mistralai[minor]: Add llms entrypoint, update chat model integration #5603
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,154 @@ | ||
| { | ||
| "cells": [ | ||
| { | ||
| "cell_type": "markdown", | ||
| "metadata": {}, | ||
| "source": [ | ||
| "# MistralAI\n", | ||
| "\n", | ||
| "Here's how you can initialize an `MistralAI` LLM instance:\n", | ||
| "\n", | ||
| "```{=mdx}\n", | ||
| "import IntegrationInstallTooltip from \"@mdx_components/integration_install_tooltip.mdx\";\n", | ||
| "import Npm2Yarn from \"@theme/Npm2Yarn\";\n", | ||
| "\n", | ||
| "<IntegrationInstallTooltip></IntegrationInstallTooltip>\n", | ||
| "\n", | ||
| "<Npm2Yarn>\n", | ||
| " @langchain/mistralai\n", | ||
| "</Npm2Yarn>\n", | ||
| "```\n" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "code", | ||
| "execution_count": 3, | ||
| "metadata": {}, | ||
| "outputs": [ | ||
| { | ||
| "name": "stdout", | ||
| "output_type": "stream", | ||
| "text": [ | ||
| "\n", | ||
| "console.log('hello world');\n", | ||
| "```\n", | ||
| "This will output 'hello world' to the console.\n" | ||
| ] | ||
| } | ||
| ], | ||
| "source": [ | ||
| "import { MistralAI } from \"@langchain/mistralai\";\n", | ||
| "\n", | ||
| "const model = new MistralAI({\n", | ||
| " model: \"codestral-latest\", // Defaults to \"codestral-latest\" if no model provided.\n", | ||
| " temperature: 0,\n", | ||
| " apiKey: \"YOUR-API-KEY\", // In Node.js defaults to process.env.MISTRAL_API_KEY\n", | ||
| "});\n", | ||
| "const res = await model.invoke(\n", | ||
| " \"You can print 'hello world' to the console in javascript like this:\\n```javascript\"\n", | ||
| ");\n", | ||
| "console.log(res);" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "markdown", | ||
| "metadata": {}, | ||
| "source": [ | ||
| "Since the Mistral LLM is a completions model, they also allow you to insert a `suffix` to the prompt. Suffixes can be passed via the call options when invoking a model like so:" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "code", | ||
| "execution_count": 4, | ||
| "metadata": {}, | ||
| "outputs": [ | ||
| { | ||
| "name": "stdout", | ||
| "output_type": "stream", | ||
| "text": [ | ||
| "\n", | ||
| "console.log('hello world');\n", | ||
| "```\n" | ||
| ] | ||
| } | ||
| ], | ||
| "source": [ | ||
| "const res = await model.invoke(\n", | ||
| " \"You can print 'hello world' to the console in javascript like this:\\n```javascript\", {\n", | ||
| " suffix: \"```\"\n", | ||
| " }\n", | ||
| ");\n", | ||
| "console.log(res);" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "markdown", | ||
| "metadata": {}, | ||
| "source": [ | ||
| "As seen in the first example, the model generated the requested `console.log('hello world')` code snippet, but also included extra unwanted text. By adding a suffix, we can constrain the model to only complete the prompt up to the suffix (in this case, three backticks). This allows us to easily parse the completion and extract only the desired response without the suffix using a custom output parser." | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "code", | ||
| "execution_count": 1, | ||
| "metadata": {}, | ||
| "outputs": [ | ||
| { | ||
| "name": "stdout", | ||
| "output_type": "stream", | ||
| "text": [ | ||
| "\n", | ||
| "console.log('hello world');\n", | ||
| "\n" | ||
| ] | ||
| } | ||
| ], | ||
| "source": [ | ||
| "import { MistralAI } from \"@langchain/mistralai\";\n", | ||
| "\n", | ||
| "const model = new MistralAI({\n", | ||
| " model: \"codestral-latest\",\n", | ||
| " temperature: 0,\n", | ||
| " apiKey: \"YOUR-API-KEY\",\n", | ||
| "});\n", | ||
| "\n", | ||
| "const suffix = \"```\";\n", | ||
| "\n", | ||
| "const customOutputParser = (input: string) => {\n", | ||
| " if (input.includes(suffix)) {\n", | ||
| " return input.split(suffix)[0];\n", | ||
| " }\n", | ||
| " throw new Error(\"Input does not contain suffix.\")\n", | ||
| "};\n", | ||
| "\n", | ||
| "const res = await model.invoke(\n", | ||
| " \"You can print 'hello world' to the console in javascript like this:\\n```javascript\", {\n", | ||
| " suffix,\n", | ||
| " }\n", | ||
| ");\n", | ||
| "\n", | ||
| "console.log(customOutputParser(res));" | ||
| ] | ||
| } | ||
| ], | ||
| "metadata": { | ||
| "kernelspec": { | ||
| "display_name": "TypeScript", | ||
| "language": "typescript", | ||
| "name": "tslab" | ||
| }, | ||
| "language_info": { | ||
| "codemirror_mode": { | ||
| "mode": "typescript", | ||
| "name": "javascript", | ||
| "typescript": true | ||
| }, | ||
| "file_extension": ".ts", | ||
| "mimetype": "text/typescript", | ||
| "name": "typescript", | ||
| "version": "3.7.2" | ||
| } | ||
| }, | ||
| "nbformat": 4, | ||
| "nbformat_minor": 2 | ||
| } |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -1,2 +1,3 @@ | ||
| export * from "./chat_models.js"; | ||
| export * from "./embeddings.js"; | ||
| export * from "./llms.js"; |
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Hey there! I've reviewed the code and noticed a change in the
modelinitialization, updating themodelproperty from "mistral-large" to "mistral-large-latest". I've flagged this for your review as it also accesses an environment variable usingprocess.env.MISTRAL_API_KEY. Keep up the great work!