diff options
| author |   Vratko Polak <vrpolak@cisco.com> | 2018-06-08 18:07:35 +0200 |
|---|---|---|
| committer |   Tibor Frank <tifrank@cisco.com> | 2018-06-11 08:30:21 +0000 |
| commit | beeb2acb9ac153eaa54983bea46a76d596168965 (patch) | |
| tree | 0465617b135a2e64693265969c48ff466db3d287 /resources/tools/presentation/new/doc | |
| parent | 3dcef45002a1b82c4503ec590d680950930fa193 (diff) | |
CSIT-1110: Integrate anomaly detection into PAL
+ Keep the original detection,
+ add the new one as subdirectory
(both in source and in rendered tree).
- The new detection is not rebased over "Add dpdk mrr tests to trending".
New detection features:
+ Do not remove (nor detect) outliers.
+ Trend line shows the constant average within a group.
+ Anomaly circles are placed at the changed average.
+ Small bias against too similar averages.
+ Should be ready for moving the detection library out to pip.
Change-Id: I7ab1a92b79eeeed53ba65a071b1305e927816a89
Signed-off-by: Vratko Polak <vrpolak@cisco.com>
Diffstat (limited to 'resources/tools/presentation/new/doc')
| -rw-r--r-- | resources/tools/presentation/new/doc/pal_func_diagram.svg | 1413 | ||||
| -rw-r--r-- | resources/tools/presentation/new/doc/pal_layers.svg | 441 | ||||
| -rw-r--r-- | resources/tools/presentation/new/doc/pal_lld.rst | 1623 |
3 files changed, 3477 insertions, 0 deletions
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\ No newline at end of file diff --git a/resources/tools/presentation/new/doc/pal_lld.rst b/resources/tools/presentation/new/doc/pal_lld.rst new file mode 100644 index 0000000000..81c2547a82 --- /dev/null +++ b/resources/tools/presentation/new/doc/pal_lld.rst @@ -0,0 +1,1623 @@ +Presentation and Analytics Layer +================================ + +Overview +-------- + +The presentation and analytics layer (PAL) is the fourth layer of CSIT +hierarchy. The model of presentation and analytics layer consists of four +sub-layers, bottom up: + + - sL1 - Data - input data to be processed: + + - Static content - .rst text files, .svg static figures, and other files + stored in the CSIT git repository. + - Data to process - .xml files generated by Jenkins jobs executing tests, + stored as robot results files (output.xml). + - Specification - .yaml file with the models of report elements (tables, + plots, layout, ...) generated by this tool. There is also the configuration + of the tool and the specification of input data (jobs and builds). + + - sL2 - Data processing + + - The data are read from the specified input files (.xml) and stored as + multi-indexed `pandas.Series <https://pandas.pydata.org/pandas-docs/stable/ + generated/pandas.Series.html>`_. + - This layer provides also interface to input data and filtering of the input + data. + + - sL3 - Data presentation - This layer generates the elements specified in the + specification file: + + - Tables: .csv files linked to static .rst files. + - Plots: .html files generated using plot.ly linked to static .rst files. + + - sL4 - Report generation - Sphinx generates required formats and versions: + + - formats: html, pdf + - versions: minimal, full (TODO: define the names and scope of versions) + +.. only:: latex + + .. raw:: latex + + \begin{figure}[H] + \centering + \includesvg[width=0.90\textwidth]{../_tmp/src/csit_framework_documentation/pal_layers} + \label{fig:pal_layers} + \end{figure} + +.. only:: html + + .. figure:: pal_layers.svg + :alt: PAL Layers + :align: center + +Data +---- + +Report Specification +```````````````````` + +The report specification file defines which data is used and which outputs are +generated. It is human readable and structured. It is easy to add / remove / +change items. The specification includes: + + - Specification of the environment. + - Configuration of debug mode (optional). + - Specification of input data (jobs, builds, files, ...). + - Specification of the output. + - What and how is generated: + - What: plots, tables. + - How: specification of all properties and parameters. + - .yaml format. + +Structure of the specification file +''''''''''''''''''''''''''''''''''' + +The specification file is organized as a list of dictionaries distinguished by +the type: + +:: + + - + type: "environment" + - + type: "configuration" + - + type: "debug" + - + type: "static" + - + type: "input" + - + type: "output" + - + type: "table" + - + type: "plot" + - + type: "file" + +Each type represents a section. The sections "environment", "debug", "static", +"input" and "output" are listed only once in the specification; "table", "file" +and "plot" can be there multiple times. + +Sections "debug", "table", "file" and "plot" are optional. + +Table(s), files(s) and plot(s) are referred as "elements" in this text. It is +possible to define and implement other elements if needed. + + +Section: Environment +'''''''''''''''''''' + +This section has the following parts: + + - type: "environment" - says that this is the section "environment". + - configuration - configuration of the PAL. + - paths - paths used by the PAL. + - urls - urls pointing to the data sources. + - make-dirs - a list of the directories to be created by the PAL while + preparing the environment. + - remove-dirs - a list of the directories to be removed while cleaning the + environment. + - build-dirs - a list of the directories where the results are stored. + +The structure of the section "Environment" is as follows (example): + +:: + + - + type: "environment" + configuration: + # Debug mode: + # - Skip: + # - Download of input data files + # - Do: + # - Read data from given zip / xml files + # - Set the configuration as it is done in normal mode + # If the section "type: debug" is missing, CFG[DEBUG] is set to 0. + CFG[DEBUG]: 0 + + paths: + # Top level directories: + ## Working directory + DIR[WORKING]: "_tmp" + ## Build directories + DIR[BUILD,HTML]: "_build" + DIR[BUILD,LATEX]: "_build_latex" + + # Static .rst files + DIR[RST]: "../../../docs/report" + + # Working directories + ## Input data files (.zip, .xml) + DIR[WORKING,DATA]: "{DIR[WORKING]}/data" + ## Static source files from git + DIR[WORKING,SRC]: "{DIR[WORKING]}/src" + DIR[WORKING,SRC,STATIC]: "{DIR[WORKING,SRC]}/_static" + + # Static html content + DIR[STATIC]: "{DIR[BUILD,HTML]}/_static" + DIR[STATIC,VPP]: "{DIR[STATIC]}/vpp" + DIR[STATIC,DPDK]: "{DIR[STATIC]}/dpdk" + DIR[STATIC,ARCH]: "{DIR[STATIC]}/archive" + + # Detailed test results + DIR[DTR]: "{DIR[WORKING,SRC]}/detailed_test_results" + DIR[DTR,PERF,DPDK]: "{DIR[DTR]}/dpdk_performance_results" + DIR[DTR,PERF,VPP]: "{DIR[DTR]}/vpp_performance_results" + DIR[DTR,PERF,HC]: "{DIR[DTR]}/honeycomb_performance_results" + DIR[DTR,FUNC,VPP]: "{DIR[DTR]}/vpp_functional_results" + DIR[DTR,FUNC,HC]: "{DIR[DTR]}/honeycomb_functional_results" + DIR[DTR,FUNC,NSHSFC]: "{DIR[DTR]}/nshsfc_functional_results" + DIR[DTR,PERF,VPP,IMPRV]: "{DIR[WORKING,SRC]}/vpp_performance_tests/performance_improvements" + + # Detailed test configurations + DIR[DTC]: "{DIR[WORKING,SRC]}/test_configuration" + DIR[DTC,PERF,VPP]: "{DIR[DTC]}/vpp_performance_configuration" + DIR[DTC,FUNC,VPP]: "{DIR[DTC]}/vpp_functional_configuration" + + # Detailed tests operational data + DIR[DTO]: "{DIR[WORKING,SRC]}/test_operational_data" + DIR[DTO,PERF,VPP]: "{DIR[DTO]}/vpp_performance_operational_data" + + # .css patch file to fix tables generated by Sphinx + DIR[CSS_PATCH_FILE]: "{DIR[STATIC]}/theme_overrides.css" + DIR[CSS_PATCH_FILE2]: "{DIR[WORKING,SRC,STATIC]}/theme_overrides.css" + + urls: + URL[JENKINS,CSIT]: "https://jenkins.fd.io/view/csit/job" + URL[JENKINS,HC]: "https://jenkins.fd.io/view/hc2vpp/job" + + make-dirs: + # List the directories which are created while preparing the environment. + # All directories MUST be defined in "paths" section. + - "DIR[WORKING,DATA]" + - "DIR[STATIC,VPP]" + - "DIR[STATIC,DPDK]" + - "DIR[STATIC,ARCH]" + - "DIR[BUILD,LATEX]" + - "DIR[WORKING,SRC]" + - "DIR[WORKING,SRC,STATIC]" + + remove-dirs: + # List the directories which are deleted while cleaning the environment. + # All directories MUST be defined in "paths" section. + #- "DIR[BUILD,HTML]" + + build-dirs: + # List the directories where the results (build) is stored. + # All directories MUST be defined in "paths" section. + - "DIR[BUILD,HTML]" + - "DIR[BUILD,LATEX]" + +It is possible to use defined items in the definition of other items, e.g.: + +:: + + DIR[WORKING,DATA]: "{DIR[WORKING]}/data" + +will be automatically changed to + +:: + + DIR[WORKING,DATA]: "_tmp/data" + + +Section: Configuration +'''''''''''''''''''''' + +This section specifies the groups of parameters which are repeatedly used in the +elements defined later in the specification file. It has the following parts: + + - data sets - Specification of data sets used later in element's specifications + to define the input data. + - plot layouts - Specification of plot layouts used later in plots' + specifications to define the plot layout. + +The structure of the section "Configuration" is as follows (example): + +:: + + - + type: "configuration" + data-sets: + plot-vpp-throughput-latency: + csit-vpp-perf-1710-all: + - 11 + - 12 + - 13 + - 14 + - 15 + - 16 + - 17 + - 18 + - 19 + - 20 + vpp-perf-results: + csit-vpp-perf-1710-all: + - 20 + - 23 + plot-layouts: + plot-throughput: + xaxis: + autorange: True + autotick: False + fixedrange: False + gridcolor: "rgb(238, 238, 238)" + linecolor: "rgb(238, 238, 238)" + linewidth: 1 + showgrid: True + showline: True + showticklabels: True + tickcolor: "rgb(238, 238, 238)" + tickmode: "linear" + title: "Indexed Test Cases" + zeroline: False + yaxis: + gridcolor: "rgb(238, 238, 238)'" + hoverformat: ".4s" + linecolor: "rgb(238, 238, 238)" + linewidth: 1 + range: [] + showgrid: True + showline: True + showticklabels: True + tickcolor: "rgb(238, 238, 238)" + title: "Packets Per Second [pps]" + zeroline: False + boxmode: "group" + boxgroupgap: 0.5 + autosize: False + margin: + t: 50 + b: 20 + l: 50 + r: 20 + showlegend: True + legend: + orientation: "h" + width: 700 + height: 1000 + +The definitions from this sections are used in the elements, e.g.: + +:: + + - + type: "plot" + title: "VPP Performance 64B-1t1c-(eth|dot1q|dot1ad)-(l2xcbase|l2bdbasemaclrn)-ndrdisc" + algorithm: "plot_performance_box" + output-file-type: ".html" + output-file: "{DIR[STATIC,VPP]}/64B-1t1c-l2-sel1-ndrdisc" + data: + "plot-vpp-throughput-latency" + filter: "'64B' and ('BASE' or 'SCALE') and 'NDRDISC' and '1T1C' and ('L2BDMACSTAT' or 'L2BDMACLRN' or 'L2XCFWD') and not 'VHOST'" + parameters: + - "throughput" + - "parent" + traces: + hoverinfo: "x+y" + boxpoints: "outliers" + whiskerwidth: 0 + layout: + title: "64B-1t1c-(eth|dot1q|dot1ad)-(l2xcbase|l2bdbasemaclrn)-ndrdisc" + layout: + "plot-throughput" + + +Section: Debug mode +''''''''''''''''''' + +This section is optional as it configures the debug mode. It is used if one +does not want to download input data files and use local files instead. + +If the debug mode is configured, the "input" section is ignored. + +This section has the following parts: + + - type: "debug" - says that this is the section "debug". + - general: + + - input-format - xml or zip. + - extract - if "zip" is defined as the input format, this file is extracted + from the zip file, otherwise this parameter is ignored. + + - builds - list of builds from which the data is used. Must include a job + name as a key and then a list of builds and their output files. + +The structure of the section "Debug" is as follows (example): + +:: + + - + type: "debug" + general: + input-format: "zip" # zip or xml + extract: "robot-plugin/output.xml" # Only for zip + builds: + # The files must be in the directory DIR[WORKING,DATA] + csit-dpdk-perf-1707-all: + - + build: 10 + file: "csit-dpdk-perf-1707-all__10.xml" + - + build: 9 + file: "csit-dpdk-perf-1707-all__9.xml" + csit-nsh_sfc-verify-func-1707-ubuntu1604-virl: + - + build: 2 + file: "csit-nsh_sfc-verify-func-1707-ubuntu1604-virl-2.xml" + csit-vpp-functional-1707-ubuntu1604-virl: + - + build: lastSuccessfulBuild + file: "csit-vpp-functional-1707-ubuntu1604-virl-lastSuccessfulBuild.xml" + hc2vpp-csit-integration-1707-ubuntu1604: + - + build: lastSuccessfulBuild + file: "hc2vpp-csit-integration-1707-ubuntu1604-lastSuccessfulBuild.xml" + csit-vpp-perf-1707-all: + - + build: 16 + file: "csit-vpp-perf-1707-all__16__output.xml" + - + build: 17 + file: "csit-vpp-perf-1707-all__17__output.xml" + + +Section: Static +''''''''''''''' + +This section defines the static content which is stored in git and will be used +as a source to generate the report. + +This section has these parts: + + - type: "static" - says that this section is the "static". + - src-path - path to the static content. + - dst-path - destination path where the static content is copied and then + processed. + +:: + - + type: "static" + src-path: "{DIR[RST]}" + dst-path: "{DIR[WORKING,SRC]}" + + +Section: Input +'''''''''''''' + +This section defines the data used to generate elements. It is mandatory +if the debug mode is not used. + +This section has the following parts: + + - type: "input" - says that this section is the "input". + - general - parameters common to all builds: + + - file-name: file to be downloaded. + - file-format: format of the downloaded file, ".zip" or ".xml" are supported. + - download-path: path to be added to url pointing to the file, e.g.: + "{job}/{build}/robot/report/*zip*/{filename}"; {job}, {build} and + {filename} are replaced by proper values defined in this section. + - extract: file to be extracted from downloaded zip file, e.g.: "output.xml"; + if xml file is downloaded, this parameter is ignored. + + - builds - list of jobs (keys) and numbers of builds which output data will be + downloaded. + +The structure of the section "Input" is as follows (example from 17.07 report): + +:: + + - + type: "input" # Ignored in debug mode + general: + file-name: "robot-plugin.zip" + file-format: ".zip" + download-path: "{job}/{build}/robot/report/*zip*/{filename}" + extract: "robot-plugin/output.xml" + builds: + csit-vpp-perf-1707-all: + - 9 + - 10 + - 13 + - 14 + - 15 + - 16 + - 17 + - 18 + - 19 + - 21 + - 22 + csit-dpdk-perf-1707-all: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + csit-vpp-functional-1707-ubuntu1604-virl: + - lastSuccessfulBuild + hc2vpp-csit-perf-master-ubuntu1604: + - 8 + - 9 + hc2vpp-csit-integration-1707-ubuntu1604: + - lastSuccessfulBuild + csit-nsh_sfc-verify-func-1707-ubuntu1604-virl: + - 2 + + +Section: Output +''''''''''''''' + +This section specifies which format(s) will be generated (html, pdf) and which +versions will be generated for each format. + +This section has the following parts: + + - type: "output" - says that this section is the "output". + - format: html or pdf. + - version: defined for each format separately. + +The structure of the section "Output" is as follows (example): + +:: + + - + type: "output" + format: + html: + - full + pdf: + - full + - minimal + +TODO: define the names of versions + + +Content of "minimal" version +~~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +TODO: define the name and content of this version + + +Section: Table +'''''''''''''' + +This section defines a table to be generated. There can be 0 or more "table" +sections. + +This section has the following parts: + + - type: "table" - says that this section defines a table. + - title: Title of the table. + - algorithm: Algorithm which is used to generate the table. The other + parameters in this section must provide all information needed by the used + algorithm. + - template: (optional) a .csv file used as a template while generating the + table. + - output-file-ext: extension of the output file. + - output-file: file which the table will be written to. + - columns: specification of table columns: + + - title: The title used in the table