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"]},{"cell_type":"markdown","metadata":{"id":"0rWTS99OI8l-","colab_type":"text"},"source":["## Video Sentiment Analysis in the Wild\n","Ensembling Notebook | FC | CS231n\n","\n","### Modalities Used\n","- Scene (ResNet - three LSTM heads) [model](https://storage.googleapis.com/cs231n-emotiw/models/scene-classifier-resnet-lstm-x3.h5)\n","- Pose [model](https://storage.googleapis.com/cs231n-emotiw/models/pose-classifier-64lstm-0.01reg.h5)\n","- Audio [model](https://storage.googleapis.com/cs231n-emotiw/models/openl3-cnn-lstm-tuned-lr.h5)\n","- Image Captioning [model](https://storage.googleapis.com/cs231n-emotiw/models/sentiment-transformer_sentiment-transformer_756.pth) and [model metadata](https://storage.googleapis.com/cs231n-emotiw/models/sentiment-transformer-16.metadata.bin)\n","- Laugh [notebook](https://github.com/kevincong95/cs231n-emotiw/blob/master/notebooks/laugh_detection/laugh-vggish.ipynb)\n","\n","Test Accuracy = **61.8%**\n","\n","FC Model [model](https://storage.googleapis.com/cs231n-emotiw/models/ensemble-fc-laugh-final-v2.h5)"]},{"cell_type":"markdown","metadata":{"id":"AKBv4jZKrhQ0","colab_type":"text"},"source":["### Copy Pre-Processed Files"]},{"cell_type":"code","metadata":{"id":"QdlpDjXpdiqz","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1593065216964,"user_tz":420,"elapsed":3073,"user":{"displayName":"Tom Tom Jin","photoUrl":"","userId":"01893011177174686364"}},"outputId":"708917e1-ce93-47f3-c848-38a50da5fa12"},"source":["!ls"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sample_data\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"C40EhGh9kopZ","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":357},"executionInfo":{"status":"ok","timestamp":1593065218958,"user_tz":420,"elapsed":5047,"user":{"displayName":"Tom Tom Jin","photoUrl":"","userId":"01893011177174686364"}},"outputId":"c08e6999-4c94-4613-e5e9-7d209b8c4ad3"},"source":["!nvidia-smi"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Thu Jun 25 06:06:57 2020 \n","+-----------------------------------------------------------------------------+\n","| NVIDIA-SMI 450.36.06 Driver Version: 418.67 CUDA Version: 10.1 |\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 K80 Off | 00000000:00:04.0 Off | 0 |\n","| N/A 35C P8 27W / 149W | 0MiB / 11441MiB | 0% Default |\n","| | | ERR! |\n","+-------------------------------+----------------------+----------------------+\n"," \n","+-----------------------------------------------------------------------------+\n","| Processes: |\n","| GPU GI CI PID Type Process name GPU Memory |\n","| ID ID Usage |\n","|=============================================================================|\n","| No running processes found |\n","+-----------------------------------------------------------------------------+\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"XQnFc3BdeCVL","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":54},"executionInfo":{"status":"ok","timestamp":1592976056568,"user_tz":420,"elapsed":21074,"user":{"displayName":"Tom Jin","photoUrl":"","userId":"10159799883240069996"}},"outputId":"c56dcf73-59c6-404c-98bb-e90eeb61e763"},"source":["from google.colab import drive\n","drive.mount('/content/drive')\n","# FULL_PATH = 'My Drive/Machine-Learning-Projects/cs231n-project/datasets/emotiw'\n","FULL_PATH = 'My Drive/cs231n-project/datasets/emotiw'\n","!cp /content/drive/'$FULL_PATH'/test-final-* .\n","\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"OCJdIdLMlURA","colab_type":"code","colab":{}},"source":["!cp /content/drive/'My Drive'/cs231n-project/datasets/emotiw/Test_labels.txt ."],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"yXxCkE_DUvEv","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":51},"executionInfo":{"status":"ok","timestamp":1592976062365,"user_tz":420,"elapsed":1816,"user":{"displayName":"Tom Jin","photoUrl":"","userId":"10159799883240069996"}},"outputId":"8e85640e-ee97-4bc8-ef68-ad4791f94055"},"source":["!ls"],"execution_count":null,"outputs":[{"output_type":"stream","text":["drive\t test-final-audio.zip test-final-fer.zip\t test-final-pose.zip\n","sample_data