Feature/bedrock embedder (#1470)
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@@ -1,7 +1,12 @@
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import os
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from typing import Optional
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from langchain_community.llms import Bedrock
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try:
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from langchain_aws import BedrockLLM
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except ModuleNotFoundError:
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raise ModuleNotFoundError(
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"The required dependencies for AWSBedrock are not installed." "Please install with `pip install langchain_aws`"
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) from None
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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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@@ -26,7 +31,9 @@ class AWSBedrockLlm(BaseLlm):
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"Please install with `pip install boto3==1.34.20`."
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) from None
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self.boto_client = boto3.client("bedrock-runtime", "us-west-2" or os.environ.get("AWS_REGION"))
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self.boto_client = boto3.client(
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"bedrock-runtime", os.environ.get("AWS_REGION", os.environ.get("AWS_DEFAULT_REGION", "us-east-1"))
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)
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kwargs = {
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"model_id": config.model or "amazon.titan-text-express-v1",
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@@ -38,11 +45,12 @@ class AWSBedrockLlm(BaseLlm):
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}
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if config.stream:
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from langchain.callbacks.streaming_stdout import StreamingStdOutCallbackHandler
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from langchain.callbacks.streaming_stdout import \
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StreamingStdOutCallbackHandler
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callbacks = [StreamingStdOutCallbackHandler()]
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llm = Bedrock(**kwargs, streaming=config.stream, callbacks=callbacks)
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else:
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llm = Bedrock(**kwargs)
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kwargs["streaming"] = True
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kwargs["callbacks"] = [StreamingStdOutCallbackHandler()]
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llm = BedrockLLM(**kwargs)
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return llm.invoke(prompt)
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