header. + - data: Specification of the data, it has two parts - command and arguments: + + - command: + + - template - take the data from template, arguments: + + - number of column in the template. + + - data - take the data from the input data, arguments: + + - jobs and builds which data will be used. + + - operation - performs an operation with the data already in the table, + arguments: + + - operation to be done, e.g.: mean, stdev, relative_change (compute + the relative change between two columns) and display number of data + samples ~= number of test jobs. The operations are implemented in the + utils.py + TODO: Move from utils,py to e.g. operations.py + - numbers of columns which data will be used (optional). + + - data: Specify the jobs and builds which data is used to generate the table. + - filter: filter based on tags applied on the input data, if "template" is + used, filtering is based on the template. + - parameters: Only these parameters will be put to the output data structure. + +The structure of the section "Table" is as follows (example of +"table_performance_improvements"): + +:: + + - + type: "table" + title: "Performance improvements" + algorithm: "table_performance_improvements" + template: "{DIR[DTR,PERF,VPP,IMPRV]}/tmpl_performance_improvements.csv" + output-file-ext: ".csv" + output-file: "{DIR[DTR,PERF,VPP,IMPRV]}/performance_improvements" + columns: + - + title: "VPP Functionality" + data: "template 1" + - + title: "Test Name" + data: "template 2" + - + title: "VPP-16.09 mean [Mpps]" + data: "template 3" + - + title: "VPP-17.01 mean [Mpps]" + data: "template 4" + - + title: "VPP-17.04 mean [Mpps]" + data: "template 5" + - + title: "VPP-17.07 mean [Mpps]" + data: "data csit-vpp-perf-1707-all mean" + - + title: "VPP-17.07 stdev [Mpps]" + data: "data csit-vpp-perf-1707-all stdev" + - + title: "17.04 to 17.07 change [%]" + data: "operation relative_change 5 4" + data: + csit-vpp-perf-1707-all: + - 9 + - 10 + - 13 + - 14 + - 15 + - 16 + - 17 + - 18 + - 19 + - 21 + filter: "template" + parameters: + - "throughput" + +Example of "table_details" which generates "Detailed Test Results - VPP +Performance Results": + +:: + + - + type: "table" + title: "Detailed Test Results - VPP Performance Results" + algorithm: "table_details" + output-file-ext: ".csv" + output-file: "{DIR[WORKING]}/vpp_performance_results" + columns: + - + title: "Name" + data: "data test_name" + - + title: "Documentation" + data: "data test_documentation" + - + title: "Status" + data: "data test_msg" + data: + csit-vpp-perf-1707-all: + - 17 + filter: "all" + parameters: + - "parent" + - "doc" + - "msg" + +Example of "table_details" which generates "Test configuration - VPP Performance +Test Configs": + +:: + + - + type: "table" + title: "Test configuration - VPP Performance Test Configs" + algorithm: "table_details" + output-file-ext: ".csv" + output-file: "{DIR[WORKING]}/vpp_test_configuration" + columns: + - + title: "Name" + data: "data name" + - + title: "VPP API Test (VAT) Commands History - Commands Used Per Test Case" + data: "data show-run" + data: + csit-vpp-perf-1707-all: + - 17 + filter: "all" + parameters: + - "parent" + - "name" + - "show-run" + + +Section: Plot +''''''''''''' + +This section defines a plot to be generated. There can be 0 or more "plot" +sections. + +This section has these parts: + + - type: "plot" - says that this section defines a plot. + - title: Plot title used in the logs. Title which is displayed is in the + section "layout". + - output-file-type: format of the output file. + - output-file: file which the plot will be written to. + - algorithm: Algorithm used to generate the plot. The other parameters in this + section must provide all information needed by plot.ly to generate the plot. + For example: + + - traces + - layout + + - These parameters are transparently passed to plot.ly. + + - data: Specify the jobs and numbers of builds which data is used to generate + the plot. + - filter: filter applied on the input data. + - parameters: Only these parameters will be put to the output data structure. + +The structure of the section "Plot" is as follows (example of a plot showing +throughput in a chart box-with-whiskers): + +:: + + - + type: "plot" + title: "VPP Performance 64B-1t1c-(eth|dot1q|dot1ad)-(l2xcbase|l2bdbasemaclrn)-ndrdisc" + algorithm: "plot_performance_box" + output-file-type: ".html" + output-file: "{DIR[STATIC,VPP]}/64B-1t1c-l2-sel1-ndrdisc" + data: + csit-vpp-perf-1707-all: + - 9 + - 10 + - 13 + - 14 + - 15 + - 16 + - 17 + - 18 + - 19 + - 21 + # Keep this formatting, the filter is enclosed with " (quotation mark) and + # each tag is enclosed with ' (apostrophe). + filter: "'64B' and 'BASE' and 'NDRDISC' and '1T1C' and ('L2BDMACSTAT' or 'L2BDMACLRN' or 'L2XCFWD') and not 'VHOST'" + parameters: + - "throughput" + - "parent" + traces: + hoverinfo: "x+y" + boxpoints: "outliers" + whiskerwidth: 0 + layout: + title: "64B-1t1c-(eth|dot1q|dot1ad)-(l2xcbase|l2bdbasemaclrn)-ndrdisc" + xaxis: + autorange: True + autotick: False + fixedrange: False + gridcolor: "rgb(238, 238, 238)" + linecolor: "rgb(238, 238, 238)" + linewidth: 1 + showgrid: True + showline: True + showticklabels: True + tickcolor: "rgb(238, 238, 238)" + tickmode: "linear" + title: "Indexed Test