csit.infra.dash/app/cdash/trending/layout.py

   1 # Copyright (c) 2022 Cisco and/or its affiliates.
   2 # Licensed under the Apache License, Version 2.0 (the "License");
   3 # you may not use this file except in compliance with the License.
   4 # You may obtain a copy of the License at:
   5 #
   6 #     http://www.apache.org/licenses/LICENSE-2.0
   7 #
   8 # Unless required by applicable law or agreed to in writing, software
   9 # distributed under the License is distributed on an "AS IS" BASIS,
  10 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  11 # See the License for the specific language governing permissions and
  12 # limitations under the License.
  13
  14
  15 """Plotly Dash HTML layout override.
  16 """
  17
  18 import logging
  19 import pandas as pd
  20 import dash_bootstrap_components as dbc
  21
  22 from flask import Flask
  23 from dash import dcc
  24 from dash import html
  25 from dash import callback_context, no_update, ALL
  26 from dash import Input, Output, State
  27 from dash.exceptions import PreventUpdate
  28 from yaml import load, FullLoader, YAMLError
  29 from ast import literal_eval
  30
  31 from ..utils.constants import Constants as C
  32 from ..utils.control_panel import ControlPanel
  33 from ..utils.trigger import Trigger
  34 from ..utils.utils import show_tooltip, label, sync_checklists, gen_new_url, \
  35     generate_options, get_list_group_items
  36 from ..utils.url_processing import url_decode
  37 from ..data.data import Data
  38 from .graphs import graph_trending, graph_hdrh_latency, select_trending_data
  39
  40
  41 # Control panel partameters and their default values.
  42 CP_PARAMS = {
  43     "dd-dut-val": str(),
  44     "dd-phy-opt": list(),
  45     "dd-phy-dis": True,
  46     "dd-phy-val": str(),
  47     "dd-area-opt": list(),
  48     "dd-area-dis": True,
  49     "dd-area-val": str(),
  50     "dd-test-opt": list(),
  51     "dd-test-dis": True,
  52     "dd-test-val": str(),
  53     "cl-core-opt": list(),
  54     "cl-core-val": list(),
  55     "cl-core-all-val": list(),
  56     "cl-core-all-opt": C.CL_ALL_DISABLED,
  57     "cl-frmsize-opt": list(),
  58     "cl-frmsize-val": list(),
  59     "cl-frmsize-all-val": list(),
  60     "cl-frmsize-all-opt": C.CL_ALL_DISABLED,
  61     "cl-tsttype-opt": list(),
  62     "cl-tsttype-val": list(),
  63     "cl-tsttype-all-val": list(),
  64     "cl-tsttype-all-opt": C.CL_ALL_DISABLED,
  65     "btn-add-dis": True,
  66     "cl-normalize-val": list()
  67 }
  68
  69
  70 class Layout:
  71     """The layout of the dash app and the callbacks.
  72     """
  73
  74     def __init__(self, app: Flask, html_layout_file: str,
  75         graph_layout_file: str, data_spec_file: str, tooltip_file: str,
  76         time_period: str=None) -> None:
  77         """Initialization:
  78         - save the input parameters,
  79         - read and pre-process the data,
  80         - prepare data for the control panel,
  81         - read HTML layout file,
  82         - read tooltips from the tooltip file.
  83
  84         :param app: Flask application running the dash application.
  85         :param html_layout_file: Path and name of the file specifying the HTML
  86             layout of the dash application.
  87         :param graph_layout_file: Path and name of the file with layout of
  88             plot.ly graphs.
  89         :param data_spec_file: Path and name of the file specifying the data to
  90             be read from parquets for this application.
  91         :param tooltip_file: Path and name of the yaml file specifying the
  92             tooltips.
  93         :param time_period: It defines the time period for data read from the
  94             parquets in days from now back to the past.
  95         :type app: Flask
  96         :type html_layout_file: str
  97         :type graph_layout_file: str
  98         :type data_spec_file: str
  99         :type tooltip_file: str
 100         :type time_period: int
 101         """
 102
 103         # Inputs
 104         self._app = app
 105         self._html_layout_file = html_layout_file
 106         self._graph_layout_file = graph_layout_file
 107         self._data_spec_file = data_spec_file
 108         self._tooltip_file = tooltip_file
 109         self._time_period = time_period
 110
 111         # Read the data:
 112         data_mrr = Data(
 113             data_spec_file=self._data_spec_file,
 114             debug=True
 115         ).read_trending_mrr(days=self._time_period)
 116
 117         data_ndrpdr = Data(
 118             data_spec_file=self._data_spec_file,
 119             debug=True
 120         ).read_trending_ndrpdr(days=self._time_period)
 121
 122         self._data = pd.concat([data_mrr, data_ndrpdr], ignore_index=True)
 123
 124         # Get structure of tests:
 125         tbs = dict()
 126         for _, row in self._data[["job", "test_id"]].drop_duplicates().\
 127                 iterrows():
 128             lst_job = row["job"].split("-")
 129             dut = lst_job[1]
 130             ttype = lst_job[3]
 131             tbed = "-".join(lst_job[-2:])
 132             lst_test = row["test_id"].split(".")
