tool-calls-stream.ts

#!/usr/bin/env -S npm run tsn -T

//
//
//
//
//
//
// Note: this file is provided for completeness,
// but much more convenient ways of streaming tool calls are available
// with the `.stream()` and `.runTools()` helpers.
//
// See the `tool-call-helpers.ts` and `stream.ts` examples for usage,
// or the README for documentation.
//
//
//
//
//
//

import util from 'util';
import OpenAI from 'openai';
import {
  ChatCompletionMessage,
  ChatCompletionChunk,
  ChatCompletionMessageParam,
} from 'openai/resources/chat';

// gets API Key from environment variable OPENAI_API_KEY
const openai = new OpenAI();

const tools: OpenAI.Chat.Completions.ChatCompletionTool[] = [
  {
    type: 'function',
    function: {
      name: 'list',
      description: 'list queries books by genre, and returns a list of names of books',
      parameters: {
        type: 'object',
        properties: {
          genre: { type: 'string', enum: ['mystery', 'nonfiction', 'memoir', 'romance', 'historical'] },
        },
      },
    },
  },
  {
    type: 'function',
    function: {
      name: 'search',
      description: 'search queries books by their name and returns a list of book names and their ids',
      parameters: {
        type: 'object',
        properties: {
          name: { type: 'string' },
        },
      },
    },
  },
  {
    type: 'function',
    function: {
      name: 'get',
      description:
        "get returns a book's detailed information based on the id of the book. Note that this does not accept names, and only IDs, which you can get by using search.",
      parameters: {
        type: 'object',
        properties: {
          id: { type: 'string' },
        },
      },
    },
  },
];

async function callTool(tool_call: OpenAI.Chat.Completions.ChatCompletionMessageToolCall): Promise<any> {
  if (tool_call.type !== 'function') throw new Error('Unexpected tool_call type:' + tool_call.type);
  const args = JSON.parse(tool_call.function.arguments);
  switch (tool_call.function.name) {
    case 'list':
      return await list(args['genre']);

    case 'search':
      return await search(args['name']);

    case 'get':
      return await get(args['id']);

    default:
      throw new Error('No function found');
  }
}

async function main() {
  const messages: ChatCompletionMessageParam[] = [
    {
      role: 'system',
      content:
        'Please use our book database, which you can access using functions to answer the following questions.',
    },
    {
      role: 'user',
      content:
        'I really enjoyed reading To Kill a Mockingbird, could you recommend me a book that is similar and tell me why?',
    },
  ];
  console.log(messages[0]);
  console.log();
  console.log(messages[1]);
  console.log();

  while (true) {
    const stream = await openai.chat.completions.create({
      model: 'gpt-3.5-turbo',
      messages,
      tools: tools,
      stream: true,
    });

    // Since the stream returns chunks, we need to build up the ChatCompletionMessage object.
    // We implement this logic in messageReducer, which coalesces deltas into the message.
    // `lineRewriter()` allows us to rewrite the last output with new text, which is one
    // way of forwarding the streamed output to a visual interface.
    let writeLine = lineRewriter();
    let message = {} as ChatCompletionMessage;
    for await (const chunk of stream) {
      message = messageReducer(message, chunk);
      writeLine(message);
    }
    console.log();
    messages.push(message);

    // If there are no tool calls, we're done and can exit this loop
    if (!message.tool_calls) {
      return;
    }

    // If there are tool calls, we generate a new message with the role 'tool' for each tool call.
    for (const toolCall of message.tool_calls) {
      const result = await callTool(toolCall);
      const newMessage = {
        tool_call_id: toolCall.id,
        role: 'tool' as const,
        name: toolCall.function.name,
        content: JSON.stringify(result),
      };
      console.log(newMessage);
      messages.push(newMessage);
    }
    console.log();
  }
}

