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author | Sergei Trofimov <sergei.trofimov@arm.com> | 2018-06-25 16:27:57 +0100 |
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committer | Marc Bonnici <marc.bonnici@arm.com> | 2018-06-25 17:11:47 +0100 |
commit | 275c243764e8a08288fdf4141991b2d854d90482 (patch) | |
tree | 15f8c4e705941797d794e77f24032fa441024fee /doc/source/api/output.rst | |
parent | c400591759a883fa426d07da47caa94825bb6c2c (diff) |
doc: add output API docs
- Add a reference tag for metadata
- Remove doc/source/api from .gitignore -- this is no longer
auto-generated.
- Add a top-level "index" for the API documentation.
- Add output API documentation.
- Remove the output API example file, as its contents is now part of the
output API docs.
Diffstat (limited to 'doc/source/api/output.rst')
-rw-r--r-- | doc/source/api/output.rst | 443 |
1 files changed, 443 insertions, 0 deletions
diff --git a/doc/source/api/output.rst b/doc/source/api/output.rst new file mode 100644 index 00000000..7f20fcb8 --- /dev/null +++ b/doc/source/api/output.rst @@ -0,0 +1,443 @@ +Output +====== + +A WA output directory can be accessed via a :class:`RunOutput` object. There are +two ways of getting one -- either instantiate it with a path to a WA output +directory, or use :func:`discover_wa_outputs` to traverse a directory tree +iterating over all WA output directories found. + +.. function:: discover_wa_outputs(path) + + Recursively traverse ``path`` looking for WA output directories. Return + an iterator over :class:`RunOutput` objects for each discovered output. + + :param path: The directory to scan for WA output + + +.. class:: RunOutput(path) + + The main interface into a WA output directory. + + :param path: must be the path to the top-level output directory (the one + containing ``__meta`` subdirectory and ``run.log``). + +Example +------- + +To demonstrate how we can use the output API if we have an existing WA output +called ``wa_output`` in the current working directory we can initialize a +``RunOutput`` as follows: + +.. code-block:: python + + In [1]: from wa import RunOutput + ...: + ...: output_directory = 'wa_output' + ...: run_output = RunOutput(output_directory) + + + +From here we can retrieve various information about the run. For example if we +want to see what the overall status of the run was, along with the runtime +parameters and the metrics recorded from the first job was we can do the following: + +.. code-block:: python + + In [2]: run_output.status + Out[2]: OK(7) + + # List all of the jobs for the run + In [3]: run_output.jobs + Out[3]: + [<wa.framework.output.JobOutput at 0x7f70358a1f10>, + <wa.framework.output.JobOutput at 0x7f70358a1150>, + <wa.framework.output.JobOutput at 0x7f7035862810>, + <wa.framework.output.JobOutput at 0x7f7035875090>] + + # Examine the first job that was ran + In [4]: job_1 = run_output.jobs[0] + + In [5]: job_1.label + Out[5]: u'dhrystone' + + # Print out all the runtime parameters and their values for this job + In [6]: for k, v in job_1.spec.runtime_parameters.iteritems(): + ...: print (k, v) + (u'airplane_mode': False) + (u'brightness': 100) + (u'governor': 'userspace') + (u'big_frequency': 1700000) + (u'little_frequency': 1400000) + + # Print out all the metrics avalible for this job + In [7]: job_1.metrics + Out[7]: + [<thread 0 score: 14423105 (+)>, + <thread 0 DMIPS: 8209 (+)>, + <thread 1 score: 14423105 (+)>, + <thread 1 DMIPS: 8209 (+)>, + <thread 2 score: 14423105 (+)>, + <thread 2 DMIPS: 8209 (+)>, + <thread 3 score: 18292638 (+)>, + <thread 3 DMIPS: 10411 (+)>, + <thread 4 score: 17045532 (+)>, + <thread 4 DMIPS: 9701 (+)>, + <thread 5 score: 14150917 (+)>, + <thread 5 DMIPS: 8054 (+)>, + <time: 0.184497 seconds (-)>, + <total DMIPS: 52793 (+)>, + <total score: 92758402 (+)>] + + + +We can also retrieve information about the target that the run was performed on +for example: + +.. code-block:: python + + # Print out the target's abi: + In [9]: run_output.target_info.abi + Out[9]: u'arm64' + + # The os the target was running + In [9]: run_output.target_info.os + Out[9]: u'android' + + # And other information about the os version + In [10]: run_output.target_info.os_version + Out[10]: + OrderedDict([(u'all_codenames', u'REL'), + (u'incremental', u'3687331'), + (u'preview_sdk', u'0'), + (u'base_os', u''), + (u'release', u'7.1.1'), + (u'codename', u'REL'), + (u'security_patch', u'2017-03-05'), + (u'sdk', u'25')]) + + + +:class:`RunOutput` +------------------ + +:class:`RunOutput` provides access to the output of a WA :term:`run`, including metrics, +artifacts, metadata, and configuration. It has the following attributes: + + +``jobs`` + A list of :class:`JobOutput` objects for each job that was executed during + the run. + +``status`` + Run status. This indicates whether the run has completed without problems + (``Status.OK``) or if there were issues. + +``metrics`` + A list of :class:`Metric`\ s for the run. + + .. note:: these are *overall run* metrics only. Metrics for individual + jobs are contained within the corresponding :class:`JobOutput`\ s. + +``artifacts`` + A list of :class:`Artifact`\ s for the run. These are usually backed by a + file and can contain traces, raw data, logs, etc. + + .. note:: these are *overall run* artifacts only. Artifacts for individual + jobs are contained within the corresponding :class:`JobOutput`\ s. + +``info`` + A :ref:`RunInfo <run-info-api>` object that contains information about the run + itself for example it's duration, name, uuid etc. + +``target_info`` + A :ref:`TargetInfo <target-info-api>` object which can be used to access + various information about the target that was used during the run for example + it's ``abi``, ``hostname``, ``os`` etc. + +``run_config`` + A :ref:`RunConfiguration <run-configuration>` object that can be used to + access all the configuration of the run itself, for example the + ``reboot_policy``, ``execution_order``, ``device_config`` etc. + +``classifiers`` + :ref:`classifiers <classifiers>` defined for the entire run. + +``metadata`` + :ref:`metadata <metadata>` associated with the run. + +``events`` + A list of any events logged during the run, that are not associated with a + particular job. + +``event_summary`` + A condensed summary of any events that occurred during the run. + +``augmentations`` + A list of the :term:`augmentation`\ s that were enabled during the run (these + augmentations may or may not have been active for a particular job). + +``basepath`` + A (relative) path to the WA output directory backing this object. + + +methods +~~~~~~~ + +.. method:: RunOutput.get_artifact(name) + + Return the :class:`Artifact` specified by ``name``. This will only look + at the run artifacts; this will not search the artifacts of the individual + jobs. + + :param name: The name of the artifact who's path to retrieve. + :return: The :class:`Artifact` with that name + :raises HostError: If the artifact with the specified name does not exist. + + +.. method:: RunOutput.get_artifact_path(name) + + Return the path to the file backing the artifact specified by ``name``. This + will only look at the run artifacts; this will not search the artifacts of + the individual jobs. + + :param name: The name of the artifact who's path to retrieve. + :return: The path to the artifact + :raises HostError: If the artifact with the specified name does not exist. + + +.. method:: RunOutput.get_metric(name) + + Return the :class:`Metric` associated with the run (not the individual jobs) + with the specified `name`. + + :return: The :class`Metric` object for the metric with the specified name. + + +.. method:: RunOutput.get_job_spec(spec_id) + + Return the :class:`JobSpec` with the specified `spec_id`. A :term:`spec` + describes the job to be executed. Each :class:`Job` has an associated + :class:`JobSpec`, though a single :term:`spec` can be associated with + multiple :term:`job`\ s (If the :term:`spec` specifies multiple iterations). + +.. method:: RunOutput.list_workloads() + + List unique workload labels that featured in this run. The labels will be + in the order in which they first ran. + + :return: A list of `str` labels of workloads that were part of this run. + + +:class:`JobOutput` +------------------ + +:class:`JobOutput` provides access to the output of a single :term:`job` +executed during a WA :term:`run`, including metrics, +artifacts, metadata, and configuration. It has the following attributes: + +``status`` + Job status. This indicates whether the job has completed without problems + (``Status.OK``) or if there were issues. + + .. note:: Under typical configuration, WA will make a number of attempts to + re-run a job in case of issue. This status (and the rest of the + output) will represent the the latest attempt. I.e. a + ``Status.OK`` indicates that the latest attempt was successful, + but it does mean that there weren't prior failures. You can check + the ``retry`` attribute (see below) to whether this was the first + attempt or not. + +``retry`` + Retry number for this job. If a problem is detected during job execution, the + job will be re-run up to :confval:`max_retries` times. This indicates the + final retry number for the output. A value of ``0`` indicates that the job + succeeded on the first attempt, and no retries were necessary. + + .. note:: Outputs for previous attempts are moved into ``__failed`` + subdirectory of WA output. These are currently not exposed via the + API. + +``id`` + The ID of the :term:`spec` associated with with job. This ID is unique to + the spec, but not necessary to the job -- jobs representing multiple + iterations of the same spec will share the ID. + +``iteration`` + The iteration number of this job. Together with the ``id`` (above), this + uniquely identifies a job with a run. + +``label`` + The workload label associated with this job. Usually, this will be the name + or :term:`alias` of the workload, however maybe overwritten by the user in + the :term:`agenda`. + +``metrics`` + A list of :class:`Metric`\ s for the job. + +``artifacts`` + A list of :class:`Artifact`\ s for the job These are usually backed by a + file and can contain traces, raw data, logs, etc. + +``classifiers`` + :ref:`classifiers <classifiers>` defined for the job. + +``metadata`` + :ref:`metadata <metadata>` associated with the job. + +``events`` + A list of any events logged during the execution of the job. + +``event_summary`` + A condensed summary of any events that occurred during the execution of the + job. + +``augmentations`` + A list of the :term:`augmentation`\ s that were enabled for this job. This may + be different from overall augmentations specified for the run, as they may be + enabled/disabled on per-job basis. + +``basepath`` + A (relative) path to the