test-final-faces.zip test-final-frames.zip Test_labels.txt\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"sqHRPvB5Cm4F","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1592976123595,"user_tz":420,"elapsed":20144,"user":{"displayName":"Tom Jin","photoUrl":"","userId":"10159799883240069996"}},"outputId":"a7434bb7-081b-40f6-defe-7469fb8c32ce"},"source":["# RUN THIS FOR FINAL FILES (zip includes root folder)\n","\n","!unzip -d test-final-audio test-final-audio.zip\n","!unzip -d test-final-faces test-final-faces.zip\n","!unzip -d test-final-frames test-final-frames.zip\n","!unzip -d test-final-pose test-final-pose.zip\n","!unzip -d test-final-fer test-final-fer.zip\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n"," inflating: test-final-pose/3/frame_Test_55.mp4_9_keypoints.json \n"," inflating: 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\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"gF6Fy4-SLJVP","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":187},"executionInfo":{"status":"ok","timestamp":1592976776911,"user_tz":420,"elapsed":2306,"user":{"displayName":"Tom Jin","photoUrl":"","userId":"10159799883240069996"}},"outputId":"2421ebe4-79af-4f4d-82e6-904f988930f0"},"source":["!ls |head"],"execution_count":null,"outputs":[{"output_type":"stream","text":["drive\n","sample_data\n","test-final-audio\n","test-final-audio.zip\n","test-final-faces\n","test-final-faces.zip\n","test-final-fer\n","test-final-fer.zip\n","test-final-frames\n","test-final-frames.zip\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"0jEaDQAsS8XQ","colab_type":"text"},"source":["### Run Classifiers"]},{"cell_type":"code","metadata":{"id":"w0_gfpBjXP6S","colab_type":"code","colab":{}},"source":["%tensorflow_version 2.x"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"dPXBx950Xd8z","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1592976784148,"user_tz":420,"elapsed":1961,"user":{"displayName":"Tom Jin","photoUrl":"","userId":"10159799883240069996"}},"outputId":"be8c51b0-748e-4498-c07d-6f0d2d36d6ef"},"source":["import tensorflow\n","print(tensorflow.__version__)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["2.2.0\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"pp_USHxwRAVB","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1592976786027,"user_tz":420,"elapsed":2464,"user":{"displayName":"Tom Jin","photoUrl":"","userId":"10159799883240069996"}},"outputId":"ebe4bd3f-4705-43ef-cd20-9c9943d7e69b"},"source":["!pwd"],"execution_count":null,"outputs":[{"output_type":"stream","text":["/content\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"_Nybv6fMJV4X","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":51},"executionInfo":{"status":"ok","timestamp":1592976821424,"user_tz":420,"elapsed":35383,"user":{"displayName":"Tom Jin","photoUrl":"","userId":"10159799883240069996"}},"outputId":"2938c22f-2b41-4f8e-fd2f-3b6e6164db67"},"source":["import urllib\n","from getpass import getpass\n","import os\n","user = input('User name: ')\n","password = getpass('Password: ')\n","password = urllib.parse.quote(password) # your password is converted into url format\n","\n","cmd_string = 'git clone https://{0}:{1}@github.com/kevincong95/cs231n-emotiw.git'.format(user, password)\n","\n","os.system(cmd_string)\n","cmd_string, password = \"\", \"\" # removing the password from the variable"],"execution_count":null,"outputs":[{"output_type":"stream","text":["User name: tbj128\n","Password: ··········\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"THd1VLyenZvT","colab_type":"code","colab":{}},"source":["!mv test-* cs231n-emotiw\n","!mv Test* cs231n-emotiw"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"qiVbcNhfVwa2","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1592976826287,"user_tz":420,"elapsed":32516,"user":{"displayName":"Tom Jin","photoUrl":"","userId":"10159799883240069996"}},"outputId":"e32cf792-9818-4cec-8993-cde71557aef1"},"source":["!pwd"],"execution_count":null,"outputs":[{"output_type":"stream","text":["/content\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"hPM9Vm7gVxuR","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1592976828123,"user_tz":420,"elapsed":30811,"user":{"displayName":"Tom