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