0ce6fad24a
<!-- .github/pull_request_template.md --> ## Description <!-- Provide a clear description of the changes in this PR --> ## DCO Affirmation I affirm that all code in every commit of this pull request conforms to the terms of the Topoteretes Developer Certificate of Origin.
492 lines
313 KiB
Text
492 lines
313 KiB
Text
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "ccbb2bc23aa456ee",
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"metadata": {},
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"source": [
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"### Environment Configuration\n",
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"#### Setup required directories and environment variables.\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "662d554f96f211d9",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-03-04T11:59:33.879188Z",
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"start_time": "2025-03-04T11:59:33.873682Z"
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}
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},
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"outputs": [],
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"source": [
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"import pathlib\n",
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"import os\n",
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"import cognee\n",
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"\n",
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"notebook_dir = pathlib.Path().resolve()\n",
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"data_directory_path = str(notebook_dir / \".data_storage\")\n",
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"cognee_directory_path = str(notebook_dir / \".cognee_system\")\n",
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"\n",
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"cognee.config.data_root_directory(data_directory_path)\n",
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"cognee.config.system_root_directory(cognee_directory_path)\n",
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"\n",
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"BASE_URL = \"https://pokeapi.co/api/v2/\"\n",
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"os.environ[\"BUCKET_URL\"] = data_directory_path\n",
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"os.environ[\"DATA_WRITER__DISABLE_COMPRESSION\"] = \"true\"\n"
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]
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},
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{
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"cell_type": "markdown",
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"id": "36ae0be71f6e9167",
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"metadata": {},
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"source": [
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"## Initialize DLT Pipeline\n",
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"### Create the DLT pipeline to fetch Pokémon data.\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "25101ae5f016ce0c",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-03-04T11:58:03.982939Z",
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"start_time": "2025-03-04T11:58:03.819676Z"
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}
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},
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"outputs": [],
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"source": [
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"import dlt\n",
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"from pathlib import Path\n",
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"\n",
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"pipeline = dlt.pipeline(\n",
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" pipeline_name=\"pokemon_pipeline\",\n",
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" destination=\"filesystem\",\n",
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" dataset_name=\"pokemon_data\",\n",
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")\n"
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]
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},
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{
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"cell_type": "markdown",
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"id": "9a87ce05a072c48b",
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"metadata": {},
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"source": [
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"## Fetch Pokémon List\n",
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"### Retrieve a list of Pokémon from the API.\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "3b6e60778c61e24a",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-03-04T11:58:03.990076Z",
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"start_time": "2025-03-04T11:58:03.987199Z"
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}
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},
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"outputs": [],
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"source": [
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"@dlt.resource(write_disposition=\"replace\")\n",
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"def pokemon_list(limit: int = 50):\n",
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" import requests\n",
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" response = requests.get(f\"{BASE_URL}pokemon\", params={\"limit\": limit})\n",
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" response.raise_for_status()\n",
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" yield response.json()[\"results\"]\n"
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]
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},
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{
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"cell_type": "markdown",
