--- a +++ b/ipynb/split into folders.ipynb @@ -0,0 +1,104 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import shutil\n", + "src = \"/home/serge/database/data/genomes/bacillus/ncbi-genomes-2019-06-25/train/\"\n", + "t = \"/home/serge/database/data/genomes/bacillus/ncbi-genomes-2019-06-25\"\n", + "\n", + "src_files = os.listdir(src)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3966" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(src_files)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "num=500\n", + "\n", + "for i, file_name in enumerate(src_files):\n", + " if i % num == 0:\n", + " dest = f\"{t}/{i}/\"\n", + " if not os.path.exists(dest):\n", + " os.mkdir(dest)\n", + " full_file_name = os.path.join(src, file_name)\n", + " if os.path.isfile(full_file_name):\n", + " shutil.copy(full_file_name, dest)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "train, test = train_test_split(src_files,test_size=0.2, random_state=42)\n", + "portions = {\"train\":train, \"valid\":test}\n", + "\n", + "for part in portions.keys():\n", + " for file_name in portions[part]:\n", + " dest = f\"{t}/{part}\"\n", + " if not os.path.exists(dest):\n", + " os.mkdir(dest)\n", + " full_file_name = os.path.join(src, file_name)\n", + " if os.path.isfile(full_file_name):\n", + " shutil.copy(full_file_name, dest)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:bio] *", + "language": "python", + "name": "conda-env-bio-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}