forked from microsoft/SynapseML
-
Notifications
You must be signed in to change notification settings - Fork 0
/
build.sbt
496 lines (457 loc) · 19.7 KB
/
build.sbt
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
import BuildUtils._
import org.apache.commons.io.FileUtils
import sbt.ExclusionRule
import java.io.File
import java.net.URL
import scala.xml.transform.{RewriteRule, RuleTransformer}
import scala.xml.{Node => XmlNode, NodeSeq => XmlNodeSeq, _}
val condaEnvName = "synapseml"
val sparkVersion = "3.2.3"
name := "synapseml"
ThisBuild / organization := "com.microsoft.azure"
ThisBuild / scalaVersion := "2.12.15"
val scalaMajorVersion = 2.12
val excludes = Seq(
ExclusionRule("org.apache.spark", s"spark-tags_$scalaMajorVersion"),
ExclusionRule("org.scalatest")
)
val coreDependencies = Seq(
"org.apache.spark" %% "spark-core" % sparkVersion % "compile",
"org.apache.spark" %% "spark-mllib" % sparkVersion % "compile",
"org.apache.spark" %% "spark-avro" % sparkVersion % "provided",
"org.apache.spark" %% "spark-tags" % sparkVersion % "test",
"org.scalatest" %% "scalatest" % "3.2.14" % "test")
val extraDependencies = Seq(
"org.scalactic" %% "scalactic" % "3.2.14",
"io.spray" %% "spray-json" % "1.3.5",
"com.jcraft" % "jsch" % "0.1.54",
"org.apache.httpcomponents.client5" % "httpclient5" % "5.1.3",
"org.apache.httpcomponents" % "httpmime" % "4.5.13",
"com.linkedin.isolation-forest" %% "isolation-forest_3.2.0" % "2.0.8",
// Although breeze 1.2 is already provided by Spark, this is needed for Azure Synapse Spark 3.2 pools.
// Otherwise a NoSuchMethodError will be thrown by interpretability code. This problem only happens
// to Azure Synapse Spark 3.2 pools.
"org.scalanlp" %% "breeze" % "1.2"
).map(d => d excludeAll (excludes: _*))
val dependencies = coreDependencies ++ extraDependencies
def txt(e: Elem, label: String): String = "\"" + e.child.filter(_.label == label).flatMap(_.text).mkString + "\""
val omittedDeps = Set(s"spark-core_$scalaMajorVersion", s"spark-mllib_$scalaMajorVersion", "org.scala-lang")
// skip dependency elements with a scope
def pomPostFunc(node: XmlNode): scala.xml.Node = {
new RuleTransformer(new RewriteRule {
override def transform(node: XmlNode): XmlNodeSeq = node match {
case e: Elem if e.label == "extraDependencyAttributes" =>
Comment("Removed Dependency Attributes")
case e: Elem if e.label == "dependency"
&& e.child.exists(child => child.label == "scope") =>
Comment(
s""" scoped dependency ${txt(e, "groupId")} % ${txt(e, "artifactId")}
|% ${txt(e, "version")} % ${txt(e, "scope")} has been omitted """.stripMargin)
case e: Elem if e.label == "dependency"
&& e.child.exists(child => omittedDeps(child.text)) =>
Comment(
s""" excluded dependency ${txt(e, "groupId")} % ${txt(e, "artifactId")}
|% ${txt(e, "version")} has been omitted """.stripMargin)
case _ => node
}
}).transform(node).head
}
pomPostProcess := pomPostFunc
val getDatasetsTask = TaskKey[Unit]("getDatasets", "download datasets used for testing")
val datasetName = "datasets-2023-04-03.tgz"
val datasetUrl = new URL(s"https://mmlspark.blob.core.windows.net/installers/$datasetName")
val datasetDir = settingKey[File]("The directory that holds the dataset")
ThisBuild / datasetDir := {
join((Compile / packageBin / artifactPath).value.getParentFile,
"datasets", datasetName.split(".".toCharArray.head).head)
}
getDatasetsTask := {
val d = datasetDir.value.getParentFile
val f = new File(d, datasetName)
if (!d.exists()) d.mkdirs()
if (!f.exists()) {
FileUtils.copyURLToFile(datasetUrl, f)
UnzipUtils.unzip(f, d)
}
}
val genBuildInfo = TaskKey[Unit]("genBuildInfo", "generate a build info file")
genBuildInfo := {
val docInfo =
s"""
|
|### Documentation Pages:
|[Scala Documentation](https://mmlspark.blob.core.windows.net/docs/${version.value}/scala/index.html)
|[Python Documentation](https://mmlspark.blob.core.windows.net/docs/${version.value}/pyspark/index.html)
|
""".stripMargin
val buildInfo = (root / blobArtifactInfo).value + docInfo
val infoFile = join("target", "Build.md")
if (infoFile.exists()) FileUtils.forceDelete(infoFile)
FileUtils.writeStringToFile(infoFile, buildInfo, "utf-8")
}
val rootGenDir = SettingKey[File]("rootGenDir")
rootGenDir := {
val targetDir = (root / Compile / packageBin / artifactPath).value.getParentFile
join(targetDir, "generated")
}
// scalastyle:off line.size.limit
val genSleetConfig = TaskKey[File]("genSleetConfig",
"generate sleet.json file for sleet configuration so we can push nuget package to the blob")
genSleetConfig := {
val fileContent =
s"""{
| "username": "",
| "useremail": "",
| "sources": [
| {
| "name": "SynapseMLNuget",
| "type": "azure",
| "container": "synapsemlnuget",
| "path": "https://mmlspark.blob.core.windows.net/synapsemlnuget",
| "connectionString": "DefaultEndpointsProtocol=https;AccountName=mmlspark;AccountKey=${Secrets.storageKey};EndpointSuffix=core.windows.net"
| }
| ]
|}""".stripMargin
val sleetJsonFile = join(rootGenDir.value, "sleet.json")
if (sleetJsonFile.exists()) FileUtils.forceDelete(sleetJsonFile)
FileUtils.writeStringToFile(sleetJsonFile, fileContent, "utf-8")
sleetJsonFile
}
// scalastyle:on line.size.limit
val publishDotnetTestBase = TaskKey[Unit]("publishDotnetTestBase",
"generate dotnet test helper file with current library version and publish E2E test base")
publishDotnetTestBase := {
val fileContent =
s"""// Licensed to the .NET Foundation under one or more agreements.
|// The .NET Foundation licenses this file to you under the MIT license.
|// See the LICENSE file in the project root for more information.
|
|namespace SynapseMLtest.Utils
|{
| public class Helper
| {
| public static string GetSynapseMLPackage()
| {
| return "com.microsoft.azure:synapseml_2.12:${version.value}";
| }
| }
|
|}
|""".stripMargin
val dotnetTestBaseDir = join(baseDirectory.value, "core", "src", "main", "dotnet", "test")
val dotnetHelperFile = join(dotnetTestBaseDir, "SynapseMLVersion.cs")
if (dotnetHelperFile.exists()) FileUtils.forceDelete(dotnetHelperFile)
FileUtils.writeStringToFile(dotnetHelperFile, fileContent, "utf-8")
val dotnetTestBaseProjContent =
s"""<Project Sdk="Microsoft.NET.Sdk">
|
| <PropertyGroup>
| <TargetFramework>netstandard2.1</TargetFramework>
| <LangVersion>9.0</LangVersion>
| <AssemblyName>SynapseML.DotnetE2ETest</AssemblyName>
| <IsPackable>true</IsPackable>
| <Description>SynapseML .NET Test Base</Description>
| <Version>${dotnetedVersion(version.value)}</Version>
| </PropertyGroup>
|
| <ItemGroup>
| <PackageReference Include="xunit" Version="2.4.1" />
| <PackageReference Include="Microsoft.Spark" Version="2.1.1" />
| <PackageReference Include="IgnoresAccessChecksToGenerator" Version="0.4.0" PrivateAssets="All" />
| </ItemGroup>
|
| <ItemGroup>
| <InternalsVisibleTo Include="SynapseML.Cognitive" />
| <InternalsVisibleTo Include="SynapseML.Core" />
| <InternalsVisibleTo Include="SynapseML.DeepLearning" />
| <InternalsVisibleTo Include="SynapseML.Lightgbm" />
| <InternalsVisibleTo Include="SynapseML.Opencv" />
| <InternalsVisibleTo Include="SynapseML.Vw" />
| <InternalsVisibleTo Include="SynapseML.Cognitive.Test" />
| <InternalsVisibleTo Include="SynapseML.Core.Test" />
| <InternalsVisibleTo Include="SynapseML.DeepLearning.Test" />
| <InternalsVisibleTo Include="SynapseML.Lightgbm.Test" />
| <InternalsVisibleTo Include="SynapseML.Opencv.Test" />
| <InternalsVisibleTo Include="SynapseML.Vw.Test" />
| </ItemGroup>
