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docs/source/analyzing_traces.rst

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@@ -8,14 +8,14 @@ workflow executions, and to build distributions of workflow execution behaviors,
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which are used to evaluate methods and techniques in simulation or in real
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conditions.
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The first axis of the WorkflowHub project targets the analysis of actual workflow
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The first axis of the WfCommons project targets the analysis of actual workflow
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execution traces (i.e., the workflow execution profile data and characterizations)
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in order to build **recipes** of workflow applications. These recipes contain
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the necessary information for generating synthetic, yet realistic, workflow
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traces that resemble the structure and distribution of the original workflow
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executions.
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A `list of workflow execution traces <https://workflowhub.org/traces.html>`_
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A `list of workflow execution traces <https://wfcommons.org/traces.html>`_
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that are compatible with :ref:`json-format-label` is kept constantly updated
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in our project website.
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A workflow execution trace represents an actual execution of a scientific
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workflow on a distributed platform (e.g., clouds, grids, HPC, etc.). In the
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WorkflowHub project, a trace is represented in a JSON file following the
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WfCommons project, a trace is represented in a JSON file following the
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schema described in :ref:`json-format-label` section. This Python package
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provides a *trace loader* tool for importing workflow execution traces
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for analysis. For instance, the code snippet below shows how a trace can
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be loaded using the :class:`~workflowhub.trace.trace.Trace` class: ::
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be loaded using the :class:`~wfcommons.trace.trace.Trace` class: ::
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from workflowhub import Trace
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from wfcommons import Trace
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trace = Trace(input_trace='/path/to/trace/file.json')
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The :class:`~workflowhub.trace.trace.Trace` class provides a number of
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The :class:`~wfcommons.trace.trace.Trace` class provides a number of
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methods for interacting with the workflow trace, including:
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- :meth:`~workflowhub.trace.trace.Trace.draw`: produces an image or a pdf file representing the trace.
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- :meth:`~workflowhub.trace.trace.Trace.leaves`: gets the leaves of the workflow (i.e., the tasks without any successors).
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- :meth:`~workflowhub.trace.trace.Trace.roots`: gets the roots of the workflow (i.e., the tasks without any predecessors).
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- :meth:`~workflowhub.trace.trace.Trace.write_dot`: writes a dot file of the trace.
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- :meth:`~wfcommons.trace.trace.Trace.draw`: produces an image or a pdf file representing the trace.
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- :meth:`~wfcommons.trace.trace.Trace.leaves`: gets the leaves of the workflow (i.e., the tasks without any successors).
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- :meth:`~wfcommons.trace.trace.Trace.roots`: gets the roots of the workflow (i.e., the tasks without any predecessors).
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- :meth:`~wfcommons.trace.trace.Trace.write_dot`: writes a dot file of the trace.
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The Trace Analyzer
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------------------
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The :class:`~workflowhub.trace.trace_analyzer.TraceAnalyzer` class provides
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The :class:`~wfcommons.trace.trace_analyzer.TraceAnalyzer` class provides
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a number of tools for analyzing collection of workflow execution traces. The
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goal of the :class:`~workflowhub.trace.trace_analyzer.TraceAnalyzer` is to
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goal of the :class:`~wfcommons.trace.trace_analyzer.TraceAnalyzer` is to
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perform analyzes of one or multiple workflow execution traces, and build
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summaries of the analyzes per workflow' task type prefix.
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.. note::
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Although any workflow execution trace represented as a
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:class:`~workflowhub.trace.trace.Trace` object (i.e., compatible with
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:class:`~wfcommons.trace.trace.Trace` object (i.e., compatible with
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:ref:`json-format-label`) can be appended to the
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:class:`~workflowhub.trace.trace_analyzer.TraceAnalyzer`, we strongly
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:class:`~wfcommons.trace.trace_analyzer.TraceAnalyzer`, we strongly
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recommend that only traces of a single workflow application type be
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appended to an analyzer object. You may though create several analyzer
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objects per workflow application.
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The :meth:`~workflowhub.trace.trace_analyzer.TraceAnalyzer.append_trace` method
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The :meth:`~wfcommons.trace.trace_analyzer.TraceAnalyzer.append_trace` method
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allows you to include traces for analysis. The
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:meth:`~workflowhub.trace.trace_analyzer.TraceAnalyzer.build_summary` method
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:meth:`~wfcommons.trace.trace_analyzer.TraceAnalyzer.build_summary` method
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processes all appended traces. The method applies probability distributions fitting
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to a series of data to find the *best* (i.e., minimizes the mean square error)
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probability distribution that represents the analyzed data. The method returns
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<generating-workflows-label>`.
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Probability distribution fits can also be plotted by using the
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:meth:`~workflowhub.trace.trace_analyzer.TraceAnalyzer.generate_fit_plots` or
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:meth:`~workflowhub.trace.trace_analyzer.TraceAnalyzer.generate_all_fit_plots`
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:meth:`~wfcommons.trace.trace_analyzer.TraceAnalyzer.generate_fit_plots` or
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:meth:`~wfcommons.trace.trace_analyzer.TraceAnalyzer.generate_all_fit_plots`
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methods -- plots will be saved as :code:`png` files.
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Examples
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plots (runtime, and input and output files) into the :code:`fits` folder using
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:code:`seismology` as a prefix for each generated plot: ::
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from workflowhub import Trace, TraceAnalyzer
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from wfcommons import Trace, TraceAnalyzer
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from os import listdir
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from os.path import isfile, join
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docs/source/dev_api_generator.rst

