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32 lines
1.1 KiB
Python
32 lines
1.1 KiB
Python
"""
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Module for counting tokens and splitting text into chunks
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"""
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from typing import List
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from langchain_openai import ChatOpenAI
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from langchain_ollama import ChatOllama
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from langchain_mistralai import ChatMistralAI
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from langchain_core.language_models.chat_models import BaseChatModel
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def num_tokens_calculus(string: str, llm_model: BaseChatModel) -> int:
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"""
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Returns the number of tokens in a text string.
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"""
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if isinstance(llm_model, ChatOpenAI):
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from .tokenizers.tokenizer_openai import num_tokens_openai
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num_tokens_fn = num_tokens_openai
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elif isinstance(llm_model, ChatMistralAI):
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from .tokenizers.tokenizer_mistral import num_tokens_mistral
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num_tokens_fn = num_tokens_mistral
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elif isinstance(llm_model, ChatOllama):
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from .tokenizers.tokenizer_ollama import num_tokens_ollama
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num_tokens_fn = num_tokens_ollama
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else:
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from .tokenizers.tokenizer_openai import num_tokens_openai
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num_tokens_fn = num_tokens_openai
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num_tokens = num_tokens_fn(string, llm_model)
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return num_tokens
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