|
| <PropertyGroup>
| <InternalsAssemblyNames>Microsoft.Spark</InternalsAssemblyNames>
| </PropertyGroup>
|
| <PropertyGroup>
| <InternalsAssemblyUseEmptyMethodBodies>false</InternalsAssemblyUseEmptyMethodBodies>
| </PropertyGroup>
|
|</Project>""".stripMargin
// update the version of current dotnetTestBase assembly
val dotnetTestBaseProj = join(dotnetTestBaseDir, "dotnetTestBase.csproj")
if (dotnetTestBaseProj.exists()) FileUtils.forceDelete(dotnetTestBaseProj)
FileUtils.writeStringToFile(dotnetTestBaseProj, dotnetTestBaseProjContent, "utf-8")
packDotnetAssemblyCmd(join(dotnetTestBaseDir, "target").getAbsolutePath, dotnetTestBaseDir)
val packagePath = join(dotnetTestBaseDir,
"target", s"SynapseML.DotnetE2ETest.${dotnetedVersion(version.value)}.nupkg").getAbsolutePath
publishDotnetAssemblyCmd(packagePath, genSleetConfig.value)
}
// This command should be run only when you make an update to DotnetBase proj, and it will override
// existing nuget package with the same version number
val publishDotnetBase = TaskKey[Unit]("publishDotnetBase",
"publish dotnet base nuget package that contains core elements for SynapseML in C#")
publishDotnetBase := {
val dotnetBaseDir = join(baseDirectory.value, "core", "src", "main", "dotnet", "src")
packDotnetAssemblyCmd(join(dotnetBaseDir, "target").getAbsolutePath, dotnetBaseDir)
val packagePath = join(dotnetBaseDir,
// Update the version whenever there's a new release
"target", s"SynapseML.DotnetBase.${dotnetedVersion("0.11.1")}.nupkg").getAbsolutePath
publishDotnetAssemblyCmd(packagePath, genSleetConfig.value)
}
def runTaskForAllInCompile(task: TaskKey[Unit]): Def.Initialize[Task[Seq[Unit]]] = {
task.all(ScopeFilter(
inProjects(core, deepLearning, cognitive, vw, lightgbm, opencv),
inConfigurations(Compile))
)
}
val generatePythonDoc = TaskKey[Unit]("generatePythonDoc", "Generate sphinx docs for python")
generatePythonDoc := {
runTaskForAllInCompile(installPipPackage).value
runTaskForAllInCompile(mergePyCode).value
val dir = join(rootGenDir.value, "src", "python", "synapse")
join(dir, "__init__.py").createNewFile()
join(dir, "ml", "__init__.py").createNewFile()
runCmd(activateCondaEnv ++ Seq("sphinx-apidoc", "-f", "-o", "doc", "."), dir)
runCmd(activateCondaEnv ++ Seq("sphinx-build", "-b", "html", "doc", "../../../doc/pyspark"), dir)
}
val generateDotnetDoc = TaskKey[Unit]("generateDotnetDoc", "Generate documentation for dotnet classes")
generateDotnetDoc := {
Def.sequential(
runTaskForAllInCompile(dotnetCodeGen),
runTaskForAllInCompile(mergeDotnetCode)
).value
val dotnetSrcDir = join(rootGenDir.value, "src", "dotnet")
runCmd(Seq("doxygen", "-g"), dotnetSrcDir)
FileUtils.copyFile(join(baseDirectory.value, "README.md"), join(dotnetSrcDir, "README.md"))
runCmd(Seq("sed", "-i", s"""s/img width=\"800\"/img width=\"300\"/g""", "README.md"), dotnetSrcDir)
val packageName = name.value.split("-").map(_.capitalize).mkString(" ")
val fileContent =
s"""PROJECT_NAME = "$packageName"
|PROJECT_NUMBER = "${dotnetedVersion(version.value)}"
|USE_MDFILE_AS_MAINPAGE = "README.md"
|RECURSIVE = YES
|""".stripMargin
val doxygenHelperFile = join(dotnetSrcDir, "DoxygenHelper.txt")
if (doxygenHelperFile.exists()) FileUtils.forceDelete(doxygenHelperFile)
FileUtils.writeStringToFile(doxygenHelperFile, fileContent, "utf-8")
runCmd(Seq("bash", "-c", "cat DoxygenHelper.txt >> Doxyfile", ""), dotnetSrcDir)
runCmd(Seq("doxygen"), dotnetSrcDir)
}
val packageSynapseML = TaskKey[Unit]("packageSynapseML", "package all projects into SynapseML")
packageSynapseML := {
def writeSetupFileToTarget(dir: File): Unit = {
if (!dir.exists()) {
dir.mkdir()
}
val content =
s"""
|# Copyright (C) Microsoft Corporation. All rights reserved.
