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mitigate memory usage during csv download (#4745)
* mitigate memory usage during csv download * more gc tweaks * missed some small changes --------- Co-authored-by: Richard Kuo (Onyx) <rkuo@onyx.app>
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@@ -145,10 +145,12 @@ class SalesforceConnector(LoadConnector, PollConnector, SlimConnector):
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num_csvs += 1
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num_bytes += file_size
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logger.info(
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f"CSV info: object_type={object_type} path={csv_path} bytes={file_size}"
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f"CSV download: object_type={object_type} path={csv_path} bytes={file_size}"
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)
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logger.info(f"CSV info total: total_csvs={num_csvs} total_bytes={num_bytes}")
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logger.info(
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f"CSV download total: total_csvs={num_csvs} total_bytes={num_bytes}"
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)
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@staticmethod
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def _get_all_types(parent_types: list[str], sf_client: Salesforce) -> set[str]:
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@@ -253,6 +255,7 @@ class SalesforceConnector(LoadConnector, PollConnector, SlimConnector):
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)
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os.remove(csv_path)
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gc.collect()
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gc.collect()
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@@ -1,3 +1,4 @@
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import gc
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import os
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from concurrent.futures import ThreadPoolExecutor
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from datetime import datetime
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@@ -138,18 +139,29 @@ def _bulk_retrieve_from_salesforce(
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query = _build_bulk_query(sf_client, sf_type, time_filter)
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bulk_2_handler = SFBulk2Handler(
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bulk_2_handler: SFBulk2Handler | None = SFBulk2Handler(
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session_id=sf_client.session_id,
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bulk2_url=sf_client.bulk2_url,
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proxies=sf_client.proxies,
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session=sf_client.session,
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)
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bulk_2_type = SFBulk2Type(
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if not bulk_2_handler:
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return sf_type, None
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# NOTE(rkuo): there are signs this download is allocating large
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# amounts of memory instead of streaming the results to disk.
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# we're doing a gc.collect to try and mitigate this.
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# see https://github.com/simple-salesforce/simple-salesforce/issues/428 for a
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# possible solution
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bulk_2_type: SFBulk2Type | None = SFBulk2Type(
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object_name=sf_type,
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bulk2_url=bulk_2_handler.bulk2_url,
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headers=bulk_2_handler.headers,
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session=bulk_2_handler.session,
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)
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if not bulk_2_type:
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return sf_type, None
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logger.info(f"Downloading {sf_type}")
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@@ -160,7 +172,7 @@ def _bulk_retrieve_from_salesforce(
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results = bulk_2_type.download(
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query=query,
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path=target_dir,
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max_records=1000000,
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max_records=500000,
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)
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# prepend each downloaded csv with the object type (delimiter = '.')
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@@ -172,14 +184,19 @@ def _bulk_retrieve_from_salesforce(
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new_file_path = os.path.join(directory, new_filename)
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os.rename(original_file_path, new_file_path)
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all_download_paths.append(new_file_path)
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logger.info(f"Downloaded {sf_type} to {all_download_paths}")
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return sf_type, all_download_paths
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except Exception as e:
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logger.error(
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f"Failed to download salesforce csv for object type {sf_type}: {e}"
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)
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logger.warning(f"Exceptioning query for object type {sf_type}: {query}")
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return sf_type, None
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finally:
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bulk_2_handler = None
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bulk_2_type = None
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gc.collect()
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logger.info(f"Downloaded {sf_type} to {all_download_paths}")
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return sf_type, all_download_paths
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def fetch_all_csvs_in_parallel(
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@@ -229,7 +246,8 @@ def fetch_all_csvs_in_parallel(
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time_filter_for_each_object_type[sf_type] = last_modified_time_filter
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# Run the bulk retrieve in parallel
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with ThreadPoolExecutor() as executor:
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# limit to 4 to help with memory usage
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with ThreadPoolExecutor(max_workers=4) as executor:
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results = executor.map(
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lambda object_type: _bulk_retrieve_from_salesforce(
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sf_client=sf_client,
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@@ -53,6 +53,12 @@ def test_web_connector_no_scroll(quotes_to_scroll_web_connector: WebConnector) -
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MERCURY_EXPECTED_QUOTE = "How can we help?"
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@pytest.mark.xfail(
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reason=(
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"flaky. maybe we can improve how we avoid triggering bot protection or"
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"maybe this is just how it has to be."
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),
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)
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def test_web_connector_bot_protection() -> None:
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connector = WebConnector(
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base_url="https://support.mercury.com/hc",
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