenizer = SimpleTokenizer()","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:03:13.413678Z","iopub.execute_input":"2023-11-03T09:03:13.413975Z","iopub.status.idle":"2023-11-03T09:03:13.545168Z","shell.execute_reply.started":"2023-11-03T09:03:13.413949Z","shell.execute_reply":"2023-11-03T09:03:13.544353Z"},"trusted":true},"execution_count":18,"outputs":[]},{"cell_type":"code","source":"def process_image_clip(in_img):\n    image_mean = torch.tensor([0.48145466, 0.4578275, 0.40821073]).cuda()\n    image_std = torch.tensor([0.26862954, 0.26130258, 0.27577711]).cuda()\n    \n    image = preprocess(Image.open(in_img).convert(\"RGB\"))\n    \n    image_input = torch.tensor(np.stack(image)).cuda()\n    image_input -= image_mean[:, None, None]\n    image_input /= image_std[:, None, None]\n    return image_input","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:03:13.546601Z","iopub.execute_input":"2023-11-03T09:03:13.547018Z","iopub.status.idle":"2023-11-03T09:03:13.554138Z","shell.execute_reply.started":"2023-11-03T09:03:13.546984Z","shell.execute_reply":"2023-11-03T09:03:13.553155Z"},"trusted":true},"execution_count":19,"outputs":[]},{"cell_type":"code","source":"def process_text_clip(in_text):    \n    text_token = tokenizer.encode(in_text)\n    text_input = torch.zeros(clip_model.context_length, dtype=torch.long)\n    sot_token = tokenizer.encoder['<|startoftext|>']\n    eot_token = tokenizer.encoder['<|endoftext|>']\n    tokens = [sot_token] + text_token[:75] + [eot_token]\n    text_input[:len(tokens)] = torch.tensor(tokens)\n    text_input = text_input.cuda()\n    return text_input","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:03:13.555487Z","iopub.execute_input":"2023-11-03T09:03:13.555876Z","iopub.status.idle":"2023-11-03T09:03:13.573158Z","shell.execute_reply.started":"2023-11-03T09:03:13.555841Z","shell.execute_reply":"2023-11-03T09:03:13.572160Z"},"trusted":true},"execution_count":20,"outputs":[]},{"cell_type":"code","source":"import torch\nfrom torch import optim, nn\nfrom torchvision import models, transforms\nimport cv2","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:03:13.574529Z","iopub.execute_input":"2023-11-03T09:03:13.575247Z","iopub.status.idle":"2023-11-03T09:03:14.003098Z","shell.execute_reply.started":"2023-11-03T09:03:13.575208Z","shell.execute_reply":"2023-11-03T09:03:14.002278Z"},"trusted":true},"execution_count":21,"outputs":[]},{"cell_type":"code","source":"class FeatureExtractor(nn.Module):\n    def __init__(self, model):\n        super(FeatureExtractor, self).__init__()\n        # Extract VGG-16 Feature Layers\n        self.features = list(model.features)\n        self.features = nn.Sequential(*self.features)\n        # Extract VGG-16 Average Pooling Layer\n        self.pooling = model.avgpool\n        # Convert the image into one-dimensional vector\n        self.flatten = nn.Flatten()\n        # Extract the first part of fully-connected layer from VGG16\n        self.fc = model.classifier[0]\n  \n    def forward(self, x):\n        # It will take the input 'x' until it returns the feature vector called 'out'\n        out = self.features(x)\n        out = self.pooling(out)\n        out = self.flatten(out)\n        out = self.fc(out) \n        return out \n\n# Initialize the model\nmodel_vgg_pretrained = models.vgg19(pretrained=True)\nmodel_vgg = FeatureExtractor(model_vgg_pretrained)\n\n# Change the device to GPU\ndevice = torch.device('cuda:0' if torch.cuda.is_available() else \"cpu\")\nmodel_vgg = model_vgg.to(device)","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:03:14.004316Z","iopub.execute_input":"2023-11-03T09:03:14.004646Z","iopub.status.idle":"2023-11-03T09:03:18.150563Z","shell.execute_reply.started":"2023-11-03T09:03:14.004619Z","shell.execute_reply":"2023-11-03T09:03:18.149631Z"},"trusted":true},"execution_count":22,"outputs":[{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n  warnings.warn(\n/opt/conda/lib/python3.10/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=VGG19_Weights.IMAGENET1K_V1`. You can also use `weights=VGG19_Weights.DEFAULT` to get the most up-to-date weights.\n  warnings.warn(msg)\nDownloading: \"https://download.pytorch.org/models/vgg19-dcbb9e9d.pth\" to /root/.cache/torch/hub/checkpoints/vgg19-dcbb9e9d.pth\n100%|██████████| 548M/548M [00:02<00:00, 258MB/s]  \n","output_type":"stream"}]},{"cell_type":"code","source":"from tqdm import tqdm\nimport numpy as np","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:03:18.152686Z","iopub.execute_input":"2023-11-03T09:03:18.153152Z","iopub.status.idle":"2023-11-03T09:03:18.157530Z","shell.execute_reply.started":"2023-11-03T09:03:18.153113Z","shell.execute_reply":"2023-11-03T09:03:18.156698Z"},"trusted":true},"execution_count":23,"outputs":[]},{"cell_type":"code","source":"transform_vgg_BB = transforms.Compose([\n  transforms.ToPILImage(),\n#   transforms.CenterCrop(512),\n  transforms.Resize((224,224)),\n  transforms.ToTensor()                              \n])","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:03:18.159107Z","iopub.execute_input":"2023-11-03T09:03:18.159466Z","iopub.status.idle":"2023-11-03T09:03:18.174067Z","shell.execute_reply.started":"2023-11-03T09:03:18.159439Z","shell.execute_reply":"2023-11-03T09:03:18.173368Z"},"trusted":true},"execution_count":24,"outputs":[]},{"cell_type":"code","source":"def get_image_vgg_BB(l, t, r, b, in_im): \n#     left, top, right, bottom and input image\n    img = cv2.imread(in_im)\n    h, w, _ = img.shape\n    # crop\n    x1 = int(np.floor(l*w))\n    x2 = int(np.floor(r*w))\n    y1 = int(np.floor(b*h))\n    y2 = int(np.floor(t*h))\n    crop_img = img[y1:y2, x1:x2]    \n    \n    # Transform the cropped image\n    img = transform_vgg_BB(crop_img)\n    # Reshape the image. PyTorch model reads 4-dimensional tensor\n    # [batch_size, channels, width, height]\n    img = img.reshape(1, 3, 224, 224)\n    img = img.to(device)\n    # We only extract features, so we don't need gradient\n    with torch.no_grad():\n        # Extract the feature from the image\n        feature = model_vgg(img).squeeze()\n    # Convert to NumPy Array, Reshape it, and save it to features variable\n    return feature","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:03:18.175434Z","iopub.execute_input":"2023-11-03T09:03:18.175829Z","iopub.status.idle":"2023-11-03T09:03:18.186107Z","shell.execute_reply.started":"2023-11-03T09:03:18.175796Z","shell.execute_reply":"2023-11-03T09:03:18.185188Z"},"trusted":true},"execution_count":25,"outputs":[]},{"cell_type":"code","source":"from tqdm import tqdm\nimport numpy as np\n\n# Transform the image, so it becomes readable with the model\ntransform_vgg_center = transforms.Compose([\n  transforms.ToPILImage(),\n  