πβ οΈUsageο
This section describes how to use the PDS DUM client script.
pds-ingress-client Descriptionο
Upon installation of the DUM application, the pds-ingress-client script will
be available for use on the command-line.
To see the usage documentation, you can run the following:
$ pds-ingress-client --help
Command-Line Arguments Referenceο
For the full command-line arguments reference, see the Command Line API section.
Usage Notesο
The client application only has two arguments which must provided on each invocation,
at least one path to files or directories to be uploaded, and the name of the PDS
node the submission is on behalf of (via the --node argument).
When specifying the list of paths to be uploaded, any paths corresponding to
directories will be automatically recursed by the client script, and each file
within the directory will be included in the set uploaded to PDS Cloud. Any
sub-directories will be similarly recursed to find any additional files within,
until the entire directory tree is traversed. By default, symbolic links are
followed during path resolution, meaning that symlinked files and directories
will be included in the upload set. To prevent uploading duplicate data when
files are symlinked into multiple locations within a data delivery structure,
use the --skip-symlinks flag to skip symbolic links during traversal.
The client script provides --include and --exclude arguments which can
be used to filter the set of files included in the upload request. Both arguments
support Unix shell-style wildcards (e.g. *.xml), and can be specified multiple
times to include or exclude multiple patterns. The --include argument is applied
first, followed by the --exclude argument. If no --include arguments are
provided, all files are included by default.
When an --exclude pattern matches a directory path, that entire directory tree
is pruned during path resolution and is never traversed. Patterns that only match
files deeper within a directory (e.g. /data/logs/*.tmp) filter just the matching
files and leave the rest of the directory intact.
Specifying the node ID of the requestor is accomplished via the --node argument,
specifying one of the following node name values: atm,eng,geo,img,naif,ppi,rs,rms,sbn
The --dry-run flag can be used to have pds-ingress-client determine the
full set of files and directories to be processed without actually submitting
anything for ingest to PDS Cloud. This feature can be useful to ensure the correct
set of files are being included for a request before performing any communication
with the Server side of DUM.
The details of where the client script should submit ingest requests to are configured
within an INI file. After installing DUM, a new INI config should be created with the
appropriate values for each field. Once available, the config for use with a request
can be specified via the --config-path argument. See the Client Configuration section
of the installation instructions for more details on creating the INI config.
In its default configuration, the pds-ingress-client script includes the full path
of each discovered file when sending the request to the Server side components. Typically,
this can include unwanted path components, such as a userβs home directory. To control
the path components included, the --prefix argument can be used to specify a path
prefix that will be trimmed from all file paths discovered by pds-ingress-client.
For example, if the file /home/user/bundle/file.xml were to be uploaded, and
--prefix /home/user were also provided, the path provided to the ingress service
in AWS would resolve to bundle/file.xml.
The --weblogs LOG_TYPE argument can be used to indicate that weblog files are being uploaded.
The type of log files (e.g. apache, nginx, etc.) should be specified as the
LOG_TYPE argument. When this flag is provided, the client will automatically adjust
the βtrimmedβ path for each ingested file to replace the specified path prefix with
weblogs/<node>-<log_type>/, ensuring that all weblog files are routed to the S3
bucket used for web analytics.
Because of this, the --prefix argument must be provided when using the --weblogs argument.
Warning
All weblog files must be gzip-compressed (.gz extension). When using --weblogs,
the client validates that every file in the request has a .gz extension before
any uploads begin. If even a single non-gzipped file is present in the input file set,
the entire request will fail immediately with no files being uploaded.
For example, if you attempt to upload a directory containing both access.20260501.log.gz and
access.20260501.log, the upload will abort with an error listing the non-gzipped files.
To successfully upload, either:
Compress all files with gzip before uploading, or
Use the
--excludeargument to filter out non-gzipped files (e.g.,--exclude "*.txt")
See the Uploading Weblogs section below for a complete walkthrough.
The pds-ingress-client by default utilizes all available CPUs on the
local machine to perform parallelized ingress requests to the ingress service. The exact
number of threads can be controlled via the --num-threads argument.
