Show details for query tokens (#1392)
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@@ -1,5 +1,5 @@
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import os
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from typing import Optional
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from typing import Any, Optional
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from embedchain.config import BaseLlmConfig
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from embedchain.helpers.json_serializable import register_deserializable
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@@ -13,8 +13,27 @@ class MistralAILlm(BaseLlm):
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if not self.config.api_key and "MISTRAL_API_KEY" not in os.environ:
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raise ValueError("Please set the MISTRAL_API_KEY environment variable or pass it in the config.")
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def get_llm_model_answer(self, prompt):
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return MistralAILlm._get_answer(prompt=prompt, config=self.config)
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def get_llm_model_answer(self, prompt) -> tuple[str, Optional[dict[str, Any]]]:
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if self.config.token_usage:
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response, token_info = self._get_answer(prompt, self.config)
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model_name = "mistralai/" + self.config.model
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if model_name not in self.config.model_pricing_map:
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raise ValueError(
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f"Model {model_name} not found in `model_prices_and_context_window.json`. \
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You can disable token usage by setting `token_usage` to False."
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)
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total_cost = (
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self.config.model_pricing_map[model_name]["input_cost_per_token"] * token_info["prompt_tokens"]
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) + self.config.model_pricing_map[model_name]["output_cost_per_token"] * token_info["completion_tokens"]
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response_token_info = {
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"prompt_tokens": token_info["prompt_tokens"],
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"completion_tokens": token_info["completion_tokens"],
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"total_tokens": token_info["prompt_tokens"] + token_info["completion_tokens"],
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"total_cost": round(total_cost, 10),
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"cost_currency": "USD",
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}
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return response, response_token_info
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return self._get_answer(prompt, self.config)
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@staticmethod
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def _get_answer(prompt: str, config: BaseLlmConfig):
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@@ -47,6 +66,7 @@ class MistralAILlm(BaseLlm):
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answer += chunk.content
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return answer
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else:
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response = client.invoke(**kwargs, input=messages)
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answer = response.content
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return answer
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chat_response = client.invoke(**kwargs, input=messages)
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if config.token_usage:
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return chat_response.content, chat_response.response_metadata["token_usage"]
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return chat_response.content
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