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+1,15 @@ +[tool.poetry] +name = "init" +version = "0.1.0" +description = "" +authors = ["Valery Verkhoturov "] +readme = "README.md" + +[tool.poetry.dependencies] +python = "^3.10" +jupyter = "^1.0.0" + + +[build-system] +requires = ["poetry-core"] +build-backend = "poetry.core.masonry.api" diff --git a/course-work/init/yagpt/__init__.py b/course-work/init/yagpt/__init__.py new file mode 100644 index 0000000..d057a88 --- /dev/null +++ b/course-work/init/yagpt/__init__.py @@ -0,0 +1,101 @@ +import os +import requests +from typing import List + +KEY = os.getenv("KEY") +if (KEY is None): + raise Exception("KEY does not exist in .env") + + +class Message: + def __init__(self, role: str, text: str): + self.role = role + self.text = text + + +class TextGeneration: + @staticmethod + def chat(messages: List[Message], instruction: str, temperature: float = 0.5, max_tokens: int = 2000): + url = "https://llm.api.cloud.yandex.net/llm/v1alpha/chat" + + headers = { + "Content-Type": "application/json", + "Authorization": f"Api-Key {KEY}" + } + + data = { + "model": "general", + "generationOptions": { + # "partialResults": True, + "temperature": temperature, + "maxTokens": max_tokens + }, + "messages": list(map(lambda msg: vars(msg), messages)), + "instructionText": instruction + } + + response = requests.post(url, json=data, headers=headers) + + if response.status_code == 200: + response_data = response.json() + # Example: + # {'result': {'message': {'role': 'Ассистент', 'text': 'Привет! Чем я могу вам помочь?'}, 'num_tokens': '21'}} + return response_data + else: + print("Request failed with status code:", response.status_code) + + @staticmethod + def instruct(request_text: str, instruction: str, temperature: float = 0.5, max_tokens: int = 2000): + url = "https://llm.api.cloud.yandex.net/llm/v1alpha/instruct" + + headers = { + "Content-Type": "application/json", + "Authorization": f"Api-Key {KEY}" + } + + data = { + "model": "general", + "generationOptions": { + # "partialResults": True, + "temperature": temperature, + "maxTokens": max_tokens + }, + "requestText": request_text, + "instructionText": instruction + } + + response = requests.post(url, json=data, headers=headers) + + if response.status_code == 200: + response_data = response.json() + # Example: + # {'result': {'alternatives': [{'text': 'Здравствуйте! Я всегда готов помочь вам с любыми вопросами или задачами. Чем я могу вам помочь сегодня?', 'score': -0.491208016872406, 'num_tokens': '20'}], 'num_prompt_tokens': '8'}} + return response_data + else: + print("Request failed with status code:", response.status_code) + + +class Tokenizer: + @staticmethod + def tokenize(text: str): + url = "https://llm.api.cloud.yandex.net/llm/v1alpha/tokenize" + + headers = { + "Content-Type": "application/json", + "Authorization": f"Api-Key {KEY}" + } + + data = { + "model": "general", + "text": text + } + + response = requests.post(url, json=data, headers=headers) + + if response.status_code == 200: + response_data = response.json() + # Example: + # {'tokens': [{'id': '0', 'text': '', 'special': True}, {'id': '763', 'text': '▁как', 'special': False}, {'id': '1731', 'text': '▁дела', 'special': False}, {'id': '125917', 'text': '?', 'special': False}, {'id': '4', 'text': '[SEP]', 'special': True}]} + return response_data + else: + print("Request failed with status code:", response.status_code) \ No newline at end of file diff --git a/course-work/init/yandex-gpt-generation.ipynb b/course-work/init/yandex-gpt-generation.ipynb new file mode 100644 index 0000000..b8ce110 --- /dev/null +++ b/course-work/init/yandex-gpt-generation.ipynb @@ -0,0 +1,125 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "initial_id", + "metadata": { + "collapsed": true, + "ExecuteTime": { + "end_time": "2023-08-09T19:43:16.657743Z", + "start_time": "2023-08-09T19:43:15.993866Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: python-dotenv in /Users/valerijverhoturov/Library/Caches/pypoetry/virtualenvs/init-sxKJvSVg-py3.10/lib/python3.10/site-packages (1.0.0)\r\n", + "\r\n", + "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m A new release of pip is available: \u001B[0m\u001B[31;49m23.1.2\u001B[0m\u001B[39;49m -> \u001B[0m\u001B[32;49m23.2.1\u001B[0m\r\n", + "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m To update, run: \u001B[0m\u001B[32;49mpip install --upgrade pip\u001B[0m\r\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], + "source": [ + "%pip install python-dotenv" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "outputs": [], + "source": [ + "%load_ext dotenv\n", + "%dotenv" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-08-09T19:43:17.534751Z", + "start_time": "2023-08-09T19:43:17.522902Z" + } + }, + "id": "802316cf6a0e8b4a" + }, + { + "cell_type": "code", + "execution_count": 5, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'result': {'message': {'role': 'Ассистент', 'text': 'Хорошо, спасибо. А у вас?'}, 'num_tokens': '23'}}\n", + "{'result': {'alternatives': [{'text': 'Я - искусственный интеллект, созданный для помощи людям. Моя задача - отвечать на вопросы и предоставлять информацию по запросу. Как я могу вам помочь?', 'score': -0.4338773488998413, 'num_tokens': '28'}], 'num_prompt_tokens': '8'}}\n", + "{'tokens': [{'id': '0', 'text': '', 'special': True}, {'id': '763', 'text': '▁как', 'special': False}, {'id': '1731', 'text': '▁дела', 'special': False}, {'id': '125917', 'text': '?', 'special': False}, {'id': '4', 'text': '[SEP]', 'special': True}]}\n" + ] + } + ], + "source": [ + "from yagpt import Tokenizer, TextGeneration, Message\n", + "\n", + "# Test \n", + "print(TextGeneration.chat([Message(\"user\", \"как дела?\")], \"ты помощник\", 1))\n", + "print(TextGeneration.instruct(\"как дела?\", \"ты помощник\", 1)) \n", + "print(Tokenizer.tokenize(\"как дела?\"))" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-08-09T19:45:00.713876Z", + "start_time": "2023-08-09T19:44:54.427734Z" + } + }, + "id": "4fb1f7e08670c1a6" + }, + { + "cell_type": "code", + "execution_count": 6, + "outputs": [], + "source": [], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-08-09T19:20:55.043596Z", + "start_time": "2023-08-09T19:20:55.023774Z" + } + }, + "id": "db86c5f8a3da104b" + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [], + "metadata": { + "collapsed": false + }, + "id": "a788287b5dd8be4c" + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}