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378 lines
16 KiB
Plaintext
378 lines
16 KiB
Plaintext
2 years ago
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{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "16763ed3",
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"metadata": {},
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"source": [
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2 years ago
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"# Zapier Natural Language Actions API\n",
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2 years ago
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"\\\n",
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1 year ago
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"Full docs here: https://nla.zapier.com/start/\n",
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2 years ago
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"\n",
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"**Zapier Natural Language Actions** gives you access to the 5k+ apps, 20k+ actions on Zapier's platform through a natural language API interface.\n",
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"\n",
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"NLA supports apps like Gmail, Salesforce, Trello, Slack, Asana, HubSpot, Google Sheets, Microsoft Teams, and thousands more apps: https://zapier.com/apps\n",
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"\n",
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"Zapier NLA handles ALL the underlying API auth and translation from natural language --> underlying API call --> return simplified output for LLMs. The key idea is you, or your users, expose a set of actions via an oauth-like setup window, which you can then query and execute via a REST API.\n",
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"\n",
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"NLA offers both API Key and OAuth for signing NLA API requests.\n",
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"\n",
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"1. Server-side (API Key): for quickly getting started, testing, and production scenarios where LangChain will only use actions exposed in the developer's Zapier account (and will use the developer's connected accounts on Zapier.com)\n",
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"\n",
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"2. User-facing (Oauth): for production scenarios where you are deploying an end-user facing application and LangChain needs access to end-user's exposed actions and connected accounts on Zapier.com\n",
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"\n",
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1 year ago
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"This quick start will focus mostly on the server-side use case for brevity. Jump to [Example Using OAuth Access Token](#oauth) to see a short example how to set up Zapier for user-facing situations. Review [full docs](https://nla.zapier.com/start/) for full user-facing oauth developer support.\n",
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2 years ago
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"\n",
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"This example goes over how to use the Zapier integration with a `SimpleSequentialChain`, then an `Agent`.\n",
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"In code, below:"
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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": "5cf33377",
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"metadata": {},
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"outputs": [],
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"source": [
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"import os\n",
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"\n",
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"# get from https://platform.openai.com/\n",
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"os.environ[\"OPENAI_API_KEY\"] = os.environ.get(\"OPENAI_API_KEY\", \"\")\n",
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"\n",
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1 year ago
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"# get from https://nla.zapier.com/docs/authentication/ after logging in):\n",
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2 years ago
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"os.environ[\"ZAPIER_NLA_API_KEY\"] = os.environ.get(\"ZAPIER_NLA_API_KEY\", \"\")"
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]
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},
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{
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"cell_type": "markdown",
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"id": "4881b484-1b97-478f-b206-aec407ceff66",
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"metadata": {},
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"source": [
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"## Example with Agent\n",
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"Zapier tools can be used with an agent. See the example below."
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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": "b2044b17-c941-4ffb-8a03-027a35e2df81",
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"metadata": {
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"tags": []
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},
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"outputs": [],
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"source": [
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"from langchain.llms import OpenAI\n",
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"from langchain.agents import initialize_agent\n",
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"from langchain.agents.agent_toolkits import ZapierToolkit\n",
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1 year ago
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"from langchain.agents import AgentType\n",
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2 years ago
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"from langchain.utilities.zapier import ZapierNLAWrapper"
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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": "7b505eeb",
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"metadata": {},
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"outputs": [],
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"source": [
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"## step 0. expose gmail 'find email' and slack 'send channel message' actions\n",
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"\n",
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"# first go here, log in, expose (enable) the two actions: https://nla.zapier.com/demo/start -- for this example, can leave all fields \"Have AI guess\"\n",