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"id": "9952767846194e97",
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"metadata": {},
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"source": [
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"## Fetch Pokémon Details\n",
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"### Fetch detailed information about each Pokémon.\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "79ec9fef12267485",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-03-04T11:58:03.996394Z",
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"start_time": "2025-03-04T11:58:03.994122Z"
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}
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},
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"outputs": [],
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"source": [
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"@dlt.transformer(data_from=pokemon_list)\n",
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"def pokemon_details(pokemons):\n",
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" \"\"\"Fetches detailed info for each Pokémon\"\"\"\n",
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" import requests\n",
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" for pokemon in pokemons:\n",
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" response = requests.get(pokemon[\"url\"])\n",
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" response.raise_for_status()\n",
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" yield response.json()\n"
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]
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},
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{
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"cell_type": "markdown",
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"id": "41e05f660bf9e9d2",
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"metadata": {},
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"source": [
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"## Run Data Pipeline\n",
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"### Execute the pipeline and store Pokémon data.\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "20a3b2c7f404677f",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-03-04T11:59:41.571015Z",
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"start_time": "2025-03-04T11:59:36.840744Z"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Pipeline pokemon_pipeline load step completed in 0.04 seconds\n",
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"1 load package(s) were loaded to destination filesystem and into dataset pokemon_data\n",
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"The filesystem destination used file:///Users/borisarzentar/Projects/Topoteretes/cognee/notebooks/.data_storage location to store data\n",
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"Load package 1743589860.3306491 is LOADED and contains no failed jobs\n"
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]
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}
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],
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"source": [
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"info = pipeline.run([pokemon_list, pokemon_details])\n",
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"print(info)\n"
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]
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},
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{
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"cell_type": "markdown",
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"id": "937f10b8d1037743",
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"metadata": {},
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"source": [
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"## Load Pokémon Abilities\n",
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"### Load Pokémon ability data from stored files.\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "be73050036439ea1",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-03-04T11:59:44.377719Z",
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"start_time": "2025-03-04T11:59:44.363718Z"
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}
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},
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"outputs": [],
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"source": [
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"import json\n",
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"from cognee.low_level import DataPoint\n",
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"from uuid import uuid5, NAMESPACE_OID\n",
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"\n",
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"class Abilities(DataPoint):\n",
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" name: str = \"Abilities\"\n",
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" metadata: dict = {\"index_fields\": [\"name\"]}\n",
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"\n",
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"def load_abilities_data(jsonl_abilities):\n",
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" abilities_root = Abilities()\n",
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" pokemon_abilities = []\n",
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"\n",
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" for jsonl_ability in jsonl_abilities:\n",
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" with open(jsonl_ability, \"r\") as f:\n",
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" for line in f:\n",
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" ability = json.loads(line)\n",
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" ability[\"id\"] = uuid5(NAMESPACE_OID, ability[\"_dlt_id\"])\n",
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" ability[\"name\"] = ability[\"ability__name\"]\n",