 133             if dut == "dpdk":
 134                 area = "dpdk"
 135             else:
 136                 area = "-".join(lst_test[3:-2])
 137             suite = lst_test[-2].replace("2n1l-", "").replace("1n1l-", "").\
 138                 replace("2n-", "")
 139             test = lst_test[-1]
 140             nic = suite.split("-")[0]
 141             for drv in C.DRIVERS:
 142                 if drv in test:
 143                     if drv == "af-xdp":
 144                         driver = "af_xdp"
 145                     else:
 146                         driver = drv
 147                     test = test.replace(f"{drv}-", "")
 148                     break
 149             else:
 150                 driver = "dpdk"
 151             infra = "-".join((tbed, nic, driver))
 152             lst_test = test.split("-")
 153             framesize = lst_test[0]
 154             core = lst_test[1] if lst_test[1] else "8C"
 155             test = "-".join(lst_test[2: -1])
 156
 157             if tbs.get(dut, None) is None:
 158                 tbs[dut] = dict()
 159             if tbs[dut].get(infra, None) is None:
 160                 tbs[dut][infra] = dict()
 161             if tbs[dut][infra].get(area, None) is None:
 162                 tbs[dut][infra][area] = dict()
 163             if tbs[dut][infra][area].get(test, None) is None:
 164                 tbs[dut][infra][area][test] = dict()
 165                 tbs[dut][infra][area][test]["core"] = list()
 166                 tbs[dut][infra][area][test]["frame-size"] = list()
 167                 tbs[dut][infra][area][test]["test-type"] = list()
 168             if core.upper() not in tbs[dut][infra][area][test]["core"]:
 169                 tbs[dut][infra][area][test]["core"].append(core.upper())
 170             if framesize.upper() not in \
 171                     tbs[dut][infra][area][test]["frame-size"]:
 172                 tbs[dut][infra][area][test]["frame-size"].append(
 173                     framesize.upper()
 174                 )
 175             if ttype == "mrr":
 176                 if "MRR" not in tbs[dut][infra][area][test]["test-type"]:
 177                     tbs[dut][infra][area][test]["test-type"].append("MRR")
 178             elif ttype == "ndrpdr":
 179                 if "NDR" not in tbs[dut][infra][area][test]["test-type"]:
 180                     tbs[dut][infra][area][test]["test-type"].extend(
 181                         ("NDR", "PDR")
 182                     )
 183         self._spec_tbs = tbs
 184
 185         # Read from files:
 186         self._html_layout = str()
 187         self._graph_layout = None
 188         self._tooltips = dict()
 189
 190         try:
 191             with open(self._html_layout_file, "r") as file_read:
 192                 self._html_layout = file_read.read()
 193         except IOError as err:
 194             raise RuntimeError(
 195                 f"Not possible to open the file {self._html_layout_file}\n{err}"
 196             )
 197
 198         try:
 199             with open(self._graph_layout_file, "r") as file_read:
 200                 self._graph_layout = load(file_read, Loader=FullLoader)
 201         except IOError as err:
 202             raise RuntimeError(
 203                 f"Not possible to open the file {self._graph_layout_file}\n"
 204                 f"{err}"
 205             )
 206         except YAMLError as err:
 207             raise RuntimeError(
 208                 f"An error occurred while parsing the specification file "
 209                 f"{self._graph_layout_file}\n{err}"
 210             )
 211
 212         try:
 213             with open(self._tooltip_file, "r") as file_read:
 214                 self._tooltips = load(file_read, Loader=FullLoader)
 215         except IOError as err:
 216             logging.warning(
 217                 f"Not possible to open the file {self._tooltip_file}\n{err}"
 218             )
 219         except YAMLError as err:
 220             logging.warning(
 221                 f"An error occurred while parsing the specification file "
 222                 f"{self._tooltip_file}\n{err}"
 223             )
 224
 225         # Callbacks:
 226         if self._app is not None and hasattr(self, "callbacks"):
 227             self.callbacks(self._app)
 228
 229     @property
 230     def html_layout(self):
 231         return self._html_layout
 232
 233     def add_content(self):
 234         """Top level method which generated the web page.
 235
 236         It generates:
 237         - Store for user input data,
 238         - Navigation bar,
 239         - Main area with control panel and ploting area.
 240
 241         If no HTML layout is provided, an error message is displayed instead.
 242
 243         :returns: The HTML div with the whole page.
 244         :rtype: html.Div
 245         """
 246
 247         if self.html_layout and self._spec_tbs:
 248             return html.Div(
 249                 id="div-main",
 250                 className="small",
 251                 children=[
 252                     dbc.Row(
 253                         id="row-navbar",
 254                         class_name="g-0",
 255                         children=[
 256                             self._add_navbar()
 257                         ]
 258                     ),
 259                     dcc.Loading(
 260                         dbc.Offcanvas(
 261                             class_name="w-50",
 262                             id="offcanvas-metadata",
 263                             title="Throughput And Latency",
 264                             placement="end",
 265                             is_open=False,
 266                             children=[
 267                                 dbc.Row(id="metadata-tput-lat"),
 268                                 dbc.Row(id="metadata-hdrh-graph")
 269                             ]
 270                         )
 271                     ),
 272                     dbc.Row(
 273                         id="row-main",
 274                         class_name="g-0",
 275                         children=[
 276                             dcc.Store(id="store-selected-tests"),
 277                             dcc.Store(id="store-control-panel"),
 278                             dcc.Location(id="url", refresh=False),
 279                             self._add_ctrl_col(),
 280                             self._add_plotting_col()
 281                         ]
 282                     )
 283                 ]
 284             )
 285         else:
 286             return html.Div(
 287                 id="div-main-error",
 288                 children=[
 289                     dbc.Alert(
 290                         [
 291                             "An Error Occured"
 292                         ],
 293                         color="danger"
 294                     )
 295                 ]
 296             )
 297
 298     def _add_navbar(self):
 299         """Add nav element with navigation panel. It is placed on the top.
 300
 301         :returns: Navigation bar.
