Cross-Modal Join & Correlation

from mixpeek import Mixpeek

client = Mixpeek(api_key="your-api-key")

# Create collections with shared embedding space
video_collection = client.collections.create(
    collection_name="video_library",
    feature_extractor={
        "feature_extractor_name": "multimodal_extractor",
        "version": "v1"
    }
)

transcript_collection = client.collections.create(
    collection_name="transcripts",
    feature_extractor={
        "feature_extractor_name": "text_extractor",
        "version": "v1"
    }
)

# Cross-modal search across both
results = client.retrievers.execute(
    retriever_id="cross-modal-retriever",
    inputs={
        "query_text": "security incident",
        "collections": ["video_library", "transcripts"],
        "time_range": {
            "start": "2024-12-01T00:00:00Z",
            "end": "2024-12-31T23:59:59Z"
        }
    }
)