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batch_process_embeddings

Process large content batches into embeddings through automated workflow: ingest content, convert to JSONL, upload, create batch job, poll completion, and download 1536-dimensional vector results with metadata.

Instructions

COMPLETE EMBEDDINGS WORKFLOW - End-to-end embeddings batch processing. WORKFLOW: 1) Ingests content, 2) Queries user for task type (or auto-recommends), 3) Converts to JSONL, 4) Uploads, 5) Creates batch job, 6) Polls until complete, 7) Downloads results. BEST FOR: Simple one-call embeddings generation. RETURNS: Embeddings array (1536-dimensional vectors) with metadata.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
inputFileYesPath to content file
taskTypeNoEmbedding task type (omit to get interactive prompt)
modelNoEmbedding modelgemini-embedding-001
outputLocationNoOutput directory for results
pollIntervalSecondsNoSeconds between status checks

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