diff --git a/fork-of-fork-of-bmsv2-tfrecords.ipynb b/fork-of-fork-of-bmsv2-tfrecords.ipynb new file mode 100644 index 0000000..303b117 --- /dev/null +++ b/fork-of-fork-of-bmsv2-tfrecords.ipynb @@ -0,0 +1,2715 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "everyday-animal", + "metadata": { + "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", + "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", + "execution": { + "iopub.execute_input": "2021-05-09T04:12:31.687369Z", + "iopub.status.busy": "2021-05-09T04:12:31.686806Z", + "iopub.status.idle": "2021-05-09T04:12:37.646584Z", + "shell.execute_reply": "2021-05-09T04:12:37.645877Z" + }, + "papermill": { + "duration": 5.974683, + "end_time": "2021-05-09T04:12:37.646756", + "exception": false, + "start_time": "2021-05-09T04:12:31.672073", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import tensorflow as tf\n", + "from tqdm.notebook import tqdm\n", + "\n", + "import cv2, os, pickle\n", + "\n", + "\n", + "import joblib\n", + "from multiprocessing import cpu_count" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "acute-figure", + "metadata": { + "execution": { + "iopub.execute_input": "2021-05-09T04:12:37.669563Z", + "iopub.status.busy": "2021-05-09T04:12:37.668838Z", + "iopub.status.idle": "2021-05-09T04:12:37.671800Z", + "shell.execute_reply": "2021-05-09T04:12:37.671190Z" + }, + "papermill": { + "duration": 0.016004, + "end_time": "2021-05-09T04:12:37.671972", + "exception": false, + "start_time": "2021-05-09T04:12:37.655968", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "DEBUG = False\n", + "IMG_HEIGHT = 300\n", + "IMG_WIDTH = 480\n", + "VAL_SIZE = int(100) if DEBUG else int(100e3) # 100K validation molecules\n", + "CHUNK_SIZE = 40000 # to get ~100MB TFRecords\n", + "\n", + "MAX_INCHI_LEN = 200 # maximum InChI length to prevent to much padding" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "cognitive-stereo", + "metadata": { + "execution": { + "iopub.execute_input": "2021-05-09T04:12:37.695962Z", + "iopub.status.busy": "2021-05-09T04:12:37.695337Z", + "iopub.status.idle": "2021-05-09T04:12:47.631323Z", + "shell.execute_reply": "2021-05-09T04:12:47.631811Z" + }, + "papermill": { + "duration": 9.951307, + "end_time": "2021-05-09T04:12:47.631991", + "exception": false, + "start_time": "2021-05-09T04:12:37.680684", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
image_idInChIInChI_len
0000011a64c74InChI=1S/C13H20OS/c1-9(2)8-15-13-6-5-10(3)7-12...81
1000019cc0cd2InChI=1S/C21H30O4/c1-12(22)25-14-6-8-20(2)13(1...155
20000252b6d2bInChI=1S/C24H23N5O4/c1-14-13-15(7-8-17(14)28-1...158
\n", + "
" + ], + "text/plain": [ + " image_id InChI InChI_len\n", + "0 000011a64c74 InChI=1S/C13H20OS/c1-9(2)8-15-13-6-5-10(3)7-12... 81\n", + "1 000019cc0cd2 InChI=1S/C21H30O4/c1-12(22)25-14-6-8-20(2)13(1... 155\n", + "2 0000252b6d2b InChI=1S/C24H23N5O4/c1-14-13-15(7-8-17(14)28-1... 158" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "if DEBUG:\n", + " train = pd.read_csv('/kaggle/input/bms-molecular-translation/train_labels.csv', dtype={ 'image_id': 'string', 'InChI': 'string' }).head(int(1e3))\n", + "else:\n", + " train = pd.read_csv('/kaggle/input/bms-molecular-translation/train_labels.csv', dtype={ 'image_id': 'string', 'InChI': 'string' })\n", + "\n", + "# Drop all InChI longer than MAX_INCHI_LEN - 2, InChI , remove 'InChI=1S/' at start\n", + "train['InChI_len'] = train['InChI'].apply(len).astype(np.uint16)\n", + "train = train.loc[train['InChI_len'] <= MAX_INCHI_LEN - 2 + 9].reset_index(drop=True)\n", + "train.head(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "expanded-earth", + "metadata": { + "execution": { + "iopub.execute_input": "2021-05-09T04:12:47.657525Z", + "iopub.status.busy": "2021-05-09T04:12:47.656851Z", + "iopub.status.idle": "2021-05-09T04:12:49.197244Z", + "shell.execute_reply": "2021-05-09T04:12:49.197679Z" + }, + "papermill": { + "duration": 1.555816, + "end_time": "2021-05-09T04:12:49.197854", + "exception": false, + "start_time": "2021-05-09T04:12:47.642038", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