Jin","photoUrl":"","userId":"10159799883240069996"}},"outputId":"edaae783-f529-482b-dcb9-a2f4d02b7baf"},"source":["import os\n","os.chdir('/content/cs231n-emotiw')\n","!pwd"],"execution_count":null,"outputs":[{"output_type":"stream","text":["/content/cs231n-emotiw\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"oxC5BZIRKyrq","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":632},"executionInfo":{"status":"ok","timestamp":1592976835256,"user_tz":420,"elapsed":6417,"user":{"displayName":"Tom Jin","photoUrl":"","userId":"10159799883240069996"}},"outputId":"04560f11-5a58-41d2-9c90-83d4aac00a14"},"source":["!pip install pytorch-transformers"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Collecting pytorch-transformers\n","\u001b[?25l Downloading https://files.pythonhosted.org/packages/a3/b7/d3d18008a67e0b968d1ab93ad444fc05699403fa662f634b2f2c318a508b/pytorch_transformers-1.2.0-py3-none-any.whl (176kB)\n","\r\u001b[K |█▉ | 10kB 23.1MB/s eta 0:00:01\r\u001b[K |███▊ | 20kB 1.7MB/s eta 0:00:01\r\u001b[K |█████▋ | 30kB 2.2MB/s eta 0:00:01\r\u001b[K |███████▍ | 40kB 2.5MB/s eta 0:00:01\r\u001b[K |█████████▎ | 51kB 2.0MB/s eta 0:00:01\r\u001b[K |███████████▏ | 61kB 2.2MB/s eta 0:00:01\r\u001b[K |█████████████ | 71kB 2.4MB/s eta 0:00:01\r\u001b[K |██████████████▉ | 81kB 2.6MB/s eta 0:00:01\r\u001b[K |████████████████▊ | 92kB 2.9MB/s eta 0:00:01\r\u001b[K |██████████████████▋ | 102kB 2.7MB/s eta 0:00:01\r\u001b[K |████████████████████▍ | 112kB 2.7MB/s eta 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pytorch-transformers) (1.14.5)\n","Requirement already satisfied: tqdm in /usr/local/lib/python3.6/dist-packages (from pytorch-transformers) (4.41.1)\n","Collecting sacremoses\n","\u001b[?25l Downloading https://files.pythonhosted.org/packages/7d/34/09d19aff26edcc8eb2a01bed8e98f13a1537005d31e95233fd48216eed10/sacremoses-0.0.43.tar.gz (883kB)\n","\u001b[K |████████████████████████████████| 890kB 17.0MB/s \n","\u001b[?25hRequirement already satisfied: regex in /usr/local/lib/python3.6/dist-packages (from pytorch-transformers) (2019.12.20)\n","Requirement already satisfied: torch>=1.0.0 in /usr/local/lib/python3.6/dist-packages (from pytorch-transformers) (1.5.1+cu101)\n","Requirement already satisfied: requests in /usr/local/lib/python3.6/dist-packages (from pytorch-transformers) (2.23.0)\n","Requirement already satisfied: s3transfer<0.4.0,>=0.3.0 in /usr/local/lib/python3.6/dist-packages (from boto3->pytorch-transformers) (0.3.3)\n","Requirement already satisfied: jmespath<1.0.0,>=0.7.1 in /usr/local/lib/python3.6/dist-packages (from boto3->pytorch-transformers) (0.10.0)\n","Requirement already satisfied: botocore<1.18.0,>=1.17.5 in /usr/local/lib/python3.6/dist-packages (from boto3->pytorch-transformers) (1.17.5)\n","Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from sacremoses->pytorch-transformers) (1.12.0)\n","Requirement already satisfied: click in /usr/local/lib/python3.6/dist-packages (from sacremoses->pytorch-transformers) (7.1.2)\n","Requirement already satisfied: joblib in /usr/local/lib/python3.6/dist-packages (from sacremoses->pytorch-transformers) (0.15.1)\n","Requirement already satisfied: future in /usr/local/lib/python3.6/dist-packages (from torch>=1.0.0->pytorch-transformers) (0.16.0)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests->pytorch-transformers) (2020.4.5.2)\n","Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.6/dist-packages 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in directory: /root/.cache/pip/wheels/29/3c/fd/7ce5c3f0666dab31a50123635e6fb5e19ceb42ce38d4e58f45\n","Successfully built sacremoses\n","Installing collected packages: sentencepiece, sacremoses, pytorch-transformers\n","Successfully installed pytorch-transformers-1.2.0 sacremoses-0.0.43 sentencepiece-0.1.91\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"9xwIeRF_x40m","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1592977341986,"user_tz":420,"elapsed":6927,"user":{"displayName":"Tom Jin","photoUrl":"","userId":"10159799883240069996"}},"outputId":"6d3413f3-cf71-4063-d89e-009157f77d51"},"source":["# Create