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"# in an oauth scenario, you'd get your own <provider> id (instead of 'demo') which you route your users through first"
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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": "cab18227-c232-4214-9256-bb8dd352266c",
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"metadata": {
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"tags": []
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},
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"outputs": [],
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"source": [
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"llm = OpenAI(temperature=0)\n",
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"zapier = ZapierNLAWrapper()\n",
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"toolkit = ZapierToolkit.from_zapier_nla_wrapper(zapier)\n",
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1 year ago
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"agent = initialize_agent(\n",
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" toolkit.get_tools(), llm, agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION, verbose=True\n",
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")"
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2 years ago
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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": "f94713de-b64d-465f-a087-00288b5f80ec",
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"metadata": {
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"tags": []
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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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"\n",
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"\n",
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"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
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"\u001b[32;1m\u001b[1;3m I need to find the email and summarize it.\n",
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"Action: Gmail: Find Email\n",
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"Action Input: Find the latest email from Silicon Valley Bank\u001b[0m\n",
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"Observation: \u001b[31;1m\u001b[1;3m{\"from__name\": \"Silicon Valley Bridge Bank, N.A.\", \"from__email\": \"sreply@svb.com\", \"body_plain\": \"Dear Clients, After chaotic, tumultuous & stressful days, we have clarity on path for SVB, FDIC is fully insuring all deposits & have an ask for clients & partners as we rebuild. Tim Mayopoulos <https://eml.svb.com/NjEwLUtBSy0yNjYAAAGKgoxUeBCLAyF_NxON97X4rKEaNBLG\", \"reply_to__email\": \"sreply@svb.com\", \"subject\": \"Meet the new CEO Tim Mayopoulos\", \"date\": \"Tue, 14 Mar 2023 23:42:29 -0500 (CDT)\", \"message_url\": \"https://mail.google.com/mail/u/0/#inbox/186e393b13cfdf0a\", \"attachment_count\": \"0\", \"to__emails\": \"ankush@langchain.dev\", \"message_id\": \"186e393b13cfdf0a\", \"labels\": \"IMPORTANT, CATEGORY_UPDATES, INBOX\"}\u001b[0m\n",
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"Thought:\u001b[32;1m\u001b[1;3m I need to summarize the email and send it to the #test-zapier channel in Slack.\n",
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"Action: Slack: Send Channel Message\n",
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"Action Input: Send a slack message to the #test-zapier channel with the text \"Silicon Valley Bank has announced that Tim Mayopoulos is the new CEO. FDIC is fully insuring all deposits and they have an ask for clients and partners as they rebuild.\"\u001b[0m\n",
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"Observation: \u001b[36;1m\u001b[1;3m{\"message__text\": \"Silicon Valley Bank has announced that Tim Mayopoulos is the new CEO. FDIC is fully insuring all deposits and they have an ask for clients and partners as they rebuild.\", \"message__permalink\": \"https://langchain.slack.com/archives/C04TSGU0RA7/p1678859932375259\", \"channel\": \"C04TSGU0RA7\", \"message__bot_profile__name\": \"Zapier\", \"message__team\": \"T04F8K3FZB5\", \"message__bot_id\": \"B04TRV4R74K\", \"message__bot_profile__deleted\": \"false\", \"message__bot_profile__app_id\": \"A024R9PQM\", \"ts_time\": \"2023-03-15T05:58:52Z\", \"message__bot_profile__icons__image_36\": \"https://avatars.slack-edge.com/2022-08-02/3888649620612_f864dc1bb794cf7d82b0_36.png\", \"message__blocks[]block_id\": \"kdZZ\", \"message__blocks[]elements[]type\": \"['rich_text_section']\"}\u001b[0m\n",
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"Thought:\u001b[32;1m\u001b[1;3m I now know the final answer.\n",
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"Final Answer: I have sent a summary of the last email from Silicon Valley Bank to the #test-zapier channel in Slack.\u001b[0m\n",
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"\n",
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"\u001b[1m> Finished chain.\u001b[0m\n"
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]
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},
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{
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"data": {
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"text/plain": [
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"'I have sent a summary of the last email from Silicon Valley Bank to the #test-zapier channel in Slack.'"
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]
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},
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"execution_count": 6,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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1 year ago
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"agent.run(\n",
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" \"Summarize the last email I received regarding Silicon Valley Bank. Send the summary to the #test-zapier channel in slack.\"\n",
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")"
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2 years ago
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]
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},
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{
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"cell_type": "markdown",
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"id": "bcdea831",
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"metadata": {},
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"source": [
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1 year ago
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"## Example with SimpleSequentialChain\n",
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2 years ago
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"If you need more explicit control, use a chain, like below."