image_id
000000d2a601c
100001f7fc849
2000037687605
\n", + "
" + ], + "text/plain": [ + " image_id\n", + "0 00000d2a601c\n", + "1 00001f7fc849\n", + "2 000037687605" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "if DEBUG:\n", + " test = pd.read_csv('/kaggle/input/bms-molecular-translation/sample_submission.csv', usecols=['image_id'], dtype={ 'image_id': 'string' }).head(int(1e3))\n", + "else:\n", + " test = pd.read_csv('/kaggle/input/bms-molecular-translation/sample_submission.csv', usecols=['image_id'], dtype={ 'image_id': 'string' })\n", + "test.head(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "qualified-marking", + "metadata": { + "execution": { + "iopub.execute_input": "2021-05-09T04:12:49.243864Z", + "iopub.status.busy": "2021-05-09T04:12:49.222696Z", + "iopub.status.idle": "2021-05-09T04:12:55.373165Z", + "shell.execute_reply": "2021-05-09T04:12:55.373597Z" + }, + "papermill": { + "duration": 6.16619, + "end_time": "2021-05-09T04:12:55.373760", + "exception": false, + "start_time": "2021-05-09T04:12:49.207570", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "0651cb95f8a744568a612c2fb79bb367", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/2371184 [00:00', '', '']\n", + " vocabulary = set()\n", + " for s in tqdm(train['InChI'].values):\n", + " vocabulary.update(s)\n", + " return tokens + list(vocabulary)\n", + "\n", + "vocabulary = get_vocabulary()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "polyphonic-absorption", + "metadata": { + "execution": { + "iopub.execute_input": "2021-05-09T04:12:55.399739Z", + "iopub.status.busy": "2021-05-09T04:12:55.399132Z", + "iopub.status.idle": "2021-05-09T04:12:55.405239Z", + "shell.execute_reply": "2021-05-09T04:12:55.404734Z" + }, + "papermill": { + "duration": 0.02122, + "end_time": "2021-05-09T04:12:55.405421", + "exception": false, + "start_time": "2021-05-09T04:12:55.384201", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Save vocabulary mappings\n", + "# character -> integer\n", + "vocabulary_to_int = dict(zip(vocabulary, np.arange(len(vocabulary), dtype=np.int8)))\n", + "with open('vocabulary_to_int.pkl', 'wb') as handle:\n", + " pickle.dump(vocabulary_to_int, handle)\n", + "\n", + "# integer -> character\n", + "int_to_vocabulary = dict(zip(np.arange(len(vocabulary), dtype=np.int8), vocabulary))\n", + "with open('int_to_vocabulary.pkl', 'wb') as handle:\n", + " pickle.dump(int_to_vocabulary, handle)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "drawn-syndrome", + "metadata": { + "execution": { + "iopub.execute_input": "2021-05-09T04:12:55.431014Z", + "iopub.status.busy": "2021-05-09T04:12:55.430441Z", + "iopub.status.idle": "2021-05-09T04:12:58.267030Z", + "shell.execute_reply": "2021-05-09T04:12:58.266540Z" + }, + "papermill": { + "duration": 2.851482, + "end_time": "2021-05-09T04:12:58.267156", + "exception": false, + "start_time": "2021-05-09T04:12:55.415674", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
image_idInChIInChI_lenInChIClean
0000011a64c74InChI=1S/C13H20OS/c1-9(2)8-15-13-6-5-10(3)7-12...81C13H20OS/c1-9(2)8-15-13-6-5-10(3)7-12(13)11(4)...
