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Create Roofline Model tool in Tensorboard Plugin Profiler
PiperOrigin-RevId: 700161829
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load("@io_bazel_rules_sass//:defs.bzl", "sass_binary") | ||
load("//defs:defs.bzl", "xprof_ng_module") | ||
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package(default_visibility = ["//frontend:internal"]) | ||
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xprof_ng_module( | ||
name = "roofline_model", | ||
srcs = [ | ||
"roofline_model.ts", | ||
"roofline_model_module.ts", | ||
], | ||
assets = [ | ||
":roofline_model_css", | ||
"roofline_model.ng.html", | ||
], | ||
deps = [ | ||
"@npm//@angular/core", | ||
"@npm//@angular/router", | ||
"@npm//@ngrx/store", | ||
"@npm//@types/google.visualization", | ||
"@npm//rxjs", | ||
"@org_xprof//frontend/app/common/constants:roofline_model_constants", | ||
"@org_xprof//frontend/app/common/interfaces", | ||
"@org_xprof//frontend/app/common/utils", | ||
"@org_xprof//frontend/app/components/chart/table", | ||
"@org_xprof//frontend/app/components/controls/category_filter", | ||
"@org_xprof//frontend/app/components/controls/string_filter", | ||
"@org_xprof//frontend/app/components/roofline_model/operation_level_analysis", | ||
"@org_xprof//frontend/app/components/roofline_model/program_level_analysis", | ||
"@org_xprof//frontend/app/services/data_service", | ||
"@org_xprof//frontend/app/store", | ||
], | ||
) | ||
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sass_binary( | ||
name = "roofline_model_css", | ||
src = "roofline_model.scss", | ||
# stack = True, | ||
sourcemap = False, | ||
) |
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frontend/app/components/roofline_model/roofline_model.ng.html
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<div class="section-container"> | ||
<div class="block-content"> | ||
<div class="row"> | ||
<h2>Device Information</h2> | ||
<div class="flex-space"></div> | ||
</div> | ||
</div> | ||
<div class="block-content"> | ||
<div *ngFor="let info of deviceInfoArray" style="font-size:16px"> | ||
<div *ngIf="info.display"><b>{{info.label}}:</b> <span> {{info.value}} {{info.unit}} {{info.context}}</span></div> | ||
</div> | ||
</div> | ||
</div> | ||
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<div class="section-container"> | ||
<div class="block-content"> | ||
<h2>Section1: Program-Level Analysis</h2> | ||
</div> | ||
<div class="block-content"> | ||
<div class="description"> | ||
Note:<br> | ||
(1) This section provides program-level analysis.<br> | ||
(2) A tooltip with extra information will show up if you mouse over a point in the roofline chart.<br> | ||
(3) You can choose whether to include infeed and outfeed ops for the analysis.<br> | ||
(4) "Total" aggregates all operations throughout the entire profiling session. It includes incomplete steps.<br> | ||
(5) "Total (HW)" is based on the hardware performance counters while the others are based on the XLA's cost analysis. | ||
It is always calculated including infeed and outfeed ops regardless of the option. | ||
The gap between "Total" and "Total (HW)" is due to hardware limitation (e.g., padding).<br> | ||
(6) "Average" shows the average step information by aggregating the operations in the complete steps only. | ||
</div> | ||
</div> | ||
<div class="block-content"> | ||
<program-level-analysis [rooflineModelData]="dataTableProgram" [viewColumns]="columnsIdxProgram" [rooflineSeriesData]="scatterDataProgram" [scatterChartOptions]="scatterChartOptionsProgram" (filterUpdated)="updateDataTableProgram($event)"></program-level-analysis> | ||
</div> | ||
</div> | ||
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<div class="section-container"> | ||
<div class="block-content"> | ||
<h2>Section2: Operation-Level Analysis</h2> | ||
</div> | ||
<div class="block-content"> | ||
<div class="description"> | ||
Note:<br> | ||
(1) This section provides operation-level analysis.<br> | ||
(2) A tooltip with extra information will show up if you mouse over a point in the roofline chart.<br> | ||
(3) To avoid sluggishness, only the 1000 most time-consuming operations are shown.<br> | ||
(4) You can choose whether to include infeed and outfeed ops for the analysis.<br> | ||
(5) You can filter data by HLO category, bottleneck resource or HLO name.<br> | ||
(6) "IDLE" represents the portion of the total execution time on device that is idle.<br> | ||
(7) Ops with zero FLOP (e.g., data formatting ops like reshape, IDLE, etc.) do not show up in the roofline chart.<br> | ||
</div> | ||
</div> | ||
<div class="block-content"> | ||
<operation-level-analysis [selectedOp]="selectedOpName" [rooflineModelData]="dataTableOp" [viewColumns]="columnsIdxOp" [rooflineSeriesData]="scatterDataOp" [scatterChartOptions]="scatterChartOptionsOp" (filterUpdated)="updateDataTableOp($event)"></operation-level-analysis> | ||
</div> | ||
</div> |
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frontend/app/components/roofline_model/roofline_model.scss
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.section-container { | ||
margin: 20px 20px 0px; | ||
} | ||
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.block-content { | ||
padding: 5px; | ||
} | ||
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.row { | ||
display: flex; | ||
} | ||
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.flex-space { | ||
flex: 1; | ||
} | ||
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.description { | ||
font-size: 14px; | ||
} | ||
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.tableHeaderCell { | ||
word-wrap: break-word; | ||
background-color: azure; //!to hide the scrolled-up text. | ||
} | ||
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.tableTableCell { | ||
word-break: break-all; | ||
} | ||
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.opColumnClass { | ||
max-height: 200px; | ||
overflow-y: auto; | ||
} | ||
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.errorMessage { | ||
border: 2px solid; | ||
background-color: #ffcccb; | ||
color: red; | ||
} |
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