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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": "10a46e7e",
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"metadata": {
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"tags": []
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},
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"outputs": [],
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"source": [
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"from langchain.llms import OpenAI\n",
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"from langchain.chains import LLMChain, TransformChain, SimpleSequentialChain\n",
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"from langchain.prompts import PromptTemplate\n",
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"from langchain.tools.zapier.tool import ZapierNLARunAction\n",
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"from langchain.utilities.zapier import ZapierNLAWrapper"
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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": "b9358048",
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"metadata": {
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"tags": []
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},
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"outputs": [],
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"source": [
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"## step 0. expose gmail 'find email' and slack 'send direct message' actions\n",
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"\n",
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"# first go here, log in, expose (enable) the two actions: https://nla.zapier.com/demo/start -- for this example, can leave all fields \"Have AI guess\"\n",
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"# in an oauth scenario, you'd get your own <provider> id (instead of 'demo') which you route your users through first\n",
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"\n",
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"actions = ZapierNLAWrapper().list()"
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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": "4e80f461",
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"metadata": {},
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"outputs": [],
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"source": [
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"## step 1. gmail find email\n",
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"\n",
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"GMAIL_SEARCH_INSTRUCTIONS = \"Grab the latest email from Silicon Valley Bank\"\n",
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"\n",
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1 year ago
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"\n",
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2 years ago
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"def nla_gmail(inputs):\n",
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1 year ago
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" action = next(\n",
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" (a for a in actions if a[\"description\"].startswith(\"Gmail: Find Email\")), None\n",
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" )\n",
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" return {\n",
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" \"email_data\": ZapierNLARunAction(\n",
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" action_id=action[\"id\"],\n",
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" zapier_description=action[\"description\"],\n",
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" params_schema=action[\"params\"],\n",
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" ).run(inputs[\"instructions\"])\n",
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" }\n",
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"\n",
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"\n",
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"gmail_chain = TransformChain(\n",
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" input_variables=[\"instructions\"],\n",
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" output_variables=[\"email_data\"],\n",
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" transform=nla_gmail,\n",
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")"
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2 years ago
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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": "46893233",
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"metadata": {},
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"outputs": [],
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"source": [
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"## step 2. generate draft reply\n",
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"\n",
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"template = \"\"\"You are an assisstant who drafts replies to an incoming email. Output draft reply in plain text (not JSON).\n",
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"\n",
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"Incoming email:\n",
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"{email_data}\n",
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"\n",
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"Draft email reply:\"\"\"\n",
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"\n",
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"prompt_template = PromptTemplate(input_variables=[\"email_data\"], template=template)\n",
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1 year ago
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"reply_chain = LLMChain(llm=OpenAI(temperature=0.7), prompt=prompt_template)"
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2 years ago
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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": 11,
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"id": "cd85c4f8",
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"metadata": {},
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"outputs": [],
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"source": [
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"## step 3. send draft reply via a slack direct message\n",
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"\n",
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"SLACK_HANDLE = \"@Ankush Gola\"\n",
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"\n",
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1 year ago
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"\n",
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2 years ago
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"def nla_slack(inputs):\n",
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1 year ago
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" action = next(\n",
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" (\n",
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" a\n",
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" for a in actions\n",
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" if a[\"description\"].startswith(\"Slack: Send Direct Message\")\n",
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" ),\n",
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" None,\n",
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" )\n",
