From eb0d15f8358bb66700733476ab425264fbaaa62b Mon Sep 17 00:00:00 2001 From: Matthew Evans Date: Wed, 20 Aug 2025 20:28:25 +0100 Subject: [PATCH] Use Langchain's LLM usage stats for token counting rather than explicit tokenizer --- pydatalab/pyproject.toml | 2 - pydatalab/src/pydatalab/apps/chat/blocks.py | 21 +--- pydatalab/uv.lock | 117 -------------------- 3 files changed, 3 insertions(+), 137 deletions(-) diff --git a/pydatalab/pyproject.toml b/pydatalab/pyproject.toml index 74c25507b..53950a5f6 100644 --- a/pydatalab/pyproject.toml +++ b/pydatalab/pyproject.toml @@ -86,8 +86,6 @@ chat = [ "langchain >= 0.2.6, < 0.3", "langchain-openai ~= 0.1", "langchain-anthropic ~= 0.1", - "tiktoken ~= 0.7", - "transformers ~= 4.42", ] deploy = ["gunicorn ~= 23.0"] all = ["datalab-server[apps,server,chat]"] diff --git a/pydatalab/src/pydatalab/apps/chat/blocks.py b/pydatalab/src/pydatalab/apps/chat/blocks.py index 0f59df075..3b735ff5e 100644 --- a/pydatalab/src/pydatalab/apps/chat/blocks.py +++ b/pydatalab/src/pydatalab/apps/chat/blocks.py @@ -3,6 +3,7 @@ from langchain_anthropic import ChatAnthropic from langchain_core.language_models.chat_models import BaseChatModel +from langchain_core.messages import AIMessage, HumanMessage, SystemMessage from langchain_openai import ChatOpenAI from pydatalab.blocks.base import DataBlock @@ -165,9 +166,7 @@ def render(self): try: model_name = self.data["model"] - - model_dict = self.data["available_models"][model_name] - LOGGER.warning(f"Initializing chatblock with model: {model_name}") + LOGGER.debug(f"Initializing chatblock with model: {model_name}") if model_name.startswith("claude"): self.chat_client = ChatAnthropic( @@ -183,8 +182,6 @@ def render(self): LOGGER.debug( f'submitting request to API for completion with last message role "{self.data["messages"][-1]["role"]}" (message = {self.data["messages"][-1:]}). Temperature = {self.data["temperature"]} (type {type(self.data["temperature"])})' ) - from langchain_core.messages import AIMessage, HumanMessage, SystemMessage - # Convert your messages to the required format langchain_messages = [] for message in self.data["messages"]: @@ -195,24 +192,12 @@ def render(self): else: langchain_messages.append(AIMessage(content=message["content"])) - token_count = self.chat_client.get_num_tokens_from_messages(langchain_messages) - - self.data["token_count"] = token_count - - if token_count >= model_dict["context_window"]: - self.data["error_message"] = ( - f"""This conversation has reached its maximum context size and the chatbot won't be able to respond further ({token_count} tokens, max: {model_dict["context_window"]}). Please make a new chat block to start fresh, or use a model with a larger context window""" - ) - return - # Call the chat client with the invoke method response = self.chat_client.invoke(langchain_messages) + self.data["token_count"] = response.usage_metadata["total_tokens"] langchain_messages.append(response) - token_count = self.chat_client.get_num_tokens_from_messages(langchain_messages) - - self.data["token_count"] = token_count self.data["messages"].append({"role": "assistant", "content": response.content}) self.data["error_message"] = None diff --git a/pydatalab/uv.lock b/pydatalab/uv.lock index 359584dd1..8e8addc10 100644 --- a/pydatalab/uv.lock +++ b/pydatalab/uv.lock @@ -547,8 +547,6 @@ all = [ { name = "renishawwire" }, { name = "scipy", version = "1.15.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" }, { name = "scipy", version = "1.16.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" }, - 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