 302         :rtype: dbc.NavbarSimple
 303         """
 304         return dbc.NavbarSimple(
 305             id="navbarsimple-main",
 306             children=[
 307                 dbc.NavItem(
 308                     dbc.NavLink(
 309                         C.TREND_TITLE,
 310                         disabled=True,
 311                         external_link=True,
 312                         href="#"
 313                     )
 314                 )
 315             ],
 316             brand=C.BRAND,
 317             brand_href="/",
 318             brand_external_link=True,
 319             class_name="p-2",
 320             fluid=True
 321         )
 322
 323     def _add_ctrl_col(self) -> dbc.Col:
 324         """Add column with controls. It is placed on the left side.
 325
 326         :returns: Column with the control panel.
 327         :rtype: dbc.Col
 328         """
 329         return dbc.Col([
 330             html.Div(
 331                 children=self._add_ctrl_panel(),
 332                 className="sticky-top"
 333             )
 334         ])
 335
 336     def _add_plotting_col(self) -> dbc.Col:
 337         """Add column with plots and tables. It is placed on the right side.
 338
 339         :returns: Column with tables.
 340         :rtype: dbc.Col
 341         """
 342         return dbc.Col(
 343             id="col-plotting-area",
 344             children=[
 345                 dcc.Loading(
 346                     children=[
 347                         dbc.Row(
 348                             id="plotting-area",
 349                             class_name="g-0 p-0",
 350                             children=[
 351                                 C.PLACEHOLDER
 352                             ]
 353                         )
 354                     ]
 355                 )
 356             ],
 357             width=9
 358         )
 359
 360     def _add_ctrl_panel(self) -> list:
 361         """Add control panel.
 362
 363         :returns: Control panel.
 364         :rtype: list
 365         """
 366         return [
 367             dbc.Row(
 368                 class_name="g-0 p-1",
 369                 children=[
 370                     dbc.InputGroup(
 371                         [
 372                             dbc.InputGroupText(
 373                                 children=show_tooltip(
 374                                     self._tooltips,
 375                                     "help-dut",
 376                                     "DUT"
 377                                 )
 378                             ),
 379                             dbc.Select(
 380                                 id={"type": "ctrl-dd", "index": "dut"},
 381                                 placeholder="Select a Device under Test...",
 382                                 options=sorted(
 383                                     [
 384                                         {"label": k, "value": k} \
 385                                             for k in self._spec_tbs.keys()
 386                                     ],
 387                                     key=lambda d: d["label"]
 388                                 )
 389                             )
 390                         ],
 391                         size="sm"
 392                     )
 393                 ]
 394             ),
 395             dbc.Row(
 396                 class_name="g-0 p-1",
 397                 children=[
 398                     dbc.InputGroup(
 399                         [
 400                             dbc.InputGroupText(
 401                                 children=show_tooltip(
 402                                     self._tooltips,
 403                                     "help-infra",
 404                                     "Infra"
 405                                 )
 406                             ),
 407                             dbc.Select(
 408                                 id={"type": "ctrl-dd", "index": "phy"},
 409                                 placeholder=\
 410                                     "Select a Physical Test Bed Topology..."
 411                             )
 412                         ],
 413                         size="sm"
 414                     )
 415                 ]
 416             ),
 417             dbc.Row(
 418                 class_name="g-0 p-1",
 419                 children=[
 420                     dbc.InputGroup(
 421                         [
 422                             dbc.InputGroupText(
 423                                 children=show_tooltip(
 424                                     self._tooltips,
 425                                     "help-area",
 426                                     "Area"
 427                                 )
 428                             ),
 429                             dbc.Select(
 430                                 id={"type": "ctrl-dd", "index": "area"},
 431                                 placeholder="Select an Area..."
 432                             )
 433                         ],
 434                         size="sm"
 435                     )
 436                 ]
 437             ),
 438             dbc.Row(
 439                 class_name="g-0 p-1",
 440                 children=[
 441                     dbc.InputGroup(
 442                         [
 443                             dbc.InputGroupText(
 444                                 children=show_tooltip(
 445                                     self._tooltips,
 446                                     "help-test",
 447                                     "Test"
 448                                 )
 449                             ),
 450                             dbc.Select(
 451                                 id={"type": "ctrl-dd", "index": "test"},
 452                                 placeholder="Select a Test..."