The client script also provides several arguments for reporting status of an ingress request:
--report-path: Specifies a path to write a detailed report file in JSON format, containing details about which files were uploaded, skipped or failed during transfer.--manifest-path: Specifies a path to write the manifest of all files included in ingress request, including file checksums. This option may also be used to provide an existing Manifest file to bypass its recomputation during subsequent requests.--log-path: Specifies a path to write a trace log of the ingress request which does not go to the console. Can be useful for troubleshooting tranfer failures.
Lastly, the --version option may be used to verify the version number of installed DUM client.
Data Upload Manager Client Workflowο
When utilizing the DUM Client script (pds-ingress-client), the following workflow is executed:
Indexing of the requested input files/paths to determine the full input file set
Generation of a Manifest file, containing information, including MD5 checksums, of each file to be ingested
Batch ingress requesting of input file set to the DUM Ingress Service in AWS
Batch upload of input file set to AWS S3
Ingress report creation
Determination of the input file set is determined in Step 1 by resolving the paths providing on the command-line to the DUM client. Any directories provided are recursed to determine the full set of files within. Any paths provided are included as-is into the input file set.
Depending on the size of the input file set, the Manifest file creation in Step 2 can become time-consuming due to the hashing of each file in the input file set. To save time, the βmanifest-path command-line option should be leveraged to write the contents of the Manifest to local disk. Specifying the same path via βmanifest-path on subsequent executions of the DUM client will result in a read of the existing Manifest from disk. Any files within the input set referenced within the read Manifest will reuse the precomputed values within, saving upfront time prior to start of upload to S3. The Manifest will then be re-written to the path specified by βmanifest-path to include any new files encountered. In this way, a Manifest file can expand across executions of DUM to serve as a sort of cache for file information.
Understanding Batch Processingο
The batch size utilized by Steps 3 and 4 can be configured within the INI config provided to the
DUM client via the batch_size setting in the [OTHER] section. The number of batches processed
in parallel can be controlled via the --num-threads command-line argument.
During execution, the client splits the input file set into batches and processes them in parallel. Log messages clearly indicate this batching behavior:
INFO MainThread main : Using batch size of 250
INFO MainThread main : Request (500 files) split into 2 batches
Each batch is then prepared and uploaded independently. If individual files within a batch fail to upload (due to network issues, permission errors, etc.), those files are tracked separately and retried at the end of the ingress process. The remaining files in the batch continue to upload normally - a single file failure does not cause the entire batch to fail.
Note
The batching described here applies to the upload phase (Steps 3-4). Pre-flight validation checks (such as the gzip validation for weblog uploads) are performed on the entire input file set before batching occurs. If pre-flight validation fails, no files will be uploaded.
By default, at completion of an ingress request (Step 5), the DUM client provides a summary of the results of the transfer:
Ingress Summary Report for 2025-02-25 11:41:29.507022
-----------------------------------------------------
Uploaded: 200 file(s)
Skipped: 0 file(s)
Failed: 0 file(s)
Unprocessed: 0 file(s)
Total: 200 files(s)
Time elapsed: 3019.00 seconds
Bytes transferred: 3087368895
A more detailed JSON-format report, containing full listings of all uploaded/skipped/failed paths, can be written to disk via the βreport-path command-line argument:
{
"Arguments": "Namespace(config_path='mcp.test.ingress.config.ini', node='sbn', prefix='/PDS/SBN/', force_overwrite=True, num_threads=4, log_path='/tmp/dum_log.txt', manifest_path='/tmp/dum_manifest.json', report_path='/tmp/dum_report.json', dry_run=False, log_level='info', ingress_paths=['/PDS/SBN/gbo.ast.catalina.survey/'])",
"Batch Size": 3,
"Total Batches": 67,
"Start Time": "2025-02-25 18:51:10.507562+00:00",
"Finish Time": "2025-02-25 19:41:29.504806+00:00",
"Uploaded": [
"gbo.ast.catalina.survey/data_calibrated/703/2020/20Apr02/703_20200402_2B_F48FC1_01_0001.arch.fz",
...
"gbo.ast.catalina.survey/data_calibrated/703/2020/20Apr02/703_20200402_2B_N02055_01_0001.arch.xml"
],
"Total Uploaded": 200,
"Skipped": [],
"Total Skipped": 0,
"Failed": [],
"Total Failed": 0,
"Unprocessed": [],
"Total Unprocessed": 0,
"Bytes Transferred": 3087368895,
"Total Files": 200
}
Lastly, a detailed log file containing trace statements for each file/batch uploaded can be written to disk via the βlog-path command-line argument. The log file path may also be specifed within the INI config.