Cases" + zeroline: False + yaxis: + gridcolor: "rgb(238, 238, 238)'" + hoverformat: ".4s" + linecolor: "rgb(238, 238, 238)" + linewidth: 1 + range: [] + showgrid: True + showline: True + showticklabels: True + tickcolor: "rgb(238, 238, 238)" + title: "Packets Per Second [pps]" + zeroline: False + boxmode: "group" + boxgroupgap: 0.5 + autosize: False + margin: + t: 50 + b: 20 + l: 50 + r: 20 + showlegend: True + legend: + orientation: "h" + width: 700 + height: 1000 + +The structure of the section "Plot" is as follows (example of a plot showing +latency in a box chart): + +:: + + - + type: "plot" + title: "VPP Latency 64B-1t1c-(eth|dot1q|dot1ad)-(l2xcbase|l2bdbasemaclrn)-ndrdisc" + algorithm: "plot_latency_box" + output-file-type: ".html" + output-file: "{DIR[STATIC,VPP]}/64B-1t1c-l2-sel1-ndrdisc-lat50" + data: + csit-vpp-perf-1707-all: + - 9 + - 10 + - 13 + - 14 + - 15 + - 16 + - 17 + - 18 + - 19 + - 21 + filter: "'64B' and 'BASE' and 'NDRDISC' and '1T1C' and ('L2BDMACSTAT' or 'L2BDMACLRN' or 'L2XCFWD') and not 'VHOST'" + parameters: + - "latency" + - "parent" + traces: + boxmean: False + layout: + title: "64B-1t1c-(eth|dot1q|dot1ad)-(l2xcbase|l2bdbasemaclrn)-ndrdisc" + xaxis: + autorange: True + autotick: False + fixedrange: False + gridcolor: "rgb(238, 238, 238)" + linecolor: "rgb(238, 238, 238)" + linewidth: 1 + showgrid: True + showline: True + showticklabels: True + tickcolor: "rgb(238, 238, 238)" + tickmode: "linear" + title: "Indexed Test Cases" + zeroline: False + yaxis: + gridcolor: "rgb(238, 238, 238)'" + hoverformat: "" + linecolor: "rgb(238, 238, 238)" + linewidth: 1 + range: [] + showgrid: True + showline: True + showticklabels: True + tickcolor: "rgb(238, 238, 238)" + title: "Latency min/avg/max [uSec]" + zeroline: False + boxmode: "group" + boxgroupgap: 0.5 + autosize: False + margin: + t: 50 + b: 20 + l: 50 + r: 20 + showlegend: True + legend: + orientation: "h" + width: 700 + height: 1000 + +The structure of the section "Plot" is as follows (example of a plot showing +VPP HTTP server performance in a box chart with pre-defined data +"plot-vpp-httlp-server-performance" set and plot layout "plot-cps"): + +:: + + - + type: "plot" + title: "VPP HTTP Server Performance" + algorithm: "plot_http_server_performance_box" + output-file-type: ".html" + output-file: "{DIR[STATIC,VPP]}/http-server-performance-cps" + data: + "plot-vpp-httlp-server-performance" + # Keep this formatting, the filter is enclosed with " (quotation mark) and + # each tag is enclosed with ' (apostrophe). + filter: "'HTTP' and 'TCP_CPS'" + parameters: + - "result" + - "name" + traces: + hoverinfo: "x+y" + boxpoints: "outliers" + whiskerwidth: 0 + layout: + title: "VPP HTTP Server Performance" + layout: + "plot-cps" + + +Section: file +''''''''''''' + +This section defines a file to be generated. There can be 0 or more "file" +sections. + +This section has the following parts: + + - type: "file" - says that this section defines a file. + - title: Title of the table. + - algorithm: Algorithm which is used to generate the file. The other + parameters in this section must provide all information needed by the used + algorithm. + - output-file-ext: extension of the output file. + - output-file: file which the file will be written to. + - file-header: The header of the generated .rst file. + - dir-tables: The directory with the tables. + - data: Specify the jobs and builds which data is used to generate the table. + - filter: filter based on tags applied on the input data, if "all" is + used, no filtering is done. + - parameters: Only these parameters will be put to the output data structure. + - chapters: the hierarchy of chapters in the generated file. + - start-level: the level of the the top-level chapter. + +The structure of the section "file" is as follows (example): + +:: + + - + type: "file" + title: "VPP Performance Results" + algorithm: "file_test_results" + output-file-ext: ".rst" + output-file: "{DIR[DTR,PERF,VPP]}/vpp_performance_results" + file-header: "\n.. |br| raw:: html\n\n <br />\n\n\n.. |prein| raw:: html\n\n <pre>\n\n\n.. |preout| raw:: html\n\n </pre>\n\n" + dir-tables: "{DIR[DTR,PERF,VPP]}" + data: + csit-vpp-perf-1707-all: + - 22 + filter: "all" + parameters: + - "name" + - "doc" + - "level" + data-start-level: 2 # 0, 1, 2, ... + chapters-start-level: 2 # 0, 1, 2, ... + + +Static content +`````````````` + + - Manually created / edited files. + - .rst files, static .csv files, static pictures (.svg), ... + - Stored in CSIT git repository. + +No more details about the static content in this document. + + +Data to process +``````````````` + +The PAL processes tests results and other information produced by Jenkins jobs. +The data are now stored as robot results in Jenkins (TODO: store the data in +nexus) either as .zip and / or .xml files. + + +Data processing +--------------- + +As the first step, the data are downloaded and stored locally (typically on a +Jenkins slave). If .zip files are used, the given .xml files are extracted for +further processing. + +Parsing of the .xml files is performed by a class derived from +"robot.api.ResultVisitor", only necessary methods are overridden. All and only +necessary data is extracted from .xml file and stored in a structured form. + +The parsed data are