testing-workout-model.ipynb

{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.10","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":[{"source":"<a href=\"https://www.kaggle.com/code/hasyimabdillah/testing-workout-model?scriptVersionId=135485899\" target=\"_blank\"><img align=\"left\" alt=\"Kaggle\" title=\"Open in Kaggle\" src=\"https://kaggle.com/static/images/open-in-kaggle.svg\"></a>","metadata":{},"cell_type":"markdown"},{"cell_type":"code","source":"import os\nimport cv2\nimport time\nimport random\nimport numpy as np \nimport pandas as pd\nimport tensorflow as tf\nimport matplotlib.pyplot as plt\n\nfrom collections import deque\nfrom keras.models import load_model\nfrom sklearn.metrics import classification_report, confusion_matrix, ConfusionMatrixDisplay, f1_score","metadata":{"execution":{"iopub.status.busy":"2023-07-02T07:29:31.535335Z","iopub.execute_input":"2023-07-02T07:29:31.535756Z","iopub.status.idle":"2023-07-02T07:29:31.543071Z","shell.execute_reply.started":"2023-07-02T07:29:31.535725Z","shell.execute_reply":"2023-07-02T07:29:31.541312Z"},"trusted":true},"execution_count":3,"outputs":[]},{"cell_type":"code","source":"version = '94'\n# main_path = f'/kaggle/input/workout-classification-inceptionv3'\nmain_path = f'/kaggle/input/workout-model-collection/version {version}'\n\n# tflite\nfor file in os.listdir(main_path):\n    if file.endswith('.tflite'):\n        model_file_path = os.path.join(main_path, file)\n        print(model_file_path)\n        \n# h5\nfor file in os.listdir(main_path):\n    if file.endswith('.h5'):\n        workout_model = load_model(os.path.join(main_path, file))\n        print(os.path.join(main_path, file))","metadata":{"execution":{"iopub.status.busy":"2023-07-02T07:29:31.546434Z","iopub.execute_input":"2023-07-02T07:29:31.546838Z","iopub.status.idle":"2023-07-02T07:29:36.372529Z","shell.execute_reply.started":"2023-07-02T07:29:31.546805Z","shell.execute_reply":"2023-07-02T07:29:36.370367Z"},"trusted":true},"execution_count":4,"outputs":[{"name":"stdout","text":"/kaggle/input/workout-model-collection/version 94/workout_model_2023-06-18 09_13_39.495369.tflite\n/kaggle/input/workout-model-collection/version 94/workout_model_2023-06-18 09_13_39.495369.h5\n","output_type":"stream"}]},{"cell_type":"code","source":"interpreter = tf.lite.Interpreter(model_path = model_file_path)\ninterpreter.allocate_tensors()\n\ninput_details = interpreter.get_input_details()\noutput_details = interpreter.get_output_details()\n\nprint(\"== Input details ==\")\nprint(\"name:\", input_details[0]['name'])\nprint(\"shape:\", input_details[0]['shape'])\nprint(\"type:\", input_details[0]['dtype'])\n\nprint(\"\\n== Output details ==\")\nprint(\"name:\", output_details[0]['name'])\nprint(\"shape:\", output_details[0]['shape'])\nprint(\"type:\", output_details[0]['dtype'])","metadata":{"execution":{"iopub.status.busy":"2023-07-02T07:29:36.374559Z","iopub.execute_input":"2023-07-02T07:29:36.375042Z","iopub.status.idle":"2023-07-02T07:29:37.744787Z","shell.execute_reply.started":"2023-07-02T07:29:36.375003Z","shell.execute_reply":"2023-07-02T07:29:37.743401Z"},"trusted":true},"execution_count":5,"outputs":[{"name":"stdout","text":"== Input details ==\nname: serving_default_input_1:0\nshape: [  1 256 256   3]\ntype: <class 'numpy.float32'>\n\n== Output details ==\nname: StatefulPartitionedCall:0\nshape: [ 1 22]\ntype: <class 'numpy.float32'>\n","output_type":"stream"},{"name":"stderr","text":"INFO: Created TensorFlow Lite XNNPACK delegate for CPU.