Automatic Retry of Failed Uploadsο
The DUM client script is configured to automatically retry any failed uploads to S3 using exponential backoff and retry. When an intermittent failure occurs during upload, messages pertaining to the backoff and retry are logged to the log file (which can be specified via the βlog-path argument).
Here is an example of such log messages:
...
[2025-09-23 16:21:24,491] INFO Thread-9 (worker) ingress_file_to_s3 : Batch 0 : Ingesting mflat.703.19Dec20.fits.xml to https://pds-staging.s3.amazonaws.com/mflat.703.19Dec20.fits.xml
[2025-09-23 16:21:24,493] WARNING Thread-9 (worker) backoff_handler : Backing off ingress_file_to_s3() for 0.2 seconds after 1 tries, reason: HTTPError
[2025-09-23 16:21:24,665] INFO Thread-9 (worker) ingress_file_to_s3 : Batch 0 : Ingesting mflat.703.19Dec20.fits.xml to https://pds-staging.s3.amazonaws.com/mflat.703.19Dec20.fits.xml
[2025-09-23 16:21:24,667] WARNING Thread-9 (worker) backoff_handler : Backing off ingress_file_to_s3() for 1.2 seconds after 2 tries, reason: HTTPError
[2025-09-23 16:21:25,832] INFO Thread-9 (worker) ingress_file_to_s3 : Batch 0 : Ingesting mflat.703.19Dec20.fits.xml to https://pds-staging.s3.amazonaws.com/mflat.703.19Dec20.fits.xml
[2025-09-23 16:21:25,833] WARNING Thread-9 (worker) backoff_handler : Backing off ingress_file_to_s3() for 1.8 seconds after 3 tries, reason: HTTPError
[2025-09-23 16:21:27,644] INFO Thread-9 (worker) ingress_file_to_s3 : Batch 0 : Ingesting mflat.703.19Dec20.fits.xml to https://pds-staging.s3.amazonaws.com/mflat.703.19Dec20.fits.xml
[2025-09-23 16:21:27,720] INFO Thread-9 (worker) ingress_file_to_s3 : Batch 0 : mflat.703.19Dec20.fits.xml Ingest complete
Typically, log messages pertaining to backoff and retry can be safely ignored if upload is eventually succesful, as in the above example. However, if an upload ultimately fails after all retries are exhausted it could indicate a more serious problem that needs to be investigated:
...
[2025-09-23 16:31:47,231] WARNING Thread-9 (worker) backoff_handler : Backing off ingress_file_to_s3() for 30.9 seconds after 6 tries, reason: HTTPError
[2025-09-23 16:32:18,099] INFO Thread-9 (worker) ingress_file_to_s3 : Batch 0 : Ingesting mflat.703.19Dec20.fits.fz to https://pds-staging.s3.amazonaws.com/mflat.703.19Dec20.fits.fz
[2025-09-23 16:32:18,101] WARNING Thread-9 (worker) backoff_handler : Backing off ingress_file_to_s3() for 23.2 seconds after 7 tries, reason: HTTPError
[2025-09-23 16:32:41,324] INFO Thread-9 (worker) ingress_file_to_s3 : Batch 0 : Ingesting mflat.703.19Dec20.fits.fz to https://pds-staging.s3.amazonaws.com/mflat.703.19Dec20.fits.fz
[2025-09-23 16:32:41,326] WARNING Thread-9 (worker) backoff_handler : Backing off ingress_file_to_s3() for 54.8 seconds after 8 tries, reason: HTTPError
[2025-09-23 16:33:36,086] INFO Thread-9 (worker) ingress_file_to_s3 : Batch 0 : Ingesting mflat.703.19Dec20.fits.fz to https://pds-staging.s3.amazonaws.com/mflat.703.19Dec20.fits.fz
[2025-09-23 16:33:36,087] ERROR Thread-9 (worker) _process_batch : Batch 0 : Ingress failed for mflat.703.19Dec20.fits.fz, Reason: 403 Client Error
Any files that fail to upload after all retries are exhausted are reattempted in one final attempt at the end of DUM client execution:
...
