def search_scenes()

in movie_search_metadata/demo_app/backend/scene_search.py [0:0]


def search_scenes(query: str, top_n: int = 1,
                  model: GenerativeModel = model_flash) -> List[dict]:
    storage_client = storage.Client()
    response = search_documents_by_query(query, show_summary=False)
    results = []

    for doc_id in range(min(top_n, len(response.results))):
        title = response.results[doc_id].document.derived_struct_data['title']
        meta_uri = response.results[doc_id].document.derived_struct_data['link']

        bucket_name, blob_metadata, blob_mp4 = get_bucket_and_blobnames(meta_uri)
        signed_url = generate_download_signed_url_v4(bucket_name, blob_mp4)
        
        bucket = storage_client.bucket(bucket_name)
        metatext = bucket.blob(blob_metadata).download_as_text()

        prompt = PROMPT_CONTENT_SEARCH.format(query=query, metatext=metatext)
        temperature = 0.4
        while temperature < 1.0:
            try:
                result = generate_text(prompt, model=model, temperature=temperature)
                for r in result:
                    r['signed_url'] = signed_url
                    r['title'] = title
                results.extend(result)
                break

            except Exception as e:
                print(e)
                temperature += 0.05

    return results