 453                             )
 454                         ],
 455                         size="sm"
 456                     )
 457                 ]
 458             ),
 459             dbc.Row(
 460                 class_name="g-0 p-1",
 461                 children=[
 462                     dbc.Label(
 463                         children=show_tooltip(
 464                             self._tooltips,
 465                             "help-framesize",
 466                             "Frame Size"
 467                         )
 468                     ),
 469                     dbc.Col(
 470                         children=[
 471                             dbc.Checklist(
 472                                 id={"type": "ctrl-cl", "index": "frmsize-all"},
 473                                 options=C.CL_ALL_DISABLED,
 474                                 inline=True,
 475                                 switch=False,
 476                                 input_class_name="border-info bg-info"
 477                             )
 478                         ],
 479                         width=3
 480                     ),
 481                     dbc.Col(
 482                         children=[
 483                             dbc.Checklist(
 484                                 id={"type": "ctrl-cl", "index": "frmsize"},
 485                                 inline=True,
 486                                 switch=False,
 487                                 input_class_name="border-info bg-info"
 488                             )
 489                         ]
 490                     )
 491                 ]
 492             ),
 493             dbc.Row(
 494                 class_name="g-0 p-1",
 495                 children=[
 496                     dbc.Label(
 497                         children=show_tooltip(
 498                             self._tooltips,
 499                             "help-cores",
 500                             "Number of Cores"
 501                         )
 502                     ),
 503                     dbc.Col(
 504                         children=[
 505                             dbc.Checklist(
 506                                 id={"type": "ctrl-cl", "index": "core-all"},
 507                                 options=C.CL_ALL_DISABLED,
 508                                 inline=False,
 509                                 switch=False,
 510                                 input_class_name="border-info bg-info"
 511                             )
 512                         ],
 513                         width=3
 514                     ),
 515                     dbc.Col(
 516                         children=[
 517                             dbc.Checklist(
 518                                 id={"type": "ctrl-cl", "index": "core"},
 519                                 inline=True,
 520                                 switch=False,
 521                                 input_class_name="border-info bg-info"
 522                             )
 523                         ]
 524                     )
 525                 ]
 526             ),
 527             dbc.Row(
 528                 class_name="g-0 p-1",
 529                 children=[
 530                     dbc.Label(
 531                         children=show_tooltip(
 532                             self._tooltips,
 533                             "help-ttype",
 534                             "Test Type"
 535                         )
 536                     ),
 537                     dbc.Col(
 538                         children=[
 539                             dbc.Checklist(
 540                                 id={"type": "ctrl-cl", "index": "tsttype-all"},
 541                                 options=C.CL_ALL_DISABLED,
 542                                 inline=True,
 543                                 switch=False,
 544                                 input_class_name="border-info bg-info"
 545                             )
 546                         ],
 547                         width=3
 548                     ),
 549                     dbc.Col(
 550                         children=[
 551                             dbc.Checklist(
 552                                 id={"type": "ctrl-cl", "index": "tsttype"},
 553                                 inline=True,
 554                                 switch=False,
 555                                 input_class_name="border-info bg-info"
 556                             )
 557                         ]
 558                     )
 559                 ]
 560             ),
 561             dbc.Row(
 562                 class_name="g-0 p-1",
 563                 children=[
 564                     dbc.Label(
 565                         children=show_tooltip(
 566                             self._tooltips,
 567                             "help-normalize",
 568                             "Normalize"
 569                         )
 570                     ),
 571                     dbc.Col(
 572                         children=[
 573                             dbc.Checklist(
 574                                 id="normalize",
 575                                 options=[
 576                                     {
 577                                         "value": "normalize",
 578                                         "label": (
 579                                             "Normalize results to CPU "
 580                                             "frequency 2GHz"
 581                                         )
 582                                     }
 583                                 ],
 584                                 value=[],
 585                                 inline=True,
 586                                 switch=False,
 587                                 input_class_name="border-info bg-info"
 588                             )
 589                         ]
 590                     )
 591                 ]
 592             ),
 593             dbc.Row(
 594                 class_name="g-0 p-1",
 595                 children=[
 596                     dbc.Button(
 597                         id={"type": "ctrl-btn", "index": "add-test"},
 598                         children="Add Selected",
 599                         color="info"
 600                     )
 601                 ]
 602             ),
 603             dbc.Row(
 604                 id="row-card-sel-tests",
 605                 class_name="g-0 p-1",
 606                 style=C.STYLE_DISABLED,
 607                 children=[
 608                     dbc.ListGroup(
 609                         class_name="overflow-auto p-0",
 610                         id="lg-selected",
 611                         children=[],
 612                         style={"max-height": "14em"},
 613                         flush=True
 614                     )
 615                 ]
 616             ),
 617             dbc.Row(
 618                 id="row-btns-sel-tests",
 619                 class_name="g-0 p-1",
 620                 style=C.STYLE_DISABLED,
 621                 children=[
 622                     dbc.ButtonGroup(
 623                         children=[
 624                             dbc.Button(
 625                                 id={"type": "ctrl-btn", "index": "rm-test"},
 626                                 children="Remove Selected",
 627                                 class_name="w-100",
 628                                 color="info",
 629                                 disabled=False
 630                             ),
 631                             dbc.Button(
 632                                 id={"type": "ctrl-btn", "index": "rm-test-all"},
 633                                 children="Remove All",
 634                                 class_name="w-100",
 635                                 color="info",
 636                                 disabled=False
 637                             )
 638                         ]
 639                     )
 640                 ]
 641             )
 642         ]
 643
 644     def _get_plotting_area(
 645             self,
 646             tests: list,
 647             normalize: bool,
 648             url: str
 649         ) -> list:
 650         """Generate the plotting area with all its content.