stored as the multi-indexed pandas.Series data type. Its +structure is as follows: + +:: + + <job name> + <build> + <metadata> + <suites> + <tests> + +"job name", "build", "metadata", "suites", "tests" are indexes to access the +data. For example: + +:: + + data = + + job 1 name: + build 1: + metadata: metadata + suites: suites + tests: tests + ... + build N: + metadata: metadata + suites: suites + tests: tests + ... + job M name: + build 1: + metadata: metadata + suites: suites + tests: tests + ... + build N: + metadata: metadata + suites: suites + tests: tests + +Using indexes data["job 1 name"]["build 1"]["tests"] (e.g.: +data["csit-vpp-perf-1704-all"]["17"]["tests"]) we get a list of all tests with +all tests data. + +Data will not be accessible directly using indexes, but using getters and +filters. + +**Structure of metadata:** + +:: + + "metadata": { + "version": "VPP version", + "job": "Jenkins job name" + "build": "Information about the build" + }, + +**Structure of suites:** + +:: + + "suites": { + "Suite name 1": { + "doc": "Suite 1 documentation" + "parent": "Suite 1 parent" + } + "Suite name N": { + "doc": "Suite N documentation" + "parent": "Suite N parent" + } + +**Structure of tests:** + +Performance tests: + +:: + + "tests": { + "ID": { + "name": "Test name", + "parent": "Name of the parent of the test", + "doc": "Test documentation" + "msg": "Test message" + "tags": ["tag 1", "tag 2", "tag n"], + "type": "PDR" | "NDR", + "throughput": { + "value": int, + "unit": "pps" | "bps" | "percentage" + }, + "latency": { + "direction1": { + "100": { + "min": int, + "avg": int, + "max": int + }, + "50": { # Only for NDR + "min": int, + "avg": int, + "max": int + }, + "10": { # Only for NDR + "min": int, + "avg": int, + "max": int + } + }, + "direction2": { + "100": { + "min": int, + "avg": int, + "max": int + }, + "50": { # Only for NDR + "min": int, + "avg": int, + "max": int + }, + "10": { # Only for NDR + "min": int, + "avg": int, + "max": int + } + } + }, + "lossTolerance": "lossTolerance" # Only for PDR + "vat-history": "DUT1 and DUT2 VAT History" + }, + "show-run": "Show Run" + }, + "ID" { + # next test + } + +Functional tests: + +:: + + "tests": { + "ID": { + "name": "Test name", + "parent": "Name of the parent of the test", + "doc": "Test documentation" + "msg": "Test message" + "tags": ["tag 1", "tag 2", "tag n"], + "vat-history": "DUT1 and DUT2 VAT History" + "show-run": "Show Run" + "status": "PASS" | "FAIL" + }, + "ID" { + # next test + } + } + +Note: ID is the lowercase full path to the test. + + +Data filtering +`````````````` + +The first step when generating an element is getting the data needed to +construct the element. The data are filtered from the processed input data. + +The data filtering is based on: + + - job name(s). + - build number(s). + - tag(s). + - required data - only this data is included in the output. + +WARNING: The filtering is based on tags, so be careful with tagging. + +For example, the element which specification includes: + +:: + + data: + csit-vpp-perf-1707-all: + - 9 + - 10 + - 13 + - 14 + - 15 + - 16 + - 17 + - 18 + - 19 + - 21 + filter: + - "'64B' and 'BASE' and 'NDRDISC' and '1T1C' and ('L2BDMACSTAT' or 'L2BDMACLRN' or 'L2XCFWD') and not 'VHOST'" + +will be constructed using data from the job "csit-vpp-perf-1707-all", for all +listed builds and the tests with the list of tags matching the filter +conditions. + +The output data structure for filtered test data is: + +:: + + - job 1 + - build 1 + - test 1 + - parameter 1 + - parameter 2 + ... + - parameter n + ... + - test n + ... + ... + - build n + ... + - job n + + +Data analytics +`````````````` + +Data analytics part implements: + + - methods to compute statistical data from the filtered input data. + - trending. + +Throughput Speedup Analysis - Multi-Core with Multi-Threading +''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''' + +Throughput Speedup Analysis (TSA) calculates throughput speedup ratios +for tested 1-, 2- and 4-core multi-threaded VPP configurations using the +following formula: + +:: + + N_core_throughput + N_core_throughput_speedup = ----------------- + 1_core_throughput + +Multi-core throughput speedup ratios are plotted in grouped bar graphs +for throughput tests with 64B/78B frame size, with number of cores on +X-axis and speedup ratio on Y-axis. + +For better comparison multiple test results' data sets are plotted per +each graph: + + - graph type: grouped bars; + - graph X-axis: (testcase index, number of cores); + - graph Y-axis: speedup factor. + +Subset of existing performance tests is covered by TSA graphs. + +**Model for TSA:** + +:: + + - + type: "plot" + title: "TSA: 64B-*-(eth|dot1q|dot1ad)-(l2xcbase|l2bdbasemaclrn)-ndrdisc" + algorithm: "plot_throughput_speedup_analysis" + output-file-type: ".html" + output-file: "{DIR[STATIC,VPP]}/10ge2p1x520-64B-l2-tsa-ndrdisc" + data: + "plot-throughput-speedup-analysis" + filter: "'NIC_Intel-X520-DA2' and '64B' and 'BASE' and 'NDRDISC' and ('L2BDMACSTAT' or 'L2BDMACLRN' or 'L2XCFWD') and not 'VHOST'" + parameters: + - "throughput" + - "parent" + - "tags" + layout: + title: "64B-*-(eth|dot1q|dot1ad)-(l2xcbase|l2bdbasemaclrn)-ndrdisc" + layout: + "plot-throughput-speedup-analysis" + + +Comparison of results from