diff --git a/.env.example b/.env.example new file mode 100644 index 0000000..ddda7fc --- /dev/null +++ b/.env.example @@ -0,0 +1 @@ +OPENAI_API_KEY=REPLACE diff --git a/package.json b/package.json index ce85229..84b6b43 100644 --- a/package.json +++ b/package.json @@ -25,6 +25,7 @@ "prepare": "husky" }, "dependencies": { - "dotenv": "^16.4.5" + "dotenv": "^16.4.5", + "openai": "^4.33.0" } } diff --git a/src/01-function-calling/index.ts b/src/01-function-calling/index.ts new file mode 100644 index 0000000..4cbbc0c --- /dev/null +++ b/src/01-function-calling/index.ts @@ -0,0 +1,248 @@ +/* + * This example demonstrates how to use the OpenAI API to create a chat completion that can call functions. + * + * The toy use case here is to ask for a list of artists. Depending on how the user phrases the question, the LLM + * will determine the correct function to call, then shape up the results into a nicely formatted response. + * + * Usage examples: + * + * bun run src/01-function-calling/index.ts "who is popular on artsy right now?" | jq + * bun run src/01-function-calling/index.ts "who is artsy into these days?" | jq + * bun run src/01-function-calling/index.ts "who is new on artsy?" | jq + * bun run src/01-function-calling/index.ts "give me the last 17 artists on artsy, alphabetically" | jq + */ + +import dotenv from "dotenv" +import OpenAI from "openai" + +dotenv.config() +const openai = new OpenAI() // uses `OPENAI_API_KEY` from .env + +/* + * Get user input + */ + +const input = + process.argv.slice(2).join(" ") || "Who's trending on Artsy right now?" + +/* + * Create the message payload for the chat completion + */ + +const messages: OpenAI.Chat.Completions.ChatCompletionMessageParam[] = [ + { + role: "system", + content: + `You are a helpful assistant that can provide information about the art world via Artsy's platform. ` + + ` ` + + `If you receive a question that cannot be answered with one of your known tools, do not force a tool response. ` + + `Instead ask for clarification or say that you don't know how to answer the question. ` + + ` `, + }, + { + role: "user", + content: input, + }, +] + +/* + * Define the tools that the chat completion can use: + * + * 1. get_artists: Get a list of artists on Artsy + * 2. get_curated_artists: Get a list of curated artists on Artsy + */ + +const tools: OpenAI.Chat.Completions.ChatCompletionTool[] = [ + { + type: "function", + function: { + name: "get_artists", + description: `Get a list of artists on Artsy. Artists may be sorted chronologically by creation date, alphabetically by name, or in descending order of a popularity/trending score.`, + parameters: { + type: "object", + properties: { + size: { + type: "integer", + description: "The number of artists to return", + default: 5, + minimum: 1, + maximum: 20, + }, + sort: { + type: "string", + description: "The sort order in which to return artists", + default: "SORTABLE_ID_ASC", + enum: [ + "CREATED_AT_ASC", + "CREATED_AT_DESC", + "SORTABLE_ID_ASC", + "SORTABLE_ID_DESC", + "TRENDING_DESC", + ], + }, + }, + }, + }, + }, + { + type: "function", + function: { + name: "get_curated_artists", + description: `Get a list of curated artists on Artsy. These are artists whose works have been highlighted by Artsy curators, and may change from week to week.