[2025-09-23 16:33:36,094] INFO MainThread main : All batches processed
[2025-09-23 16:33:36,094] INFO MainThread main : ----------------------------------------
[2025-09-23 16:33:36,094] INFO MainThread main : Reattempting ingress for failed files...
[2025-09-23 16:33:36,096] INFO Thread-16 (worker) _prepare_batch_for_ingress : Batch 0 : Preparing for ingress
[2025-09-23 16:33:36,096] INFO Thread-16 (worker) _prepare_batch_for_ingress : Batch 0 : Prep completed in 0.00 seconds
[2025-09-23 16:33:36,108] INFO Thread-23 (worker) request_batch_for_ingress : Batch 0 : Requesting ingress
[2025-09-23 16:33:36,732] INFO Thread-23 (worker) request_batch_for_ingress : Batch 0 : Ingress request completed in 0.62 seconds
[2025-09-23 16:33:36,734] INFO Thread-23 (worker) ingress_file_to_s3 : Batch 0 : Ingesting mflat.703.19Dec20.fits.fz to https://pds-sbn-staging-dev.s3.amazonaws.com/mflat.703.19Dec20.fits.fz
Files that still fail to upload during this final attempt are recorded in the final summary report:
Ingress Summary Report for 2025-09-23 16:35:37.532468
-----------------------------------------------------
Uploaded: 0 file(s)
Skipped: 0 file(s)
Failed: 1 file(s)
Unprocessed: 0 file(s)
Total: 1 files(s)
Time elapsed: 244.87 seconds
Bytes transferred: 0
Should persistent failures like this occur, they should be communicated to the PDS Operations team for investigation.
Uploading Weblogsο
PDS nodes can upload web server log files directly to the PDS web analytics S3 bucket using the
--weblogs flag. This section walks through the full process.
Prerequisitesο
Before uploading weblogs, ensure the following:
Your DUM client is installed and configured β see the installation instructions for creating your INI config file.
Log files are gzip-compressed β every file must have a
.gzextension. The client will reject the entire upload if any non-gzipped file is detected.You know your node ID β one of
atm,eng,geo,img,naif,ppi,rms,sbn.
Compressing Log Filesο
If your log files are not already compressed, gzip them before uploading:
$ gzip /path/to/logs/access.20260501.log
This produces files with a .gz extension (e.g., access.20260501.log.gz).
Including the date in the filename is preferred so that individual daily log files
remain identifiable after upload.
Note
Only upload the log types your server actually generates. Access logs are the primary log type of interest for web analytics. Error logs and other server log types are not required.
Uploadingο
Use the --weblogs LOG_TYPE argument along with --prefix to upload weblogs. LOG_TYPE
identifies the type of web server generating the logs (e.g., apache, nginx, iis,
tomcat). The value is case-insensitive and becomes part of the S3 destination path.
Required arguments for weblog uploads:
--node NODE_IDβ your PDS node identifier--weblogs LOG_TYPEβ designates the upload as weblogs and specifies the log type--prefix PATHβ the local path prefix to strip from uploaded file pathsfile_or_dir- the local path of the files to upload. The value for--prefix PATHis a substring of this value
Example:
Suppose your compressed log files are stored under /data/weblogs/ and you want to upload
them on behalf of the SBN node using Apache-format logs:
$ pds-ingress-client \
-c /path/to/config.ini \
--node sbn \
--weblogs apache \
--prefix /data/weblogs \
-- /data/weblogs/
How the Destination Path Is Constructedο
When --weblogs is specified, the client replaces the --prefix value in each file path
with weblogs/<node>-<log_type>/. For example, with --node sbn, --weblogs apache,
and --prefix /data/weblogs, a local file at:
/data/weblogs/pds.example.edu/2026/05/access.20260501.log.gz
is uploaded to S3 as:
weblogs/sbn-apache/pds.example.edu/2026/05/access.20260501.log.gz
Recommended Directory Structureο
Important
The directory structure below the --prefix path is preserved in S3. This means
that if all your log files sit directly in --prefix with no subdirectories, they will
all land in a single flat S3 directory. Organize your logs into subdirectories on disk
before uploading so files from different hosts or time periods are easy to locate.
