diff --git a/examples/refresh_tpuf/refresh_namespace.py b/examples/refresh_tpuf/refresh_namespace.py index ebd4898..c432d53 100644 --- a/examples/refresh_tpuf/refresh_namespace.py +++ b/examples/refresh_tpuf/refresh_namespace.py @@ -1,3 +1,11 @@ +# /// script +# dependencies = [ +# "prefect", +# "raggy[tpuf]@git+https://github.com/zzstoatzz/raggy@improve-ingest", +# "trafilatura", +# ] +# /// + from datetime import timedelta from bs4 import BeautifulSoup @@ -29,20 +37,44 @@ def html_parser(html: str) -> str: raggy.settings.html_parser = html_parser -prefect_loaders = [ - SitemapLoader( - url_processor=lambda x: x.replace("docs.", "docs-2."), - urls=[ - "https://docs-2.prefect.io/sitemap.xml", - "https://prefect.io/sitemap.xml", - ], - exclude=["api-ref", "www.prefect.io/events"], - ), - GitHubRepoLoader( - repo="PrefectHQ/prefect", - include_globs=["flows/"], - ), -] +loaders = { + "prefect-2": [ + SitemapLoader( + url_processor=lambda x: x.replace("docs.", "docs-2."), + urls=[ + "https://docs-2.prefect.io/sitemap.xml", + "https://prefect.io/sitemap.xml", + ], + exclude=["api-ref", "www.prefect.io/events"], + ), + GitHubRepoLoader( + repo="PrefectHQ/prefect", + include_globs=["flows/"], + ), + ], + "prefect-3": [ + SitemapLoader( + urls=[ + "https://docs.prefect.io/sitemap.xml", + "https://prefect.io/sitemap.xml", + ], + exclude=["api-ref", "www.prefect.io/events"], + ), + GitHubRepoLoader( + repo="PrefectHQ/prefect", + include_globs=["flows/"], + ), + ], + "controlflow": [ + SitemapLoader( + urls=["https://controlflow.ai/sitemap.xml"], + ), + GitHubRepoLoader( + repo="PrefectHQ/controlflow", + include_globs=["examples/"], + ), + ], +} @task( @@ -58,12 +90,21 @@ async def run_loader(loader: Loader) -> list[Document]: return await loader.load() -@flow(name="Update Knowledge", log_prints=True) -async def refresh_tpuf_namespace(namespace: str = "testing", reset: bool = False): +@flow( + name="Update Namespace", + flow_run_name="Refreshing {namespace}", + log_prints=True, +) +async def refresh_tpuf_namespace( + namespace: str, + namespace_loaders: list[Loader], + reset: bool = False, + batch_size: int = 100, +): """Flow updating vectorstore with info from the Prefect community.""" documents: list[Document] = [ doc - for future in run_loader.map(quote(prefect_loaders)) # type: ignore + for future in run_loader.map(quote(namespace_loaders)) # type: ignore for doc in future.result() ] @@ -71,15 +112,23 @@ async def refresh_tpuf_namespace(namespace: str = "testing", reset: bool = False async with TurboPuffer(namespace=namespace) as tpuf: if reset: - await tpuf.reset() + await task(tpuf.reset)() print(f"RESETTING: Deleted all documents from tpuf ns {namespace!r}.") - await tpuf.upsert(documents=documents) + await task(tpuf.upsert_batched)(documents=documents, batch_size=batch_size) print(f"Updated tpuf ns {namespace!r} with {len(documents)} documents.") +@flow(name="Refresh Namespaces", log_prints=True) +async def refresh_tpuf(reset: bool = False, batch_size: int = 100): + for namespace, namespace_loaders in loaders.items(): + await refresh_tpuf_namespace( + namespace, namespace_loaders, reset=reset, batch_size=batch_size + ) + + if __name__ == "__main__": import asyncio - asyncio.run(refresh_tpuf_namespace(namespace="prefect-2", reset=True)) # type: ignore + asyncio.run(refresh_tpuf(reset=True)) diff --git a/src/raggy/vectorstores/tpuf.py b/src/raggy/vectorstores/tpuf.py index 849e3a0..a1f4e26 100644 --- a/src/raggy/vectorstores/tpuf.py +++ b/src/raggy/vectorstores/tpuf.py @@ -147,6 +147,25 @@ async def ok(self) -> bool: return False raise + async def upsert_batched( + self, + documents: Iterable[Document], + batch_size: int = 100, + ): + """Upsert documents in batches to avoid memory issues with large datasets. + + Args: + documents: Iterable of documents to upsert + batch_size: Maximum number of documents to upsert in each batch + """ + document_list = list(documents) + total_docs = len(document_list) + + for i in 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