WA output directory backing this object. + + +methods +~~~~~~~ + +.. method:: RunOutput.get_artifact(name) + + Return the :class:`Artifact` specified by ``name`` associated with this job. + + :param name: The name of the artifact who's path to retrieve. + :return: The :class:`Artifact` with that name + :raises HostError: If the artifact with the specified name does not exist. + + +.. method:: RunOutput.get_artifact_path(name) + + Return the path to the file backing the artifact specified by ``name``, + associated with this job. + + :param name: The name of the artifact who's path to retrieve. + :return: The path to the artifact + :raises HostError: If the artifact with the specified name does not exist. + + +.. method:: RunOutput.get_metric(name) + + Return the :class:`Metric` associated with this job with the specified + `name`. + + :return: The :class`Metric` object for the metric with the specified name. + + +:class:`Metric` +--------------- + +A metric represent a single numerical measurement/score collected as a result of +running the workload. It would be generated either by the workload or by one of +the augmentations active during the execution of the workload. + +A :class:`Metric` has the following attributes: + +name + The name of the metric. + + .. note:: A name of the metric is not necessarily unique, even for the same + job. Some workloads internally run multiple sub-tests, each + generating a metric with the same name. In such cases, + :term:`classifier`\ s are used to distinguish between them. + +value + The value of the metrics collected. + + +units + The units of the metrics. This maybe ``None`` if the metric has no units. + + +lower_is_better + The default assumption is that higher metric values are better. This may be + overridden by setting this to ``True``, e.g. if metrics such as "run time" + or "latency". WA does not use this internally (at the moment) but this may + be used by external parties to sensibly process WA results in a generic way. + + +classifiers + These can be user-defined :term:`classifier`\ s propagated from the job/run, + or they may have been added by the workload to help distinguish between + otherwise identical metrics. + + +:class:`Artifact` +----------------- + +An artifact is a file that is created on the host as part of executing a +workload. This could be trace, logging, raw output, or pretty much anything +else. Pretty much every file under WA output directory that is not already +represented by some other framework object will have an :class:`Artifact` +associated with it. + +An :class:`Artifact` has the following attributes: + + +name + The name of this artifact. This will be unique for the job/run (unlike + metric names). This is intended as a consistent "handle" for this artifact. + The actual file name for the artifact may vary from job to job (e.g. some + benchmarks that create files with results include timestamps in the file + names), however the name will always be the same. + +path + Partial path to the file associated with this artifact. Often, this is just + the file name. To get the complete path that maybe used to access the file, + use :func:`get_artifact_path` of the corresponding output object. + + +kind + Describes the nature of this artifact to facilitate generic processing. + Possible kinds are: + + :log: A log file. Not part of the "output" as such but contains + information about the run/workload execution that be useful for + diagnostics/meta analysis. + :meta: A file containing metadata. This is not part of the "output", but + contains information that may be necessary to reproduce the + results (contrast with ``log`` artifacts which are *not* + necessary). + :data: This file contains new data, not available otherwise and should + be considered part of the "output" generated by WA. Most traces + would fall into this category. + :export: Exported version of results or some other artifact. This + signifies that this artifact does not contain any new data + that is not available elsewhere and that it may be safely + discarded without losing information. + :raw: Signifies that this is a raw dump/log that is normally processed + to extract useful information and is then discarded. In a sense, + it is the opposite of ``export``, but in general may also be + discarded. + + .. note:: whether a file is marked as ``log``/``data`` or ``raw`` + depends on how important it is to preserve this file, + e.g. when archiving, vs how much space it takes up. + Unlike ``export`` artifacts which are (almost) always + ignored by other exporters as that would never result + in data loss, ``raw`` files *may* be processed by + exporters if they decided that the risk of losing + potentially (though unlikely) useful data is greater + than the time/space cost of handling the artifact (e.g. + a database uploader may choose to ignore ``raw`` + artifacts, where as a network filer archiver may choose + to archive them). + + .. note:: The kind parameter is intended to represent the logical + function of a particular artifact, not it's intended means of + processing -- this is left entirely up to the output + processors. + +description + This may be used by the artifact's creator to provide additional free-form + information about the artifact. In practice, this is often ``None`` + + +classifiers + Job- and run-level :term:`classifier`\ s will be propagated to the artifact. |