 651         """
 652         if not tests:
 653             return C.PLACEHOLDER
 654
 655         figs = graph_trending(self._data, tests, self._graph_layout, normalize)
 656
 657         if not figs[0]:
 658             return C.PLACEHOLDER
 659
 660         tab_items = [
 661             dbc.Tab(
 662                 children=dcc.Graph(
 663                     id={"type": "graph", "index": "tput"},
 664                     figure=figs[0]
 665                 ),
 666                 label="Throughput",
 667                 tab_id="tab-tput"
 668             )
 669         ]
 670
 671         if figs[1]:
 672             tab_items.append(
 673                 dbc.Tab(
 674                     children=dcc.Graph(
 675                         id={"type": "graph", "index": "lat"},
 676                         figure=figs[1]
 677                     ),
 678                     label="Latency",
 679                     tab_id="tab-lat"
 680                 )
 681             )
 682
 683         trending = [
 684             dbc.Row(
 685                 children=dbc.Tabs(
 686                     children=tab_items,
 687                     id="tabs",
 688                     active_tab="tab-tput",
 689                 )
 690             ),
 691             dbc.Row(
 692                 [
 693                     dbc.Col([html.Div(
 694                         [
 695                             dbc.Button(
 696                                 id="plot-btn-url",
 697                                 children="URL",
 698                                 class_name="me-1",
 699                                 color="info",
 700                                 style={
 701                                     "text-transform": "none",
 702                                     "padding": "0rem 1rem"
 703                                 }
 704                             ),
 705                             dbc.Modal(
 706                                 [
 707                                     dbc.ModalHeader(dbc.ModalTitle("URL")),
 708                                     dbc.ModalBody(url)
 709                                 ],
 710                                 id="plot-mod-url",
 711                                 size="xl",
 712                                 is_open=False,
 713                                 scrollable=True
 714                             ),
 715                             dbc.Button(
 716                                 id="plot-btn-download",
 717                                 children="Download Data",
 718                                 class_name="me-1",
 719                                 color="info",
 720                                 style={
 721                                     "text-transform": "none",
 722                                     "padding": "0rem 1rem"
 723                                 }
 724                             ),
 725                             dcc.Download(id="download-trending-data")
 726                         ],
 727                         className=\
 728                             "d-grid gap-0 d-md-flex justify-content-md-end"
 729                     )])
 730                 ],
 731                 class_name="g-0 p-0"
 732             )
 733         ]
 734
 735         acc_items = [
 736             dbc.AccordionItem(
 737                 title="Trending",
 738                 children=trending
 739             )
 740         ]
 741
 742         return dbc.Col(
 743             children=[
 744                 dbc.Row(
 745                     dbc.Accordion(
 746                         children=acc_items,
 747                         class_name="g-0 p-1",
 748                         start_collapsed=False,
 749                         always_open=True,
 750                         active_item=[f"item-{i}" for i in range(len(acc_items))]
 751                     ),
 752                     class_name="g-0 p-0",
 753                 ),
 754                 # dbc.Row(
 755                 #     dbc.Col([html.Div(
 756                 #         [
 757                 #             dbc.Button(
 758                 #                 id="btn-add-telemetry",
 759                 #                 children="Add Panel with Telemetry",
 760                 #                 class_name="me-1",
 761                 #                 color="info",
 762                 #                 style={
 763                 #                     "text-transform": "none",
 764                 #                     "padding": "0rem 1rem"
 765                 #                 }
 766                 #             )
 767                 #         ],
 768                 #         className=\
 769                 #             "d-grid gap-0 d-md-flex justify-content-md-end"
 770                 #     )]),
 771                 #     class_name="g-0 p-0"
 772                 # )
 773             ]
 774         )
 775
 776     def callbacks(self, app):
 777         """Callbacks for the whole application.
 778
 779         :param app: The application.
 780         :type app: Flask
 781         """
 782
 783         @app.callback(
 784             [
 785                 Output("store-control-panel", "data"),
 786                 Output("store-selected-tests", "data"),
 787                 Output("plotting-area", "children"),
 788                 Output("row-card-sel-tests", "style"),
 789                 Output("row-btns-sel-tests", "style"),
 790                 Output("lg-selected", "children"),
 791
 792                 Output({"type": "ctrl-dd", "index": "dut"}, "value"),
 793                 Output({"type": "ctrl-dd", "index": "phy"}, "options"),
 794                 Output({"type": "ctrl-dd", "index": "phy"}, "disabled"),
 795                 Output({"type": "ctrl-dd", "index": "phy"}, "value"),
 796                 Output({"type": "ctrl-dd", "index": "area"}, "options"),
 797                 Output({"type": "ctrl-dd", "index": "area"}, "disabled"),
 798                 Output({"type": "ctrl-dd", "index": "area"}, "value"),
 799                 Output({"type": "ctrl-dd", "index": "test"}, "options"),
 800                 Output({"type": "ctrl-dd", "index": "test"}, "disabled"),
 801                 Output({"type": "ctrl-dd", "index": "test"}, "value"),
 802                 Output({"type": "ctrl-cl", "index": "core"}, "options"),
 803                 Output({"type": "ctrl-cl", "index": "core"}, "value"),
 804                 Output({"type": "ctrl-cl", "index": "core-all"}, "value"),
 805                 Output({"type": "ctrl-cl", "index": "core-all"}, "options"),
 806                 Output({"type": "ctrl-cl", "index": "frmsize"}, "options"),
 807                 Output({"type": "ctrl-cl", "index": "frmsize"}, "value"),
 808                 Output({"type": "ctrl-cl", "index": "frmsize-all"}, "value"),
 809                 Output({"type": "ctrl-cl", "index": "frmsize-all"}, "options"),
 810                 Output({"type": "ctrl-cl", "index": "tsttype"}, "options"),
 811                 Output({"type": "ctrl-cl", "index": "tsttype"}, "value"),
 812                 Output({"type": "ctrl-cl", "index": "tsttype-all"}, "value"),
 813                 Output({"type": "ctrl-cl", "index": "tsttype-all"}, "options"),
 814                 Output({"type": "ctrl-btn", "index": "add-test"}, "disabled"),
 815                 Output("normalize", "value")
 816             ],
 817             [
 818                 State("store-control-panel", "data"),
 819                 State("store-selected-tests", "data"),
 820                 State({"type": "sel-cl", "index": ALL}, "value")
 821             ],
 822             [
 823                 Input("url", "href"),
 824                 Input("normalize", "value"),
 825
 826                 Input({"type": "ctrl-dd", "index": ALL}, "value"),
 827                 Input({"type": "ctrl-cl", "index": ALL}, "value"),
 828                 Input({"type": "ctrl-btn", "index": ALL}, "n_clicks")
 829             ]
 830         )
 831         def _update_application(
 832                 control_panel: dict,
 833                 store_sel: list,
 834                 lst_sel: list,
 835                 href: str,
 836                 normalize: list,
 837                 *_
 838             ) -> tuple:
 839             """Update the application when the event is detected.
