MelSpectrogram_to_Image_pipeline.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"gpuType":"T4","authorship_tag":"ABX9TyOyf/3me9e2qxpQrV2yMO8t"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"},"accelerator":"GPU"},"cells":[{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"J731KfiD5nW6","executionInfo":{"status":"ok","timestamp":1695479217096,"user_tz":-180,"elapsed":3055,"user":{"displayName":"Kaan Evran","userId":"11724159677673281232"}},"outputId":"21464988-dde0-463d-ee65-256e7531bccc"},"outputs":[{"output_type":"stream","name":"stdout","text":["Drive already mounted at /gdrive; to attempt to forcibly remount, call drive.mount(\"/gdrive\", force_remount=True).\n","/gdrive\n"]}],"source":["import pandas as pd\n","import librosa\n","import os\n","import numpy as np\n","import matplotlib.pyplot as plt\n","from google.colab  import drive\n","drive.mount(\"/gdrive\")\n","%cd /gdrive"]},{"cell_type":"code","source":["img_path = \"/gdrive/My Drive/BitirmeTezi/Animals/\""],"metadata":{"id":"ahl07a9F7dCE"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["labels=['bird','cat','dog']"],"metadata":{"id":"fP_iGcTO7def"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["def convert_to_mel(filename,dir_path):\n"," y, sr = librosa.load(dir_path+'/'+filename)\n"," S = librosa.feature.melspectrogram(y=y, sr=sr, n_mels=128,\n","                                    fmax=8000)\n"," S_dB = librosa.power_to_db(S, ref=np.max)\n"," librosa.display.specshow(S_dB, x_axis='time',\n","                         y_axis='mel', sr=sr,\n","                         fmax=8000, ax=ax,cmap='viridis')\n"," filename=filename.split('.')[0]\n"," plt.savefig(f\"{dir_path}/{filename}.jpg\",bbox_inches='tight',pad_inches=0)"],"metadata":{"id":"SLHT37Jh7iIs"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["fig, ax = plt.subplots()\n","plt.axis('off')\n","img_list = []\n","label_list = []\n","\n","for label in labels:\n","    dir_path=img_path+label\n","    for audio_file in os.listdir(dir_path):\n","        convert_to_mel(audio_file,dir_path)\n","        img_list.append(dir_path+'/'+audio_file)\n","        label_list.append(label)\n","\n","df = pd.DataFrame({'img':img_list, 'label':label_list})"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":406},"id":"Xw9UoLQ4Gl1B","executionInfo":{"status":"ok","timestamp":1695480982490,"user_tz":-180,"elapsed":1765396,"user":{"displayName":"Kaan Evran","userId":"11724159677673281232"}},"outputId":"f2efd720-f322-4afc-bdbc-8127f8ce743c"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["\"\"\"\n","for label in labels:\n","    dir_path=img_path+label\n","    for file in os.listdir(dir_path):\n","        file_type=file.split('.')[1]\n","        if file_type=='wav':\n","          os.remove(dir_path+'/'+file)\n","\"\"\""],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":52},"id":"wpQnY-v6bVw2","executionInfo":{"status":"ok","timestamp":1695495934222,"user_tz":-180,"elapsed":478,"user":{"displayName":"Kaan Evran","userId":"11724159677673281232"}},"outputId":"caf46b25-66d9-418d-fbbd-17d1a68b831a"},"execution_count":2,"outputs":[{"output_type":"execute_result","data":{"text/plain":["\"\\nfor label in labels:\\n    dir_path=img_path+label\\n    for file in os.listdir(dir_path):\\n        file_type=file.split('.')[1]\\n        if file_type=='wav':\\n          os.remove(dir_path+'/'+file)\\n\""],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":2}]},{"cell_type":"code","source":[],"metadata":{"id":"xF56KsUbAu_J"},"execution_count":null,"outputs":[]}]}