|# Licensed under the MIT License. See LICENSE in project root for information.
|
|import os
|from setuptools import setup, find_namespace_packages
|import codecs
|import os.path
|
|setup(
| name="synapseml",
| version="${pythonizedVersion(version.value)}",
| description="Synapse Machine Learning",
| long_description="SynapseML contains Microsoft's open source "
| + "contributions to the Apache Spark ecosystem",
| license="MIT",
| packages=find_namespace_packages(include=['synapse.ml.*']),
| url="https://github.com/Microsoft/SynapseML",
| author="Microsoft",
| author_email="synapseml-support@microsoft.com",
| classifiers=[
| "Development Status :: 4 - Beta",
| "Intended Audience :: Developers",
| "Intended Audience :: Science/Research",
| "Topic :: Software Development :: Libraries",
| "License :: OSI Approved :: MIT License",
| "Programming Language :: Python :: 2",
| "Programming Language :: Python :: 3",
| ],
| zip_safe=True,
| package_data={"synapseml": ["../LICENSE.txt", "../README.txt"]},
|)
|
|""".stripMargin
IO.write(join(dir, "setup.py"), content)
}
Def.sequential(
runTaskForAllInCompile(packagePython),
runTaskForAllInCompile(mergePyCode)
).value
val targetDir = rootGenDir.value
val dir = join(targetDir, "src", "python")
val packageDir = join(targetDir, "package", "python").absolutePath
writeSetupFileToTarget(dir)
packagePythonWheelCmd(packageDir, dir)
}
val publishPypi = TaskKey[Unit]("publishPypi", "publish synapseml python wheel to pypi")
publishPypi := {
packageSynapseML.value
val fn = s"${name.value}-${pythonizedVersion(version.value)}-py2.py3-none-any.whl"
runCmd(
activateCondaEnv ++
Seq("twine", "upload", "--skip-existing",
join(rootGenDir.value, "package", "python", fn).toString,
"--username", "__token__", "--password", Secrets.pypiApiToken, "--verbose")
)
}
val publishDocs = TaskKey[Unit]("publishDocs", "publish docs for scala, python and dotnet")
publishDocs := {
Def.sequential(
generatePythonDoc,
generateDotnetDoc,
(root / Compile / unidoc)
).value
val html =
"""
|<html><body><pre style="font-size: 150%;">
|<a href="pyspark/index.html">pyspark/</u>
|<a href="scala/index.html">scala/</u>
|</pre></body></html>
""".stripMargin
val targetDir = (root / Compile / packageBin / artifactPath).value.getParentFile
val codegenDir = join(targetDir, "generated")
val unifiedDocDir = join(codegenDir, "doc")
val scalaDir = join(unifiedDocDir.toString, "scala")
if (scalaDir.exists()) FileUtils.forceDelete(scalaDir)
FileUtils.copyDirectory(join(targetDir, "unidoc"), scalaDir)
FileUtils.writeStringToFile(join(unifiedDocDir.toString, "index.html"), html, "utf-8")
val dotnetDir = join(unifiedDocDir.toString, "dotnet")
if (dotnetDir.exists()) FileUtils.forceDelete(dotnetDir)
FileUtils.copyDirectory(join(codegenDir, "src", "dotnet", "html"), dotnetDir)
uploadToBlob(unifiedDocDir.toString, version.value, "docs")
}
val publishBadges = TaskKey[Unit]("publishBadges", "publish badges to synapseml blob")
publishBadges := {
def enc(s: String): String = {
s.replaceAllLiterally("_", "__").replaceAllLiterally(" ", "_").replaceAllLiterally("-", "--")
}
def uploadBadge(left: String, right: String, color: String, filename: String): Unit = {
val badgeDir = join(baseDirectory.value.toString, "target", "badges")
if (!badgeDir.exists()) badgeDir.mkdirs()
runCmd(Seq("curl",
"-o", join(badgeDir.toString, filename).toString,
s"https://img.shields.io/badge/${enc(left)}-${enc(right)}-${enc(color)}"))
singleUploadToBlob(
join(badgeDir.toString, filename).toString,
s"badges/$filename", "icons",
extraArgs = Seq("--content-cache-control", "no-cache", "--content-type", "image/svg+xml"))
}
uploadBadge("master version", version.value, "blue", "master_version3.svg")