1000019cc0cd2InChI=1S/C21H30O4/c1-12(22)25-14-6-8-20(2)13(1...155C21H30O4/c1-12(22)25-14-6-8-20(2)13(10-14)11-1...
20000252b6d2bInChI=1S/C24H23N5O4/c1-14-13-15(7-8-17(14)28-1...158C24H23N5O4/c1-14-13-15(7-8-17(14)28-12-10-20(2...
3000026b49b7eInChI=1S/C17H24N2O4S/c1-12(20)18-13(14-7-6-10-...147C17H24N2O4S/c1-12(20)18-13(14-7-6-10-24-14)11-...
4000026fc6c36InChI=1S/C10H19N3O2S/c1-15-10(14)12-8-4-6-13(7...96C10H19N3O2S/c1-15-10(14)12-8-4-6-13(7-8)5-2-3-...
\n", + "
" + ], + "text/plain": [ + " image_id InChI InChI_len \\\n", + "0 000011a64c74 InChI=1S/C13H20OS/c1-9(2)8-15-13-6-5-10(3)7-12... 81 \n", + "1 000019cc0cd2 InChI=1S/C21H30O4/c1-12(22)25-14-6-8-20(2)13(1... 155 \n", + "2 0000252b6d2b InChI=1S/C24H23N5O4/c1-14-13-15(7-8-17(14)28-1... 158 \n", + "3 000026b49b7e InChI=1S/C17H24N2O4S/c1-12(20)18-13(14-7-6-10-... 147 \n", + "4 000026fc6c36 InChI=1S/C10H19N3O2S/c1-15-10(14)12-8-4-6-13(7... 96 \n", + "\n", + " InChIClean \n", + "0 C13H20OS/c1-9(2)8-15-13-6-5-10(3)7-12(13)11(4)... \n", + "1 C21H30O4/c1-12(22)25-14-6-8-20(2)13(10-14)11-1... \n", + "2 C24H23N5O4/c1-14-13-15(7-8-17(14)28-12-10-20(2... \n", + "3 C17H24N2O4S/c1-12(20)18-13(14-7-6-10-24-14)11-... \n", + "4 C10H19N3O2S/c1-15-10(14)12-8-4-6-13(7-8)5-2-3-... " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train['InChIClean'] = train['InChI'].apply(lambda InChI: '/'.join(InChI.split('=')[1].split('/')[1:]))\n", + "train.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "international-houston", + "metadata": { + "execution": { + "iopub.execute_input": "2021-05-09T04:12:58.316134Z", + "iopub.status.busy": "2021-05-09T04:12:58.315205Z", + "iopub.status.idle": "2021-05-09T04:15:10.397878Z", + "shell.execute_reply": "2021-05-09T04:15:10.398412Z" + }, + "papermill": { + "duration": 132.120817, + "end_time": "2021-05-09T04:15:10.398741", + "exception": false, + "start_time": "2021-05-09T04:12:58.277924", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "339b335740854da7b7f220ab6e1a5796", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/2371184 [00:00\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
image_idInChIInChI_lenInChICleanInChI_int
0000011a64c74InChI=1S/C13H20OS/c1-9(2)8-15-13-6-5-10(3)7-12...81C13H20OS/c1-9(2)8-15-13-6-5-10(3)7-12(13)11(4)...[0, 24, 20, 11, 32, 18, 35, 38, 9, 22, 31, 20,...
1000019cc0cd2InChI=1S/C21H30O4/c1-12(22)25-14-6-8-20(2)13(1...155C21H30O4/c1-12(22)25-14-6-8-20(2)13(10-14)11-1...[0, 24, 18, 20, 32, 11, 35, 38, 6, 22, 31, 20,...