`, + parameters: { + type: "object", + properties: { + size: { + type: "integer", + description: "The number of artists to return", + default: 5, + minimum: 1, + maximum: 20, + }, + }, + }, + }, + }, +] + +async function main() { + /* + * Call the chat completion and get the initial response, which may be a simple response or a function call + */ + + const response = await openai.chat.completions.create({ + model: "gpt-3.5-turbo", + temperature: 0, + messages, + tools, + tool_choice: "auto", + }) + + console.log(JSON.stringify(messages)) + console.log(JSON.stringify(response.choices[0].message)) + + /* + * If the response WAS a function call, then actually call the function (locally defined, further down) to get the result from Artsy's API + */ + + if (response.choices[0].finish_reason === "tool_calls") { + const name = response.choices[0].message.tool_calls?.[0].function.name + const args = JSON.parse( + response.choices[0].message.tool_calls?.[0].function.arguments || "null" + ) + + let artists + + if (name === "get_artists") { + artists = await get_artists(args) + console.log(JSON.stringify(artists)) + } + + if (name === "get_curated_artists") { + artists = await get_curated_artists(args) + console.log(JSON.stringify(artists)) + } + + if (artists) { + const response = await openai.chat.completions.create({ + model: "gpt-3.5-turbo", + temperature: 0, + messages: [ + { + role: "user", + content: ` + Based on the following JSON context, return a nicely formatted bullet list of artists. + Each artist entry should contain a name, nationality, birth/death dates, as well as + a link to their Artsy profile in the form https://www.artsy.net/artist/. + + An example entry would look like this: + - [Vincent van Gogh](https://www.artsy.net/artist/vincent-van-gogh) (Dutch, 1853–1890) + + Make sure you use all of the items in the context. + + Context + ''' + ${JSON.stringify(artists, null, 2)} + ''' + `, + }, + ], + }) + + console.error(response.choices[0].message.content) + } + } +} + +/* + * Define the get_artists() and get_curated_artists() functions that can be called by the chat completion + */ + +async function get_artists(args: { size: number; sort: string }) { + const query = `query GetArtists($size: Int!, $sort: ArtistSorts) { + artists(size: $size, sort: $sort) { + slug + name + formattedNationalityAndBirthday + counts { + forSaleArtworks + } + } + }` + + const variables = { + size: args.size, + sort: args.sort, + } + + const response = await metaphysics({ query, variables }) + return response +} + +async function get_curated_artists(args: { size: number }) { + const query = `query GetCuratedArtists($size: Int!) { + curatedTrendingArtists(first: $size) { + edges { + node { + slug + name + formattedNationalityAndBirthday + counts { + forSaleArtworks + } + } + } + } + }` + + const variables = { + size: args.size, + } + + const response = await metaphysics({ query, variables }) + return response +} + +/* + * Define the API helpers the the function calls will make use of + */ + +async function metaphysics(args: { + query: string + variables: Record +}) { + const { query, variables } = args + + const url = "https://metaphysics-production.artsy.net/v2" + const headers = { + "Content-Type": "application/json", + } + const body = JSON.stringify({ query, variables }) + const options = { method: "POST", headers, body } + + const response = await fetch(url, options) + const json = await response.json() + return json +} + +main() diff --git a/yarn.lock