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" ability[\"is_type\"] = abilities_root\n",
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" pokemon_abilities.append(ability)\n",
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"\n",
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" return abilities_root, pokemon_abilities\n"
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]
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},
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{
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"cell_type": "markdown",
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"id": "98c97f799f73df77",
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"metadata": {},
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"source": [
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"## Load Pokémon Data\n",
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"### Load Pokémon details and associate them with abilities.\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "7862951248df0bf5",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-03-04T11:59:46.251306Z",
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"start_time": "2025-03-04T11:59:46.238283Z"
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}
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},
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"outputs": [],
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"source": [
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"from typing import List, Optional\n",
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"\n",
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"class Pokemons(DataPoint):\n",
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" name: str = \"Pokemons\"\n",
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" have: Abilities\n",
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" metadata: dict = {\"index_fields\": [\"name\"]}\n",
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"\n",
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"class PokemonAbility(DataPoint):\n",
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" name: str\n",
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" ability__name: str\n",
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" ability__url: str\n",
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" is_hidden: bool\n",
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" slot: int\n",
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" _dlt_load_id: str\n",
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" _dlt_id: str\n",
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" _dlt_parent_id: str\n",
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" _dlt_list_idx: str\n",
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" is_type: Abilities\n",
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" metadata: dict = {\"index_fields\": [\"ability__name\"]}\n",
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"\n",
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"class Pokemon(DataPoint):\n",
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" name: str\n",
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" base_experience: int\n",
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" height: int\n",
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" weight: int\n",
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" is_default: bool\n",
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" order: int\n",
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" location_area_encounters: str\n",
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" species__name: str\n",
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" species__url: str\n",
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" cries__latest: str\n",
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" cries__legacy: str\n",
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" sprites__front_default: str\n",
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" sprites__front_shiny: str\n",
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" sprites__back_default: Optional[str]\n",
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" sprites__back_shiny: Optional[str]\n",
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" _dlt_load_id: str\n",
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" _dlt_id: str\n",
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" is_type: Pokemons\n",
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" abilities: List[PokemonAbility]\n",
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" metadata: dict = {\"index_fields\": [\"name\"]}\n",
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"\n",
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"def load_pokemon_data(jsonl_pokemons, pokemon_abilities, pokemon_root):\n",
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" pokemons = []\n",
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"\n",
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" for jsonl_pokemon in jsonl_pokemons:\n",
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" with open(jsonl_pokemon, \"r\") as f:\n",
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" for line in f:\n",
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" pokemon_data = json.loads(line)\n",
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" abilities = [\n",
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" ability for ability in pokemon_abilities\n",
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" if ability[\"_dlt_parent_id\"] == pokemon_data[\"_dlt_id\"]\n",
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" ]\n",
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" pokemon_data[\"external_id\"] = pokemon_data[\"id\"]\n",
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" pokemon_data[\"id\"] = uuid5(NAMESPACE_OID, str(pokemon_data[\"id\"]))\n",
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" pokemon_data[\"abilities\"] = [PokemonAbility(**ability) for ability in abilities]\n",