20000252b6d2bInChI=1S/C24H23N5O4/c1-14-13-15(7-8-17(14)28-1...158C24H23N5O4/c1-14-13-15(7-8-17(14)28-12-10-20(2...[0, 24, 18, 6, 32, 18, 11, 36, 15, 38, 6, 22, ...
3000026b49b7eInChI=1S/C17H24N2O4S/c1-12(20)18-13(14-7-6-10-...147C17H24N2O4S/c1-12(20)18-13(14-7-6-10-24-14)11-...[0, 24, 20, 10, 32, 18, 6, 36, 18, 38, 6, 9, 2...
4000026fc6c36InChI=1S/C10H19N3O2S/c1-15-10(14)12-8-4-6-13(7...96C10H19N3O2S/c1-15-10(14)12-8-4-6-13(7-8)5-2-3-...[0, 24, 20, 35, 32, 20, 14, 36, 11, 38, 18, 9,...
\n", + "" + ], + "text/plain": [ + " image_id InChI InChI_len \\\n", + "0 000011a64c74 InChI=1S/C13H20OS/c1-9(2)8-15-13-6-5-10(3)7-12... 81 \n", + "1 000019cc0cd2 InChI=1S/C21H30O4/c1-12(22)25-14-6-8-20(2)13(1... 155 \n", + "2 0000252b6d2b InChI=1S/C24H23N5O4/c1-14-13-15(7-8-17(14)28-1... 158 \n", + "3 000026b49b7e InChI=1S/C17H24N2O4S/c1-12(20)18-13(14-7-6-10-... 147 \n", + "4 000026fc6c36 InChI=1S/C10H19N3O2S/c1-15-10(14)12-8-4-6-13(7... 96 \n", + "\n", + " InChIClean \\\n", + "0 C13H20OS/c1-9(2)8-15-13-6-5-10(3)7-12(13)11(4)... \n", + "1 C21H30O4/c1-12(22)25-14-6-8-20(2)13(10-14)11-1... \n", + "2 C24H23N5O4/c1-14-13-15(7-8-17(14)28-12-10-20(2... \n", + "3 C17H24N2O4S/c1-12(20)18-13(14-7-6-10-24-14)11-... \n", + "4 C10H19N3O2S/c1-15-10(14)12-8-4-6-13(7-8)5-2-3-... \n", + "\n", + " InChI_int \n", + "0 [0, 24, 20, 11, 32, 18, 35, 38, 9, 22, 31, 20,... \n", + "1 [0, 24, 18, 20, 32, 11, 35, 38, 6, 22, 31, 20,... \n", + "2 [0, 24, 18, 6, 32, 18, 11, 36, 15, 38, 6, 22, ... \n", + "3 [0, 24, 20, 10, 32, 18, 6, 36, 18, 38, 6, 9, 2... \n", + "4 [0, 24, 20, 35, 32, 20, 14, 36, 11, 38, 18, 9,... " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# convert the InChI strings to integer lists\n", + "# start/end/pad tokens are used\n", + "def inchi_str2int(InChI):\n", + " res = []\n", + " res.append(vocabulary_to_int.get(''))\n", + " for c in InChI:\n", + " res.append(vocabulary_to_int.get(c))\n", + " \n", + " res.append(vocabulary_to_int.get(''))\n", + " while len(res) < MAX_INCHI_LEN: \n", + " res.append(vocabulary_to_int.get(''))\n", + " \n", + " return np.array(res, dtype=np.uint8)\n", + "\n", + "tqdm.pandas() # progress_apply\n", + "train['InChI_int'] = train['InChIClean'].progress_apply(inchi_str2int)\n", + "train.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "written-content", + "metadata": { + "execution": { + "iopub.execute_input": "2021-05-09T04:15:10.426102Z", + "iopub.status.busy": "2021-05-09T04:15:10.425164Z", + "iopub.status.idle": "2021-05-09T04:15:10.948802Z", + "shell.execute_reply": "2021-05-09T04:15:10.949210Z" + }, + "papermill": { + "duration": 0.539162, + "end_time": "2021-05-09T04:15:10.949414", + "exception": false, + "start_time": "2021-05-09T04:15:10.410252", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "val = train.iloc[-VAL_SIZE:].reset_index(drop=True)\n", + "train = train.iloc[:-VAL_SIZE].reset_index(drop=True)\n", + "N_IMGS = len(train)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "other-thanks", + "metadata": { + "execution": { + "iopub.execute_input": "2021-05-09T04:15:10.976293Z", + "iopub.status.busy": "2021-05-09T04:15:10.975379Z", + "iopub.status.idle": "2021-05-09T04:15:10.978773Z", + "shell.execute_reply": "2021-05-09T04:15:10.979156Z" + }, + "papermill": { + "duration": 0.018107, + "end_time": "2021-05-09T04:15:10.979337", + "exception": false, + "start_time": "2021-05-09T04:15:10.961230", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# plt.figure(figsize=(14, 14))\n", + "# img= cv2.imread('../input/bms-molecular-translation/train/d/9/e/d9e032a94a24.png', 