@@ -559,11 +559,11 @@ goodput_monitor = monitoring.GoodputMonitor(
559559
560560### Monitor Cumulative Goodput Metrics
561561
562- #### Start asynchronous "query and upload " of Goodput
562+ #### Start Asynchronous "Query and Upload " of Goodput
563563
564- Call the ` start_goodput_uploader ` API to spin off a thread which continuously
565- queries and uploads cumulative Goodput metrics to Tensorboard & Google Cloud
566- Monitoring.
564+ Call the ` start_goodput_uploader ` API to launch a background process which
565+ continuously queries and uploads cumulative Goodput metrics to Tensorboard
566+ & Google Cloud Monitoring.
567567
568568> ** _ NOTE:_ ** This will upload computed metrics to Google Cloud Monitoring
569569 by default.
@@ -587,7 +587,7 @@ goodput_monitor.start_goodput_uploader()
587587Call the ` stop_goodput_uploader ` API to perform a final upload of all metrics
588588and safely exit.
589589
590- > ** _ NOTE:_ ** This will stop all cumulative metrics upload threads .
590+ > ** _ NOTE:_ ** This will stop all cumulative metrics upload processes .
591591
592592``` python
593593goodput_monitor.stop_goodput_uploader()
@@ -598,7 +598,7 @@ goodput_monitor.stop_goodput_uploader()
598598#### Start asynchronous "query and upload" of Rolling Window Goodput
599599
600600Call the ` start_rolling_window_goodput_uploader ` API to start a background
601- thread that continuously queries and uploads ** rolling window goodput metrics**
601+ process that continuously queries and uploads ** rolling window goodput metrics**
602602to Google Cloud Monitoring.
603603
604604You must provide a list of window durations in seconds (e.g., ` [60, 300, 900] `
@@ -616,9 +616,9 @@ goodput_monitor.start_rolling_window_goodput_uploader(rolling_windows_seconds=[6
616616#### Stop the Rolling Window Goodput Uploader
617617
618618Call the ` stop_rolling_window_goodput_uploader ` API to perform a final upload
619- of rolling window metrics and safely shut down the background uploader thread .
619+ of rolling window metrics and safely shut down the background uploader process .
620620
621- > ** _ NOTE:_ ** This will stop all rolling window metrics upload threads .
621+ > ** _ NOTE:_ ** This will stop all rolling window metrics upload processes .
622622
623623``` python
624624goodput_monitor.stop_rolling_window_goodput_uploader()
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