 840             """
 841
 842             ctrl_panel = ControlPanel(CP_PARAMS, control_panel)
 843             on_draw = False
 844
 845             # Parse the url:
 846             parsed_url = url_decode(href)
 847             if parsed_url:
 848                 url_params = parsed_url["params"]
 849             else:
 850                 url_params = None
 851
 852             plotting_area = no_update
 853             row_card_sel_tests = no_update
 854             row_btns_sel_tests = no_update
 855             lg_selected = no_update
 856
 857             trigger = Trigger(callback_context.triggered)
 858
 859             if trigger.type == "url" and url_params:
 860                 try:
 861                     store_sel = literal_eval(url_params["store_sel"][0])
 862                     normalize = literal_eval(url_params["norm"][0])
 863                 except (KeyError, IndexError):
 864                     pass
 865                 if store_sel:
 866                     last_test = store_sel[-1]
 867                     test = self._spec_tbs[last_test["dut"]][last_test["phy"]]\
 868                         [last_test["area"]][last_test["test"]]
 869                     ctrl_panel.set({
 870                         "dd-dut-val": last_test["dut"],
 871                         "dd-phy-val": last_test["phy"],
 872                         "dd-phy-opt": generate_options(
 873                             self._spec_tbs[last_test["dut"]].keys()
 874                         ),
 875                         "dd-phy-dis": False,
 876                         "dd-area-val": last_test["area"],
 877                         "dd-area-opt": [
 878                             {"label": label(v), "value": v} for v in sorted(
 879                                 self._spec_tbs[last_test["dut"]]\
 880                                     [last_test["phy"]].keys()
 881                             )
 882                         ],
 883                         "dd-area-dis": False,
 884                         "dd-test-val": last_test["test"],
 885                         "dd-test-opt": generate_options(
 886                             self._spec_tbs[last_test["dut"]][last_test["phy"]]\
 887                                 [last_test["area"]].keys()
 888                         ),
 889                         "dd-test-dis": False,
 890                         "cl-core-opt": generate_options(test["core"]),
 891                         "cl-core-val": [last_test["core"].upper(), ],
 892                         "cl-core-all-val": list(),
 893                         "cl-core-all-opt": C.CL_ALL_ENABLED,
 894                         "cl-frmsize-opt": generate_options(test["frame-size"]),
 895                         "cl-frmsize-val": [last_test["framesize"].upper(), ],
 896                         "cl-frmsize-all-val": list(),
 897                         "cl-frmsize-all-opt": C.CL_ALL_ENABLED,
 898                         "cl-tsttype-opt": generate_options(test["test-type"]),
 899                         "cl-tsttype-val": [last_test["testtype"].upper(), ],
 900                         "cl-tsttype-all-val": list(),
 901                         "cl-tsttype-all-opt": C.CL_ALL_ENABLED,
 902                         "cl-normalize-val": normalize,
 903                         "btn-add-dis": False
 904                     })
 905                     on_draw = True
 906             elif trigger.type == "normalize":
 907                 ctrl_panel.set({"cl-normalize-val": normalize})
 908                 on_draw = True
 909             elif trigger.type == "ctrl-dd":
 910                 if trigger.idx == "dut":
 911                     try:
 912                         options = generate_options(
 913                             self._spec_tbs[trigger.value].keys()
 914                         )
 915                         disabled = False
 916                     except KeyError:
 917                         options = list()
 918                         disabled = True
 919                     ctrl_panel.set({
 920                         "dd-dut-val": trigger.value,
 921                         "dd-phy-val": str(),
 922                         "dd-phy-opt": options,
 923                         "dd-phy-dis": disabled,
 924                         "dd-area-val": str(),
 925                         "dd-area-opt": list(),
 926                         "dd-area-dis": True,
 927                         "dd-test-val": str(),
 928                         "dd-test-opt": list(),
 929                         "dd-test-dis": True,
 930                         "cl-core-opt": list(),
 931                         "cl-core-val": list(),
 932                         "cl-core-all-val": list(),
 933                         "cl-core-all-opt": C.CL_ALL_DISABLED,
 934                         "cl-frmsize-opt": list(),
 935                         "cl-frmsize-val": list(),
 936                         "cl-frmsize-all-val": list(),
 937                         "cl-frmsize-all-opt": C.CL_ALL_DISABLED,
 938                         "cl-tsttype-opt": list(),
 939                         "cl-tsttype-val": list(),
 940                         "cl-tsttype-all-val": list(),
 941                         "cl-tsttype-all-opt": C.CL_ALL_DISABLED,
 942                         "btn-add-dis": True
 943                     })
 944                 elif trigger.idx == "phy":
 945                     try:
 946                         dut = ctrl_panel.get("dd-dut-val")
 947                         phy = self._spec_tbs[dut][trigger.value]
 948                         options = [{"label": label(v), "value": v} \
 949                             for v in sorted(phy.keys())]
 950                         disabled = False
 951                     except KeyError:
 952                         options = list()
 953                         disabled = True
 954                     ctrl_panel.set({
 955                         "dd-phy-val": trigger.value,
 956                         "dd-area-val": str(),
 957                         "dd-area-opt": options,
 958                         "dd-area-dis": disabled,
 959                         "dd-test-val": str(),
 960                         "dd-test-opt": list(),
 961                         "dd-test-dis": True,
 962                         "cl-core-opt": list(),
 963                         "cl-core-val": list(),
 964                         "cl-core-all-val": list(),
 965                         "cl-core-all-opt": C.CL_ALL_DISABLED,
 966                         "cl-frmsize-opt": list(),
 967                         "cl-frmsize-val": list(),
 968                         "cl-frmsize-all-val": list(),
 969                         "cl-frmsize-all-opt": C.CL_ALL_DISABLED,