\n","output_type":"stream"}]},{"cell_type":"code","source":"random_classes_names = random.choice(os.listdir('../input/workoutfitness-video'))\nrandom_file = random.choice(os.listdir(f'../input/workoutfitness-video/{random_classes_names}'))\nprint(f'{random_classes_names}/{random_file}\\n')\n\n# Construct the input video file path\ninput_video_file_path = f'../input/workoutfitness-video/{random_classes_names}/{random_file}'\n\n# import label from txt file\nlabels = []\nwith open(f'{main_path}/workout_label.txt', 'r') as f:\n    for row in f:\n        labels.append(row)\n        \n\n# Initialize video input\nvideo_capture = cv2.VideoCapture(input_video_file_path)\n# writer = None\nH, W = None, None\nQ = deque(maxlen=128)\nn = 0\nimg_size = (input_details[0]['shape'][1], input_details[0]['shape'][2])\n\nfps = video_capture.get(cv2.CAP_PROP_FPS)\nframe_count = video_capture.get(cv2.CAP_PROP_FRAME_COUNT)\nduration = frame_count/fps\n\nprint(f'Duration: {duration}')\nprint(f'FPS: {fps}')\nprint(f'Total frame: {frame_count}\\n')\n\nprint('Prediction process')\nstart_time = time.time()\n\nscan_count = 0\n# Loop through each frame in the video\nwhile True:\n    # read a frame\n    success, frame = video_capture.read()\n    \n    # if frame not read properly then break the loop\n    if not success:\n        break\n    \n    # count the frame\n    n += 1\n    \n    if duration < 5.0:\n        # predict every 10 frame (1, 11, 21, ... etc)\n        step = 10\n    elif duration < 10.0:\n        # predict every 15 frame (1, 16, 31, ... etc)\n        step = 15\n    else:\n        # predict every 30 frame (1, 31, 61, ... etc)\n        step = 30\n    \n    if n % step != 1:\n        continue\n    \n    # get frame dimensions\n    if W is None or H is None:\n        (H, W) = frame.shape[:2]\n    \n    # clone the frame for the output then preprocess the frame for the prediction\n    output = frame.copy()\n    frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)\n    frame = cv2.resize(frame, img_size).astype(\"float32\")\n    \n    interpreter.set_tensor(input_details[0]['index'], np.expand_dims(frame, axis=0))\n\n    interpreter.invoke()\n\n    predictions = interpreter.get_tensor(output_details[0]['index'])[0]\n    \n    Q.append(predictions)\n    \n    results = np.array(Q).mean(axis=0)\n    i = np.argmax(results)\n    label = labels[i]\n    \n    text = f'{label}'\n#     cv2.putText(output, text, (35, 50), cv2.FONT_HERSHEY_SIMPLEX, 3, (0, 255, 0), 10)\n    \n#     if writer is None:\n#         fourcc = cv2.VideoWriter_fourcc(*\"XVID\")\n#         writer = cv2.VideoWriter('output.avi', fourcc, 30, (W, H), True)\n        \n#     writer.write(output)\n    \n#     plt.imshow(output)\n#     plt.axis('off')\n    \n    print(f'{n}, {text}\\t{results[i]}')\n    scan_count += 1\n    \n    target_frame = int(fps*2)\n    \n    # break the loop if prediction > 90% and video already more than 2 seconds (fps*2)\n    if results[i] >= 0.9 and n >= target_frame:\n        break\n\nend_time = time.time()\n\nprint(f'\\nActual video: {random_file}')\nprint(f'Prediction: {text}')\nprint(f'confidence: {results[i]}')\nprint(f'Prediction time: {end_time - start_time} sec')\nprint(f'Scan speed: {(end_time - start_time)/scan_count} per frame\\n')\n\n# writer.release()\n# video_capture.release()\n\nresult_df = pd.DataFrame({'exercise': labels,\n                          'percentage': results\n                         })\n\nresult_df['exercise'] = result_df['exercise'].str.strip()\nresult_df = result_df.sort_values('percentage', ascending=False)\nresult_df = result_df.reset_index(drop=True)\n\nresult_df","metadata":{"execution":{"iopub.status.busy":"2023-07-02T08:01:46.305586Z","iopub.execute_input":"2023-07-02T08:01:46.306175Z","iopub.status.idle":"2023-07-02T08:01:47.759133Z","shell.execute_reply.started":"2023-07-02T08:01:46.306132Z","shell.execute_reply":"2023-07-02T08:01:47.757284Z"},"trusted":true},"execution_count":74,"outputs":[{"name":"stdout","text":"leg