the concatenated input layer to feed into FC\n","\n","from src.classifiers.audio_classifier import AudioClassifier\n","from src.classifiers.frames_classifier import FramesClassifier\n","from src.classifiers.pose_classifier import PoseClassifier\n","from src.classifiers.face_classifier import FaceClassifier\n","from src.classifiers.image_captioning_classifier import ImageCaptioningClassifier, FineTuningConfig\n","from src.classifiers.utils import get_num_samples\n","import numpy as np\n","\n","def run_classifier(layers_to_extract, audio_folder='train-final-audio', frames_folder='train-final-frames', pose_folder='train-final-pose', face_folder='train-final-fer', image_caption_pkl=\"train-final-captions.pkl\", image_caption_prefix=\"train_\", labels_file=\"Train_labels.txt\"):\n"," audio_classifier = AudioClassifier(audio_folder, model_location='https://storage.googleapis.com/cs231n-emotiw/models/openl3-cnn-lstm-tuned-lr.h5', is_test=False)\n"," frames_classifier = FramesClassifier(frames_folder, model_location='https://storage.googleapis.com/cs231n-emotiw/models/scene-classifier-resnet-lstm-x3.h5', is_test=False)\n"," frames_classifier_vgg = FramesClassifier(frames_folder, location_prefix=\"vgg\", model_location='https://storage.googleapis.com/cs231n-emotiw/models/vgg19-lstm-cp-0003.h5', is_test=False, batch_size=4)\n"," pose_classifier = PoseClassifier(pose_folder, model_location='https://storage.googleapis.com/cs231n-emotiw/models/pose-classifier-64lstm-0.01reg.h5', is_test=False)\n"," face_classifier = FaceClassifier(face_folder, model_location='/content/drive/My Drive/cs231n-project/models/face-classifier-playground/cp-0001.h5', is_test=False)\n"," image_captioning_classifier = ImageCaptioningClassifier(image_caption_pkl, image_caption_prefix, model_metadata_location=\"https://storage.googleapis.com/cs231n-emotiw/models/sentiment-transformer-16.metadata.bin\", model_location='https://storage.googleapis.com/cs231n-emotiw/models/sentiment-transformer_sentiment-transformer_756.pth', is_test=False)\n"," \n"," # classifiers = [audio_classifier, frames_classifier, pose_classifier] # face_classifier]\n"," classifiers = [audio_classifier, frames_classifier, frames_classifier_vgg, pose_classifier, face_classifier, image_captioning_classifier]\n"," # classifiers = [frames_classifier_vgg]\n"," \n"," sample_to_true_label = {}\n"," with open(labels_file) as f:\n"," l = 0\n"," for line in f:\n"," if l == 0:\n"," # Skip headers\n"," l += 1\n"," continue\n"," line_arr = line.split(\" \")\n"," sample_to_true_label[line_arr[0].strip()] = int(line_arr[1].strip()) - 1 # subtract one to make labels from 0 to 2\n"," l += 1\n","\n"," classifier_outputs = []\n"," classifier_samples = []\n"," classifier_dim_sizes = []\n"," output_dim_size = 0\n"," num_samples = 0\n"," sample_to_row = {}\n","\n"," for i, classifier in enumerate(classifiers):\n"," output, samples = classifier.predict(layers_to_extract[i])\n"," output_dim_size += output.shape[1]\n"," classifier_dim_sizes.append(output.shape[1])\n"," num_samples = len(samples)\n"," classifier_outputs.append(output)\n"," classifier_samples.append(samples)\n","\n","\n"," X_train = np.zeros(shape=(num_samples, output_dim_size))\n"," y_train = []\n","\n"," print(f\"Number of samples: {num_samples}\")\n"," print(f\"Dim shapes: \")\n"," print(classifier_dim_sizes)\n","\n"," for i, sample in enumerate(classifier_samples[0]):\n"," sample_to_row[sample] = i\n"," y_train.append(sample_to_true_label[sample])\n","\n"," last_classifier_index = 0\n"," for c, output in enumerate(classifier_outputs):\n"," samples = classifier_samples[c]\n"," print(len(output))\n"," for i, row in enumerate(output):\n"," sample = samples[i]\n"," X_train[sample_to_row[sample], last_classifier_index:last_classifier_index+classifier_dim_sizes[c]] += row\n"," last_classifier_index += classifier_dim_sizes[c]\n","\n"," return X_train, tf.keras.utils.to_categorical(y_train, num_classes=3)\n","\n","\n","\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["100%|██████████| 213450/213450 [00:00<00:00, 