0)\n", + "# plt.imshow(img)\n", + "# plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "cellular-exception", + "metadata": { + "execution": { + "iopub.execute_input": "2021-05-09T04:15:11.006413Z", + "iopub.status.busy": "2021-05-09T04:15:11.005449Z", + "iopub.status.idle": "2021-05-09T04:15:11.013702Z", + "shell.execute_reply": "2021-05-09T04:15:11.013187Z" + }, + "papermill": { + "duration": 0.023094, + "end_time": "2021-05-09T04:15:11.013844", + "exception": false, + "start_time": "2021-05-09T04:15:10.990750", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "def process_img(image_id, folder='train', debug=False):\n", + " # read image and invert colors to get black background and white molecule\n", + " file_path = f'/kaggle/input/bms-molecular-translation/{folder}/{image_id[0]}/{image_id[1]}/{image_id[2]}/{image_id}.png'\n", + " img0 = 255 - cv2.imread(file_path, cv2.IMREAD_GRAYSCALE)\n", + " \n", + " # rotate counter clockwise to get horizontal images\n", + " h, w = img0.shape\n", + " if h > w:\n", + " img0 = np.rot90(img0)\n", + " \n", + " img = cv2.resize(img0,(IMG_WIDTH, IMG_HEIGHT), interpolation=cv2.INTER_NEAREST)\n", + " if debug:\n", + " fig, ax = plt.subplots(1, 2, figsize=(20,10))\n", + " ax[0].imshow(img0)\n", + " ax[0].set_title('Original image', size=16)\n", + " ax[1].imshow(img)\n", + " ax[1].set_title('Fully processed image', size=16)\n", + " \n", + " # normalize to range 0-255 and encode as png\n", + " img = (img / img.max() * 255).astype(np.uint8)\n", + " img = cv2.imencode('.png', img)[1].tobytes()\n", + "\n", + " return img" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "facial-former", + "metadata": { + "execution": { + "iopub.execute_input": "2021-05-09T04:15:11.051404Z", + "iopub.status.busy": "2021-05-09T04:15:11.050773Z", + "iopub.status.idle": "2021-05-09T04:15:11.130548Z", + "shell.execute_reply": "2021-05-09T04:15:11.131011Z" + }, + "papermill": { + "duration": 0.104905, + "end_time": "2021-05-09T04:15:11.131200", + "exception": false, + "start_time": "2021-05-09T04:15:11.026295", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "def split_in_chunks(data):\n", + " return [data[i:i + CHUNK_SIZE] for i in range(0, len(data), CHUNK_SIZE)]\n", + "\n", + "train_data_chunks = {\n", + " 'train': {\n", + " 'image_id': split_in_chunks(train['image_id'].values),\n", + " 'InChI': split_in_chunks(train['InChI_int'].values),\n", + " },\n", + " 'val': {\n", + " 'image_id': split_in_chunks(val['image_id'].values),\n", + " 'InChI': split_in_chunks(val['InChI_int'].values),\n", + " }\n", + "}\n", + "\n", + "test_data_chunks = {\n", + " 'test': {\n", + " 'image_id': split_in_chunks(test['image_id'].values),\n", + " }\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "welsh-reward", + "metadata": { + "execution": { + "iopub.execute_input": "2021-05-09T04:15:11.169680Z", + "iopub.status.busy": "2021-05-09T04:15:11.169039Z", + "iopub.status.idle": "2021-05-09T06:42:33.705617Z", + "shell.execute_reply": "2021-05-09T06:42:33.703747Z" + }, + "papermill": { + "duration": 8842.561381, + "end_time": "2021-05-09T06:42:33.705870", + "exception": false, + "start_time": "2021-05-09T04:15:11.144489", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "6814406f146c4e0ebe46ea35e7db62fc", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/57 [00:00', '', '']:\n", + " res.append(c)\n", + " return ''.join(res)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "ahead-platform", + "metadata": { + "execution": { + "iopub.execute_input": "2021-05-09T06:42:33.788744Z", + "iopub.status.busy": "2021-05-09T06:42:33.788136Z", + "iopub.status.idle": "2021-05-09T06:42:33.791058Z", + "shell.execute_reply": "2021-05-09T06:42:33.791524Z" + }, + "papermill": { + "duration": 0.025812, + "end_time": "2021-05-09T06:42:33.791686", + "exception": false, + "start_time": "2021-05-09T06:42:33.765874", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Check train TFRecords\n", + "def decode_tfrecord(record_bytes):\n", + " fea_dict= {\n", + " 'image': tf.io.FixedLenFeature([], tf.string),\n", + " 'InChI': tf.io.FixedLenFeature([MAX_INCHI_LEN], tf.int64),}\n", + " \n", + " features = tf.io.parse_single_example(record_bytes, fea_dict)\n", + "\n", + " image = tf.io.decode_jpeg(features['image']) \n", + " image = tf.reshape(image, [IMG_HEIGHT, IMG_WIDTH, 1])\n", + " image = tf.cast(image, tf.float32) / 255.0\n", + " \n", + " InChI = features['InChI']\n", + " InChI = tf.reshape(InChI, [MAX_INCHI_LEN])\n", + " \n", + " return image, InChI\n", + "\n", + "\n", + "# Check test TFRecords\n", + "def decode_test_tfrecord(record_bytes):\n", + " features = tf.io.parse_single_example(record_bytes, {\n", + " 'image': tf.io.FixedLenFeature([], tf.string),\n", + " 'image_id': tf.io.FixedLenFeature([], tf.string),\n", + " })\n", + "\n", + " image = tf.io.decode_jpeg(features['image'])\n", + " image = tf.reshape(image, [IMG_HEIGHT, IMG_WIDTH, 1])\n", + " image = tf.cast(image, tf.float32) / 255.0\n", + " \n", + " image_id = features['image_id']\n", + " \n", + " return image, image_id\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "extra-think", + "metadata": { + "papermill": { + "duration": 0.012974, + "end_time": "2021-05-09T06:42:33.818004", + "exception": false, + "start_time": "2021-05-09T06:42:33.805030", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.9" + }, + "papermill": { + "default_parameters": {}, + "duration": 9011.445292, + "end_time": "2021-05-09T06:42:37.564258", + "environment_variables": {}, + "exception": null, + "input_path": "__notebook__.ipynb", + "output_path": "__notebook__.ipynb", + "parameters": {}, + "start_time": "2021-05-09T04:12:26.118966", + "version": "2.3.2" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": { + "0388327a21634e3db34e20093a6803e6": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "0651cb95f8a744568a612c2fb79bb367": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_5123c5cee13b47c5996c4377123130e9", + "IPY_MODEL_adce1b831ae24bb88f91cb779cac4984", + "IPY_MODEL_e7616820ecd340a7b927e9b17d2be1a2" + ], + "layout": "IPY_MODEL_89c976310ad3444d88918619861abc1e" + } + }, + "0a250402bbbc4ba7a0612c30d936f9f1": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "10b75c1a7bd4436280e87bc9cc5d06db": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "14d721ed0a4c431abb0e2faa9967c788": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "19bee8fc10ba45099833d01d4e7fe165": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_dffe6ec922994842bd3a3481431a783c", + "IPY_MODEL_3a491a0248a84311b4ef004e297d7c02", + "IPY_MODEL_483bb4e51ce540388802fa0dd7516575" + ], + "layout": "IPY_MODEL_fa82f4dbf8be4c4e9a3062f75a812c14" + } + }, + "1de57ed4c7a04556a8e3084fb39b66c6": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "1fb26f74e8af47d4aed4d0e94ddf5bfa": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "237d75c7f7e3473aab9b5a612a612c64": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "278a8ff39d014345883ba539653e37ff": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "339b335740854da7b7f220ab6e1a5796": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_781dd176c69b4591a63696a2c502862c", + "IPY_MODEL_36c3232bd847430e9da316c1f385949c", + "IPY_MODEL_4cfe106b2e3a47979dab54cfc819de02" + ], + "layout": "IPY_MODEL_6451a679cf3144c1934ab2e3af2b4958" + } + }, + "36c3232bd847430e9da316c1f385949c": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_0a250402bbbc4ba7a0612c30d936f9f1", + "max": 