colab-enterprise/gen-ai-demo/Common-Themes-RAG.ipynb (951 lines of code) (raw):
{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"executionInfo": {
"elapsed": 7,
"status": "ok",
"timestamp": 1708156781433,
"user": {
"displayName": "",
"userId": ""
},
"user_tz": -180
},
"id": "xTDKwnuNDbZf"
},
"outputs": [],
"source": [
"##################################################################################\n",
"# Copyright 2024 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
"# You may obtain a copy of the License at\n",
"#\n",
"# https://www.apache.org/licenses/LICENSE-2.0\n",
"#\n",
"# Unless required by applicable law or agreed to in writing, software\n",
"# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
"# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
"# See the License for the specific language governing permissions and\n",
"# limitations under the License.\n",
"###################################################################################"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "GkXBaE31DgGz"
},
"source": [
"# Data beans common themes by item summarization using RAG\n",
"\n",
"This notebook shows how to implement a RAG procedure inside BigQuery to extract common review themes by product name, it performs the following steps:\n",
"- Create LLM and embeddings models (`gemini-pro` and `gecko`)\n",
"- Embbed the `review_text` column of the `customer_review` table\n",
"- Create an index on the embeddings for faster retrieval\n",
"- Wraps inside a BigQuery procedure a RAG implementation"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"PROJECT_ID = \"${project_id}\"\n",
"REGION = \"us\"\n",
"DATASET_ID = \"${bigquery_data_beans_curated_dataset}\"\n",
"CONNECTION_NAME = \"vertex-ai\""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "qysuJw2zDR2P"
},
"outputs": [],
"source": [
"%%bigquery\n",
"CREATE SCHEMA IF NOT EXISTS `${project_id}.${bigquery_data_beans_curated_dataset}_local` OPTIONS(location = 'US');\n",
"\n",
"CREATE OR REPLACE MODEL `${project_id}.${bigquery_data_beans_curated_dataset}_local.embedding_model`\n",
" REMOTE WITH CONNECTION `us.vertex-ai`\n",
" OPTIONS(ENDPOINT = 'text-embedding-005');\n",
"\n",
"CREATE OR REPLACE MODEL `${project_id}.${bigquery_data_beans_curated_dataset}_local.gemini_model`\n",
" REMOTE WITH CONNECTION `us.vertex-ai`\n",
" OPTIONS(ENDPOINT = 'gemini-2.0-flash');"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "tHr461ArEs8O"
},
"source": [
"Create table with embeddings"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "WqoUaWO4EU0-"
},
"outputs": [],
"source": [
"%%bigquery\n",
"CREATE OR REPLACE TABLE `${project_id}.${bigquery_data_beans_curated_dataset}_local.customer_review_embedded`\n",
"as\n",
"SELECT *\n",
"FROM\n",
" ML.GENERATE_TEXT_EMBEDDING(\n",
" MODEL `${project_id}.${bigquery_data_beans_curated_dataset}_local.embedding_model`,\n",
" (select review_text as content from `${project_id}.${bigquery_data_beans_curated_dataset}.customer_review` )\n",
");"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "3ua1JMYQExIc"
},
"source": [
"Create vector index on the embeddings table"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "_336_8GiEc8l"
},
"outputs": [],
"source": [
"%%bigquery\n",
"CREATE OR REPLACE VECTOR INDEX `${project_id}.${bigquery_data_beans_curated_dataset}_local.reviews_index`\n",
