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Performance Tuning

Singularity offers a range of configurations allowing users to optimize data preparation performance. This guide elucidates these configurations and provides instructions for tuning them effectively.

Inline Preparation

  • Description: Inline preparation eradicates the need for extra disk space to store CAR files. However, it incurs a minor overhead in database lookups and storage.
  • Implications: The overhead is usually negligible but can become significant for datasets containing many small files.
  • Configuration: To disable, Use --no-inline with singularity prep create.
  • Further Reading: Inline Preparation

DAG Updates

  • Description: During preparation, Singularity refreshes the DAG and CID for each directory, which is useful for real-time tracking of changes.
  • Implications: This introduces a slight database overhead as directories get updated each time a CAR file is prepared.
  • Configuration: To disable, use --no-dag with singularity prep create.

Parallelism in Data Preparation

Scanning

  • Description: Scanning involves traversing the source storage to curate a file list. While fast on local storage, it might be sluggish for remote storage like S3.
  • Configuration:
    • Enable Parallelism: Use --client-scan-concurrency <number> with singularity storage create or singularity storage update.
    • Note: Enabling can cause files to be processed in a non-deterministic order.

Packing

  • Description: Packing merges multiple files into a single CAR file, a both CPU-intensive and IO-intensive operation. For remote storage with network limitations, increasing parallelism is beneficial.
  • Configuration:
    • Adjust Parallelism: Use --concurrency <number> with singularity run dataset-worker.

Use Server's Last Modified Time

  • Description: Some remote storages such as AWS S3 offer custom mtime and server-side last modified time. By default, Singularity checks for custom mtime and uses it if available. Otherwise, it uses the server's last modified time.
  • Implication: Skip checking custom mtime and directly use server's last modified time can reduce the number of requests to the remote storage.
  • Configuration: To prioritize server's time and bypass object metadata fetching, use --client-use-server-mod-time with singularity storage create or singularity storage update.

Retry Strategy

Retry on Network Request

  • Description: For failed remote folder listings or file openings, Singularity leverages RClone's retry mechanism.
  • Configuration: To increase Retries, use --client-low-level-retries <number> with singularity storage create or singularity storage update.

Retry on Network IO

  • Description: Despite successful network requests, network IO can fail due to unstable network connections. Singularity supports retrying and resuming from the last successful point.
  • Configuration: Use below flags with singularity storage create or singularity storage update.
--client-retry-backoff value # Delay backoff for retrying IO read errors (default: 1s)
--client-retry-backoff-exp value # Exponential delay backoff for retrying IO read errors (default: 1.0)
--client-retry-delay value # Initial delay before retrying IO read errors (default: 1s)
--client-retry-max value # Max number of retries for IO read errors (default: 10)

Skip Inaccessible Files

  • Description: Permissions might prevent accessing certain files from remote storage. These issues may only surface when attempting to open the file, causing the packing job to fail.
  • Configuration: To skip inaccessible files, use --client-skip-inaccessible-files with singularity storage create or singularity storage update.