2371184.0, + "min": 0.0, + "orientation": "horizontal", + "style": "IPY_MODEL_c3ff48a648d6462a8cf39bd7d1a96a4b", + "value": 2371184.0 + } + }, + "3a491a0248a84311b4ef004e297d7c02": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_ab34f1b1f4f7453382c83349f9d4abbe", + "max": 3.0, + "min": 0.0, + "orientation": "horizontal", + "style": "IPY_MODEL_f2f0a6f40adb405ca2b518450fb34328", + "value": 3.0 + } + }, + "4366b40c437c4fa59d4f5140bda3a0f0": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_10b75c1a7bd4436280e87bc9cc5d06db", + "placeholder": "​", + "style": "IPY_MODEL_e744f916f3054772b0965b733c2dc033", + "value": "100%" + } + }, + "483bb4e51ce540388802fa0dd7516575": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_73b0675def5c411a8445c1ffc6a0b221", + "placeholder": "​", + "style": "IPY_MODEL_237d75c7f7e3473aab9b5a612a612c64", + "value": " 3/3 [03:53<00:00, 72.04s/it]" + } + }, + "4cfe106b2e3a47979dab54cfc819de02": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_8f47b46a133f41d099fc79cb508aa050", + "placeholder": "​", + "style": "IPY_MODEL_1fb26f74e8af47d4aed4d0e94ddf5bfa", + "value": " 2371184/2371184 [02:12<00:00, 18771.60it/s]" + } + }, + "4dc99969c0a446f6936c549cd6105fff": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "5123c5cee13b47c5996c4377123130e9": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_1de57ed4c7a04556a8e3084fb39b66c6", + "placeholder": "​", + "style": "IPY_MODEL_a430f7c21d6e42d4a624777b77c0a49b", + "value": "100%" + } + }, + "6451a679cf3144c1934ab2e3af2b4958": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "6814406f146c4e0ebe46ea35e7db62fc": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_4366b40c437c4fa59d4f5140bda3a0f0", + "IPY_MODEL_98500b606c544582b4eb941475bcd961", + "IPY_MODEL_afc88cd7b2fd419eaa4ad20608acd4f7" + ], + "layout": "IPY_MODEL_d75063bdd08e4ee183eb3a61f627c5a3" + } + }, + "6d69663cc6e24904917646ccda8f3cd9": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "6e68d0e007424d209708bc22cfde8815": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "73b0675def5c411a8445c1ffc6a0b221": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "781dd176c69b4591a63696a2c502862c": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_e4c5470c204f465881d6c9b00964920d", + "placeholder": "​", + "style": "IPY_MODEL_14d721ed0a4c431abb0e2faa9967c788", + "value": "100%" + } + }, + "7b4ec246aa4647c082546c04e65f487d": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "82338d05c9d04522880d8179e593047f": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_eb4d115f03604f6aad9e674e646fcb2c", + "IPY_MODEL_b0df656c67ce440bb201bafa8c44d349", + "IPY_MODEL_fc95f1fbd70441d1bcf9d30ecaf9bb16" + ], + "layout": "IPY_MODEL_abb00edc8a874870b7f5fec7379f37d2" + } + }, + "87a059df8023474ebb30aa7b7856f0c6": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "89c976310ad3444d88918619861abc1e": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "8f47b46a133f41d099fc79cb508aa050": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "911ef79ed6394006a9c014033d6235d6": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "924e753ee1984b52a6013e8468dec88f": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "98500b606c544582b4eb941475bcd961": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_6e68d0e007424d209708bc22cfde8815", + "max": 