"ON `${project_id}.${bigquery_data_beans_curated_dataset}_local.customer_review_embedded`(text_embedding)\n",
"OPTIONS(distance_type='COSINE', index_type='IVF');"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "czttDTVZE000"
},
"source": [
"Create a procedure to implement a RAG pipeline"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "Ho-GZBDyEhoB"
},
"outputs": [],
"source": [
"%%bigquery\n",
"CREATE OR REPLACE PROCEDURE ${bigquery_data_beans_curated_dataset}_local.common_themes_by_menu_items(menu_item STRING, OUT themes STRING)\n",
"BEGIN\n",
"SELECT\n",
" ml_generate_text_llm_result AS generated\n",
"FROM\n",
" ML.GENERATE_TEXT( MODEL `${project_id}.${bigquery_data_beans_curated_dataset}_local.gemini_model`,\n",
" (\n",
" SELECT\n",
" CONCAT('Extract common themes from the following reviews: ', STRING_AGG(FORMAT(\"review text: %s\", base.content), ',\\n'),\n",
" '. Reply in JSON format with this format: {\"item_name\": ITEM_NAME_HERE, \"common_themes\": [COMMON_THEMES_LIST_HERE]]}') AS prompt,\n",
" FROM\n",
" VECTOR_SEARCH( TABLE `${project_id}.${bigquery_data_beans_curated_dataset}_local.customer_review_embedded`,\n",
" 'text_embedding',\n",
" (\n",
" SELECT\n",
" text_embedding,\n",
" content AS query\n",
" FROM\n",
" ML.GENERATE_TEXT_EMBEDDING( MODEL `${project_id}.${bigquery_data_beans_curated_dataset}_local.embedding_model`,\n",
" (\n",
" SELECT\n",
" CAST(menu_item AS STRING) AS content)) ),\n",
" top_k => 5) ),\n",
" STRUCT(0.4 AS temperature,\n",
" 300 AS max_output_tokens,\n",
" 0.5 AS top_p,\n",
" 5 AS top_k,\n",
" TRUE AS flatten_json_output));\n",
"END"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "_kWL7MACFBx9"
},
"source": [
"Executes the procedure"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 224,
"referenced_widgets": [
"6d5126f83d0c4d09baa2de0671b40b7c",
"5a3f565ea81a42e3884f93b411ed5c8e",
"4bf36a5c64ef47d197a0a8dcde9b301b",
"114418ec6d774ff484f6119e6d5cffba",
"37468b8ee1694a24b1d0e77e8bcb3866",
"eb5ebfe064e84796a59e830122db3f5f",
"9bb8a77ef2e44775bfbc0eea4860e70b",
"20b3d0a30be04489af00592aea40afdc",
"6e330008f69d4799a2d9a897923447b1",
"0659f3f8b373495080fabdb1b8304459",
"929d8b4c298b4657ae3480c9907342e8",
"16b51a6ef4df4cc19cb6ae4d9c2578e6",
"ef9359d7346c419da34ce2e42099bd8b",
"101fb26b4a3347b891e33d8a72373ad1",
"b9b6a9903c5347e7b7c7897f9c8af992",
"1d259be6d0214d5385fa1773ce4dd9db",
"9fc5000413a5472c8127168cbe7828dd",
"4442a1a5ea02423697dafddfee62079e",
"34d2c277b83642a3ab02f6492cfd48e7",
"7ad6948100154faf9fb79681fb1b2252",
"8f923063fc0b4470b9ec78643bd2a51c",
"0308bf58f9a847948fedf6bd0d25a175"
]
},
"executionInfo": {
"elapsed": 5691,
"status": "ok",
"timestamp": 1708156834192,
"user": {
"displayName": "",
"userId": ""
},
"user_tz": -180
},
"id": "S5ID5P1BElhf",
"outputId": "b84fcb68-bb78-4b33-e2f7-b76d070b1bbd"
},
"outputs": [],
"source": [
"%%bigquery\n",
"DECLARE themes STRING;\n",
"CALL ${bigquery_data_beans_curated_dataset}_local.common_themes_by_menu_items('capuccino',themes);"
]
}
],
"metadata": {
"colab": {
"cell_execution_strategy": "setup",
"name": "BigQuery table",
"provenance": []
},
"kernelspec": {
"display_name": "Python 3",
"name": "python3"
},
"language_info": {
"name": "python"
},
"widgets": {
"application/vnd.jupyter.widget-state+json": {
"0308bf58f9a847948fedf6bd0d25a175": {
"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": ""
}
},