The recommended structure is to organize by hostname, then by year and month, with dated log filenames:
/data/weblogs/
βββ pds.example1.edu/
β βββ 2026/
β βββ 04/
β β βββ access.20260430.log.gz
β βββ 05/
β βββ access.20260501.log.gz
β βββ access.20260502.log.gz
β βββ access.20260503.log.gz
βββ pds.example2.edu/
βββ 2026/
βββ 05/
βββ access.20260501.log.gz
βββ access.20260502.log.gz
With --prefix /data/weblogs, this uploads to S3 as:
weblogs/sbn-apache/pds.example1.edu/2026/04/access.20260430.log.gz
weblogs/sbn-apache/pds.example1.edu/2026/05/access.20260501.log.gz
weblogs/sbn-apache/pds.example1.edu/2026/05/access.20260502.log.gz
weblogs/sbn-apache/pds.example1.edu/2026/05/access.20260503.log.gz
weblogs/sbn-apache/pds.example2.edu/2026/05/access.20260501.log.gz
weblogs/sbn-apache/pds.example2.edu/2026/05/access.20260502.log.gz
Using hostname as the top-level directory ensures files from different hosts in the same node do not collide, even when multiple institutions share the same node ID. If a hostname changes in the future, begin uploading under the new hostname directory going forward.
Note
Only upload the log types your server actually generates. Access logs are the primary log type of interest. Error logs and other server log types are not required.
You can upload logs for a single host at a time by pointing DUM at a specific
subdirectory and setting --prefix to its parent:
$ pds-ingress-client \
-c /path/to/config.ini \
--node sbn \
--weblogs apache \
--prefix /data/weblogs \
-- /data/weblogs/pds.example1.edu/
This uploads only pds.example1.edu/ logs, preserving the subdirectory structure in S3.
Verifying Before Uploadο
Use --dry-run to preview which files will be uploaded and confirm the correct set is
selected, without actually submitting anything:
$ pds-ingress-client \
-c /path/to/config.ini \
--node sbn \
--weblogs apache \
--prefix /data/weblogs \
--dry-run \
-- /data/weblogs/
Common Issuesο
Upload fails with βnon-gzipped filesβ error
The client checks every file before uploading begins. If any file lacks a .gz extension,
you will see an error like:
ERROR: The following files are not gzipped (.gz):
/data/weblogs/pds.example.edu/access.20260501.log
ValueError: Weblog uploads require gzipped files. Found 1 non-gzipped file(s). ...
Compress the listed files with gzip and retry, or use --exclude to skip them:
$ pds-ingress-client ... --exclude "*.log" -- /data/weblogs/
Upload fails with ββprefix must also be providedβ error
The --prefix argument is required when --weblogs is used:
ValueError: When --weblogs is specified, --prefix must also be provided.
Add --prefix /your/local/log/directory to the command.
Note
The --prefix argument may feel redundant when its value is the same as (or a parent
of) the upload path β you are effectively specifying the same directory twice. This is a
known UX limitation: --prefix is a general-purpose path-trimming argument that
--weblogs repurposes to determine what to replace in the S3 destination path. A future
improvement may allow --prefix to be inferred automatically when --weblogs is used.
See GitHub issue #378 for
tracking.
Upload fails with β401 (Unauthorized)β message
You have an account but do not have access to the node which youβve identified yourself as (e.g., --node img):
Performing Cognito authentication for user <username>
Authentication successful
...
----------------------------------------------
Ingress request failed with HTTP status 401 (Unauthorized)
You are not authorized to use the ingestion service (401 Unauthorized).
Your account may not be in the required user group.
Please contact PDS Engineering for access.
Contact PDS Engineering with the node of which you are a member and require access to.
Frequently Asked Questionsο
Should log files be organized as daily logs or monthly aggregates?
Daily log files are preferred for consistency. However, however your logging system is configured is acceptable β the DUM client will upload whatever file structure you provide.
How far back in time should logs be submitted?
Submit logs starting from October 2025 through the current date. Logs prior to October 2025 have already been retrieved.
What compression format is required, and what file extension should be used?
All weblog files must be gzip-compressed with a .gz suffix (e.g., access.20260501.log.gz).
This is enforced by the client β any file without a .gz extension will cause the entire
upload to fail before any files are transferred. See the warning above in the
Prerequisites section for details.
Should each log file be its own .gz file, or should multiple logs be aggregated into one?
Each log file should be its own individual .gz file β one .gz file per log file.
Do not aggregate multiple log files into a single archive.