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articles/machine-learning/service/how-to-debug-batch-predictions.md

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@@ -32,18 +32,18 @@ For example, the log file `70_driver_log.txt` also contains:
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Because of the distributed nature of Batch inference jobs, there are logs from several different sources. However, two consolidated files are created that provide high-level information:
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`~/logs/overview.txt`: This file provides a high-level info about the number of mini-batches (also known as tasks) created so far and number of mini-batches processed so far. At this end, it shows the result of the job. If the job failed, it will show the error message and where to start the troubleshooting.
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- `~/logs/overview.txt`: This file provides a high-level info about the number of mini-batches (also known as tasks) created so far and number of mini-batches processed so far. At this end, it shows the result of the job. If the job failed, it will show the error message and where to start the troubleshooting.
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`~/logs/master.txt`: This file provides the master node (also known as the orchestrator) view of the running job. Includes task creation, progress monitoring, the run's result.
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- `~/logs/master.txt`: This file provides the master node (also known as the orchestrator) view of the running job. Includes task creation, progress monitoring, the run's result.
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When you need a full understanding of how each node executed the score script, look at the individual process logs for each node. The process logs can be found in the `worker` folder, grouped by worker nodes:
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`~/logs/worker/<ip_address>/Process-*.txt`: This file provides detailed info about each mini-batch as it is picked up or completed by a worker. For each mini-batch, this file includes:
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- `~/logs/worker/<ip_address>/Process-*.txt`: This file provides detailed info about each mini-batch as it is picked up or completed by a worker. For each mini-batch, this file includes:
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- The IP address and the PID of the worker process.
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- The total number of items and the number of successfully processed items.
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- The start and end time in wall-clock times (`start1` and `end1`).
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- The start and end time in processor time spent (`start2` and `end2`).
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- The IP address and the PID of the worker process.
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- The total number of items and the number of successfully processed items.
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- The start and end time in wall-clock times (`start1` and `end1`).
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- The start and end time in processor time spent (`start2` and `end2`).
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You can also find information on the resource usage of the processes for each worker. This information is in CSV format, and is located at `~/logs/performance/<ip_address>/`. For example, when checking for resource utilization, look at the following files:
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