"0659f3f8b373495080fabdb1b8304459": {
"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
}
},
"101fb26b4a3347b891e33d8a72373ad1": {
"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_34d2c277b83642a3ab02f6492cfd48e7",
"max": 1,
"min": 0,
"orientation": "horizontal",
"style": "IPY_MODEL_7ad6948100154faf9fb79681fb1b2252",
"value": 1
}
},
"114418ec6d774ff484f6119e6d5cffba": {
"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_0659f3f8b373495080fabdb1b8304459",
"placeholder": "",
"style": "IPY_MODEL_929d8b4c298b4657ae3480c9907342e8",
"value": ""
}
},
"16b51a6ef4df4cc19cb6ae4d9c2578e6": {
"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_ef9359d7346c419da34ce2e42099bd8b",
"IPY_MODEL_101fb26b4a3347b891e33d8a72373ad1",
"IPY_MODEL_b9b6a9903c5347e7b7c7897f9c8af992"
],
"layout": "IPY_MODEL_1d259be6d0214d5385fa1773ce4dd9db"
}
},
"1d259be6d0214d5385fa1773ce4dd9db": {
"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
}
},
"20b3d0a30be04489af00592aea40afdc": {
"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
}
},
"34d2c277b83642a3ab02f6492cfd48e7": {
"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
}
},
"37468b8ee1694a24b1d0e77e8bcb3866": {
"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
}
},
"4442a1a5ea02423697dafddfee62079e": {
"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": ""
}
},
"4bf36a5c64ef47d197a0a8dcde9b301b": {
"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_20b3d0a30be04489af00592aea40afdc",
"max": 1,
"min": 0,
"orientation": "horizontal",
"style": "IPY_MODEL_6e330008f69d4799a2d9a897923447b1",
"value": 1
}
},
"5a3f565ea81a42e3884f93b411ed5c8e": {
"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_eb5ebfe064e84796a59e830122db3f5f",
"placeholder": "",
"style": "IPY_MODEL_9bb8a77ef2e44775bfbc0eea4860e70b",
"value": "Job ID 6bf3f187-529a-446b-a980-d10a7584fb9a successfully executed: 100%"
}
},
"6d5126f83d0c4d09baa2de0671b40b7c": {
"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_5a3f565ea81a42e3884f93b411ed5c8e",
"IPY_MODEL_4bf36a5c64ef47d197a0a8dcde9b301b",
"IPY_MODEL_114418ec6d774ff484f6119e6d5cffba"
],
"layout": "IPY_MODEL_37468b8ee1694a24b1d0e77e8bcb3866"
}
},
"6e330008f69d4799a2d9a897923447b1": {
"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": ""
}
},
"7ad6948100154faf9fb79681fb1b2252": {
"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": ""
}
},
"8f923063fc0b4470b9ec78643bd2a51c": {
"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
}
},
"929d8b4c298b4657ae3480c9907342e8": {
"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": ""
}
},
"9bb8a77ef2e44775bfbc0eea4860e70b": {
"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": ""
}
},
"9fc5000413a5472c8127168cbe7828dd": {
"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
}
},
"b9b6a9903c5347e7b7c7897f9c8af992": {
"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_8f923063fc0b4470b9ec78643bd2a51c",
"placeholder": "",
"style": "IPY_MODEL_0308bf58f9a847948fedf6bd0d25a175",
"value": ""
}
},
"eb5ebfe064e84796a59e830122db3f5f": {
"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
}
},
"ef9359d7346c419da34ce2e42099bd8b": {
"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_9fc5000413a5472c8127168cbe7828dd",
"placeholder": "",
"style": "IPY_MODEL_4442a1a5ea02423697dafddfee62079e",
"value": "Downloading: 100%"
}
}
}
}
},
"nbformat": 4,
"nbformat_minor": 0
}