289696.28B/s]\n"],"name":"stderr"}]},{"cell_type":"code","metadata":{"id":"1VGA1fl2pNvE","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":783,"referenced_widgets":["aa88ff5cc22c4d88869f0225475bc056","b2a665ccad984a64ac82da19f5514ff9","02de4db34e9d4ca1a91c4f900e5bdf55","481c31d8a6ae42e3a1ba87b77cb17d2b","1d4b3cc2f9d5443ca3f333d738317bd8","68978306cd29431b8d31fddcd628b1d7","f182955ae712497e8aa10bb6cde76b60","e4249cdaa9e64ceeb651a2c254bea4ae"]},"executionInfo":{"status":"ok","timestamp":1592978449322,"user_tz":420,"elapsed":148789,"user":{"displayName":"Tom Jin","photoUrl":"","userId":"10159799883240069996"}},"outputId":"b34c2b50-7720-4293-df83-964c6ec228a8"},"source":["import tensorflow as tf\n","# For each classifier, extract the specific desired layer \n","# (refer to the model summary for the layer names)\n","\n","layers_to_extract = [\n"," \"dense\", # Audio\n"," \"concatenate_5\", # ResNet\n"," \"global_average_pooling3d_1\", # VGG\n"," \"bidirectional_1\", # Pose\n"," \"dense_27\", # FER\n"," \"classification_head\" # Image Caption\n","]\n","\n","prefix = \"final\"\n","X_test, y_test = run_classifier(layers_to_extract, audio_folder=f\"test-{prefix}-audio\", frames_folder=f\"test-{prefix}-frames\", pose_folder=f\"test-{prefix}-pose\" , face_folder=f\"test-{prefix}-fer\" , image_caption_pkl=\"test-final-captions.pkl\", image_caption_prefix=\"test_\", labels_file=\"Test_labels.txt\")\n","\n","print(X_test.shape)\n","print(y_test.shape)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["AudioClassifier created with audio_folder = test-final-audio , is_test = False , model_location = https://storage.googleapis.com/cs231n-emotiw/models/openl3-cnn-lstm-tuned-lr.h5\n","WARNING:tensorflow:Layer lstm will not use cuDNN kernel since it doesn't meet the cuDNN kernel criteria. It will use generic GPU kernel as fallback when running on GPU\n","WARNING:tensorflow:Layer lstm will not use cuDNN kernel since it doesn't meet the cuDNN kernel criteria. It will use generic GPU kernel as fallback when running on GPU\n","WARNING:tensorflow:Layer lstm will not use cuDNN kernel since it doesn't meet the cuDNN kernel criteria. It will use generic GPU kernel as fallback when running on GPU\n","FramesClassifier created with frames_folder = test-final-frames , is_test = False , model_location = https://storage.googleapis.com/cs231n-emotiw/models/scene-classifier-resnet-lstm-x3.h5\n","FramesClassifier created with frames_folder = test-final-frames , is_test = False , model_location = https://storage.googleapis.com/cs231n-emotiw/models/vgg19-lstm-cp-0003.h5\n","PoseClassifier created with pose_folder = test-final-pose , is_test = False , model_location = https://storage.googleapis.com/cs231n-emotiw/models/pose-classifier-64lstm-0.01reg.h5\n","load data\n","FacesClassifier created with face_folder = test-final-fer , is_test = False , model_location = /content/drive/My Drive/cs231n-project/models/face-classifier-playground/cp-0001.h5\n","ImageCaptioningClassifier created with caption_pkl = test-final-captions.pkl , is_test = False , model_location = https://storage.googleapis.com/cs231n-emotiw/models/sentiment-transformer_sentiment-transformer_756.pth\n","Skipping unzipping files as input is a folder\n","Customizing model by returning layer dense\n","Skipping unzipping files as input is a folder\n","Found 756 frames belonging to 756 videos belonging to 3 classes.\n","Min frames determined to be 11\n","Customizing model by returning layer concatenate_5\n","Skipping unzipping files as input is a folder\n","Found 756 frames belonging to 756 videos belonging to 3 classes.\n","Min frames determined to be 11\n","Customizing model by returning layer global_average_pooling3d_1\n","Skipping unzipping files as input is a folder\n","['1', '2', '3']\n","Found 756 frames belonging to 756 videos belonging to 3 classes.