b/yarn.lock index e166b27..2d5c687 100644 --- a/yarn.lock +++ b/yarn.lock @@ -199,6 +199,28 @@ resolved "https://registry.yarnpkg.com/@types/json-schema/-/json-schema-7.0.15.tgz#596a1747233694d50f6ad8a7869fcb6f56cf5841" integrity sha512-5+fP8P8MFNC+AyZCDxrB2pkZFPGzqQWUzpSeuuVLvm8VMcorNYavBqoFcxK8bQz4Qsbn4oUEEem4wDLfcysGHA== +"@types/node-fetch@^2.6.4": + version 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"https://registry.yarnpkg.com/@types/semver/-/semver-7.5.8.tgz#8268a8c57a3e4abd25c165ecd36237db7948a55e" @@ -290,6 +312,13 @@ "@typescript-eslint/types" "7.6.0" eslint-visitor-keys "^3.4.3" +abort-controller@^3.0.0: + version "3.0.0" + resolved "https://registry.yarnpkg.com/abort-controller/-/abort-controller-3.0.0.tgz#eaf54d53b62bae4138e809ca225c8439a6efb392" + integrity sha512-h8lQ8tacZYnR3vNQTgibj+tODHI5/+l06Au2Pcriv/Gmet0eaj4TwWH41sO9wnHDiQsEj19q0drzdWdeAHtweg== + dependencies: + event-target-shim "^5.0.0" + acorn-jsx@^5.3.2: version "5.3.2" resolved "https://registry.yarnpkg.com/acorn-jsx/-/acorn-jsx-5.3.2.tgz#7ed5bb55908b3b2f1bc55c6af1653bada7f07937" @@ -300,6 +329,13 @@ acorn@^8.11.3: resolved "https://registry.yarnpkg.com/acorn/-/acorn-8.11.3.tgz#71e0b14e13a4ec160724b38fb7b0f233b1b81d7a" integrity sha512-Y9rRfJG5jcKOE0CLisYbojUjIrIEE7AGMzA/Sm4BslANhbS+cDMpgBdcPT91oJ7OuJ9hYJBx59RjbhxVnrF8Xg== +agentkeepalive@^4.2.1: + version "4.5.0" + resolved "https://registry.yarnpkg.com/agentkeepalive/-/agentkeepalive-4.5.0.tgz#2673ad1389b3c418c5a20c5d7364f93ca04be923" + integrity sha512-5GG/5IbQQpC9FpkRGsSvZI5QYeSCzlJHdpBQntCsuTOxhKD8lqKhrleg2Yi7yvMIf82Ycmmqln9U8V9qwEiJew== + dependencies: + humanize-ms "^1.2.1" + ajv@^6.12.4: version "6.12.6" resolved "https://registry.yarnpkg.com/ajv/-/ajv-6.12.6.tgz#baf5a62e802b07d977034586f8c3baf5adf26df4" @@ -347,6 +383,11 @@ array-union@^2.1.0: resolved "https://registry.yarnpkg.com/array-union/-/array-union-2.1.0.tgz#b798420adbeb1de828d84acd8a2e23d3efe85e8d" integrity sha512-HGyxoOTYUyCM6stUe6EJgnd4EoewAI7zMdfqO+kGjnlZmBDz/cR5pf8r/cR4Wq60sL/p0IkcjUEEPwS3GFrIyw== +asynckit@^0.4.0: + version "0.4.0" + resolved "https://registry.yarnpkg.com/asynckit/-/asynckit-0.4.0.tgz#c79ed97f7f34cb8f2ba1bc9790bcc366474b4b79" + integrity sha512-Oei9OH4tRh0YqU3GxhX79dM/mwVgvbZJaSNaRk+bshkj0S5cfHcgYakreBjrHwatXKbz+IoIdYLxrKim2MjW0Q== + balanced-match@^1.0.0: version "1.0.2" resolved "https://registry.yarnpkg.com/balanced-match/-/balanced-match-1.0.2.tgz#e83e3a7e3f300b34cb9d87f615fa0cbf357690ee" @@ -424,6 +465,13 @@ colorette@^2.0.20: resolved "https://registry.yarnpkg.com/colorette/-/colorette-2.0.20.tgz#9eb793e6833067f7235902fcd3b09917a000a95a" integrity sha512-IfEDxwoWIjkeXL1eXcDiow4UbKjhLdq6/EuSVR9GMN7KVH3r9gQ83e73hsz1Nd1T3ijd5xv1wcWRYO+D6kCI2w== +combined-stream@^1.0.8: + version "1.0.8" + resolved "https://registry.yarnpkg.com/combined-stream/-/combined-stream-1.0.8.tgz#c3d45a8b34fd730631a110a8a2520682b31d5a7f" + integrity sha512-FQN4MRfuJeHf7cBbBMJFXhKSDq+2kAArBlmRBvcvFE5BB1HZKXtSFASDhdlz9zOYwxh8lDdnvmMOe/+5cdoEdg== + dependencies: + delayed-stream "~1.0.0" + commander@11.1.0: version "11.1.0" resolved "https://registry.yarnpkg.com/commander/-/commander-11.1.0.tgz#62fdce76006a68e5c1ab3314dc92e800eb83d906" @@ -455,6 +503,11 @@ deep-is@^0.1.3: resolved "https://registry.yarnpkg.com/deep-is/-/deep-is-0.1.4.tgz#a6f2dce612fadd2ef1f519b73551f17e85199831" integrity 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