langchain/docs/extras/modules/chains/additional/openapi_openai.ipynb
os1ma 2667ddc686
Fix make docs_build and related scripts (#7276)
**Description: a description of the change**

Fixed `make docs_build` and related scripts which caused errors. There
are several changes.

First, I made the build of the documentation and the API Reference into
two separate commands. This is because it takes less time to build. The
commands for documents are `make docs_build`, `make docs_clean`, and
`make docs_linkcheck`. The commands for API Reference are `make
api_docs_build`, `api_docs_clean`, and `api_docs_linkcheck`.

It looked like `docs/.local_build.sh` could be used to build the
documentation, so I used that. Since `.local_build.sh` was also building
API Rerefence internally, I removed that process. `.local_build.sh` also
added some Bash options to stop in error or so. Futher more added `cd
"${SCRIPT_DIR}"` at the beginning so that the script will work no matter
which directory it is executed in.

`docs/api_reference/api_reference.rst` is removed, because which is
generated by `docs/api_reference/create_api_rst.py`, and added it to
.gitignore.

Finally, the description of CONTRIBUTING.md was modified.

**Issue: the issue # it fixes (if applicable)**

https://github.com/hwchase17/langchain/issues/6413

**Dependencies: any dependencies required for this change**

`nbdoc` was missing in group docs so it was added. I installed it with
the `poetry add --group docs nbdoc` command. I am concerned if any
modifications are needed to poetry.lock. I would greatly appreciate it
if you could pay close attention to this file during the review.

**Tag maintainer**
- General / Misc / if you don't know who to tag: @baskaryan

If this PR needs any additional changes, I'll be happy to make them!