\n","Min frames determined to be 11\n","Customizing model by returning layer bidirectional_1\n"],"name":"stdout"},{"output_type":"stream","text":["/content/cs231n-emotiw/src/generators/pose_generator.py:135: RuntimeWarning: invalid value encountered in double_scalars\n"," x_new.append((lx[i] - origin_x) / len_x)\n","/content/cs231n-emotiw/src/generators/pose_generator.py:136: RuntimeWarning: invalid value encountered in double_scalars\n"," x_new.append((ly[i] - origin_y) / len_y)\n"],"name":"stderr"},{"output_type":"stream","text":["Customizing model by returning layer dense_27\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"aa88ff5cc22c4d88869f0225475bc056","version_minor":0,"version_major":2},"text/plain":["HBox(children=(FloatProgress(value=0.0, description='Processing 756 examples on 2 cores', max=756.0, style=Pro…"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","Number of samples: 756\n","Dim shapes: \n","[32, 30, 40, 128, 8, 16]\n","756\n","756\n","756\n","756\n","756\n","756\n","(756, 254)\n","(756, 3)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"G0zv6L6hhzsP","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":68},"executionInfo":{"status":"ok","timestamp":1592979162160,"user_tz":420,"elapsed":6054,"user":{"displayName":"Tom Jin","photoUrl":"","userId":"10159799883240069996"}},"outputId":"e5e8be38-e2c7-422d-aaa0-38d8f0a6cdb4"},"source":["!rm -rf ensemble-scene-scene-pose-audio-face-caption-v1-test\n","!mkdir ensemble-scene-scene-pose-audio-face-caption-v1-test\n","np.save(\"ensemble-scene-scene-pose-audio-face-caption-v1-test/X_test.npy\", X_test)\n","np.save(\"ensemble-scene-scene-pose-audio-face-caption-v1-test/y_test.npy\", y_test)\n","!zip -r ensemble-scene-scene-pose-audio-face-caption-v1-test.zip ensemble-scene-scene-pose-audio-face-caption-v1-test\n","!cp ensemble-scene-scene-pose-audio-face-caption-v1-test.zip ../drive/'My Drive'/cs231n-project/datasets/emotiw\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" adding: ensemble-scene-scene-pose-audio-face-caption-v1-test/ (stored 0%)\n"," adding: ensemble-scene-scene-pose-audio-face-caption-v1-test/X_test.npy (deflated 48%)\n"," adding: ensemble-scene-scene-pose-audio-face-caption-v1-test/y_test.npy (deflated 94%)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"LRSzAjLtPLLs","colab_type":"text"},"source":["## Start here to load files written to disk"]},{"cell_type":"code","metadata":{"id":"b1WP9UgxPQnm","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":124},"executionInfo":{"status":"ok","timestamp":1593101346889,"user_tz":240,"elapsed":19633,"user":{"displayName":"Leila Abdelrahman","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiiOBijfsdVdWn4yrdWM-_fgxn37DQ4bPiUdT7W=s64","userId":"10595688673230464384"}},"outputId":"a88a3850-ec75-44cf-b778-3725e0433c03"},"source":["from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3aietf%3awg%3aoauth%3a2.0%3aoob&response_type=code&scope=email%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdocs.test%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive.photos.readonly%20https%3a%2f%2fwww.googleapis.com%2fauth%2fpeopleapi.readonly\n","\n","Enter your authorization code:\n","··········\n","Mounted at /content/drive\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"Fda91y70PKex","colab_type":"code","colab":{}},"source":["!cp /content/drive/'My Drive/Machine-Learning-Projects'/cs231n-project/datasets/emotiw/test-final-laugh-prob.pkl .\n","!cp /content/drive/'My Drive/Machine-Learning-Projects'/cs231n-project/datasets/emotiw/ensemble-scene-scene-pose-audio-face-caption-v1-test.zip ."],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"h4vx3jOgQ-Pj","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":87},"executionInfo":{"status":"ok","timestamp":1593101782544,"user_tz":240,"elapsed":1219,"user":{"displayName":"Leila Abdelrahman","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiiOBijfsdVdWn4yrdWM-_fgxn37DQ4bPiUdT7W=s64","userId":"10595688673230464384"}},"outputId":"4acc2453-42cf-4e6d-af26-546c185e5db4"},"source":["!unzip ensemble-scene-scene-pose-audio-face-caption-v1-test.zip"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Archive: ensemble-scene-scene-pose-audio-face-caption-v1-test.zip\n"," creating: ensemble-scene-scene-pose-audio-face-caption-v1-test/\n"," inflating: ensemble-scene-scene-pose-audio-face-caption-v1-test/X_test.npy \n"," inflating: ensemble-scene-scene-pose-audio-face-caption-v1-test/y_test.npy \n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"SrfZc3X5RDC0","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":35},"executionInfo":{"status":"ok","timestamp":1593101880644,"user_tz":240,"elapsed":303,"user":{"displayName":"Leila Abdelrahman","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiiOBijfsdVdWn4yrdWM-_fgxn37DQ4bPiUdT7W=s64","userId":"10595688673230464384"}},"outputId":"2597b147-cb75-47e0-dce4-8f56df82ecf3"},"source":["import numpy as np\n","\n","X_test = np.load(\"ensemble-scene-scene-pose-audio-face-caption-v1-test/X_test.npy\")\n","y_test = np.load(\"ensemble-scene-scene-pose-audio-face-caption-v1-test/y_test.npy\")\n","X_test.shape"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(756, 254)"]},"metadata":{"tags":[]},"execution_count":14}]},{"cell_type":"code","metadata":{"id":"1-3MW1c2QUzp","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":35},"executionInfo":{"status":"ok","timestamp":1593101688723,"user_tz":240,"elapsed":361,"user":{"displayName":"Leila Abdelrahman","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiiOBijfsdVdWn4yrdWM-_fgxn37DQ4bPiUdT7W=s64","userId":"10595688673230464384"}},"outputId":"9a3fb31d-9551-436e-f2df-4d35d80a4212"},"source":["## Get the laughs\n","import pickle\n","test_vid_to_laugh = {}\n","test_laugh_vec = []\n","\n","with open('test-final-laugh-prob.pkl', 'rb') as handle:\n"," test_laugh_obj = pickle.load(handle)\n"," i = 0\n"," for vid in test_laugh_obj[\"vids\"]:\n"," test_vid_to_laugh[vid] = test_laugh_obj[\"actual_preds\"][i]\n"," i += 1\n"," \n"," for vid in sorted(test_laugh_obj[\"vids\"]):\n"," test_laugh_vec.append(test_vid_to_laugh[vid])\n","print(len(test_laugh_vec))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["756\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"zEHNVs3HRcLD","colab_type":"code","colab":{}},"source":["# Adding laughter probability as an additional dimension\n","test_laugh_vec = np.expand_dims(test_laugh_vec, 1)\n","X_test = np.hstack((X_test, test_laugh_vec))\n"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"O_fTMNyORmmj","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":35},"executionInfo":{"status":"ok","timestamp":1593101940941,"user_tz":240,"elapsed":355,"user":{"displayName":"Leila Abdelrahman","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiiOBijfsdVdWn4yrdWM-_fgxn37DQ4bPiUdT7W=s64","userId":"10595688673230464384"}},"outputId":"a5ab3192-812f-42dd-8a66-d84ff820cbac"},"source":["X_test.shape"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(756, 255)"]},"metadata":{"tags":[]},"execution_count":16}]},{"cell_type":"code","metadata":{"id":"lqKq8fbT-YYs","colab_type":"code","colab":{}},"source":["\n","import tensorflow as tf\n","MODEL_PATH = '/content/drive/My Drive/Machine-Learning-Projects/cs231n-project/models/ensemble-scene-scene-pose-audio-face-caption-laugh-v1/cp-0036.h5'\n","model = tf.keras.models.load_model(MODEL_PATH)\n"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"TTBOixBcSM3E","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":295},"executionInfo":{"status":"ok","timestamp":1593103138357,"user_tz":240,"elapsed":380,"user":{"displayName":"Leila Abdelrahman","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiiOBijfsdVdWn4yrdWM-_fgxn37DQ4bPiUdT7W=s64","userId":"10595688673230464384"}},"outputId":"89b542cd-6a5e-47ab-a7b8-be886268b585"},"source":["model.summary()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Model: \"model_3\"\n","_________________________________________________________________\n","Layer (type) Output Shape Param # \n","=================================================================\n","input_4 (InputLayer) [(None, 207)] 0 \n","_________________________________________________________________\n","batch_normalization_3 (Batch (None, 207) 828 \n","_________________________________________________________________\n","dense_6 (Dense) (None, 64) 13312 \n","_________________________________________________________________\n","dense_7 (Dense) (None, 3) 195 \n","=================================================================\n","Total params: 14,335\n","Trainable params: 13,921\n","Non-trainable params: 