two sets of the same test executions +''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''' + +This algorithm enables comparison of results coming from two sets of the +same test executions. It is used to quantify performance changes across +all tests after test environment changes e.g. Operating System +upgrades/patches, Hardware changes. + +It is assumed that each set of test executions includes multiple runs +of the same tests, 10 or more, to verify test results repeatibility and +to yield statistically meaningful results data. + +Comparison results are presented in a table with a specified number of +the best and the worst relative changes between the two sets. Following table +columns are defined: + + - name of the test; + - throughput mean values of the reference set; + - throughput standard deviation of the reference set; + - throughput mean values of the set to compare; + - throughput standard deviation of the set to compare; + - relative change of the mean values. + +**The model** + +The model specifies: + + - type: "table" - means this section defines a table. + - title: Title of the table. + - algorithm: Algorithm which is used to generate the table. The other + parameters in this section must provide all information needed by the used + algorithm. + - output-file-ext: Extension of the output file. + - output-file: File which the table will be written to. + - reference - the builds which are used as the reference for comparison. + - compare - the builds which are compared to the reference. + - data: Specify the sources, jobs and builds, providing data for generating + the table. + - filter: Filter based on tags applied on the input data, if "template" is + used, filtering is based on the template. + - parameters: Only these parameters will be put to the output data + structure. + - nr-of-tests-shown: Number of the best and the worst tests presented in the + table. Use 0 (zero) to present all tests. + +*Example:* + +:: + + - + type: "table" + title: "Performance comparison" + algorithm: "table_performance_comparison" + output-file-ext: ".csv" + output-file: "{DIR[DTR,PERF,VPP,IMPRV]}/vpp_performance_comparison" + reference: + title: "csit-vpp-perf-1801-all - 1" + data: + csit-vpp-perf-1801-all: + - 1 + - 2 + compare: + title: "csit-vpp-perf-1801-all - 2" + data: + csit-vpp-perf-1801-all: + - 1 + - 2 + data: + "vpp-perf-comparison" + filter: "all" + parameters: + - "name" + - "parent" + - "throughput" + nr-of-tests-shown: 20 + + +Advanced data analytics +``````````````````````` + +In the future advanced data analytics (ADA) will be added to analyze the +telemetry data collected from SUT telemetry sources and correlate it to +performance test results. + +:TODO: + + - describe the concept of ADA. + - add specification. + + +Data presentation +----------------- + +Generates the plots and tables according to the report models per +specification file. The elements are generated using algorithms and data +specified in their models. + + +Tables +`````` + + - tables are generated by algorithms implemented in PAL, the model includes the + algorithm and all necessary information. + - output format: csv + - generated tables are stored in specified directories and linked to .rst + files. + + +Plots +````` + + - `plot.ly <https://plot.ly/>`_ is currently used to generate plots, the model + includes the type of plot and all the necessary information to render it. + - output format: html. + - generated plots are stored in specified directories and linked to .rst files. + + +Report generation +----------------- + +Report is generated using Sphinx and Read_the_Docs template. PAL generates html +and pdf formats. It is possible to define the content of the report by +specifying the version (TODO: define the names and content of versions). + + +The process +``````````` + +1. Read the specification. +2. Read the input data. +3. Process the input data. +4. For element (plot, table, file) defined in specification: + + a. Get the data needed to construct the element using a filter. + b. Generate the element. + c. Store the element. + +5. Generate the report. +6. Store the report (Nexus). + +The process is model driven. The elements' models (tables, plots, files +and report itself) are defined in the specification file. Script reads +the elements' models from specification file and generates the elements. + +It is easy to add elements to be generated in the report. If a new type +of an element is required, only a new algorithm needs to be implemented +and integrated. + + +Continuous Performance Measurements and Trending +------------------------------------------------ + +Performance analysis and trending execution sequence: +````````````````````````````````````````````````````` + +CSIT PA runs performance analysis, change detection and trending using specified +trend analysis metrics over the rolling window of last <N> sets of historical +measurement data. PA is defined as follows: + + #. PA job triggers: + + #. By PT job at its completion. + #. Manually from Jenkins UI. + + #. Download and parse archived historical data and the new data: + + #. New data from latest PT job is evaluated against the rolling window + of <N> sets of historical data. + #. Download RF output.xml files and compressed