}
val settings = Seq(
Test / scalastyleConfig := (ThisBuild / baseDirectory).value / "scalastyle-test-config.xml",
Test / logBuffered := false,
Test / parallelExecution := false,
Test / publishArtifact := true,
assembly / test := {},
assembly / assemblyMergeStrategy := {
case PathList("META-INF", xs@_*) => MergeStrategy.discard
case x => MergeStrategy.first
},
assembly / assemblyOption := (assembly / assemblyOption).value.copy(includeScala = false),
autoAPIMappings := true,
pomPostProcess := pomPostFunc,
sbtPlugin := false
)
ThisBuild / publishMavenStyle := true
lazy val core = (project in file("core"))
.enablePlugins(BuildInfoPlugin)
.settings(settings ++ Seq(
libraryDependencies ++= dependencies,
buildInfoKeys ++= Seq[BuildInfoKey](
datasetDir,
version,
scalaVersion,
sbtVersion,
baseDirectory
),
name := "synapseml-core",
buildInfoPackage := "com.microsoft.azure.synapse.ml.build"
): _*)
lazy val deepLearning = (project in file("deep-learning"))
.dependsOn(core % "test->test;compile->compile", opencv % "test->test;compile->compile")
.settings(settings ++ Seq(
libraryDependencies ++= Seq(
"com.microsoft.azure" % "onnx-protobuf_2.12" % "0.9.3",
"com.microsoft.onnxruntime" % "onnxruntime_gpu" % "1.8.1"
),
name := "synapseml-deep-learning"
): _*)
lazy val lightgbm = (project in file("lightgbm"))
.dependsOn(core % "test->test;compile->compile")
.settings(settings ++ Seq(
libraryDependencies += ("com.microsoft.ml.lightgbm" % "lightgbmlib" % "3.3.500"),
name := "synapseml-lightgbm"
): _*)
lazy val vw = (project in file("vw"))
.dependsOn(core % "test->test;compile->compile")
.settings(settings ++ Seq(
libraryDependencies += ("com.github.vowpalwabbit" % "vw-jni" % "9.3.0"),
name := "synapseml-vw"
): _*)
lazy val cognitive = (project in file("cognitive"))
.dependsOn(core % "test->test;compile->compile")
.settings(settings ++ Seq(
libraryDependencies ++= Seq(
"com.microsoft.cognitiveservices.speech" % "client-jar-sdk" % "1.14.0",
"org.apache.hadoop" % "hadoop-common" % "3.3.4" % "test",
"org.apache.hadoop" % "hadoop-azure" % "3.3.4" % "test",
),
name := "synapseml-cognitive"
): _*)
lazy val opencv = (project in file("opencv"))
.dependsOn(core % "test->test;compile->compile")
.settings(settings ++ Seq(
libraryDependencies += ("org.openpnp" % "opencv" % "3.2.0-1"),
name := "synapseml-opencv"
): _*)
lazy val root = (project in file("."))
.aggregate(core, deepLearning, cognitive, vw, lightgbm, opencv)
.dependsOn(
core % "test->test;compile->compile",
deepLearning % "test->test;compile->compile",
cognitive % "test->test;compile->compile",
vw % "test->test;compile->compile",
lightgbm % "test->test;compile->compile",
opencv % "test->test;compile->compile")
.enablePlugins(ScalaUnidocPlugin)
.disablePlugins(CodegenPlugin)
.settings(settings ++ Seq(
name := "synapseml",
))
val setupTask = TaskKey[Unit]("setup", "set up library for intellij")
setupTask := {
compile.all(ScopeFilter(
inProjects(root, core, deepLearning, cognitive, vw, lightgbm, opencv),
inConfigurations(Compile, Test))
).value
getDatasetsTask.value
}
val convertNotebooks = TaskKey[Unit]("convertNotebooks", "convert notebooks to markdown for website display")
convertNotebooks := {
runCmdStr("python -m pip uninstall -y documentprojection")
runCmdStr("python -m build docs/python")
runCmdStr("python -m pip install --find-links=docs/python/dist documentprojection")
runCmdStr("python -m documentprojection -r -p -c website . notebooks/features")
}
val testWebsiteDocs = TaskKey[Unit]("testWebsiteDocs",
"test code blocks inside markdowns under folder website/docs/documentation")
testWebsiteDocs := {
runCmd(
Seq("python", s"${join(baseDirectory.value, "website/doctest.py")}", version.value)
)
}