414\n","_________________________________________________________________\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"y8rAjjncdrrJ","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":35},"executionInfo":{"status":"ok","timestamp":1593103235599,"user_tz":240,"elapsed":484,"user":{"displayName":"Leila Abdelrahman","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiiOBijfsdVdWn4yrdWM-_fgxn37DQ4bPiUdT7W=s64","userId":"10595688673230464384"}},"outputId":"6420ab71-5a8a-480a-a69e-0c2f16b28905"},"source":["#\n","# CONFIGURATION\n","#\n","# Define any constants for the model here\n","#\n","\n","from pathlib import Path\n","import tensorflow as tf\n","import matplotlib.pyplot as plt\n","\n","sizes = [32, 30, 40, 128, 8, 16, 1]\n","\n","\n","# UNCOMMENT IF EXCLUDING FER, AND RESNET [best] ************\n","mask = []\n","for x in range(sum(sizes)):\n"," if x >= 62 and x < 102:\n"," mask.append(False)\n"," elif x < 230:\n"," mask.append(True)\n"," elif x >= 238:\n"," mask.append(True)\n"," else:\n"," mask.append(False)\n","\n","\n","import pickle\n","history = model.evaluate(\n"," x=X_test[:, mask],\n"," y=y_test\n",")\n","\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["24/24 [==============================] - 0s 2ms/step - loss: 1.0437 - accuracy: 0.6177\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"F3Ze5J1lGT80","colab_type":"code","colab":{}},"source":["\n","import pickle\n","predictions = model.predict(\n"," x=X_test[:, mask]\n",")"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"VY68tzK3Gap6","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":35},"executionInfo":{"status":"ok","timestamp":1593102185573,"user_tz":240,"elapsed":380,"user":{"displayName":"Leila Abdelrahman","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiiOBijfsdVdWn4yrdWM-_fgxn37DQ4bPiUdT7W=s64","userId":"10595688673230464384"}},"outputId":"723bb567-807f-4a6d-c9cc-2bb10b61f6a5"},"source":["len(y_test)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["756"]},"metadata":{"tags":[]},"execution_count":21}]},{"cell_type":"code","metadata":{"id":"oftTmLT7GXY7","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":35},"executionInfo":{"status":"ok","timestamp":1593102186891,"user_tz":240,"elapsed":418,"user":{"displayName":"Leila Abdelrahman","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiiOBijfsdVdWn4yrdWM-_fgxn37DQ4bPiUdT7W=s64","userId":"10595688673230464384"}},"outputId":"f886a504-2677-4eb9-fa00-9ce4261e8c08"},"source":["len(predictions)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["756"]},"metadata":{"tags":[]},"execution_count":22}]},{"cell_type":"code","metadata":{"id":"85MgGCJFGmEL","colab_type":"code","colab":{}},"source":["y_true_final = np.argmax(y_test, axis=1)\n","y_pred_final = np.argmax(predictions, axis=1)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"E7Azhd_udPvI","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":571},"executionInfo":{"status":"ok","timestamp":1593102210735,"user_tz":240,"elapsed":802,"user":{"displayName":"Leila Abdelrahman","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiiOBijfsdVdWn4yrdWM-_fgxn37DQ4bPiUdT7W=s64","userId":"10595688673230464384"}},"outputId":"e974b8e3-daaa-4e05-f57b-a5b16449afb1"},"source":["from sklearn import metrics \n","import pandas as pd\n","import seaborn as sn\n","cm=metrics.confusion_matrix(y_true_final,y_pred_final)\n","import matplotlib.pyplot as plt\n","\n","classes=['Pos' , 'Neu' , 'Neg']\n","con_mat = tf.math.confusion_matrix(labels=y_true_final, predictions=y_pred_final).numpy()\n","con_mat_norm = np.around(con_mat.astype('float') / con_mat.sum(axis=1)[:, np.newaxis], decimals=2)\n","con_mat_df = pd.DataFrame(con_mat_norm,\n"," index = classes, \n"," columns = classes)\n","\n","figure = plt.figure(figsize=(11, 9))\n","plt.title(\"FC Voting Confusion Matrix with Scene & Audio\")\n","sn.heatmap(con_mat_df, annot=True,cmap=plt.cm.Blues)\n","\n","\n","accuracy = (y_pred_final == y_true_final).mean()\n","print(f\"Accuracy: {accuracy}\")"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Accuracy: 0.6177248677248677\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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