---------

Co-authored-by: Bagatur <baskaryan@gmail.com>
2023-07-11 22:05:14 -04:00

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{
"cells": [
{
"cell_type": "markdown",
"id": "e734b314",
"metadata": {},
"source": [
"# OpenAPI calls with OpenAI functions\n",
"\n",
"In this notebook we'll show how to create a chain that automatically makes calls to an API based only on an OpenAPI spec. Under the hood, we're parsing the OpenAPI spec into a JSON schema that the OpenAI functions API can handle. This allows ChatGPT to automatically select and populate the relevant API call to make for any user input. Using the output of ChatGPT we then make the actual API call, and return the result."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "555661b5",
"metadata": {},
"outputs": [],
"source": [
"from langchain.chains.openai_functions.openapi import get_openapi_chain"
]
},
{
"cell_type": "markdown",
"id": "a95f510a",
"metadata": {},
"source": [
"## Query Klarna"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "08e19b64",
"metadata": {},
"outputs": [],
"source": [
"chain = get_openapi_chain(\n",
" \"https://www.klarna.com/us/shopping/public/openai/v0/api-docs/\"\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "3959f866",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'products': [{'name': \"Tommy Hilfiger Men's Short Sleeve Button-Down Shirt\",\n",
" 'url': 'https://www.klarna.com/us/shopping/pl/cl10001/3204878580/Clothing/Tommy-Hilfiger-Men-s-Short-Sleeve-Button-Down-Shirt/?utm_source=openai&ref-site=openai_plugin',\n",
" 'price': '$26.78',\n",
" 'attributes': ['Material:Linen,Cotton',\n",
" 'Target Group:Man',\n",
" 'Color:Gray,Pink,White,Blue,Beige,Black,Turquoise',\n",
" 'Size:S,XL,M,XXL']},\n",
" {'name': \"Van Heusen Men's Long Sleeve Button-Down Shirt\",\n",
" 'url': 'https://www.klarna.com/us/shopping/pl/cl10001/3201809514/Clothing/Van-Heusen-Men-s-Long-Sleeve-Button-Down-Shirt/?utm_source=openai&ref-site=openai_plugin',\n",
" 'price': '$18.89',\n",
" 'attributes': ['Material:Cotton',\n",
" 'Target Group:Man',\n",
" 'Color:Red,Gray,White,Blue',\n",
" 'Size:XL,XXL']},\n",
" {'name': 'Brixton Bowery Flannel Shirt',\n",
" 'url': 'https://www.klarna.com/us/shopping/pl/cl10001/3202331096/Clothing/Brixton-Bowery-Flannel-Shirt/?utm_source=openai&ref-site=openai_plugin',\n",
" 'price': '$34.48',\n",
" 'attributes': ['Material:Cotton',\n",
" 'Target Group:Man',\n",
" 'Color:Gray,Blue,Black,Orange',\n",
" 'Size:XL,3XL,4XL,5XL,L,M,XXL']},\n",
" {'name': 'Cubavera Four Pocket Guayabera Shirt',\n",
" 'url': 'https://www.klarna.com/us/shopping/pl/cl10001/3202055522/Clothing/Cubavera-Four-Pocket-Guayabera-Shirt/?utm_source=openai&ref-site=openai_plugin',\n",
" 'price': '$23.22',\n",
" 'attributes': ['Material:Polyester,Cotton',\n",
" 'Target Group:Man',\n",
" 'Color:Red,White,Blue,Black',\n",
" 'Size:S,XL,L,M,XXL']},\n",
" {'name': 'Theory Sylvain Shirt - Eclipse',\n",
" 'url': 'https://www.klarna.com/us/shopping/pl/cl10001/3202028254/Clothing/Theory-Sylvain-Shirt-Eclipse/?utm_source=openai&ref-site=openai_plugin',\n",
" 'price': '$86.01',\n",
" 'attributes': ['Material:Polyester,Cotton',\n",
" 'Target Group:Man',\n",
" 'Color:Blue',\n",
" 'Size:S,XL,XS,L,M,XXL']}]}"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"chain.run(\"What are some options for a men's large blue button down shirt\")"
]
},
{
"cell_type": "markdown",
"id": "6f648c77",
"metadata": {},
"source": [
"## Query a translation service\n",
"\n",
"Additionally, see the request payload by setting `verbose=True`"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "bf6cd695",
"metadata": {},
"outputs": [],
"source": [
"chain = get_openapi_chain(\"https://api.speak.com/openapi.yaml\", verbose=True)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "1ba51609",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"\u001b[1m> Entering new chain...\u001b[0m\n",
"\n",
"\n",
"\u001b[1m> Entering new chain...\u001b[0m\n",
"Prompt after formatting:\n",
"\u001b[32;1m\u001b[1;3mHuman: Use the provided API's to respond to this user query:\n",
"\n",
"How would you say no thanks in Russian\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n",
"\n",
"\n",
"\u001b[1m> Entering new chain...\u001b[0m\n",
"Calling endpoint \u001b[32;1m\u001b[1;3mtranslate\u001b[0m with arguments:\n",
"\u001b[32;1m\u001b[1;3m{\n",
" \"json\": {\n",
" \"phrase_to_translate\": \"no thanks\",\n",
" \"learning_language\": \"russian\",\n",
" \"native_language\": \"english\",\n",
" \"additional_context\": \"\",\n",
" \"full_query\": \"How would you say no thanks in Russian\"\n",
" }\n",
"}\u001b[0m\n",
"\u001b[1m> Finished chain.\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n"
]
},
{
"data": {
"text/plain": [
"{'explanation': '<translation language=\"Russian\">\\nНет, спасибо. (Net, spasibo)\\n</translation>\\n\\n<alternatives>\\n1. \"Нет, я в порядке\" *(Neutral/Formal - Can be used in professional settings or formal situations.)*\\n2. \"Нет, спасибо, я откажусь\" *(Formal - Can be used in polite settings, such as a fancy dinner with colleagues or acquaintances.)*\\n3. \"Не надо\" *(Informal - Can be used in informal situations, such as declining an offer from a friend.)*\\n</alternatives>\\n\\n<example-convo language=\"Russian\">\\n<context>Max is being offered a cigarette at a party.</context>\\n* Sasha: \"Хочешь покурить?\"\\n* Max: \"Нет, спасибо. Я бросил.\"\\n* Sasha: \"Окей, понятно.\"\\n</example-convo>\\n\\n*[Report an issue or leave feedback](https://speak.com/chatgpt?rid=noczaa460do8yqs8xjun6zdm})*',\n",
" 'extra_response_instructions': 'Use all information in the API response and fully render all Markdown.\\nAlways end your response with a link to report an issue or leave feedback on the plugin.'}"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"chain.run(\"How would you say no thanks in Russian\")"
]
},
{
"cell_type": "markdown",
"id": "4923a291",
"metadata": {},
"source": [
"## Query XKCD"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a9198f62",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"chain = get_openapi_chain(\n",
" \"https://gist.githubusercontent.com/roaldnefs/053e505b2b7a807290908fe9aa3e1f00/raw/0a212622ebfef501163f91e23803552411ed00e4/openapi.yaml\"\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "3110c398",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'month': '6',\n",
" 'num': 2793,\n",
" 'link': '',\n",
" 'year': '2023',\n",
" 'news': '',\n",
" 'safe_title': 'Garden Path Sentence',\n",
" 'transcript': '',\n",
" 'alt': 'Arboretum Owner Denied Standing in Garden Path Suit on Grounds Grounds Appealing Appealing',\n",
" 'img': 'https://imgs.xkcd.com/comics/garden_path_sentence.png',\n",
" 'title': 'Garden Path Sentence',\n",
" 'day': '23'}"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"chain.run(\"What's today's comic?\")"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "venv",
"language": "python",
"name": "venv"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.3"
}
},
"nbformat": 4,
"nbformat_minor": 5
}