forked from apache/tvm
-
Notifications
You must be signed in to change notification settings - Fork 0
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
[Relay][VM]VM Profiler (apache#3727)
* [Relay][VM]VM debugger * Report mean/min/max for op duration * Typos * Lint * Lint * Lint * Support build debug VM in CMake * Lint * Enable VM debug in unit test * Disable debug vm test until new docker image is built * Add device sync code * Fix qnn unit test * Disable vm debug by default * Rename files * Rename classes * Fix comment * Fix comment
- Loading branch information
Showing
13 changed files
with
690 additions
and
170 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,90 @@ | ||
| # License .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. | ||
| # pylint: disable=no-else-return, unidiomatic-typecheck, undefined-variable, invalid-name | ||
| """ | ||
| The Relay Virtual Machine profiler. | ||
| Provides extra APIs for profiling vm execution. | ||
| """ | ||
| import tvm | ||
| from . import vm, _vm | ||
|
|
||
| def _update_target(target): | ||
| target = target if target else tvm.target.current_target() | ||
| if target is None: | ||
| raise ValueError("Target is not set in env or passed as argument.") | ||
|
|
||
| tgts = {} | ||
| if isinstance(target, (str, tvm.target.Target)): | ||
| dev_type = tvm.expr.IntImm("int32", tvm.nd.context(str(target)).device_type) | ||
| tgts[dev_type] = tvm.target.create(target) | ||
| elif isinstance(target, dict): | ||
| for dev, tgt in target.items(): | ||
| dev_type = tvm.expr.IntImm("int32", tvm.nd.context(dev).device_type) | ||
| tgts[dev_type] = tvm.target.create(tgt) | ||
| else: | ||
| raise TypeError("target is expected to be str, tvm.target.Target, " + | ||
| "or dict of str to str/tvm.target.Target, but received " + | ||
| "{}".format(type(target))) | ||
| return tgts | ||
|
|
||
| class VMCompilerProfiler(vm.VMCompiler): | ||
| """Build Relay module to run on VM runtime.""" | ||
| def __init__(self): | ||
| super().__init__() | ||
| self.mod = _vm._VMCompilerProfiler() | ||
| self._compile = self.mod["compile"] | ||
| self._get_vm = self.mod["get_vm"] | ||
|
|
||
| def compile(self, mod, target=None, target_host=None): | ||
| """ | ||
| Parameters | ||
| ---------- | ||
| mod : relay.Module | ||
| The Relay module to build. | ||
| target : str, :any:`tvm.target.Target`, or dict of str(i.e. | ||
| device/context name) to str/tvm.target.Target, optional | ||
| For heterogeneous compilation, it is a dictionary indicating context | ||
| to target mapping. For homogeneous compilation, it is a build target. | ||
| target_host : str or :any:`tvm.target.Target`, optional | ||
| Host compilation target, if target is device. | ||
| When TVM compiles device specific program such as CUDA, | ||
| we also need host(CPU) side code to interact with the driver | ||
| to setup the dimensions and parameters correctly. | ||
| target_host is used to specify the host side codegen target. | ||
| By default, llvm is used if it is enabled, | ||
| otherwise a stackvm intepreter is used. | ||
| Returns | ||
| ------- | ||
| vm : VirtualMachineProfiler | ||
| The profile VM runtime. | ||
| """ | ||
| target = _update_target(target) | ||
| self._compile(mod, target, target_host) | ||
| return VirtualMachineProfiler(self._get_vm()) | ||
|
|
||
| class VirtualMachineProfiler(vm.VirtualMachine): | ||
| """Relay profile VM runtime.""" | ||
| def __init__(self, mod): | ||
| super().__init__(mod) | ||
| self._get_stat = self.mod["get_stat"] | ||
|
|
||
| def get_stat(self): | ||
| return self._get_stat() |
Oops, something went wrong.