extension/leg extension_23.mp4\n\nDuration: 5.9\nFPS: 30.0\nTotal frame: 177.0\n\nPrediction process\n1, leg extension\n\t1.0\n16, leg extension\n\t1.0\n31, leg extension\n\t0.9999982714653015\n46, leg extension\n\t0.9999986886978149\n61, leg extension\n\t0.999998927116394\n\nActual video: leg extension_23.mp4\nPrediction: leg extension\n\nconfidence: 0.999998927116394\nPrediction time: 1.3630595207214355 sec\nScan speed: 0.2726119041442871 per frame\n\n","output_type":"stream"},{"execution_count":74,"output_type":"execute_result","data":{"text/plain":"               exercise    percentage\n0         leg extension  9.999989e-01\n1           hammer curl  4.644865e-07\n2            leg raises  3.504502e-07\n3       tricep pushdown  1.483500e-07\n4           tricep dips  4.373701e-08\n5             t bar row  1.695521e-08\n6            hip thrust  1.416946e-08\n7     chest fly machine  7.660869e-09\n8              deadlift  6.626666e-09\n9               pull up  3.889560e-09\n10              push up  9.915714e-10\n11       shoulder press  6.351122e-10\n12    romanian deadlift  4.566034e-10\n13          bench press  2.973236e-10\n14  incline bench press  2.030403e-10\n15       lateral raises  6.659075e-11\n16        russian twist  4.598319e-11\n17  decline bench press  3.220723e-11\n18  barbell biceps curl  1.309134e-11\n19         lat pulldown  4.247152e-12\n20                squat  9.752622e-13\n21                plank  4.747131e-13","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>exercise</th>\n      <th>percentage</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>leg extension</td>\n      <td>9.999989e-01</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>hammer curl</td>\n      <td>4.644865e-07</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>leg raises</td>\n      <td>3.504502e-07</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>tricep pushdown</td>\n      <td>1.483500e-07</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>tricep dips</td>\n      <td>4.373701e-08</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>t bar row</td>\n      <td>1.695521e-08</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>hip thrust</td>\n      <td>1.416946e-08</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>chest fly machine</td>\n      <td>7.660869e-09</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>deadlift</td>\n      <td>6.626666e-09</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>pull up</td>\n      <td>3.889560e-09</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>push up</td>\n      <td>9.915714e-10</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>shoulder press</td>\n      <td>6.351122e-10</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>romanian deadlift</td>\n      <td>4.566034e-10</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>bench press</td>\n      <td>2.973236e-10</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>incline bench press</td>\n      <td>2.030403e-10</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>lateral raises</td>\n      <td>6.659075e-11</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>russian twist</td>\n      <td>4.598319e-11</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>decline bench press</td>\n      <td>3.220723e-11</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>barbell biceps curl</td>\n      <td>1.309134e-11</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>lat pulldown</td>\n      <td>4.247152e-12</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>squat</td>\n      <td>9.752622e-13</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>plank</td>\n      <td>4.747131e-13</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"markdown","source":"# Confussion Matrix","metadata":{}},{"cell_type":"code","source":"DATA_DIR = '/kaggle/input/workoutexercises-images'\n\ncount = 0\n\nfor root_dir, cur_dir, files in os.walk('/kaggle/input/workoutexercises-images'):\n    count += len(files)\n\nval_split = 0.2\nbatch = int(val_split*count)\n    \nds = tf.keras.utils.image_dataset_from_directory(DATA_DIR,\n                                                 labels='inferred',\n                                                 label_mode='categorical',\n                                                 image_size=img_size,\n                                                 shuffle=True,\n                                                 subset='validation',\n                                                 validation_split=val_split,\n                                                 batch_size=batch,\n                                                 seed=1\n                                                )\n\n#define labels for testing\nfor images, test_labels in ds.take(1):  # only take first element of dataset\n#     numpy_images = images.numpy()\n    y_labels = test_labels.numpy()\n\ny_labels = np.argmax(y_labels, axis=1)\n\n#make prediction\ny_preds = np.argmax(workout_model.predict(ds), axis=1)\n\n#get classification report\nprint(classification_report(y_labels, y_preds, target_names=labels))","metadata":{"execution":{"iopub.status.busy":"2023-07-02T07:29:38.867483Z","iopub.execute_input":"2023-07-02T07:29:38.86782Z","iopub.status.idle":"2023-07-02T07:33:17.603398Z","shell.execute_reply.started":"2023-07-02T07:29:38.867791Z","shell.execute_reply":"2023-07-02T07:33:17.601454Z"},"trusted":true},"execution_count":7,"outputs":[{"name":"stdout","text":"Found 13853 files belonging to 22 classes.\nUsing 2770 files for validation.\n1/1 [==============================] - 203s 203s/step\n                      precision    recall  f1-score   support\n\nbarbell biceps curl\n       0.05      0.05      0.05       146\n        bench press\n       0.05      0.05      0.05       133\n  chest fly machine\n       0.04      0.04      0.04        98\n           deadlift\n       0.05      0.05      0.05       103\ndecline bench press\n       0.06      0.06      0.06       102\n        hammer curl\n       0.05      0.05      0.05       114\n         hip thrust\n       0.02      0.02      0.02       102\nincline bench press\n       0.06      0.06      0.06       131\n       lat pulldown\n       0.05      0.05      0.05       135\n     lateral raises\n       0.07      0.07      0.07       170\n      leg extension\n       0.04      0.04      0.04       111\n         leg raises\n       0.07      0.07      0.07       112\n              plank\n       0.06      0.06      0.06       210\n            pull up\n       0.05      0.05      0.05       113\n            push up\n       0.07      0.07      0.07       121\n  romanian deadlift\n       0.06      0.06      0.06       111\n      russian twist\n       0.04      0.04      0.04       105\n     shoulder press\n       0.06      0.06      0.06       112\n              squat\n       0.07      0.07      0.07       144\n          t bar row\n       0.05      0.05      0.05       124\n        tricep dips\n       0.03      0.03      0.03       143\n    tricep pushdown\n       0.05      0.05      0.05       130\n\n            accuracy                           0.05      2770\n           macro avg       0.05      0.05      0.05      2770\n        weighted avg       0.05      0.05      0.05      