transforms.CenterCrop(512),\n  transforms.Resize(224),\n  transforms.ToTensor()                              \n])","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:03:18.187350Z","iopub.execute_input":"2023-11-03T09:03:18.187729Z","iopub.status.idle":"2023-11-03T09:03:18.197456Z","shell.execute_reply.started":"2023-11-03T09:03:18.187695Z","shell.execute_reply":"2023-11-03T09:03:18.196655Z"},"trusted":true},"execution_count":26,"outputs":[]},{"cell_type":"code","source":"def get_image_vgg_center(in_im):\n    # Set the image path\n    path = in_im\n    # Read the file\n    img = cv2.imread(path)\n    # Transform the image\n    img = transform_vgg_center(img)\n    # Reshape the image. PyTorch model reads 4-dimensional tensor\n    # [batch_size, channels, width, height]\n    img = img.reshape(1, 3, 224, 224)\n    img = img.to(device)\n    # We only extract features, so we don't need gradient\n    with torch.no_grad():\n        # Extract the feature from the image\n        feature = model_vgg(img).squeeze()\n    \n    return feature","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:03:18.198656Z","iopub.execute_input":"2023-11-03T09:03:18.198943Z","iopub.status.idle":"2023-11-03T09:03:18.210365Z","shell.execute_reply.started":"2023-11-03T09:03:18.198918Z","shell.execute_reply":"2023-11-03T09:03:18.209315Z"},"trusted":true},"execution_count":27,"outputs":[]},{"cell_type":"code","source":"!pip install git+https://github.com/UKPLab/sentence-transformers","metadata":{"scrolled":true,"execution":{"iopub.status.busy":"2023-11-03T09:03:18.211876Z","iopub.execute_input":"2023-11-03T09:03:18.212249Z","iopub.status.idle":"2023-11-03T09:03:35.765004Z","shell.execute_reply.started":"2023-11-03T09:03:18.212213Z","shell.execute_reply":"2023-11-03T09:03:35.763708Z"},"trusted":true},"execution_count":28,"outputs":[{"name":"stdout","text":"Collecting git+https://github.com/UKPLab/sentence-transformers\n  Cloning https://github.com/UKPLab/sentence-transformers to /tmp/pip-req-build-kmd4p3kg\n  Running command git clone --filter=blob:none --quiet https://github.com/UKPLab/sentence-transformers /tmp/pip-req-build-kmd4p3kg\n  Resolved https://github.com/UKPLab/sentence-transformers to commit c5f93f70eca933c78695c5bc686ceda59651ae3b\n  Preparing metadata (setup.py) ... \u001b[?25ldone\n\u001b[?25hRequirement already satisfied: transformers<5.0.0,>=4.6.0 in /opt/conda/lib/python3.10/site-packages (from sentence-transformers==2.2.2) (4.33.0)\nRequirement already satisfied: tqdm in /opt/conda/lib/python3.10/site-packages (from sentence-transformers==2.2.2) (4.66.1)\nRequirement already satisfied: torch>=1.6.0 in /opt/conda/lib/python3.10/site-packages (from sentence-transformers==2.2.2) (2.0.0)\nRequirement already satisfied: torchvision in /opt/conda/lib/python3.10/site-packages (from sentence-transformers==2.2.2) (0.15.1)\nRequirement already satisfied: numpy in /opt/conda/lib/python3.10/site-packages (from sentence-transformers==2.2.2) (1.23.5)\nRequirement already satisfied: scikit-learn in /opt/conda/lib/python3.10/site-packages (from sentence-transformers==2.2.2) (1.2.2)\nRequirement already satisfied: scipy in /opt/conda/lib/python3.10/site-packages (from sentence-transformers==2.2.2) (1.11.2)\nRequirement already satisfied: nltk in /opt/conda/lib/python3.10/site-packages (from sentence-transformers==2.2.2) (3.2.4)\nRequirement already satisfied: sentencepiece in /opt/conda/lib/python3.10/site-packages (from sentence-transformers==2.2.2) (0.1.99)\nRequirement already satisfied: huggingface-hub>=0.4.0 in /opt/conda/lib/python3.10/site-packages (from sentence-transformers==2.2.2) (0.16.4)\nRequirement already satisfied: filelock in /opt/conda/lib/python3.10/site-packages (from huggingface-hub>=0.4.0->sentence-transformers==2.2.2) (3.12.2)\nRequirement already satisfied: fsspec in /opt/conda/lib/python3.10/site-packages (from huggingface-hub>=0.4.0->sentence-transformers==2.2.2) (2023.9.0)\nRequirement already satisfied: requests in /opt/conda/lib/python3.10/site-packages (from huggingface-hub>=0.4.0->sentence-transformers==2.2.2) (2.31.0)\nRequirement already satisfied: pyyaml>=5.1 in /opt/conda/lib/python3.10/site-packages (from huggingface-hub>=0.4.0->sentence-transformers==2.2.2) (6.0)\nRequirement already satisfied: typing-extensions>=3.7.4.3 in /opt/conda/lib/python3.10/site-packages (from huggingface-hub>=0.4.0->sentence-transformers==2.2.2) (4.6.3)\nRequirement already satisfied: packaging>=20.9 in /opt/conda/lib/python3.10/site-packages (from huggingface-hub>=0.4.0->sentence-transformers==2.2.2) (21.3)\nRequirement already satisfied: sympy in /opt/conda/lib/python3.10/site-packages (from torch>=1.6.0->sentence-transformers==2.2.2) (1.12)\nRequirement already satisfied: networkx in /opt/conda/lib/python3.10/site-packages (from torch>=1.6.0->sentence-transformers==2.2.2) (3.1)\nRequirement already satisfied: jinja2 in /opt/conda/lib/python3.10/site-packages (from torch>=1.6.0->sentence-transformers==2.2.2) (3.1.2)\nRequirement already satisfied: regex!=2019.12.17 in /opt/conda/lib/python3.10/site-packages (from transformers<5.0.0,>=4.6.0->sentence-transformers==2.2.2) (2023.6.3)\nRequirement already satisfied: tokenizers!=0.11.3,<0.14,>=0.11.1 in /opt/conda/lib/python3.10/site-packages (from transformers<5.0.0,>=4.6.0->sentence-transformers==2.2.2) (0.13.3)\nRequirement already satisfied: safetensors>=0.3.1 in /opt/conda/lib/python3.10/site-packages (from transformers<5.0.0,>=4.6.0->sentence-transformers==2.2.2) (0.3.3)\nRequirement already satisfied: six in /opt/conda/lib/python3.10/site-packages (from nltk->sentence-transformers==2.2.2) (1.16.0)\nRequirement already satisfied: joblib>=1.1.1 in /opt/conda/lib/python3.10/site-packages (from scikit-learn->sentence-transformers==2.2.2) (1.3.2)\nRequirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.10/site-packages (from scikit-learn->sentence-transformers==2.2.2) (3.1.0)\nRequirement already satisfied: pillow!=8.3.