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" pokemon_data[\"is_type\"] = pokemon_root\n",
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" pokemons.append(Pokemon(**pokemon_data))\n",
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"\n",
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" return pokemons\n"
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]
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},
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{
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"cell_type": "markdown",
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"id": "676fa5a2b61c2107",
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"metadata": {},
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"source": [
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"## Process Pokémon Data\n",
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"### Load and associate Pokémon abilities.\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"id": "ad14cdecdccd71bb",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-03-04T11:59:47.365226Z",
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"start_time": "2025-03-04T11:59:47.356722Z"
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}
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},
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"outputs": [],
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"source": [
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"STORAGE_PATH = Path(\".data_storage/pokemon_data/pokemon_details\")\n",
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"jsonl_pokemons = sorted(STORAGE_PATH.glob(\"*.jsonl\"))\n",
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"\n",
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"ABILITIES_PATH = Path(\".data_storage/pokemon_data/pokemon_details__abilities\")\n",
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"jsonl_abilities = sorted(ABILITIES_PATH.glob(\"*.jsonl\"))\n",
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"\n",
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"abilities_root, pokemon_abilities = load_abilities_data(jsonl_abilities)\n",
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"pokemon_root = Pokemons(have=abilities_root)\n",
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"pokemons = load_pokemon_data(jsonl_pokemons, pokemon_abilities, pokemon_root)\n"
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]
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},
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{
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"cell_type": "markdown",
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"id": "59dec67b2ae50f0f",
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"metadata": {},
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"source": [
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"## Initialize Cognee\n",
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"### Setup Cognee for data processing.\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"id": "d2e095ae576a02c1",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-03-04T11:59:49.244577Z",
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"start_time": "2025-03-04T11:59:48.618261Z"
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}
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},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/Users/borisarzentar/Projects/Topoteretes/cognee/.venv/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
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" from .autonotebook import tqdm as notebook_tqdm\n"
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]
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}
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],
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"source": [
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"from cognee.low_level import setup as cognee_setup\n",
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"\n",
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"async def initialize_cognee():\n",
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" await cognee.prune.prune_data()\n",
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" await cognee.prune.prune_system(metadata=True)\n",
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" await cognee_setup()\n",
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"\n",
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"await initialize_cognee()\n"
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]
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},
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{
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"cell_type": "markdown",
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"id": "5f0b8090bc7b1fe6",
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"metadata": {},
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"source": [
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"## Process Pokémon Data\n",
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"### Add Pokémon data points to Cognee.\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 10,
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"id": "ffa12fc1f5350d95",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-03-04T11:59:57.744035Z",
