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[VTA] [Chisel] Added Chisel Module Unit Test Infrastructure (apache#3698
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<!--- Licensed to the Apache Software Foundation (ASF) under one --> | ||
<!--- or more contributor license agreements. See the NOTICE file --> | ||
<!--- distributed with this work for additional information --> | ||
<!--- regarding copyright ownership. The ASF licenses this file --> | ||
<!--- to you under the Apache License, Version 2.0 (the --> | ||
<!--- "License"); you may not use this file except in compliance --> | ||
<!--- with the License. You may obtain a copy of the License at --> | ||
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<!--- http://www.apache.org/licenses/LICENSE-2.0 --> | ||
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<!--- Unless required by applicable law or agreed to in writing, --> | ||
<!--- software distributed under the License is distributed on an --> | ||
<!--- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY --> | ||
<!--- KIND, either express or implied. See the License for the --> | ||
<!--- specific language governing permissions and limitations --> | ||
<!--- under the License. --> | ||
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VTA in Chisel | ||
=================================================== | ||
For contributors who wants to test a chisel module: | ||
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- You can add your test files in `src/test/scala/unitttest` | ||
- Add your test name and tests to the `test` object in `src/test/scala/unitttest/Launcher.scala` | ||
- Check out the provided sample test `mvm` which tests the MatrixVectorComputation module | ||
in `src/main/scala/core/TensorGemm.scala` | ||
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- Running unit tests: `make test test_name=your_own test_name` | ||
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/* | ||
* Licensed to the Apache Software Foundation (ASF) under one | ||
* or more contributor license agreements. See the NOTICE file | ||
* distributed with this work for additional information | ||
* regarding copyright ownership. The ASF licenses this file | ||
* to you under the Apache License, Version 2.0 (the | ||
* "License"); you may not use this file except in compliance | ||
* with the License. You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, | ||
* software distributed under the License is distributed on an | ||
* "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
* KIND, either express or implied. See the License for the | ||
* specific language governing permissions and limitations | ||
* under the License. | ||
*/ | ||
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package unittest | ||
// taken from https://github.com/freechipsproject/chisel-testers | ||
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import chisel3._ | ||
import chisel3.iotesters.{Driver, TesterOptionsManager} | ||
import vta.core._ | ||
import vta.util.config._ | ||
import vta.shell._ | ||
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class TestConfig extends Config(new CoreConfig ++ new PynqConfig) | ||
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/* Launcher. | ||
* | ||
* The Launcher object includes a test list for the TestRunner to check. | ||
* Users can utilize this Launcher to run custom tests. | ||
* | ||
* How to Use: | ||
* When the user input: sbt 'test:runMain unittest.Launcher mvm' | ||
* the TestRunner will look for 'mvm' in the map and executes the | ||
* test that 'mvm' is mapped to | ||
*/ | ||
object Launcher { | ||
implicit val p: Parameters = new TestConfig | ||
val tests = Map( | ||
"mvm" -> { (manager: TesterOptionsManager) => | ||
Driver.execute(() => new MatrixVectorMultiplication, manager) { | ||
(c) => new TestMatrixVectorMultiplication(c) | ||
} | ||
} | ||
) | ||
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def main(args: Array[String]): Unit = { | ||
TestRunner(tests, args) | ||
} | ||
} |
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/* | ||
* Licensed to the Apache Software Foundation (ASF) under one | ||
* or more contributor license agreements. See the NOTICE file | ||
* distributed with this work for additional information | ||
* regarding copyright ownership. The ASF licenses this file | ||
* to you under the Apache License, Version 2.0 (the | ||
* "License"); you may not use this file except in compliance | ||
* with the License. You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, | ||
* software distributed under the License is distributed on an | ||
* "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
* KIND, either express or implied. See the License for the | ||
* specific language governing permissions and limitations | ||
* under the License. | ||
*/ | ||
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package unittest | ||
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import chisel3._ | ||
import chisel3.util._ | ||
import chisel3.iotesters.{ChiselFlatSpec, Driver, PeekPokeTester} | ||
import scala.util.Random | ||
import scala.math.pow | ||
import vta.core._ | ||
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class TestMatrixVectorMultiplication(c: MatrixVectorMultiplication) extends PeekPokeTester(c) { | ||
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/* mvm_ref | ||