 970                         "cl-tsttype-opt": list(),
 971                         "cl-tsttype-val": list(),
 972                         "cl-tsttype-all-val": list(),
 973                         "cl-tsttype-all-opt": C.CL_ALL_DISABLED,
 974                         "btn-add-dis": True
 975                     })
 976                 elif trigger.idx == "area":
 977                     try:
 978                         dut = ctrl_panel.get("dd-dut-val")
 979                         phy = ctrl_panel.get("dd-phy-val")
 980                         area = self._spec_tbs[dut][phy][trigger.value]
 981                         options = generate_options(area.keys())
 982                         disabled = False
 983                     except KeyError:
 984                         options = list()
 985                         disabled = True
 986                     ctrl_panel.set({
 987                         "dd-area-val": trigger.value,
 988                         "dd-test-val": str(),
 989                         "dd-test-opt": options,
 990                         "dd-test-dis": disabled,
 991                         "cl-core-opt": list(),
 992                         "cl-core-val": list(),
 993                         "cl-core-all-val": list(),
 994                         "cl-core-all-opt": C.CL_ALL_DISABLED,
 995                         "cl-frmsize-opt": list(),
 996                         "cl-frmsize-val": list(),
 997                         "cl-frmsize-all-val": list(),
 998                         "cl-frmsize-all-opt": C.CL_ALL_DISABLED,
 999                         "cl-tsttype-opt": list(),
1000                         "cl-tsttype-val": list(),
1001                         "cl-tsttype-all-val": list(),
1002                         "cl-tsttype-all-opt": C.CL_ALL_DISABLED,
1003                         "btn-add-dis": True
1004                     })
1005                 elif trigger.idx == "test":
1006                     dut = ctrl_panel.get("dd-dut-val")
1007                     phy = ctrl_panel.get("dd-phy-val")
1008                     area = ctrl_panel.get("dd-area-val")
1009                     if all((dut, phy, area, trigger.value, )):
1010                         test = self._spec_tbs[dut][phy][area][trigger.value]
1011                         ctrl_panel.set({
1012                             "dd-test-val": trigger.value,
1013                             "cl-core-opt": generate_options(test["core"]),
1014                             "cl-core-val": list(),
1015                             "cl-core-all-val": list(),
1016                             "cl-core-all-opt": C.CL_ALL_ENABLED,
1017                             "cl-frmsize-opt": \
1018                                 generate_options(test["frame-size"]),
1019                             "cl-frmsize-val": list(),
1020                             "cl-frmsize-all-val": list(),
1021                             "cl-frmsize-all-opt": C.CL_ALL_ENABLED,
1022                             "cl-tsttype-opt": \
1023                                 generate_options(test["test-type"]),
1024                             "cl-tsttype-val": list(),
1025                             "cl-tsttype-all-val": list(),
1026                             "cl-tsttype-all-opt": C.CL_ALL_ENABLED,
1027                             "btn-add-dis": True
1028                         })
1029             elif trigger.type == "ctrl-cl":
1030                 param = trigger.idx.split("-")[0]
1031                 if "-all" in trigger.idx:
1032                     c_sel, c_all, c_id = list(), trigger.value, "all"
1033                 else:
1034                     c_sel, c_all, c_id = trigger.value, list(), str()
1035                 val_sel, val_all = sync_checklists(
1036                     options=ctrl_panel.get(f"cl-{param}-opt"),
1037                     sel=c_sel,
1038                     all=c_all,
1039                     id=c_id
1040                 )
1041                 ctrl_panel.set({
1042                     f"cl-{param}-val": val_sel,
1043                     f"cl-{param}-all-val": val_all,
1044                 })
1045                 if all((ctrl_panel.get("cl-core-val"),
1046                         ctrl_panel.get("cl-frmsize-val"),
1047                         ctrl_panel.get("cl-tsttype-val"), )):
1048                     ctrl_panel.set({"btn-add-dis": False})
1049                 else:
1050                     ctrl_panel.set({"btn-add-dis": True})
1051             elif trigger.type == "ctrl-btn":
1052                 on_draw = True
1053                 if trigger.idx == "add-test":
1054                     dut = ctrl_panel.get("dd-dut-val")
1055                     phy = ctrl_panel.get("dd-phy-val")
1056                     area = ctrl_panel.get("dd-area-val")
1057                     test = ctrl_panel.get("dd-test-val")
1058                     # Add selected test(s) to the list of tests in store:
1059                     if store_sel is None:
1060                         store_sel = list()
1061                     for core in ctrl_panel.get("cl-core-val"):
1062                         for framesize in ctrl_panel.get("cl-frmsize-val"):
1063                             for ttype in ctrl_panel.get("cl-tsttype-val"):
1064                                 if dut == "trex":
1065                                     core = str()
1066                                 tid = "-".join((
1067                                     dut,
1068                                     phy.replace('af_xdp', 'af-xdp'),
1069                                     area,
1070                                     framesize.lower(),
1071                                     core.lower(),
1072                                     test,
1073                                     ttype.lower()
1074                                 ))
1075                                 if tid not in [i["id"] for i in store_sel]:
1076                                     store_sel.append({
1077                                         "id": tid,
1078                                         "dut": dut,
1079                                         "phy": phy,
1080                                         "area": area,
1081                                         "test": test,
1082                                         "framesize": framesize.lower(),
1083                                         "core": core.lower(),
1084                                         "testtype": ttype.lower()
1085                                     })
1086                     store_sel = sorted(store_sel, key=lambda d: d["id"])
1087                     if C.CLEAR_ALL_INPUTS:
1088                         ctrl_panel.set(ctrl_panel.defaults)