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workflowhub.generator
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wfcommons.generator
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=====================
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.. toctree::
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:maxdepth: 4
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workflowhub.generator.generator
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wfcommons.generator.generator
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-------------------------------
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.. automodule:: workflowhub.generator.generator
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.. automodule:: wfcommons.generator.generator
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:members:
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:undoc-members:
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:show-inheritance:
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:noindex:
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workflowhub.generator.workflow.abstract\_recipe
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wfcommons.generator.workflow.abstract\_recipe
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-----------------------------------------------
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.. automodule:: workflowhub.generator.workflow.abstract_recipe
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.. automodule:: wfcommons.generator.workflow.abstract_recipe
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:members:
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:undoc-members:
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:private-members:
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workflowhub.generator.workflow.blast\_recipe
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wfcommons.generator.workflow.blast\_recipe
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--------------------------------------------
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.. automodule:: workflowhub.generator.workflow.blast_recipe
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.. automodule:: wfcommons.generator.workflow.blast_recipe
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:members:
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:undoc-members:
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:show-inheritance:
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workflowhub.generator.workflow.bwa\_recipe
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wfcommons.generator.workflow.bwa\_recipe
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------------------------------------------
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.. automodule:: workflowhub.generator.workflow.bwa_recipe
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.. automodule:: wfcommons.generator.workflow.bwa_recipe
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:members:
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:undoc-members:
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:show-inheritance:
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workflowhub.generator.workflow.cycles\_recipe
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wfcommons.generator.workflow.cycles\_recipe
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---------------------------------------------
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.. automodule:: workflowhub.generator.workflow.cycles_recipe
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.. automodule:: wfcommons.generator.workflow.cycles_recipe
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:members:
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workflowhub.generator.workflow.epigenomics\_recipe
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wfcommons.generator.workflow.epigenomics\_recipe
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--------------------------------------------------
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.. automodule:: workflowhub.generator.workflow.epigenomics_recipe
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.. automodule:: wfcommons.generator.workflow.epigenomics_recipe
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:members:
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workflowhub.generator.workflow.genome\_recipe
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wfcommons.generator.workflow.genome\_recipe
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---------------------------------------------
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.. automodule:: workflowhub.generator.workflow.genome_recipe
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.. automodule:: wfcommons.generator.workflow.genome_recipe
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:members:
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workflowhub.generator.workflow.montage\_recipe
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wfcommons.generator.workflow.montage\_recipe
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----------------------------------------------
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.. automodule:: workflowhub.generator.workflow.montage_recipe
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.. automodule:: wfcommons.generator.workflow.montage_recipe
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:members:
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workflowhub.generator.workflow.seismology\_recipe
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wfcommons.generator.workflow.seismology\_recipe
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-------------------------------------------------
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.. automodule:: workflowhub.generator.workflow.seismology_recipe
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.. automodule:: wfcommons.generator.workflow.seismology_recipe
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:members:
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workflowhub.generator.workflow.soykb\_recipe
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wfcommons.generator.workflow.soykb\_recipe
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--------------------------------------------
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.. automodule:: workflowhub.generator.workflow.soykb_recipe
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.. automodule:: wfcommons.generator.workflow.soykb_recipe
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workflowhub.generator.workflow.srasearch\_recipe
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wfcommons.generator.workflow.srasearch\_recipe
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------------------------------------------------
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.. automodule:: workflowhub.generator.workflow.srasearch_recipe
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.. automodule:: wfcommons.generator.workflow.srasearch_recipe
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:members:
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:show-inheritance:

docs/source/dev_api_reference.rst

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***********************
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The developer API reference targets developers and researchers who
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want to contribute to the WorkflowHub project by, for example,
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want to contribute to the WfCommons project by, for example,
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developing novel techniques for trace analysis, developing new
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:ref:`workflow recipes <workflow-recipe-label>`, etc.
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The developer API reference documentation includes detailed information
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:caption: Developer API Reference
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:maxdepth: 1
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dev_api_workflowhub.rst
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dev_api_wfcommons.rst
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dev_api_generator.rst
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dev_api_trace.rst

docs/source/dev_api_trace.rst

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workflowhub.trace
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wfcommons.trace
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=================
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workflowhub.trace.schema
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wfcommons.trace.schema
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------------------------
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.. automodule:: workflowhub.trace.schema
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.. automodule:: wfcommons.trace.schema
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wfcommons.trace.trace
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-----------------------
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workflowhub.trace.trace\_analyzer
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wfcommons.trace.trace\_analyzer
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---------------------------------
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.. automodule:: wfcommons.trace.trace_analyzer
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workflowhub.trace.logs.abstract\_logs\_parser
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wfcommons.trace.logs.abstract\_logs\_parser
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---------------------------------------------
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wfcommons.trace.logs.makeflow
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-------------------------------
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------------------------------
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wfcommons.utils
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-----------------
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:show-inheritance:

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