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{ | ||
"cells": [ | ||
{ | ||
"cell_type": "markdown", | ||
"id": "033684fb-65b2-4586-a959-68c614741ca2", | ||
"metadata": {}, | ||
"source": [ | ||
"# Datasets\n", | ||
"\n", | ||
"Here, we'll see how to work with LangSmith datasets." | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 1, | ||
"id": "6d272fbf-710e-4a49-a0da-67e010541905", | ||
"metadata": { | ||
"tags": [] | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"from langchain_benchmarks import clone_public_dataset, download_public_dataset" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "18ee0f96-e5c4-4ae9-aebf-7d8b88c51662", | ||
"metadata": {}, | ||
"source": [ | ||
"Let's first download the dataset to the local file system" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 2, | ||
"id": "58b94f6d-0c91-4361-9b22-f758ffaa150a", | ||
"metadata": { | ||
"tags": [] | ||
}, | ||
"outputs": [ | ||
{ | ||
"name": "stdout", | ||
"output_type": "stream", | ||
"text": [ | ||
"Fetching examples...\n" | ||
] | ||
}, | ||
{ | ||
"data": { | ||
"application/vnd.jupyter.widget-view+json": { | ||
"model_id": "5a2fad8c0c3549ec96a3b38fe8a002b0", | ||
"version_major": 2, | ||
"version_minor": 0 | ||
}, | ||
"text/plain": [ | ||
" 0%| | 0/21 [00:00<?, ?it/s]" | ||
] | ||
}, | ||
"metadata": {}, | ||
"output_type": "display_data" | ||
}, | ||
{ | ||
"name": "stdout", | ||
"output_type": "stream", | ||
"text": [ | ||
"Done fetching examples.\n" | ||
] | ||
} | ||
], | ||
"source": [ | ||
"download_public_dataset('https://api.smith.langchain.com/public/e95d45da-aaa3-44b3-ba2b-7c15ff6e46f5/examples')" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "841db832-b0d3-4fd1-8531-1154ec9b3caa", | ||
"metadata": {}, | ||
"source": [ | ||
"we can take a look at the first two examples" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 3, | ||
"id": "664e90fc-af84-4c5f-a3dd-5d9ffe649650", | ||
"metadata": { | ||
"tags": [] | ||
}, | ||
"outputs": [ | ||
{ | ||
"name": "stdout", | ||
"output_type": "stream", | ||
"text": [ | ||
"[\n", | ||
" {\n", | ||
" \"created_at\": \"2023-11-15T15:26:53.511629\",\n", | ||
" \"dataset_id\": \"9f73165c-d333-4d14-8f59-bd7eede5db08\",\n", | ||
" \"id\": \"0703a989-2693-4039-a1f6-7281fc1b4cb0\",\n", | ||
" \"inputs\": {\n", | ||
" \"question\": \"do bob and alice live in the same city?\"\n", | ||
" },\n", | ||
" \"modified_at\": \"2023-11-15T15:26:53.511629\",\n", | ||
" \"outputs\": {\n", | ||
" \"expected_steps\": [\n", | ||
" \"find_users_by_name\",\n", | ||
" \"get_user_location\",\n", | ||
" \"get_city_for_location\",\n", | ||
" \"get_user_location\",\n", | ||
" \"get_city_for_location\"\n", | ||
" ],\n", | ||
" \"order_matters\": false,\n", | ||
" \"reference\": \"no\"\n", | ||
" },\n", | ||
" \"runs\": []\n", | ||
" },\n", | ||
" {\n", | ||
" \"created_at\": \"2023-11-15T15:26:53.491359\",\n", | ||
" \"dataset_id\": \"9f73165c-d333-4d14-8f59-bd7eede5db08\",\n", | ||
" \"id\": \"b258b95a-9524-4da7-b758-c5481109322d\",\n", | ||
" \"inputs\": {\n", | ||
" \"question\": \"Is it likely that Donna is outside with an umbrella at this time?\"\n", | ||
" },\n", | ||
" \"modified_at\": \"2023-11-15T15:26:53.491359\",\n", | ||
" \"outputs\": {\n", | ||
" \"expected_steps\": [\n", | ||
" \"find_users_by_name\",\n", | ||
" \"get_user_location\",\n", | ||
" \"get_current_time_for_location\",\n", | ||
" \"get_current_weather_for_location\"\n", | ||
" ],\n", | ||
" \"order_matters\": false,\n", | ||
" \"reference\": \"yes\"\n", | ||
" },\n", | ||
" \"runs\": []\n", | ||
" }\n", | ||
"]\n" | ||
] | ||
} | ||
], | ||
"source": [ | ||
"import json\n", | ||
"with open('./e95d45da-aaa3-44b3-ba2b-7c15ff6e46f5.json', 'r', encoding='utf-8') as f:\n", | ||
" print(json.dumps(json.load(f)[:2], indent=2, sort_keys=True))" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "2c6cf01f-466b-406d-b4c7-2395747780fd", | ||
"metadata": {}, | ||
"source": [ | ||
"We can also clone the dataset to our local tenant" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "e4dea4df-2f1c-436b-a71c-49ffb2295ccc", | ||
"metadata": {}, | ||
"source": [ | ||
"Executing this command will clone the dataset to your local tenant. \n", | ||
"For this to work you must have a langsmith account set up." | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "18d0b905-2a6a-4752-a7cb-8653bd9049e3", | ||
"metadata": { | ||
"tags": [] | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"clone_public_dataset('https://api.smith.langchain.com/public/e95d45da-aaa3-44b3-ba2b-7c15ff6e46f5/examples', dataset_name='Agent Dataset')" | ||
] | ||
} | ||
], | ||
"metadata": { | ||
"kernelspec": { | ||
"display_name": "Python 3 (ipykernel)", | ||
"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": "3.9.6" | ||
} | ||
}, | ||
"nbformat": 4, | ||
"nbformat_minor": 5 | ||
} |