2770\n\n","output_type":"stream"}]},{"cell_type":"code","source":"workout_model.evaluate(ds)","metadata":{"execution":{"iopub.status.busy":"2023-07-02T07:33:17.605048Z","iopub.execute_input":"2023-07-02T07:33:17.605516Z","iopub.status.idle":"2023-07-02T07:36:40.721704Z","shell.execute_reply.started":"2023-07-02T07:33:17.605482Z","shell.execute_reply":"2023-07-02T07:36:40.719587Z"},"trusted":true},"execution_count":8,"outputs":[{"name":"stdout","text":"1/1 [==============================] - 161s 161s/step - loss: 0.0600 - accuracy: 0.9848\n","output_type":"stream"},{"execution_count":8,"output_type":"execute_result","data":{"text/plain":"[0.06003301590681076, 0.984837532043457]"},"metadata":{}}]},{"cell_type":"code","source":"import itertools\ndef plot_confusion_matrix(cm, classes,\n                          normalize = False,\n                          title = 'Confusion Matrix',\n                          cmap = plt.cm.Blues):\n    \n    plt.figure(figsize = (20,12))\n    plt.imshow(cm, interpolation = 'nearest', cmap = cmap)\n    plt.title(title)\n    plt.colorbar()\n    plt.grid(False)\n    tick_marks = np.arange(len(classes))\n    plt.xticks(tick_marks, classes, rotation = 90)\n    plt.yticks(tick_marks, classes)\n    if normalize:\n        cm = cm.astype('float') / cm.sum(axis = 1)[:, np.newaxis]\n\n    thresh = cm.max() / 2.\n    cm = np.round(cm,2)\n    for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n        plt.text(j, i, cm[i, j],\n                 fontsize = 12,\n                 horizontalalignment = \"center\",\n                 color = \"white\" if cm[i, j] > thresh else \"black\")\n    plt.tight_layout()\n    plt.ylabel('True label')\n    plt.xlabel('Predicted label')\n    plt.show()","metadata":{"execution":{"iopub.status.busy":"2023-07-02T07:36:40.723671Z","iopub.execute_input":"2023-07-02T07:36:40.72434Z","iopub.status.idle":"2023-07-02T07:36:40.73512Z","shell.execute_reply.started":"2023-07-02T07:36:40.724305Z","shell.execute_reply":"2023-07-02T07:36:40.733791Z"},"trusted":true},"execution_count":9,"outputs":[]},{"cell_type":"code","source":"#get confusion matrix\ncm = confusion_matrix(y_labels, y_preds)\n# print(cm)\n\n#plot\nplot_confusion_matrix(cm, labels, normalize=False)","metadata":{"execution":{"iopub.status.busy":"2023-07-02T07:36:40.737427Z","iopub.execute_input":"2023-07-02T07:36:40.738416Z","iopub.status.idle":"2023-07-02T07:36:42.62556Z","shell.execute_reply.started":"2023-07-02T07:36:40.738332Z","shell.execute_reply":"2023-07-02T07:36:42.624665Z"},"trusted":true},"execution_count":10,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 2000x1200 with 2 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"print(f'F1 score for version {version}\\n')\n\n#F1 score\nprint('Macro: ', f1_score(y_labels, y_preds, average='macro'))\nprint('Micro: ', f1_score(y_labels, y_preds, average='micro'))\nprint('Weighted: ', f1_score(y_labels, y_preds, average='weighted'))\nprint('\\nNone: ', f1_score(y_labels, y_preds, average=None))","metadata":{"execution":{"iopub.status.busy":"2023-07-02T07:36:42.626811Z","iopub.execute_input":"2023-07-02T07:36:42.627732Z","iopub.status.idle":"2023-07-02T07:36:42.647361Z","shell.execute_reply.started":"2023-07-02T07:36:42.627698Z","shell.execute_reply":"2023-07-02T07:36:42.646125Z"},"trusted":true},"execution_count":11,"outputs":[{"name":"stdout","text":"F1 score for version 94\n\nMacro:  0.05254845602792153\nMicro:  0.053429602888086646\nWeighted:  0.05344516148856001\n\nNone:  [0.0472973  0.04511278 0.04123711 0.04878049 0.05940594 0.05333333\n 0.0195122  0.0608365  0.05263158 0.07100592 0.03587444 0.07142857\n 0.06235012 0.05309735 0.0661157  0.0625     0.03755869 0.0619469\n 0.06849315 0.04897959 0.03472222 0.05384615]\n","output_type":"stream"}]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}