import os from unstructured.ingest.connector.astra import ( AstraAccessConfig, AstraWriteConfig, SimpleAstraConfig, ) from unstructured.ingest.connector.local import SimpleLocalConfig from unstructured.ingest.interfaces import ( ChunkingConfig, EmbeddingConfig, PartitionConfig, ProcessorConfig, ReadConfig, ) from unstructured.ingest.runner import LocalRunner from unstructured.ingest.runner.writers.astra import ( AstraWriter, ) from unstructured.ingest.runner.writers.base_writer import Writer def get_writer() -> Writer: return AstraWriter( connector_config=SimpleAstraConfig( access_config=AstraAccessConfig( token=os.getenv("ASTRA_DB_TOKEN"), api_endpoint=os.getenv("ASTRA_DB_ENDPOINT") ), collection_name="test_collection", embedding_dimension=384, ), write_config=AstraWriteConfig(batch_size=80), ) if __name__ == "__main__": writer = get_writer() runner = LocalRunner( processor_config=ProcessorConfig( verbose=True, output_dir="local-output-to-astra", num_processes=2, ), connector_config=SimpleLocalConfig( input_path="example-docs/book-war-and-peace-1p.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()