*,>=5.3.0 in /opt/conda/lib/python3.10/site-packages (from torchvision->sentence-transformers==2.2.2) (9.5.0)\nRequirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /opt/conda/lib/python3.10/site-packages (from packaging>=20.9->huggingface-hub>=0.4.0->sentence-transformers==2.2.2) (3.0.9)\nRequirement already satisfied: MarkupSafe>=2.0 in /opt/conda/lib/python3.10/site-packages (from jinja2->torch>=1.6.0->sentence-transformers==2.2.2) (2.1.3)\nRequirement already satisfied: charset-normalizer<4,>=2 in /opt/conda/lib/python3.10/site-packages (from requests->huggingface-hub>=0.4.0->sentence-transformers==2.2.2) (3.1.0)\nRequirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.10/site-packages (from requests->huggingface-hub>=0.4.0->sentence-transformers==2.2.2) (3.4)\nRequirement already satisfied: urllib3<3,>=1.21.1 in /opt/conda/lib/python3.10/site-packages (from requests->huggingface-hub>=0.4.0->sentence-transformers==2.2.2) (1.26.15)\nRequirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.10/site-packages (from requests->huggingface-hub>=0.4.0->sentence-transformers==2.2.2) (2023.7.22)\nRequirement already satisfied: mpmath>=0.19 in /opt/conda/lib/python3.10/site-packages (from sympy->torch>=1.6.0->sentence-transformers==2.2.2) (1.3.0)\nBuilding wheels for collected packages: sentence-transformers\n  Building wheel for sentence-transformers (setup.py) ... \u001b[?25ldone\n\u001b[?25h  Created wheel for sentence-transformers: filename=sentence_transformers-2.2.2-py3-none-any.whl size=126132 sha256=3413bd1f5dc0d02850339cd4cac1339707339f17c0f6b5aa9fd7729d8d141a90\n  Stored in directory: /tmp/pip-ephem-wheel-cache-9_3v_3vf/wheels/da/46/bf/66a68ee8dce733df91a66fc155274e0a38283f3db647b5ea0d\nSuccessfully built sentence-transformers\nInstalling collected packages: sentence-transformers\nSuccessfully installed sentence-transformers-2.2.2\n","output_type":"stream"}]},{"cell_type":"code","source":"class HarmemeMemesDatasetAug2(torch.utils.data.Dataset):\n    \"\"\"Uses jsonl data to preprocess and serve \n    dictionary of multimodal tensors for model input.\n    \"\"\"\n\n    def __init__(\n        self,\n        data_path,\n        img_dir,\n        split_flag=None,\n        balance=False,\n        dev_limit=None,\n        random_state=0,\n    ):\n\n        self.samples_frame = pd.read_json(\n            data_path, lines=True\n        )\n        self.samples_frame = self.samples_frame.reset_index(\n            drop=True\n        )\n        self.samples_frame.image = self.samples_frame.apply(\n            lambda row: (img_dir + '/' + row.image), axis=1\n        )\n        if split_flag=='train':\n            self.ROI_samples = train_ROI\n            self.ENT_samples = train_ENT\n        elif split_flag=='val':\n            self.ROI_samples = val_ROI\n            self.ENT_samples = val_ENT\n        else:\n            self.ROI_samples = test_ROI\n            self.ENT_samples = test_ENT\n        \n    def __len__(self):\n        \"\"\"This method is called when you do len(instance) \n        for an instance of this class.\n        \"\"\"\n        return len(self.samples_frame)\n\n    def __getitem__(self, idx):\n        \"\"\"This method is called when you do instance[key] \n        for an instance of this class.\n        \"\"\"\n        if torch.is_tensor(idx):\n            idx = idx.tolist()\n\n        img_id = self.samples_frame.loc[idx, \"id\"]\n        img_file_name = self.samples_frame.loc[idx, \"image\"]\n        \n        image_clip_input = process_image_clip(self.samples_frame.loc[idx, \"image\"])\n# --------------------------------------------------------------------------------------        \n#         Pre-extracted features\n#         image_vgg_feature = self.ROI_samples[idx]        \n# --------------------------------------------------------------------------------------\n# On-demand computation\n        BB_info = self.samples_frame.loc[idx, \"bb_dict\"]\n        roi_vgg_feat_list = []\n        if BB_info:\n            total_BB = len(BB_info)\n            if total_BB>4:\n                BB_info_final = BB_info[:4]\n            else:\n                BB_info_final = BB_info\n#             Have to get VGG reps for each cropped BB and get the mean             \n            for item in BB_info_final:\n#                 Get the top left (left,top) and bottom right (right,bottom) values of the coordinates\n#                 top left and bottom right value extraction                \n                left   = item[0]\n                bottom = item[1]\n                top    = bottom + item[3]\n                right  = left + item[2]\n                get_image_vgg_center(img_file_name)\n                roi_vgg_feat = get_image_vgg_BB(left, top, right, bottom, img_file_name)\n                roi_vgg_feat_list.append(roi_vgg_feat)\n            image_vgg_feature = torch.mean(torch.vstack(roi_vgg_feat_list), axis=0)\n#             print(image_vgg_feature.shape)\n        else:\n            image_vgg_feature = torch.tensor(get_image_vgg_center(img_file_name))\n# --------------------------------------------------------------------------------------\n        text_clip_input = process_text_clip(self.samples_frame.loc[idx, \"text\"])\n#         -------------------------------------------------------------------------------\n#         Process entities\n        #         Use them directly from the saved files\n        text_drob_feature = self.ENT_samples[idx]\n#         -------------------------------------------------------------------------------\n# #         Get the mean representation for the set of entities \"\"on-demand\n#         cur_ent_rep_list = []\n#         cur_ent_list = self.samples_frame.loc[idx, \"ent\"]\n        \n#         if len(cur_ent_list):\n#             for item in cur_ent_list:\n#                 cur_ent_rep = torch.tensor(model_sent_trans.encode(item)).to(device)\n#                 cur_ent_rep_list.append(cur_ent_rep)\n#             text_drob_feature = torch.mean(torch.vstack(cur_ent_rep_list), axis=0)\n#         else:\n#             text_drob_feature = torch.tensor(model_sent_trans.encode(self.samples_frame.loc[idx, \"text\"])).to(device)\n#         -------------------------------------------------------------------------------\n\n        if \"labels\" in self.samples_frame.columns:\n#             label = torch.Tensor(\n#                 [self.samples_frame.loc[idx, \"label\"]]\n#             ).long().squeeze()\n\n#             Uncoment below for binary index creation\n#             if self.samples_frame.loc[idx, \"labels\"][0]==\"not harmful\":\n#                 lab=0\n#             else:\n#                 lab=1            \n#             label = torch.tensor(lab).to(device)  \n\n#             Uncomment below for one hot encoding\n#             y = torch.tensor(lab).to(device)\n#             label = F.one_hot(y, num_classes=2)  \n\n# #             Multiclass setting - harmfulness\n            if self.samples_frame.loc[idx, \"labels\"][0]==\"not harmful\":\n                lab=0\n            elif self.samples_frame.loc[idx, \"labels\"][0]==\"somewhat harmful\":\n                lab=1  \n            else:\n                lab=2\n            label = torch.tensor(lab).to(device)  \n\n            \n            sample = {\n                \"id\": img_id, \n                \"image_clip_input\": image_clip_input,\n                \"image_vgg_feature\": image_vgg_feature,\n                \"text_clip_input\": text_clip_input,\n                \"text_drob_embedding\": text_drob_feature,\n                \"label\": label\n            }\n        else:\n            sample = {\n                \"id\": img_id, \n                \"image_clip_input\": image_clip_input,\n                \"image_vgg_feature\": image_vgg_feature,\n                \"text_clip_input\": text_clip_input,\n                \"text_drob_embedding\": text_drob_feature\n            }\n\n        return sample","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:03:35.767099Z","iopub.execute_input":"2023-11-03T09:03:35.767461Z","iopub.status.idle":"2023-11-03T09:03:35.787710Z","shell.execute_reply.started":"2023-11-03T09:03:35.767432Z","shell.execute_reply":"2023-11-03T09:03:35.786619Z"},"trusted":true},"execution_count":29,"outputs":[]},{"cell_type":"code","source":"hm_dataset_train = HarmemeMemesDatasetAug2(train_path_cov, data_dir_cov, 'train')\ndataloader_train = DataLoader(hm_dataset_train, batch_size=64,\n                        shuffle=True, num_workers=0)\nhm_dataset_val = HarmemeMemesDatasetAug2(dev_path_cov, data_dir_cov, 'val')\ndataloader_val = DataLoader(hm_dataset_val, batch_size=64,\n                        shuffle=True, num_workers=0)\nhm_dataset_test = HarmemeMemesDatasetAug2(test_path_cov, data_dir_cov, 'test')\ndataloader_test = DataLoader(hm_dataset_test, batch_size=64,\n                        shuffle=False, num_workers=0)","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:03:35.788947Z","iopub.execute_input":"2023-11-03T09:03:35.789240Z","iopub.status.idle":"2023-11-03T09:03:35.933576Z","shell.execute_reply.started":"2023-11-03T09:03:35.789215Z","shell.execute_reply":"2023-11-03T09:03:35.932690Z"},"trusted":true},"execution_count":30,"outputs":[]},{"cell_type":"code","source":"class MM(nn.Module):\n    def __init__(self, n_out):\n        super(MM, self).__init__()  \n        \n        self.dense_vgg_1024 = nn.Linear(4096, 1024)\n        self.dense_vgg_512 = nn.Linear(1024, 512)\n        self.drop20 = nn.Dropout(p=0.2)\n        self.drop5 = nn.Dropout(p=0.05) \n        \n        self.dense_drob_512 = nn.Linear(768, 512)\n        \n        self.gen_key_L1 = nn.Linear(512, 256) # 512X256\n        self.gen_query_L1 = nn.Linear(512, 256) # 512X256\n        self.gen_key_L2 = nn.Linear(512, 256) # 512X256\n        self.gen_query_L2 = nn.Linear(512, 256) # 512X256\n        self.gen_key_L3 = nn.Linear(512, 256) # 512X256\n        self.gen_query_L3 = nn.Linear(512, 256) # 512X256\n#         self.gen_value = nn.Linear(512, 256) # 512X256\n        self.soft = nn.Softmax(dim=1)\n        self.soft_final = nn.Softmax(dim=1)\n        self.project_dense_512a = nn.Linear(1024, 512) # 512X256\n        self.project_dense_512b = nn.Linear(1024, 512) # 512X256\n        self.project_dense_512c = nn.Linear(1024, 512) # 512X256 \n        \n        \n        self.fc_out = nn.Linear(512, 256) # 512X256\n        self.out = nn.Linear(256, n_out) # 512X256\n        \n\n    def selfattNFuse_L1a(self, vec1, vec2): \n            q1 = F.relu(self.gen_query_L1(vec1))\n            k1 = F.relu(self.gen_key_L1(vec1))\n            q2 = F.relu(self.gen_query_L1(vec2))\n            k2 = F.relu(self.gen_key_L1(vec2))\n            score1 = torch.reshape(torch.bmm(q1.view(-1, 1, 256), k2.view(-1, 256, 1)), (-1, 1))\n            score2 = torch.reshape(torch.bmm(q2.view(-1, 1, 256), k1.view(-1, 256, 1)), (-1, 1))\n            wt_score1_score2_mat = torch.cat((score1, score2), 1)\n            wt_i1_i2 = self.soft(wt_score1_score2_mat.float()) #prob\n            prob_1 = wt_i1_i2[:,0]\n            prob_2 = wt_i1_i2[:,1]\n            wtd_i1 = vec1 * prob_1[:, None]\n            wtd_i2 = vec2 * prob_2[:, None]\n            out_rep = F.relu(self.project_dense_512a(torch.cat((wtd_i1,wtd_i2), 1)))\n            return out_rep\n    def selfattNFuse_L1b(self, vec1, vec2): \n            q1 = F.relu(self.gen_query_L2(vec1))\n            k1 = F.relu(self.gen_key_L2(vec1))\n            q2 = F.relu(self.gen_query_L2(vec2))\n            k2 = F.relu(self.gen_key_L2(vec2))\n            score1 = torch.reshape(torch.bmm(q1.view(-1, 1, 256), k2.view(-1, 256, 1)), (-1, 1))\n            score2 = torch.reshape(torch.bmm(q2.view(-1, 1, 256), k1.view(-1, 256, 1)), (-1, 1))\n            wt_score1_score2_mat = torch.cat((score1, score2), 1)\n            wt_i1_i2 = self.soft(wt_score1_score2_mat.float()) #prob\n            prob_1 = wt_i1_i2[:,0]\n            prob_2 = wt_i1_i2[:,1]\n            wtd_i1 = vec1 * prob_1[:, None]\n            wtd_i2 = vec2 * prob_2[:, None]\n            out_rep = F.relu(self.project_dense_512b(torch.cat((wtd_i1,wtd_i2), 1)))\n            return out_rep\n    \n    def selfattNFuse_L2(self, vec1, vec2): \n            q1 = F.relu(self.gen_query_L3(vec1))\n            k1 = F.relu(self.gen_key_L3(vec1))\n            q2 = F.relu(self.gen_query_L3(vec2))\n            k2 = F.relu(self.gen_key_L3(vec2))\n            score1 = torch.reshape(torch.bmm(q1.view(-1, 1, 256), k2.view(-1, 256, 1)), (-1, 1))\n            score2 = torch.reshape(torch.bmm(q2.view(-1, 1, 256), k1.view(-1, 256, 1)), (-1, 1))\n            wt_score1_score2_mat = torch.cat((score1, score2), 1)\n            wt_i1_i2 = self.soft(wt_score1_score2_mat.float()) #prob\n            prob_1 = wt_i1_i2[:,0]\n            prob_2 = wt_i1_i2[:,1]\n            wtd_i1 = vec1 * prob_1[:, None]\n            wtd_i2 = vec2 * prob_2[:, None]\n            out_rep = F.relu(self.project_dense_512c(torch.cat((wtd_i1,wtd_i2), 1)))\n            return out_rep\n\n\n    def forward(self, in_CI, in_VGG, in_CT, in_Drob):        \n        VGG_feat = self.drop20(F.relu(self.dense_vgg_512(self.drop20(F.relu(self.dense_vgg_1024(in_VGG))))))\n        Drob_feat = self.drop5(F.relu(self.dense_drob_512(in_Drob)))\n        out_img = self.selfattNFuse_L1a(VGG_feat, in_CI)\n        out_txt = self.selfattNFuse_L1b(Drob_feat, in_CT)        \n        out_img_txt = self.selfattNFuse_L2(out_img, out_txt)\n        final_out = F.relu(self.fc_out(out_img_txt))\n#         out = torch.sigmoid(self.out(final_out)) #For binary case\n        out = self.out(final_out)\n        return out","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:03:35.939853Z","iopub.execute_input":"2023-11-03T09:03:35.940169Z","iopub.status.idle":"2023-11-03T09:03:35.966051Z","shell.execute_reply.started":"2023-11-03T09:03:35.940143Z","shell.execute_reply":"2023-11-03T09:03:35.965172Z"},"trusted":true},"execution_count":31,"outputs":[]},{"cell_type":"code","source":"# output_size = 1 #Binary case\noutput_size = 3\nexp_name = \"EMNLP_MCHarm_GLAREAll_COVTrain_POLEval\"\n# pre_trn_ckp = \"EMNLP_MCHarm_GLAREAll_COVTrain\" # Uncomment for using pre-trained\nexp_path = \"/kaggle/working/EMNLP_ModelCkpt/\"+exp_name\nlr=0.001\n# criterion = nn.BCELoss() #Binary case\ncriterion = nn.CrossEntropyLoss()\n# # ------------Fresh training------------\nmodel = MM(output_size)\nmodel.to(device)\nprint(model)\noptimizer = torch.optim.Adam(model.parameters(), lr=lr, weight_decay=1e-5)","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:03:35.967384Z","iopub.execute_input":"2023-11-03T09:03:35.968025Z","iopub.status.idle":"2023-11-03T09:03:36.056897Z","shell.execute_reply.started":"2023-11-03T09:03:35.967990Z","shell.execute_reply":"2023-11-03T09:03:36.056053Z"},"trusted":true},"execution_count":32,"outputs":[{"name":"stdout","text":"MM(\n  (dense_vgg_1024): Linear(in_features=4096, out_features=1024, bias=True)\n  (dense_vgg_512): Linear(in_features=1024, out_features=512, bias=True)\n  (drop20): Dropout(p=0.2, inplace=False)\n  (drop5): Dropout(p=0.05, inplace=False)\n  (dense_drob_512): Linear(in_features=768, out_features=512, bias=True)\n  (gen_key_L1): Linear(in_features=512, out_features=256, bias=True)\n  (gen_query_L1): Linear(in_features=512, out_features=256, bias=True)\n  (gen_key_L2): Linear(in_features=512, out_features=256, bias=True)\n  (gen_query_L2): Linear(in_features=512, out_features=256, bias=True)\n  (gen_key_L3): Linear(in_features=512, out_features=256, bias=True)\n  (gen_query_L3): Linear(in_features=512, out_features=256, bias=True)\n  (soft): Softmax(dim=1)\n  (soft_final): Softmax(dim=1)\n  (project_dense_512a): Linear(in_features=1024, out_features=512, bias=True)\n  (project_dense_512b): Linear(in_features=1024, out_features=512, bias=True)\n  (project_dense_512c): Linear(in_features=1024, out_features=512, bias=True)\n  (fc_out): Linear(in_features=512, out_features=256, bias=True)\n  (out): Linear(in_features=256, out_features=3, bias=True)\n)\n","output_type":"stream"}]},{"cell_type":"code","source":"! nvcc --version\n! nvidia-smi","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:03:36.058232Z","iopub.execute_input":"2023-11-03T09:03:36.058601Z","iopub.status.idle":"2023-11-03T09:03:38.237014Z","shell.execute_reply.started":"2023-11-03T09:03:36.058569Z","shell.execute_reply":"2023-11-03T09:03:38.235717Z"},"trusted":true},"execution_count":33,"outputs":[{"name":"stdout","text":"nvcc: NVIDIA (R) Cuda compiler driver\nCopyright (c) 2005-2022 NVIDIA Corporation\nBuilt on Wed_Sep_21_10:33:58_PDT_2022\nCuda compilation tools, release 11.8, V11.8.89\nBuild cuda_11.8.r11.8/compiler.31833905_0\nFri Nov  3 09:03:38 2023       \n+-----------------------------------------------------------------------------+\n| NVIDIA-SMI 470.161.03   Driver Version: 470.161.03   CUDA Version: 11.4     |\n|-------------------------------+----------------------+----------------------+\n| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n|                               |                      |               MIG M. |\n|===============================+======================+======================|\n|   0  Tesla T4            Off  | 00000000:00:04.0 Off |                    0 |\n| N/A   48C    P0    27W /  70W |   1458MiB / 15109MiB |      0%      Default |\n|                               |                      |                  N/A |\n+-------------------------------+----------------------+----------------------+\n|   1  Tesla T4            Off  | 00000000:00:05.0 Off |                    0 |\n| N/A   40C    P8     9W /  70W |      3MiB / 15109MiB |      0%      Default |\n|                               |                      |                  N/A |\n+-------------------------------+----------------------+----------------------+\n                                                                               \n+-----------------------------------------------------------------------------+\n| Processes:                                                                  |\n|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n|        ID   ID                                                   Usage      |\n|=============================================================================|\n+-----------------------------------------------------------------------------+\n","output_type":"stream"}]},{"cell_type":"code","source":"!git clone https://github.com/Bjarten/early-stopping-pytorch","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:03:38.238697Z","iopub.execute_input":"2023-11-03T09:03:38.239073Z","iopub.status.idle":"2023-11-03T09:03:39.780393Z","shell.execute_reply.started":"2023-11-03T09:03:38.239041Z","shell.execute_reply":"2023-11-03T09:03:39.779078Z"},"trusted":true},"execution_count":34,"outputs":[{"name":"stdout","text":"Cloning into 'early-stopping-pytorch'...\nremote: Enumerating objects: 92, done.\u001b[K\nremote: Total 92 (delta 0), reused 0 (delta 0), pack-reused 92\u001b[K\nReceiving objects: 100% (92/92), 533.89 KiB | 3.92 MiB/s, done.\nResolving deltas: 100% (39/39), done.\n","output_type":"stream"}]},{"cell_type":"code","source":"!pip install -r early-stopping-pytorch/requirements.txt","metadata":{"scrolled":true,"execution":{"iopub.status.busy":"2023-11-03T09:03:39.782157Z","iopub.execute_input":"2023-11-03T09:03:39.782556Z","iopub.status.idle":"2023-11-03T09:03:52.309514Z","shell.execute_reply.started":"2023-11-03T09:03:39.782524Z","shell.execute_reply":"2023-11-03T09:03:52.308029Z"},"trusted":true},"execution_count":35,"outputs":[{"name":"stdout","text":"Requirement already satisfied: matplotlib in /opt/conda/lib/python3.10/site-packages (from -r early-stopping-pytorch/requirements.txt (line 1)) (3.7.2)\nRequirement already satisfied: numpy in /opt/conda/lib/python3.10/site-packages (from -r early-stopping-pytorch/requirements.txt (line 2)) (1.23.5)\nRequirement already satisfied: torchvision in /opt/conda/lib/python3.10/site-packages (from -r early-stopping-pytorch/requirements.txt (line 3)) (0.15.1)\nRequirement already satisfied: contourpy>=1.0.1 in /opt/conda/lib/python3.10/site-packages (from matplotlib->-r early-stopping-pytorch/requirements.txt (line 1)) (1.1.0)\nRequirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.10/site-packages (from matplotlib->-r early-stopping-pytorch/requirements.txt (line 1)) (0.11.0)\nRequirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.10/site-packages (from matplotlib->-r early-stopping-pytorch/requirements.txt (line 1)) (4.40.0)\nRequirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.10/site-packages (from matplotlib->-r early-stopping-pytorch/requirements.txt (line 1)) (1.4.4)\nRequirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.10/site-packages (from matplotlib->-r early-stopping-pytorch/requirements.txt (line 1)) (21.3)\nRequirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.10/site-packages (from matplotlib->-r early-stopping-pytorch/requirements.txt (line 1)) (9.5.0)\nRequirement already satisfied: pyparsing<3.1,>=2.3.1 in /opt/conda/lib/python3.10/site-packages (from matplotlib->-r