function messageReducer(previous: ChatCompletionMessage, item: ChatCompletionChunk): ChatCompletionMessage {
  const reduce = (acc: any, delta: ChatCompletionChunk.Choice.Delta) => {
    acc = { ...acc };
    for (const [key, value] of Object.entries(delta)) {
      if (acc[key] === undefined || acc[key] === null) {
        acc[key] = value;
        //  OpenAI.Chat.Completions.ChatCompletionMessageToolCall does not have a key, .index
        if (Array.isArray(acc[key])) {
          for (const arr of acc[key]) {
            delete arr.index;
          }
        }
      } else if (typeof acc[key] === 'string' && typeof value === 'string') {
        acc[key] += value;
      } else if (typeof acc[key] === 'number' && typeof value === 'number') {
        acc[key] = value;
      } else if (Array.isArray(acc[key]) && Array.isArray(value)) {
        const accArray = acc[key];
        for (let i = 0; i < value.length; i++) {
          const { index, ...chunkTool } = value[i];
          if (index - accArray.length > 1) {
            throw new Error(
              `Error: An array has an empty value when tool_calls are constructed. tool_calls: ${accArray}; tool: ${value}`,
            );
          }
          accArray[index] = reduce(accArray[index], chunkTool);
        }
      } else if (typeof acc[key] === 'object' && typeof value === 'object') {
        acc[key] = reduce(acc[key], value);
      }
    }
    return acc;
  };
  return reduce(previous, item.choices[0]!.delta) as ChatCompletionMessage;
}

function lineRewriter() {
  let lastMessageLines = 0;
  return function write(value: any) {
    process.stdout.cursorTo(0);
    process.stdout.moveCursor(0, -lastMessageLines);

    // calculate where to move cursor back for the next move.
    const text = util.formatWithOptions({ colors: false, breakLength: Infinity, depth: 4 }, value);
    const __LINE_BREAK_PLACE_HOLDER__ = '__LINE_BREAK_PLACE_HOLDER__';
    const lines = text
      // @ts-ignore-error this requires es2021
      .replaceAll('\\n', __LINE_BREAK_PLACE_HOLDER__)
      .split('\n')
      // @ts-ignore-error this requires es2021
      .map((line: string) => line.replaceAll(__LINE_BREAK_PLACE_HOLDER__, '\\n'));
    lastMessageLines = -1;
    for (const line of lines) {
      const lineLength = line.length;
      lastMessageLines += Math.ceil(lineLength / process.stdout.columns);
    }
    lastMessageLines = Math.max(lastMessageLines, 0);

    process.stdout.clearScreenDown();
    process.stdout.write(util.formatWithOptions({ colors: true, breakLength: Infinity, depth: 4 }, value));
  };
}
const db: { id: string; name: string; genre: string; description: string }[] = [
  {
    id: 'a1',
    name: 'To Kill a Mockingbird',
    genre: 'historical',
    description: `Compassionate, dramatic, and deeply moving, "To Kill A Mockingbird" takes readers to the roots of human behavior - to innocence and experience, kindness and cruelty, love and hatred, humor and pathos. Now with over 18 million copies in print and translated into forty languages, this regional story by a young Alabama woman claims universal appeal. Harper Lee always considered her book to be a simple love story. Today it is regarded as a masterpiece of American literature.`,
  },
  {
    id: 'a2',
    name: 'All the Light We Cannot See',
    genre: 'historical',
    description: `In a mining town in Germany, Werner Pfennig, an orphan, grows up with his younger sister, enchanted by a crude radio they find that brings them news and stories from places they have never seen or imagined. Werner becomes an expert at building and fixing these crucial new instruments and is enlisted to use his talent to track down the resistance. Deftly interweaving the lives of Marie-Laure and Werner, Doerr illuminates the ways, against all odds, people try to be good to one another.`,
  },
  {
    id: 'a3',
    name: 'Where the Crawdads Sing',
    genre: 'historical',
    description: `For years, rumors of the “Marsh Girl” haunted Barkley Cove, a quiet fishing village. Kya Clark is barefoot and wild; unfit for polite society. So in late 1969, when the popular Chase Andrews is found dead, locals immediately suspect her.

But Kya is not what they say. A born naturalist with just one day of school, she takes life's lessons from the land, learning the real ways of the world from the dishonest signals of fireflies. But while she has the skills to live in solitude forever, the time comes when she yearns to be touched and loved. Drawn to two young men from town, who are each intrigued by her wild beauty, Kya opens herself to a new and startling world—until the unthinkable happens.`,
  },
];

async function list(genre: string) {
  return db.filter((item) => item.genre === genre).map((item) => ({ name: item.name, id: item.id }));
}

async function search(name: string) {
  return db.filter((item) => item.name.includes(name)).map((item) => ({ name: item.name, id: item.id }));
}

async function get(id: string) {
  return db.find((item) => item.id === id)!;
}

main();