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"start_time": "2025-03-04T11:59:50.574033Z"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"{'_sa_instance_state': <sqlalchemy.orm.state.InstanceState object at 0x31b8c4230>, 'pipeline_run_id': UUID('32976ad1-847f-4c80-8eab-002bc28ba621'), 'pipeline_name': 'pokemon_pipeline', 'pipeline_id': UUID('fd2ed59d-b550-5b05-bbe6-7b708fe12483'), 'status': <PipelineRunStatus.DATASET_PROCESSING_STARTED: 'DATASET_PROCESSING_STARTED'>, 'dataset_id': UUID('dafbc434-f846-5ad8-8f28-143eb0e60ed5'), 'run_info': {'data': \"[Pokemon(id=UUID('996ad860-2a9a-504f-8861-aeafd0b2ae29'), created_at=1743589870289, updated_at=1743589870289, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['name']}, type='Pokemon', name='bulbasaur', base_experience=64, height=7, weight=69, is_default=True, order=1, location_area_encounters='https://pokeapi.co/api/v2/pokemon/1/encounters', species__name='bulbasaur', species__url='https://pokeapi.co/api/v2/pokemon-species/1/', cries__latest='https://raw.githubusercontent.com/PokeAPI/cries/main/cries/pokemon/latest/1.ogg', cries__legacy='https://raw.githubusercontent.com/PokeAPI/cries/main/cries/pokemon/legacy/1.ogg', sprites__front_default='https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites/pokemon/1.png', sprites__front_shiny='https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites/pokemon/shiny/1.png', sprites__back_default='https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites/pokemon/back/1.png', sprites__back_shiny='https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites/pokemon/back/shiny/1.png', is_type=Pokemons(id=UUID('2a9482f8-3b89-4de8-9021-3c0b55c01712'), created_at=1743589870289, updated_at=1743589870289, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['name']}, type='Pokemons', name='Pokemons', have=Abilities(id=UUID('bdfe2120-da1d-45f2-adf2-1bd9de3d8d1c'), created_at=1743589870288, updated_at=1743589870288, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['name']}, type='Abilities', name='Abilities')), abilities=[PokemonAbility(id=UUID('d360738e-ac41-58fb-8b93-f46846332c1c'), created_at=1743589870289, updated_at=1743589870289, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['ability__name']}, type='PokemonAbility', name='overgrow', ability__name='overgrow', ability__url='https://pokeapi.co/api/v2/ability/65/', is_hidden=False, slot=1, is_type=Abilities(id=UUID('bdfe2120-da1d-45f2-adf2-1bd9de3d8d1c'), created_at=1743589870288, updated_at=1743589870288, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['name']}, type='Abilities', name='Abilities')), PokemonAbility(id=UUID('512065af-f53c-5b15-8507-7b64dbb5093e'), created_at=1743589870289, updated_at=1743589870289, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['ability__name']}, type='PokemonAbility', name='chlorophyll', ability__name='chlorophyll', ability__url='https://pokeapi.co/api/v2/ability/34/', is_hidden=True, 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type='Abilities', name='Abilities')), abilities=[PokemonAbility(id=UUID('ab6ff77e-12c4-56bc-9088-163ad9efa81a'), created_at=1743589870294, updated_at=1743589870294, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['ability__name']}, type='PokemonAbility', name='compound-eyes', ability__name='compound-eyes', ability__url='https://pokeapi.co/api/v2/ability/14/', is_hidden=False, slot=1, is_type=Abilities(id=UUID('bdfe2120-da1d-45f2-adf2-1bd9de3d8d1c'), created_at=1743589870288, updated_at=1743589870288, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['name']}, type='Abilities', name='Abilities')), PokemonAbility(id=UUID('f9d695fd-f0be-5026-8488-21ca03ed97c0'), created_at=1743589870294, updated_at=1743589870294, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['ability__name']}, type='PokemonAbility', name='tinted-lens', ability__name='tinted-lens', ability__url='https://pokeapi.co/api/v2/ability/110/', is_hidden=False, slot=2, is_type=Abilities(id=UUID('bdfe2120-da1d-45f2-adf2-1bd9de3d8d1c'), created_at=1743589870288, updated_at=1743589870288, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['name']}, type='Abilities', name='Abilities')), PokemonAbility(id=UUID('5fa9eb9e-4404-5f18-b2d6-08574ccec5ab'), created_at=1743589870294, updated_at=1743589870294, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['ability__name']}, type='PokemonAbility', name='run-away', ability__name='run-away', ability__url='https://pokeapi.co/api/v2/ability/50/', is_hidden=True, slot=3, is_type=Abilities(id=UUID('bdfe2120-da1d-45f2-adf2-1bd9de3d8d1c'), created_at=1743589870288, updated_at=1743589870288, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['name']}, type='Abilities', name='Abilities'))]), Pokemon(id=UUID('651ee801-9621-5f6a-a42a-18c7cc80c352'), created_at=1743589870294, updated_at=1743589870294, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['name']}, type='Pokemon', name='venomoth', base_experience=158, height=15, weight=125, is_default=True, order=83, location_area_encounters='https://pokeapi.co/api/v2/pokemon/49/encounters', species__name='venomoth', species__url='https://pokeapi.co/api/v2/pokemon-species/49/', cries__latest='https://raw.githubusercontent.com/PokeAPI/cries/main/cries/pokemon/latest/49.ogg', cries__legacy='https://raw.githubusercontent.com/PokeAPI/cries/main/cries/pokemon/legacy/49.ogg', sprites__front_default='https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites/pokemon/49.png', sprites__front_shiny='https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites/pokemon/shiny/49.png', sprites__back_default='https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites/pokemon/back/49.png', sprites__back_shiny='https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites/pokemon/back/shiny/49.png', is_type=Pokemons(id=UUID('2a9482f8-3b89-4de8-9021-3c0b55c01712'), created_at=1743589870289, updated_at=1743589870289, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['name']}, type='Pokemons', name='Pokemons', have=Abilities(id=UUID('bdfe2120-da1d-45f2-adf2-1bd9de3d8d1c'), created_at=1743589870288, updated_at=1743589870288, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['name']}, type='Abilities', name='Abilities')), abilities=[PokemonAbility(id=UUID('0c1f73e2-c761-5a3e-a8c6-cb4a9530eec4'), created_at=1743589870294, updated_at=1743589870294, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['ability__name']}, type='PokemonAbility', name='shield-dust', ability__name='shield-dust', ability__url='https://pokeapi.co/api/v2/ability/19/', is_hidden=False, slot=1, is_type=Abilities(id=UUID('bdfe2120-da1d-45f2-adf2-1bd9de3d8d1c'), created_at=1743589870288, updated_at=1743589870288, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['name']}, type='Abilities', name='Abilities')), PokemonAbility(id=UUID('f1577a9f-59c4-50ef-a8c0-141246206842'), created_at=1743589870294, updated_at=1743589870294, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['ability__name']}, type='PokemonAbility', name='tinted-lens', ability__name='tinted-lens', ability__url='https://pokeapi.co/api/v2/ability/110/', is_hidden=False, slot=2, is_type=Abilities(id=UUID('bdfe2120-da1d-45f2-adf2-1bd9de3d8d1c'), created_at=1743589870288, updated_at=1743589870288, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['name']}, type='Abilities', name='Abilities')), PokemonAbility(id=UUID('787aa8ec-0fd3-5fcb-8685-ff162d74d87c'), created_at=1743589870294, updated_at=1743589870294, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['ability__name']}, type='PokemonAbility', name='wonder-skin', ability__name='wonder-skin', ability__url='https://pokeapi.co/api/v2/ability/147/', is_hidden=True, slot=3, is_type=Abilities(id=UUID('bdfe2120-da1d-45f2-adf2-1bd9de3d8d1c'), created_at=1743589870288, updated_at=1743589870288, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['name']}, type='Abilities', name='Abilities'))]), Pokemon(id=UUID('5d9b0a1d-62ce-570c-ba61-24557b6f4e68'), created_at=1743589870295, updated_at=1743589870295, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['name']}, type='Pokemon', name='diglett', base_experience=53, height=2, weight=8, is_default=True, order=84, location_area_encounters='https://pokeapi.co/api/v2/pokemon/50/encounters', species__name='diglett', species__url='https://pokeapi.co/api/v2/pokemon-species/50/', cries__latest='https://raw.githubusercontent.com/PokeAPI/cries/main/cries/pokemon/latest/50.ogg', cries__legacy='https://raw.githubusercontent.com/PokeAPI/cries/main/cries/pokemon/legacy/50.ogg', sprites__front_default='https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites/pokemon/50.png', sprites__front_shiny='https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites/pokemon/shiny/50.png', sprites__back_default='https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites/pokemon/back/50.png', sprites__back_shiny='https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites/pokemon/back/shiny/50.png', is_type=Pokemons(id=UUID('2a9482f8-3b89-4de8-9021-3c0b55c01712'), created_at=1743589870289, updated_at=1743589870289, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['name']}, type='Pokemons', name='Pokemons', have=Abilities(id=UUID('bdfe2120-da1d-45f2-adf2-1bd9de3d8d1c'), created_at=1743589870288, updated_at=1743589870288, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['name']}, type='Abilities', name='Abilities')), abilities=[PokemonAbility(id=UUID('19329e0a-3298-5898-ab1c-db72c228353e'), created_at=1743589870295, updated_at=1743589870295, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['ability__name']}, type='PokemonAbility', name='sand-veil', ability__name='sand-veil', ability__url='https://pokeapi.co/api/v2/ability/8/', is_hidden=False, slot=1, is_type=Abilities(id=UUID('bdfe2120-da1d-45f2-adf2-1bd9de3d8d1c'), created_at=1743589870288, updated_at=1743589870288, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['name']}, type='Abilities', name='Abilities')), PokemonAbility(id=UUID('2c95019b-f568-51bb-a299-cc775e82d6e9'), created_at=1743589870295, updated_at=1743589870295, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['ability__name']}, type='PokemonAbility', name='arena-trap', ability__name='arena-trap', ability__url='https://pokeapi.co/api/v2/ability/71/', is_hidden=False, slot=2, is_type=Abilities(id=UUID('bdfe2120-da1d-45f2-adf2-1bd9de3d8d1c'), created_at=1743589870288, updated_at=1743589870288, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['name']}, type='Abilities', name='Abilities')), PokemonAbility(id=UUID('4ab6b24e-230e-558b-8772-0515eeb16855'), created_at=1743589870295, updated_at=1743589870295, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['ability__name']}, type='PokemonAbility', name='sand-force', ability__name='sand-force', ability__url='https://pokeapi.co/api/v2/ability/159/', is_hidden=True, slot=3, is_type=Abilities(id=UUID('bdfe2120-da1d-45f2-adf2-1bd9de3d8d1c'), created_at=1743589870288, updated_at=1743589870288, ontology_valid=False, version=1, topological_rank=0, metadata={'index_fields': ['name']}, type='Abilities', name='Abilities'))])]\"}, 'id': UUID('0a5993fe-7c2f-4fbb-b082-32ff549a9ba4'), 'created_at': datetime.datetime(2025, 4, 2, 10, 31, 14, 16875, tzinfo=datetime.timezone.utc)}\n",
|
|
"Done\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from cognee.modules.pipelines.tasks.Task import Task\n",
|
|
"from cognee.tasks.storage import add_data_points\n",
|
|
"from cognee.modules.pipelines import run_tasks\n",
|
|
"\n",
|
|
"tasks = [Task(add_data_points)]\n",
|
|
"pipeline_run = run_tasks(\n",
|
|
" tasks=tasks,\n",
|
|
" data=pokemons,\n",
|
|
" dataset_id=uuid5(NAMESPACE_OID, \"Pokemon\"),\n",
|
|
" pipeline_name='pokemon_pipeline',\n",
|
|
")\n",
|
|
"\n",
|
|
"async for run_info in pipeline_run:\n",
|
|
" print(run_info.__dict__)\n",
|
|
"print(\"Done\")\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "e0d98d9832a2797a",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Search Pokémon Data\n",
|
|
"### Execute a search query using Cognee.\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"id": "bb2476b6b0c2aff",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2025-03-04T12:00:02.878871Z",
|
|
"start_time": "2025-03-04T11:59:59.571965Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Search results:\n",
|
|
"Pokemons have abilities. Examples of Pokemons include: \n",
|
|
"- nidorino (ability: poison-point) \n",
|
|
"- nidoqueen (ability: poison-point) \n",
|
|
"- ninetales (ability: flash-fire) \n",
|
|
"- vulpix (ability: flash-fire).\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from cognee.api.v1.search import SearchType\n",
|
|
"\n",
|
|
"search_results = await cognee.search(\n",
|
|
" query_type=SearchType.GRAPH_COMPLETION,\n",
|
|
" query_text=\"pokemons?\"\n",
|
|
")\n",
|
|
"\n",
|
|
"print(\"Search results:\")\n",
|
|
"for result_text in search_results:\n",
|
|
" print(result_text)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "a4c2d3e9c15b017",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": ".venv",
|
|
"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": "3.11.8"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|