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2 years ago
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" instructions = f'Send this to {SLACK_HANDLE} in Slack: {inputs[\"draft_reply\"]}'\n",
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1 year ago
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" return {\n",
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" \"slack_data\": ZapierNLARunAction(\n",
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" action_id=action[\"id\"],\n",
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" zapier_description=action[\"description\"],\n",
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" params_schema=action[\"params\"],\n",
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" ).run(instructions)\n",
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" }\n",
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"\n",
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"\n",
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"slack_chain = TransformChain(\n",
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" input_variables=[\"draft_reply\"],\n",
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" output_variables=[\"slack_data\"],\n",
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" transform=nla_slack,\n",
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")"
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2 years ago
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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": 12,
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"id": "4829cab4",
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"metadata": {},
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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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"\n",
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"\n",
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"\u001b[1m> Entering new SimpleSequentialChain chain...\u001b[0m\n",
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"\u001b[36;1m\u001b[1;3m{\"from__name\": \"Silicon Valley Bridge Bank, N.A.\", \"from__email\": \"sreply@svb.com\", \"body_plain\": \"Dear Clients, After chaotic, tumultuous & stressful days, we have clarity on path for SVB, FDIC is fully insuring all deposits & have an ask for clients & partners as we rebuild. Tim Mayopoulos <https://eml.svb.com/NjEwLUtBSy0yNjYAAAGKgoxUeBCLAyF_NxON97X4rKEaNBLG\", \"reply_to__email\": \"sreply@svb.com\", \"subject\": \"Meet the new CEO Tim Mayopoulos\", \"date\": \"Tue, 14 Mar 2023 23:42:29 -0500 (CDT)\", \"message_url\": \"https://mail.google.com/mail/u/0/#inbox/186e393b13cfdf0a\", \"attachment_count\": \"0\", \"to__emails\": \"ankush@langchain.dev\", \"message_id\": \"186e393b13cfdf0a\", \"labels\": \"IMPORTANT, CATEGORY_UPDATES, INBOX\"}\u001b[0m\n",
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"\u001b[33;1m\u001b[1;3m\n",
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"Dear Silicon Valley Bridge Bank, \n",
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"\n",
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||
|
|
"Thank you for your email and the update regarding your new CEO Tim Mayopoulos. We appreciate your dedication to keeping your clients and partners informed and we look forward to continuing our relationship with you. \n",
|
||
|
|
"\n",
|
||
|
|
"Best regards, \n",
|
||
|
|
"[Your Name]\u001b[0m\n",
|
||
|
|
"\u001b[38;5;200m\u001b[1;3m{\"message__text\": \"Dear Silicon Valley Bridge Bank, \\n\\nThank you for your email and the update regarding your new CEO Tim Mayopoulos. We appreciate your dedication to keeping your clients and partners informed and we look forward to continuing our relationship with you. \\n\\nBest regards, \\n[Your Name]\", \"message__permalink\": \"https://langchain.slack.com/archives/D04TKF5BBHU/p1678859968241629\", \"channel\": \"D04TKF5BBHU\", \"message__bot_profile__name\": \"Zapier\", \"message__team\": \"T04F8K3FZB5\", \"message__bot_id\": \"B04TRV4R74K\", \"message__bot_profile__deleted\": \"false\", \"message__bot_profile__app_id\": \"A024R9PQM\", \"ts_time\": \"2023-03-15T05:59:28Z\", \"message__blocks[]block_id\": \"p7i\", \"message__blocks[]elements[]elements[]type\": \"[['text']]\", \"message__blocks[]elements[]type\": \"['rich_text_section']\"}\u001b[0m\n",
|
||
|
|
"\n",
|
||
|
|
"\u001b[1m> Finished chain.\u001b[0m\n"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"text/plain": [
|
||
|
|
"'{\"message__text\": \"Dear Silicon Valley Bridge Bank, \\\\n\\\\nThank you for your email and the update regarding your new CEO Tim Mayopoulos. We appreciate your dedication to keeping your clients and partners informed and we look forward to continuing our relationship with you. \\\\n\\\\nBest regards, \\\\n[Your Name]\", \"message__permalink\": \"https://langchain.slack.com/archives/D04TKF5BBHU/p1678859968241629\", \"channel\": \"D04TKF5BBHU\", \"message__bot_profile__name\": \"Zapier\", \"message__team\": \"T04F8K3FZB5\", \"message__bot_id\": \"B04TRV4R74K\", \"message__bot_profile__deleted\": \"false\", \"message__bot_profile__app_id\": \"A024R9PQM\", \"ts_time\": \"2023-03-15T05:59:28Z\", \"message__blocks[]block_id\": \"p7i\", \"message__blocks[]elements[]elements[]type\": \"[[\\'text\\']]\", \"message__blocks[]elements[]type\": \"[\\'rich_text_section\\']\"}'"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"execution_count": 12,
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "execute_result"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"## finally, execute\n",
|
||
|
|
"\n",
|
||
|
1 year ago
|
"overall_chain = SimpleSequentialChain(\n",
|
||
|
|
" chains=[gmail_chain, reply_chain, slack_chain], verbose=True\n",
|
||
|
|
")\n",
|
||
|
2 years ago
|
"overall_chain.run(GMAIL_SEARCH_INSTRUCTIONS)"
|
||
|
|
]
|
||
|
|
},
|
||
|
1 year ago
|
{
|
||
|
|
"cell_type": "markdown",
|
||
|
|
"id": "09ff954e-45f2-4595-92ea-91627abde4a0",
|
||
|
|
"metadata": {},
|
||
|
|
"source": [
|
||
|
|
"## <a id=\"oauth\">Example Using OAuth Access Token</a>\n",
|
||
|
|
"The below snippet shows how to initialize the wrapper with a procured OAuth access token. Note the argument being passed in as opposed to setting an environment variable. Review the [authentication docs](https://nla.zapier.com/docs/authentication/#oauth-credentials) for full user-facing oauth developer support.\n",
|
||
|
|
"\n",
|
||
|
|
"The developer is tasked with handling the OAuth handshaking to procure and refresh the access token."
|
||
|
|
]
|
||
|
|
},
|
||
|
2 years ago
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
1 year ago
|
"id": "7c6835c8",
|
||
|
2 years ago
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
1 year ago
|
"source": [
|
||
|
|
"llm = OpenAI(temperature=0)\n",
|
||
1 year ago
|
"zapier = ZapierNLAWrapper(zapier_nla_oauth_access_token=\"<fill in access token here>\")\n",
|
||
|
1 year ago
|
"toolkit = ZapierToolkit.from_zapier_nla_wrapper(zapier)\n",
|
||
|
|
"agent = initialize_agent(\n",
|
||
|
|
" toolkit.get_tools(), llm, agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION, verbose=True\n",
|
||
|
|
")\n",
|
||
|
|
"\n",
|
||
|
|
"agent.run(\n",
|
||
|
|
" \"Summarize the last email I received regarding Silicon Valley Bank. Send the summary to the #test-zapier channel in slack.\"\n",
|
||
|
|
")"
|
||
|
|
]
|
||
|
2 years ago
|
}
|
||
|
|
],
|
||
|
|
"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",
|
||
|
2 years ago
|
"version": "3.9.1"
|
||
|
2 years ago
|
}
|
||
|
|
},
|
||
|
|
"nbformat": 4,
|
||
|
|
"nbformat_minor": 5
|
||
|
|
}
|