early-stopping-pytorch/requirements.txt (line 1)) (3.0.9)\nRequirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.10/site-packages (from matplotlib->-r early-stopping-pytorch/requirements.txt (line 1)) (2.8.2)\nRequirement already satisfied: requests in /opt/conda/lib/python3.10/site-packages (from torchvision->-r early-stopping-pytorch/requirements.txt (line 3)) (2.31.0)\nRequirement already satisfied: torch in /opt/conda/lib/python3.10/site-packages (from torchvision->-r early-stopping-pytorch/requirements.txt (line 3)) (2.0.0)\nRequirement already satisfied: six>=1.5 in /opt/conda/lib/python3.10/site-packages (from python-dateutil>=2.7->matplotlib->-r early-stopping-pytorch/requirements.txt (line 1)) (1.16.0)\nRequirement already satisfied: charset-normalizer<4,>=2 in /opt/conda/lib/python3.10/site-packages (from requests->torchvision->-r early-stopping-pytorch/requirements.txt (line 3)) (3.1.0)\nRequirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.10/site-packages (from requests->torchvision->-r early-stopping-pytorch/requirements.txt (line 3)) (3.4)\nRequirement already satisfied: urllib3<3,>=1.21.1 in /opt/conda/lib/python3.10/site-packages (from requests->torchvision->-r early-stopping-pytorch/requirements.txt (line 3)) (1.26.15)\nRequirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.10/site-packages (from requests->torchvision->-r early-stopping-pytorch/requirements.txt (line 3)) (2023.7.22)\nRequirement already satisfied: filelock in /opt/conda/lib/python3.10/site-packages (from torch->torchvision->-r early-stopping-pytorch/requirements.txt (line 3)) (3.12.2)\nRequirement already satisfied: typing-extensions in /opt/conda/lib/python3.10/site-packages (from torch->torchvision->-r early-stopping-pytorch/requirements.txt (line 3)) (4.6.3)\nRequirement already satisfied: sympy in /opt/conda/lib/python3.10/site-packages (from torch->torchvision->-r early-stopping-pytorch/requirements.txt (line 3)) (1.12)\nRequirement already satisfied: networkx in /opt/conda/lib/python3.10/site-packages (from torch->torchvision->-r early-stopping-pytorch/requirements.txt (line 3)) (3.1)\nRequirement already satisfied: jinja2 in /opt/conda/lib/python3.10/site-packages (from torch->torchvision->-r early-stopping-pytorch/requirements.txt (line 3)) (3.1.2)\nRequirement already satisfied: MarkupSafe>=2.0 in /opt/conda/lib/python3.10/site-packages (from jinja2->torch->torchvision->-r early-stopping-pytorch/requirements.txt (line 3)) (2.1.3)\nRequirement already satisfied: mpmath>=0.19 in /opt/conda/lib/python3.10/site-packages (from sympy->torch->torchvision->-r early-stopping-pytorch/requirements.txt (line 3)) (1.3.0)\n","output_type":"stream"}]},{"cell_type":"code","source":"!cp early-stopping-pytorch/pytorchtools.py .","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:03:52.311261Z","iopub.execute_input":"2023-11-03T09:03:52.311640Z","iopub.status.idle":"2023-11-03T09:03:53.369722Z","shell.execute_reply.started":"2023-11-03T09:03:52.311607Z","shell.execute_reply":"2023-11-03T09:03:53.368507Z"},"trusted":true},"execution_count":36,"outputs":[]},{"cell_type":"code","source":"# import EarlyStopping\nimport os, sys\n#sys.path.append('/opt/conda/lib/python3.10/site-packages/pytorchtools/')\nfrom pytorchtools import EarlyStopping","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:03:53.371285Z","iopub.execute_input":"2023-11-03T09:03:53.371642Z","iopub.status.idle":"2023-11-03T09:03:53.378433Z","shell.execute_reply.started":"2023-11-03T09:03:53.371606Z","shell.execute_reply":"2023-11-03T09:03:53.377728Z"},"trusted":true},"execution_count":37,"outputs":[]},{"cell_type":"code","source":"def train_model(model, patience, n_epochs):\n    epochs = n_epochs\n#     clip = 5\n\n    train_acc_list=[]\n    val_acc_list=[]\n    train_loss_list=[]\n    val_loss_list=[]\n    \n    # initialize the experiment path\n    Path(exp_path).mkdir(parents=True, exist_ok=True)\n    # initialize early_stopping object\n    chk_file = os.path.join(exp_path, 'checkpoint_'+exp_name+'.pt')\n    early_stopping = EarlyStopping(patience=patience, verbose=True, path=chk_file)\n\n\n    model.train()\n    for i in range(epochs):\n#         total_acc_train = 0\n        total_loss_train = 0\n        total_train = 0\n        correct_train = 0\n\n        for data in dataloader_train:\n            \n#             Clip features...\n            img_inp_clip = data['image_clip_input']\n            txt_inp_clip = data['text_clip_input']\n            with torch.no_grad():\n                img_feat_clip = clip_model.encode_image(img_inp_clip).float().to(device)\n                txt_feat_clip = clip_model.encode_text(txt_inp_clip).float().to(device)\n\n            img_feat_vgg = data['image_vgg_feature']\n            txt_feat_trans = data['text_drob_embedding']\n\n            label_train = data['label'].to(device)\n\n            model.zero_grad()\n            output = model(img_feat_clip, img_feat_vgg, txt_feat_clip, txt_feat_trans)\n#             print(output.shape)\n#             output = model(img_feat_vgg, txt_feat_trans)\n\n            loss = criterion(output.squeeze(), label_train)\n            \n#             print(loss)\n            loss.backward()\n#             nn.utils.clip_grad_norm_(model.parameters(), clip)\n            optimizer.step()\n\n            with torch.no_grad():\n                _, predicted_train = torch.max(output.data, 1)\n                total_train += label_train.size(0)\n                correct_train += (predicted_train == label_train).sum().item()\n                total_loss_train += loss.item()\n\n        \n        train_acc = 100 * correct_train / total_train\n        train_loss = total_loss_train/total_train\n        model.eval()\n#         total_acc_val = 0\n        total_loss_val = 0\n        total_val = 0\n        correct_val = 0\n\n        with torch.no_grad():\n            for data in dataloader_val:                \n#                 Clip features...                \n                img_inp_clip = data['image_clip_input']\n                txt_inp_clip = data['text_clip_input']\n                with torch.no_grad():\n                    img_feat_clip = clip_model.encode_image(img_inp_clip).float().to(device)\n                    txt_feat_clip = clip_model.encode_text(txt_inp_clip).float().to(device)\n                \n                \n                img_feat_vgg = data['image_vgg_feature']                \n                txt_feat_trans = data['text_drob_embedding']\n\n                \n\n                label_val = data['label'].to(device)\n\n                model.zero_grad()\n                \n                output = model(img_feat_clip, img_feat_vgg, txt_feat_clip, txt_feat_trans)\n#                 output = model(img_feat_vgg, txt_feat_trans)\n                \n                \n                val_loss = criterion(output.squeeze(), label_val)\n                _, predicted_val = torch.max(output.data, 1)\n                total_val += label_val.size(0)\n                correct_val += (predicted_val == label_val).sum().item()                \n                total_loss_val += val_loss.item()\n        print(\"Saving model...