* | ||
* This is a software function that computes dot product with a programmable shift | ||
* This is used as a reference for the hardware | ||
*/ | ||
def mvm_ref(inp: Array[Int], wgt: Array[Array[Int]], shift: Int) : Array[Int] = { | ||
val size = inp.length | ||
val res = Array.fill(size) {0} | ||
for (i <- 0 until size) { | ||
var dot = 0 | ||
for (j <- 0 until size) { | ||
dot += wgt(i)(j) * inp(j) | ||
} | ||
res(i) = dot * pow(2, shift).toInt | ||
} | ||
return res | ||
} | ||
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val cycles = 5 | ||
for (i <- 0 until cycles) { | ||
val r = new Random | ||
// generate random data based on config bits | ||
val in_a = Array.fill(c.size) { r.nextInt(pow(2, c.inpBits).toInt) - pow(2, c.inpBits-1).toInt} | ||
val in_b = Array.fill(c.size, c.size) { r.nextInt(pow(2, c.wgtBits).toInt) - pow(2, c.wgtBits-1).toInt} | ||
val res = mvm_ref(in_a, in_b, 0) | ||
val inpMask = (pow(2, c.inpBits) - 1).toLong | ||
val wgtMask = (pow(2, c.wgtBits) - 1).toLong | ||
val accMask = (pow(2, c.accBits) - 1).toLong | ||
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for (i <- 0 until c.size) { | ||
poke(c.io.inp.data.bits(0)(i), in_a(i) & inpMask) | ||
poke(c.io.acc_i.data.bits(0)(i), 0) | ||
for (j <- 0 until c.size) { | ||
poke(c.io.wgt.data.bits(i)(j), in_b(i)(j) & wgtMask) | ||
} | ||
} | ||
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poke(c.io.reset, 0) | ||
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poke(c.io.inp.data.valid, 1) | ||
poke(c.io.wgt.data.valid, 1) | ||
poke(c.io.acc_i.data.valid, 1) | ||
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step(1) | ||
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poke(c.io.inp.data.valid, 0) | ||
poke(c.io.wgt.data.valid, 0) | ||
poke(c.io.acc_i.data.valid, 0) | ||
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// wait for valid signal | ||
while (peek(c.io.acc_o.data.valid) == BigInt(0)) { | ||
step(1) // advance clock | ||
} | ||
if (peek(c.io.acc_o.data.valid) == BigInt(1)) { | ||
for (i <- 0 until c.size) { | ||
expect(c.io.acc_o.data.bits(0)(i), res(i) & accMask) | ||
} | ||
} | ||
} | ||
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} |
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/* | ||
* Licensed to the Apache Software Foundation (ASF) under one | ||
* or more contributor license agreements. See the NOTICE file | ||
* distributed with this work for additional information | ||
* regarding copyright ownership. The ASF licenses this file | ||
* to you under the Apache License, Version 2.0 (the | ||
* "License"); you may not use this file except in compliance | ||
* with the License. You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, | ||
* software distributed under the License is distributed on an | ||
* "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
* KIND, either express or implied. See the License for the | ||
* specific language governing permissions and limitations | ||
* under the License. | ||
*/ | ||
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package unittest | ||
// taken from https://github.com/freechipsproject/chisel-testers | ||
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import scala.collection.mutable.ArrayBuffer | ||
import chisel3.iotesters._ | ||
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object TestRunner { | ||
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def apply(testMap: Map[String, TesterOptionsManager => Boolean], args: Array[String]): Unit = { | ||
var successful = 0 | ||
val errors = new ArrayBuffer[String] | ||
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val optionsManager = new TesterOptionsManager() | ||
optionsManager.doNotExitOnHelp() | ||
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optionsManager.parse(args) | ||
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val programArgs = optionsManager.commonOptions.programArgs | ||
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if(programArgs.isEmpty) { | ||
println("Available tests") | ||
for(x <- testMap.keys) { | ||
println(x) | ||
} | ||
println("all") | ||
System.exit(0) | ||
} | ||
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val testsToRun = if(programArgs.exists(x => x.toLowerCase() == "all")) { | ||
testMap.keys | ||
} | ||
else { | ||
programArgs | ||
} | ||
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for(testName <- testsToRun) { | ||
testMap.get(testName) match { | ||
case Some(test) => | ||
println(s"Starting $testName") | ||
try { | ||
optionsManager.setTopName(testName) | ||
optionsManager.setTargetDirName(s"test_run_dir/$testName") | ||
if(test(optionsManager)) { | ||
successful += 1 | ||
} | ||
else { | ||
errors += s"$testName: test error occurred" | ||
} | ||
} | ||
catch { | ||
case exception: Exception => | ||
exception.printStackTrace() | ||
errors += s"$testName: exception ${exception.getMessage}" | ||
case t : Throwable => | ||
errors += s"$testName: throwable ${t.getMessage}" | ||
} | ||
case _ => | ||
errors += s"Bad Test name: $testName" | ||
} | ||
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} | ||
if(successful > 0) { | ||
println(s"Tests passing: $successful") | ||
} | ||
if(errors.nonEmpty) { | ||
println("=" * 80) | ||
println(s"Errors: ${errors.length}: in the following tests") | ||
println(errors.mkString("\n")) | ||
println("=" * 80) | ||
} | ||
} | ||
} |