archived data. + #. Parse out the data filtering test cases listed in PA specification + (part of CSIT PAL specification file). + + #. Calculate trend metrics for the rolling window of <N> sets of historical data: + + #. Calculate quartiles Q1, Q2, Q3. + #. Trim outliers using IQR. + #. Calculate TMA and TMSD. + #. Calculate normal trending range per test case based on TMA and TMSD. + + #. Evaluate new test data against trend metrics: + + #. If within the range of (TMA +/- 3*TMSD) => Result = Pass, + Reason = Normal. + #. If below the range => Result = Fail, Reason = Regression. + #. If above the range => Result = Pass, Reason = Progression. + + #. Generate and publish results + + #. Relay evaluation result to job result. + #. Generate a new set of trend analysis summary graphs and drill-down + graphs. + + #. Summary graphs to include measured values with Normal, + Progression and Regression markers. MM shown in the background if + possible. + #. Drill-down graphs to include MM, TMA and TMSD. + + #. Publish trend analysis graphs in html format on + https://docs.fd.io/csit/master/trending/. + + +Parameters to specify: +`````````````````````` + +- job to be monitored - the Jenkins job which results are used as input data for + this test; +- builds used for trending plot(s) - specified by a list of build numbers or by + a range of builds defined by the first and the last buld number; +- list plots to generate: + + - plot title; + - output file name; + - data for plots; + - tests to be displayed in the plot defined by a filter; + - list of parameters to extract from the data; + - periods (daily = 1, weekly = 5, monthly = 30); + - plot layout + +*Example:* + +:: + + - + type: "cpta" + title: "Continuous Performance Trending and Analysis" + algorithm: "cpta" + output-file-type: ".html" + output-file: "{DIR[STATIC,VPP]}/cpta" + data: "plot-performance-trending" + plots: + - title: "VPP 1T1C L2 64B Packet Throughput - {period} Trending" + output-file-name: "l2-1t1c-x520" + data: "plot-performance-trending" + filter: "'NIC_Intel-X520-DA2' and 'MRR' and '64B' and ('BASE' or 'SCALE') and '1T1C' and ('L2BDMACSTAT' or 'L2BDMACLRN' or 'L2XCFWD') and not 'VHOST' and not 'MEMIF'" + parameters: + - "result" + # - "name" + periods: + - 1 + - 5 + - 30 + layout: "plot-cpta" + + - title: "VPP 2T2C L2 64B Packet Throughput - {period} Trending" + output-file-name: "l2-2t2c-x520" + data: "plot-performance-trending" + filter: "'NIC_Intel-X520-DA2' and 'MRR' and '64B' and ('BASE' or 'SCALE') and '2T2C' and ('L2BDMACSTAT' or 'L2BDMACLRN' or 'L2XCFWD') and not 'VHOST' and not 'MEMIF'" + parameters: + - "result" + # - "name" + periods: + - 1 + - 5 + - 30 + layout: "plot-cpta" + +API +--- + +List of modules, classes, methods and functions +``````````````````````````````````````````````` + +:: + + specification_parser.py + + class Specification + + Methods: + read_specification + set_input_state + set_input_file_name + + Getters: + specification + environment + debug + is_debug + input + builds + output + tables + plots + files + static + + + input_data_parser.py + + class InputData + + Methods: + read_data + filter_data + + Getters: + data + metadata + suites + tests + + + environment.py + + Functions: + clean_environment + + class Environment + + Methods: + set_environment + + Getters: + environment + + + input_data_files.py + + Functions: + download_data_files + unzip_files + + + generator_tables.py + + Functions: + generate_tables + + Functions implementing algorithms to generate particular types of + tables (called by the function "generate_tables"): + table_details + table_performance_improvements + + + generator_plots.py + + Functions: + generate_plots + + Functions implementing algorithms to generate particular types of + plots (called by the function "generate_plots"): + plot_performance_box + plot_latency_box + + + generator_files.py + + Functions: + generate_files + + Functions implementing algorithms to generate particular types of + files (called by the function "generate_files"): + file_test_results + + + report.py + + Functions: + generate_report + + Functions implementing algorithms to generate particular types of + report (called by the function "generate_report"): + generate_html_report + generate_pdf_report + + Other functions called by the function "generate_report": + archive_input_data + archive_report + + +PAL functional diagram +`````````````````````` + +.. only:: latex + + .. raw:: latex + + \begin{figure}[H] + \centering + \includesvg[width=0.90\textwidth]{../_tmp/src/csit_framework_documentation/pal_func_diagram} + \label{fig:pal_func_diagram} + \end{figure} + +.. only:: html + + .. figure:: pal_func_diagram.svg + :alt: PAL functional diagram + :align: center + + +How to add an element +````````````````````` + +Element can be added by adding it's model to the specification file. If +the element is to be generated by an existing algorithm, only it's +parameters must be set. + +If a brand new type of element needs to be added, also the algorithm +must be implemented. Element generation algorithms are implemented in +the files with names starting with "generator" prefix. The name of the +function implementing the algorithm and the name of algorithm in the +specification file have to be the same. |