\") \n        torch.save(model.state_dict(), os.path.join(exp_path, \"final.pt\"))\n\n        val_acc = 100 * correct_val / total_val\n        val_loss = total_loss_val/total_val\n\n        train_acc_list.append(train_acc)\n        val_acc_list.append(val_acc)\n        train_loss_list.append(train_loss)\n        val_loss_list.append(val_loss)\n        \n        early_stopping(val_loss, model)\n        \n        if early_stopping.early_stop:\n            print(\"Early stopping\")\n            break\n            \n        print(f'Epoch {i+1}: train_loss: {train_loss:.4f} train_acc: {train_acc:.4f} | val_loss: {val_loss:.4f} val_acc: {val_acc:.4f}')\n        model.train()\n        torch.cuda.empty_cache()\n        \n    # load the last checkpoint with the best model\n#     model.load_state_dict(torch.load('checkpoint_1.pt'))\n    \n    return  model, train_acc_list, val_acc_list, train_loss_list, val_loss_list, i","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:03:53.379886Z","iopub.execute_input":"2023-11-03T09:03:53.380677Z","iopub.status.idle":"2023-11-03T09:03:53.400372Z","shell.execute_reply.started":"2023-11-03T09:03:53.380642Z","shell.execute_reply":"2023-11-03T09:03:53.399422Z"},"trusted":true},"execution_count":38,"outputs":[]},{"cell_type":"code","source":"def test_model(model):\n    model.eval()\n    total_test = 0\n    correct_test =0\n    total_acc_test = 0\n    total_loss_test = 0\n    outputs = []\n    test_labels=[]\n    with torch.no_grad():\n        for data in dataloader_test:\n            img_inp_clip = data['image_clip_input']\n            txt_inp_clip = data['text_clip_input']\n            with torch.no_grad():\n                img_feat_clip = clip_model.encode_image(img_inp_clip).float().to(device)\n                txt_feat_clip = clip_model.encode_text(txt_inp_clip).float().to(device)\n\n            img_feat_vgg = data['image_vgg_feature']\n            txt_feat_trans = data['text_drob_embedding']            \n\n            label_test = data['label'].to(device)\n            out = model(img_feat_clip, img_feat_vgg, txt_feat_clip, txt_feat_trans)        \n\n            outputs += list(out.cpu().data.numpy())\n            loss = criterion(out.squeeze(), label_test)\n            \n            _, predicted_test = torch.max(out.data, 1)\n            total_test += label_test.size(0)\n            correct_test += (predicted_test == label_test).sum().item()\n            total_loss_test += loss.item()\n    \n    acc_test = 100 * correct_test / total_test\n    loss_test = total_loss_test/total_test   \n    \n    print(f'acc: {acc_test:.4f} loss: {loss_test:.4f}')\n    return outputs","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:03:53.401422Z","iopub.execute_input":"2023-11-03T09:03:53.401764Z","iopub.status.idle":"2023-11-03T09:03:53.417565Z","shell.execute_reply.started":"2023-11-03T09:03:53.401730Z","shell.execute_reply":"2023-11-03T09:03:53.416850Z"},"trusted":true},"execution_count":39,"outputs":[]},{"cell_type":"code","source":"n_epochs = 6\npatience = 3\nmodel, train_acc_list, val_acc_list, train_loss_list, val_loss_list, epoc_num = train_model(model, patience, n_epochs)","metadata":{"scrolled":true,"execution":{"iopub.status.busy":"2023-11-03T09:03:53.418539Z","iopub.execute_input":"2023-11-03T09:03:53.418788Z","iopub.status.idle":"2023-11-03T09:18:07.268981Z","shell.execute_reply.started":"2023-11-03T09:03:53.418767Z","shell.execute_reply":"2023-11-03T09:18:07.267907Z"},"trusted":true},"execution_count":40,"outputs":[{"name":"stderr","text":"/tmp/ipykernel_32/1143090656.py:79: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n  image_vgg_feature = torch.tensor(get_image_vgg_center(img_file_name))\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\n","output_type":"stream"},{"name":"stdout","text":"Saving model...\nValidation loss decreased (inf --> 0.011151).  Saving model ...\nEpoch 1: train_loss: 0.0115 train_acc: 72.7514 | val_loss: 0.0112 val_acc: 72.8814\n","output_type":"stream"},{"name":"stderr","text":"libpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known 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sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\n","output_type":"stream"},{"name":"stdout","text":"Saving model...\nEarlyStopping counter: 1 out of 3\nEpoch 2: train_loss: 0.0090 train_acc: 77.9954 | val_loss: 0.0114 val_acc: 71.1864\n","output_type":"stream"},{"name":"stderr","text":"libpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known 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sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\n","output_type":"stream"},{"name":"stdout","text":"Saving model...\nEarlyStopping counter: 2 out of 3\nEpoch 3: train_loss: 0.0081 train_acc: 80.3850 | val_loss: 0.0131 val_acc: 67.7966\n","output_type":"stream"},{"name":"stderr","text":"libpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\n","output_type":"stream"},{"name":"stdout","text":"Saving model...\nEarlyStopping counter: 3 out of 3\nEarly stopping\n","output_type":"stream"}]},{"cell_type":"code","source":"import matplotlib.pyplot as plt\nget_ipython().run_line_magic('matplotlib', 'inline')\nepochs = range(epoc_num+1)\ntrain_acc_list\nval_acc_list\ntrain_loss_list\nval_loss_list\nfig1, ax1 = plt.subplots()\nax1.plot(epochs, train_acc_list, label=\"train acc\")\nax1.plot(epochs, val_acc_list, label=\"val acc\")\nax1.set_title(\"accuracy plot\")\nax1.set_xlabel(\"epochs\")\nax1.legend(loc=\"upper left\")\nfig2, ax2 = plt.subplots()\nax2.plot(epochs, train_loss_list, label=\"train loss\")\nax2.plot(epochs, val_loss_list, label=\"val loss\")\nax2.set_title(\"loss plot\")\nax2.set_xlabel(\"epochs\")\nax2.legend(loc=\"upper left\")","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:18:07.270372Z","iopub.execute_input":"2023-11-03T09:18:07.270700Z","iopub.status.idle":"2023-11-03T09:18:08.239949Z","shell.execute_reply.started":"2023-11-03T09:18:07.270672Z","shell.execute_reply":"2023-11-03T09:18:08.238964Z"},"trusted":true},"execution_count":41,"outputs":[{"execution_count":41,"output_type":"execute_result","data":{"text/plain":"<matplotlib.legend.Legend at 0x7a64adfe4640>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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"},"metadata":{}}]},{"cell_type":"code","source":"outputs = test_model(model)","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:18:08.241431Z","iopub.execute_input":"2023-11-03T09:18:08.241838Z","iopub.status.idle":"2023-11-03T09:18:30.051686Z","shell.execute_reply.started":"2023-11-03T09:18:08.241801Z","shell.execute_reply":"2023-11-03T09:18:30.050348Z"},"trusted":true},"execution_count":42,"outputs":[{"name":"stderr","text":"/tmp/ipykernel_32/1143090656.py:79: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n  image_vgg_feature = torch.tensor(get_image_vgg_center(img_file_name))\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\nlibpng warning: iCCP: known incorrect sRGB profile\n","output_type":"stream"},{"name":"stdout","text":"acc: 73.1638 loss: 0.0125\n","output_type":"stream"}]},{"cell_type":"code","source":"y_pred=[]\nfor i in outputs:\n    y_pred.append(np.argmax(i))\n\n# # Multiclass setting\ntest_labels=[]\nfor index, row in test_samples_frame.iterrows():\n    lab = row['labels'][0]\n    if lab==\"not harmful\":\n        test_labels.append(0)\n    elif lab==\"somewhat harmful\":\n        test_labels.append(1)\n    else:\n        test_labels.append(2)","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:18:30.053265Z","iopub.execute_input":"2023-11-03T09:18:30.053688Z","iopub.status.idle":"2023-11-03T09:18:30.096867Z","shell.execute_reply.started":"2023-11-03T09:18:30.053652Z","shell.execute_reply":"2023-11-03T09:18:30.095812Z"},"trusted":true},"execution_count":43,"outputs":[]},{"cell_type":"code","source":"def calculate_mmae(expected, predicted, classes):\n    NUM_CLASSES = len(classes)\n    count_dict = {}\n    dist_dict = {}\n    for i in range(NUM_CLASSES):\n        count_dict[i] = 0\n        dist_dict[i] = 0.0\n    for i in range(len(expected)):\n        dist_dict[expected[i]] += abs(expected[i] - predicted[i])\n        count_dict[expected[i]] += 1\n    overall = 0.0\n    for claz in range(NUM_CLASSES): \n        class_dist =  1.0 * dist_dict[claz] / count_dict[claz] \n        overall += class_dist\n    overall /= NUM_CLASSES\n    return overall","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:18:30.098234Z","iopub.execute_input":"2023-11-03T09:18:30.098596Z","iopub.status.idle":"2023-11-03T09:18:30.106263Z","shell.execute_reply.started":"2023-11-03T09:18:30.098566Z","shell.execute_reply":"2023-11-03T09:18:30.104885Z"},"trusted":true},"execution_count":44,"outputs":[]},{"cell_type":"code","source":"rec = np.round(recall_score(test_labels, y_pred, average=\"macro\"),4)\nprec = np.round(precision_score(test_labels, y_pred, average=\"macro\"),4)\nf1 = np.round(f1_score(test_labels, y_pred, average=\"macro\"),4)\n# hl = np.round(hamming_loss(test_labels, y_pred),4)\nacc = np.round(accuracy_score(test_labels, y_pred),4)\nmmae = np.round(calculate_mmae(test_labels, y_pred, [0,1,2]),4)\nmae = np.round(mean_absolute_error(test_labels, y_pred),4)\nprint(classification_report(test_labels, y_pred))","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:18:30.107719Z","iopub.execute_input":"2023-11-03T09:18:30.108014Z","iopub.status.idle":"2023-11-03T09:18:30.142051Z","shell.execute_reply.started":"2023-11-03T09:18:30.107989Z","shell.execute_reply":"2023-11-03T09:18:30.140807Z"},"trusted":true},"execution_count":45,"outputs":[{"name":"stdout","text":"              precision    recall  f1-score   support\n\n           0       0.94      0.71      0.81       230\n           1       0.53      0.92      0.67       103\n           2       0.00      0.00      0.00        21\n\n    accuracy                           0.73       354\n   macro avg       0.49      0.55      0.50       354\nweighted avg       0.77      0.73      0.72       354\n\n","output_type":"stream"}]},{"cell_type":"code","source":"print(\"Acc, F1, Rec, Prec, MAE, MMAE\")\nprint(acc, f1, rec, prec, mae, mmae)","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:18:30.143585Z","iopub.execute_input":"2023-11-03T09:18:30.143995Z","iopub.status.idle":"2023-11-03T09:18:30.150431Z","shell.execute_reply.started":"2023-11-03T09:18:30.143963Z","shell.execute_reply":"2023-11-03T09:18:30.149144Z"},"trusted":true},"execution_count":46,"outputs":[{"name":"stdout","text":"Acc, F1, Rec, Prec, MAE, MMAE\n0.7316 0.4952 0.5451 0.4911 0.2768 0.4881\n","output_type":"stream"}]},{"cell_type":"markdown","source":"# Binary Metrics","metadata":{}},{"cell_type":"code","source":"y_pred_binary = [0 if c == 0 else 1 for c in y_pred]\ntest_labels_binary = [0 if c == 0 else 1 for c in test_labels]","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:18:30.151967Z","iopub.execute_input":"2023-11-03T09:18:30.152297Z","iopub.status.idle":"2023-11-03T09:18:30.168834Z","shell.execute_reply.started":"2023-11-03T09:18:30.152269Z","shell.execute_reply":"2023-11-03T09:18:30.167780Z"},"trusted":true},"execution_count":47,"outputs":[]},{"cell_type":"code","source":"rec_binary = np.round(recall_score(test_labels_binary, y_pred_binary, average=\"macro\"),4)\nprec_binary = np.round(precision_score(test_labels_binary, y_pred_binary, average=\"macro\"),4)\nf1_binary = np.round(f1_score(test_labels_binary, y_pred_binary, average=\"macro\"),4)\n# hl = np.round(hamming_loss(test_labels, y_pred),4)\nacc_binary = np.round(accuracy_score(test_labels_binary, y_pred_binary),4)\n#mmae_binary = np.round(calculate_mmae(test_labels_binary, y_pred_binary, [0,1,2]),4)\nmae_binary = np.round(mean_absolute_error(test_labels_binary, y_pred_binary),4)\nprint(classification_report(test_labels_binary, y_pred_binary))","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:18:30.169940Z","iopub.execute_input":"2023-11-03T09:18:30.170344Z","iopub.status.idle":"2023-11-03T09:18:30.208029Z","shell.execute_reply.started":"2023-11-03T09:18:30.170308Z","shell.execute_reply":"2023-11-03T09:18:30.206950Z"},"trusted":true},"execution_count":48,"outputs":[{"name":"stdout","text":"              precision    recall  f1-score   support\n\n           0       0.94      0.71      0.81       230\n           1       0.63      0.92      0.75       124\n\n    accuracy                           0.79       354\n   macro avg       0.79      0.82      0.78       354\nweighted avg       0.83      0.79      0.79       354\n\n","output_type":"stream"}]},{"cell_type":"code","source":"print(\"Acc, F1, Rec, Prec, MAE\")#, MMAE\")\nprint(acc_binary, f1_binary, rec_binary, prec_binary, mae_binary)#, mmae_binary)","metadata":{"execution":{"iopub.status.busy":"2023-11-03T09:18:30.209465Z","iopub.execute_input":"2023-11-03T09:18:30.209848Z","iopub.status.idle":"2023-11-03T09:18:30.215982Z","shell.execute_reply.started":"2023-11-03T09:18:30.209820Z","shell.execute_reply":"2023-11-03T09:18:30.214935Z"},"trusted":true},"execution_count":49,"outputs":[{"name":"stdout","text":"Acc, F1, Rec, Prec, MAE\n0.7853 0.7809 0.8162 0.7879 0.2147\n","output_type":"stream"}]}]}