From 35433499eb0ba5d03a371126aacefeb7ccd18ad2 Mon Sep 17 00:00:00 2001 From: Kirill Pushkarev Date: Thu, 2 Nov 2023 17:58:14 +0200 Subject: [PATCH 1/4] chore: change model to blender --- src/chatbot/model.py | 46 +++++++++++++++----------------------------- 1 file changed, 16 insertions(+), 30 deletions(-) diff --git a/src/chatbot/model.py b/src/chatbot/model.py index 2adf4f5..b38598c 100644 --- a/src/chatbot/model.py +++ b/src/chatbot/model.py @@ -1,37 +1,23 @@ -import torch -from transformers import AutoModelForCausalLM, AutoTokenizer +from typing import Optional +from transformers import Conversation, pipeline -class DialoGPTChatbot: - def __init__(self) -> None: - self.tokenizer = AutoTokenizer.from_pretrained("microsoft/DialoGPT-small") - self.model = AutoModelForCausalLM.from_pretrained("microsoft/DialoGPT-small") - self.chat_history_ids = torch.tensor([]) - self.first_input = True - def get_response(self, user_input: str) -> str: - new_user_input_ids = self.tokenizer.encode( - user_input + self.tokenizer.eos_token, return_tensors="pt" +class BlenderChatbot: + def __init__(self, first_input: Optional[str] = None) -> None: + self.chatbot = pipeline( + "conversational", model="facebook/blenderbot-400M-distill" ) + self.restart_conversation(first_input) - if not self.first_input: - bot_input_ids = torch.cat( - [self.chat_history_ids, new_user_input_ids], dim=-1 - ) - else: - bot_input_ids = new_user_input_ids - self.first_input = False + def add_message(self, role: str = "assistant", content: str = "") -> None: + self.conversation.add_message({"role": role, "content": content}) - self.chat_history_ids = self.model.generate( - bot_input_ids, max_length=1000, pad_token_id=self.tokenizer.eos_token_id - ) - response = "" - if ( - not self.first_input - and bot_input_ids.shape[-1] < self.chat_history_ids.shape[1] - ): - response = self.tokenizer.decode( - self.chat_history_ids[:, bot_input_ids.shape[-1] :][0], - skipt_special_tokens=True, - ) + def restart_conversation(self, first_input: Optional[str] = None) -> None: + self.conversation = Conversation(first_input) + + def get_response(self, user_input: str) -> str: + self.conversation.add_user_input(user_input) + self.conversation = self.chatbot(self.conversation) + response = self.conversation.generated_responses[-1] return response From 420a79196cbe1cc7b736bcb78ee095408845542d Mon Sep 17 00:00:00 2001 From: Kirill Pushkarev Date: Thu, 2 Nov 2023 19:22:55 +0200 Subject: [PATCH 2/4] chore: update test_model for new model --- tests/test_model.py | 26 +++++++++++++++++--------- 1 file changed, 17 insertions(+), 9 deletions(-) diff --git a/tests/test_model.py b/tests/test_model.py index ff368a9..8a5c70a 100644 --- a/tests/test_model.py +++ b/tests/test_model.py @@ -1,20 +1,18 @@ import pytest - -from chatbot.model import DialoGPTChatbot +from model import BlenderChatbot @pytest.fixture -def chatbot() -> DialoGPTChatbot: - return DialoGPTChatbot() +def chatbot() -> BlenderChatbot: + return BlenderChatbot() -def test_initialization(chatbot: DialoGPTChatbot) -> None: - assert chatbot.tokenizer is not None - assert chatbot.model is not None - assert chatbot.chat_history_ids.nelement() == 0 +def test_initialization(chatbot: BlenderChatbot) -> None: + assert chatbot.chatbot is not None + assert chatbot.conversation is not None -def test_get_response(chatbot: DialoGPTChatbot) -> None: +def test_get_response(chatbot: BlenderChatbot) -> None: user_input = "Hello" response = chatbot.get_response(user_input) @@ -25,3 +23,13 @@ def test_get_response(chatbot: DialoGPTChatbot) -> None: new_response = chatbot.get_response(new_user_input) assert new_response != "" + + +def test_add_message(chatbot: BlenderChatbot) -> None: + new_bot_message = "Hi!" + old_messages = chatbot.conversation.messages.copy() + chatbot.add_message(content=new_bot_message) + assert chatbot.conversation.messages != old_messages + + user_input = "Hello!" + assert chatbot.get_response(user_input) != "" From 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= ["Kirill Pushkarev "] readme = "README.md" -packages = [{include = "chatbot", from = "src"}] +packages = [{include = "*", from = "src/chatbot"}, {include = "tests"}] license = "MIT" repository = "https://github.com/kirill-push/chatbot" homepage = "https://github.com/johschmidt42/python-project-johannes" @@ -15,11 +15,14 @@ torch = ">=2.0.0, !=2.0.1, !=2.1.0" nltk = "^3.8.1" transformers = "^4.34.1" torchinfo = "^1.8.0" +python-telegram-bot = "==13.5" [tool.poetry.group.test.dependencies] pytest = "^7.4.3" pytest-sugar = "^0.9.7" pytest-cov = "^4.1.0" +pytest-mock = "^3.12.0" +datetime = "^5.2" [tool.poetry.group.lint.dependencies] black = "^23.10.1" @@ -28,6 +31,10 @@ ruff = "^0.1.3" isort = "^5.12.0" flake8 = "^6.1.0" + +[tool.poetry.group.dev.dependencies] +ipykernel = "^6.26.0" + [tool.isort] profile = "black" From b8eed6cb58f1dfa843e8a92a57332d3d96eba5bf Mon Sep 17 00:00:00 2001 From: Kirill Pushkarev Date: Thu, 2 Nov 2023 19:45:28 +0200 Subject: [PATCH 4/4] fix: exclude __init__ 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