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55 lines
1.6 KiB
Python
55 lines
1.6 KiB
Python
import os
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from unstructured.ingest.connector.local import SimpleLocalConfig
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from unstructured.ingest.connector.pinecone import (
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PineconeAccessConfig,
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PineconeWriteConfig,
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SimplePineconeConfig,
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)
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from unstructured.ingest.interfaces import (
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ChunkingConfig,
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EmbeddingConfig,
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PartitionConfig,
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ProcessorConfig,
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ReadConfig,
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)
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from unstructured.ingest.runner import LocalRunner
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from unstructured.ingest.runner.writers.base_writer import Writer
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from unstructured.ingest.runner.writers.pinecone import (
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PineconeWriter,
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)
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def get_writer() -> Writer:
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return PineconeWriter(
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connector_config=SimplePineconeConfig(
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access_config=PineconeAccessConfig(api_key=os.getenv("PINECONE_API_KEY")),
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index_name=os.getenv("PINECONE_INDEX_NAME"),
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environment=os.getenv("PINECONE_ENVIRONMENT_NAME"),
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),
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write_config=PineconeWriteConfig(batch_size=80),
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)
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if __name__ == "__main__":
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writer = get_writer()
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runner = LocalRunner(
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processor_config=ProcessorConfig(
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verbose=True,
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output_dir="local-output-to-pinecone",
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num_processes=2,
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),
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connector_config=SimpleLocalConfig(
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input_path="example-docs/book-war-and-peace-1225p.txt",
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),
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read_config=ReadConfig(),
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partition_config=PartitionConfig(),
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chunking_config=ChunkingConfig(chunk_elements=True),
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embedding_config=EmbeddingConfig(
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provider="langchain-huggingface",
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),
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writer=writer,
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writer_kwargs={},
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)
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runner.run()
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