57.0, + "min": 0.0, + "orientation": "horizontal", + "style": "IPY_MODEL_4dc99969c0a446f6936c549cd6105fff", + "value": 57.0 + } + }, + "a430f7c21d6e42d4a624777b77c0a49b": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "ab34f1b1f4f7453382c83349f9d4abbe": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "abb00edc8a874870b7f5fec7379f37d2": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "ac09a5a13469465ea5e18aee5dc9f0f1": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "adce1b831ae24bb88f91cb779cac4984": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_d7eb86f3f37c4574ad855a481df74ee7", + "max": 2371184.0, + "min": 0.0, + "orientation": "horizontal", + "style": "IPY_MODEL_0388327a21634e3db34e20093a6803e6", + "value": 2371184.0 + } + }, + "aec03230478e4a518758f9863ea8c99b": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "afc88cd7b2fd419eaa4ad20608acd4f7": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_278a8ff39d014345883ba539653e37ff", + "placeholder": "​", + "style": "IPY_MODEL_f95e952b0cdc4653904f40d8dec91cff", + "value": " 57/57 [1:27:02<00:00, 88.09s/it]" + } + }, + "b0df656c67ce440bb201bafa8c44d349": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_aec03230478e4a518758f9863ea8c99b", + "max": 41.0, + "min": 0.0, + "orientation": "horizontal", + "style": "IPY_MODEL_911ef79ed6394006a9c014033d6235d6", + "value": 41.0 + } + }, + "c3ff48a648d6462a8cf39bd7d1a96a4b": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "cac5a3a1b32445109662eef49f9a71f6": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "d4d93695dbf44041887531262294b08f": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "d75063bdd08e4ee183eb3a61f627c5a3": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "d7eb86f3f37c4574ad855a481df74ee7": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "dffe6ec922994842bd3a3481431a783c": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_7b4ec246aa4647c082546c04e65f487d", + "placeholder": "​", + "style": "IPY_MODEL_6d69663cc6e24904917646ccda8f3cd9", + "value": "100%" + } + }, + "e4c5470c204f465881d6c9b00964920d": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "e744f916f3054772b0965b733c2dc033": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "e7616820ecd340a7b927e9b17d2be1a2": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_cac5a3a1b32445109662eef49f9a71f6", + "placeholder": "​", + "style": "IPY_MODEL_d4d93695dbf44041887531262294b08f", + "value": " 2371184/2371184 [00:06<00:00, 393717.10it/s]" + } + }, + "eb4d115f03604f6aad9e674e646fcb2c": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_924e753ee1984b52a6013e8468dec88f", + "placeholder": "​", + "style": "IPY_MODEL_f1da1a2b870e433983ee7b213aaba09a", + "value": "100%" + } + }, + "f1da1a2b870e433983ee7b213aaba09a": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "f2f0a6f40adb405ca2b518450fb34328": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "f95e952b0cdc4653904f40d8dec91cff": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "fa82f4dbf8be4c4e9a3062f75a812c14": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "fc95f1fbd70441d1bcf9d30ecaf9bb16": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_87a059df8023474ebb30aa7b7856f0c6", + "placeholder": "​", + "style": "IPY_MODEL_ac09a5a13469465ea5e18aee5dc9f0f1", + "value": " 41/41 [56:26<00:00, 74.31s/it]" + } + } + }, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}