1089                 elif trigger.idx == "rm-test" and lst_sel:
1090                     new_store_sel = list()
1091                     for idx, item in enumerate(store_sel):
1092                         if not lst_sel[idx]:
1093                             new_store_sel.append(item)
1094                     store_sel = new_store_sel
1095                 elif trigger.idx == "rm-test-all":
1096                     store_sel = list()
1097
1098             if on_draw:
1099                 if store_sel:
1100                     lg_selected = get_list_group_items(store_sel)
1101                     plotting_area = self._get_plotting_area(
1102                         store_sel,
1103                         bool(normalize),
1104                         gen_new_url(
1105                             parsed_url,
1106                             {"store_sel": store_sel, "norm": normalize}
1107                         )
1108                     )
1109                     row_card_sel_tests = C.STYLE_ENABLED
1110                     row_btns_sel_tests = C.STYLE_ENABLED
1111                 else:
1112                     plotting_area = C.PLACEHOLDER
1113                     row_card_sel_tests = C.STYLE_DISABLED
1114                     row_btns_sel_tests = C.STYLE_DISABLED
1115                     store_sel = list()
1116
1117             ret_val = [
1118                 ctrl_panel.panel,
1119                 store_sel,
1120                 plotting_area,
1121                 row_card_sel_tests,
1122                 row_btns_sel_tests,
1123                 lg_selected
1124             ]
1125             ret_val.extend(ctrl_panel.values)
1126             return ret_val
1127
1128         @app.callback(
1129             Output("plot-mod-url", "is_open"),
1130             [Input("plot-btn-url", "n_clicks")],
1131             [State("plot-mod-url", "is_open")],
1132         )
1133         def toggle_plot_mod_url(n, is_open):
1134             """Toggle the modal window with url.
1135             """
1136             if n:
1137                 return not is_open
1138             return is_open
1139
1140         @app.callback(
1141             Output("metadata-tput-lat", "children"),
1142             Output("metadata-hdrh-graph", "children"),
1143             Output("offcanvas-metadata", "is_open"),
1144             Input({"type": "graph", "index": ALL}, "clickData"),
1145             prevent_initial_call=True
1146         )
1147         def _show_metadata_from_graphs(graph_data: dict) -> tuple:
1148             """Generates the data for the offcanvas displayed when a particular
1149             point in a graph is clicked on.
1150
1151             :param graph_data: The data from the clicked point in the graph.
1152             :type graph_data: dict
1153             :returns: The data to be displayed on the offcanvas and the
1154                 information to show the offcanvas.
1155             :rtype: tuple(list, list, bool)
1156             """
1157
1158             trigger = Trigger(callback_context.triggered)
1159
1160             try:
1161                 idx = 0 if trigger.idx == "tput" else 1
1162                 graph_data = graph_data[idx]["points"][0]
1163             except (IndexError, KeyError, ValueError, TypeError):
1164                 raise PreventUpdate
1165
1166             metadata = no_update
1167             graph = list()
1168
1169             children = [
1170                 dbc.ListGroupItem(
1171                     [dbc.Badge(x.split(":")[0]), x.split(": ")[1]]
1172                 ) for x in graph_data.get("text", "").split("<br>")
1173             ]
1174             if trigger.idx == "tput":
1175                 title = "Throughput"
1176             elif trigger.idx == "lat":
1177                 title = "Latency"
1178                 hdrh_data = graph_data.get("customdata", None)
1179                 if hdrh_data:
1180                     graph = [dbc.Card(
1181                         class_name="gy-2 p-0",
1182                         children=[
1183                             dbc.CardHeader(hdrh_data.pop("name")),
1184                             dbc.CardBody(children=[
1185                                 dcc.Graph(
1186                                     id="hdrh-latency-graph",
1187                                     figure=graph_hdrh_latency(
1188                                         hdrh_data, self._graph_layout
1189                                     )
1190                                 )
1191                             ])
1192                         ])
1193                     ]
1194             else:
1195                 raise PreventUpdate
1196
1197             metadata = [
1198                 dbc.Card(
1199                     class_name="gy-2 p-0",
1200                     children=[
1201                         dbc.CardHeader(children=[
1202                             dcc.Clipboard(
1203                                 target_id="tput-lat-metadata",
1204                                 title="Copy",
1205                                 style={"display": "inline-block"}
1206                             ),
1207                             title
1208                         ]),
1209                         dbc.CardBody(
1210                             id="tput-lat-metadata",
1211                             class_name="p-0",
1212                             children=[dbc.ListGroup(children, flush=True), ]
1213                         )
1214                     ]
1215                 )
1216             ]
1217
1218             return metadata, graph, True
1219
1220         @app.callback(
1221             Output("download-trending-data", "data"),
1222             State("store-selected-tests", "data"),
1223             Input("plot-btn-download", "n_clicks"),
1224             prevent_initial_call=True
1225         )
1226         def _download_trending_data(store_sel, _):
1227             """Download the data
1228
1229             :param store_sel: List of tests selected by user stored in the
1230                 browser.
1231             :type store_sel: list
1232             :returns: dict of data frame content (base64 encoded) and meta data
1233                 used by the Download component.
1234             :rtype: dict
1235             """
1236
1237             if not store_sel:
1238                 raise PreventUpdate
1239
1240             df = pd.DataFrame()
1241             for itm in store_sel:
1242                 sel_data = select_trending_data(self._data, itm)
1243                 if sel_data is None:
1244                     continue
1245                 df = pd.concat([df, sel_data], ignore_index=True)
1246
1247             return dcc.send_data_frame(df.to_csv, C.TREND_DOWNLOAD_FILE_NAME)