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Merge pull request #12468 from panyx0718/improve_profiler2
Improve profiler
2 parents 0964de1 + 19f40da commit 99a77cf

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-51
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11 files changed

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doc/fluid/howto/optimization/timeline_cn.md

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@@ -1,21 +1,27 @@
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# 如何使用timeline工具做性能分析
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3-
1. 在训练的主循环外加上`with profiler.profiler(...)`。运行之后,代码会在`/tmp/profile`目录下生成一个profile的记录文件。
3+
1. 在训练的主循环外加上`profiler.start_profiler(...)``profiler.stop_profiler(...)`。运行之后,代码会在`/tmp/profile`目录下生成一个profile的记录文件。
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**提示:**
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请不要在timeline记录信息时运行太多次迭代,因为timeline中的记录数量和迭代次数是成正比的。
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```python
9-
with profiler.profiler('All', 'total', '/tmp/profile') as prof:
10-
for pass_id in range(pass_num):
11-
for batch_id, data in enumerate(train_reader()):
12-
exe.run(fluid.default_main_program(),
13-
feed=feeder.feed(data),
14-
fetch_list=[])
9+
for pass_id in range(pass_num):
10+
for batch_id, data in enumerate(train_reader()):
11+
if pass_id == 0 and batch_id == 5:
12+
profiler.start_profiler("All")
13+
elif pass_id == 0 and batch_id == 10:
14+
profiler.stop_profiler("total", "/tmp/profile")
15+
exe.run(fluid.default_main_program(),
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feed=feeder.feed(data),
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fetch_list=[])
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...
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```
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1. 运行`python paddle/tools/timeline.py`来处理`/tmp/profile`,这个程序默认会生成一个`/tmp/timeline`文件,你也可以用命令行参数来修改这个路径,请参考[timeline.py](https://github.com/PaddlePaddle/Paddle/blob/develop/tools/timeline.py)
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```python
23+
python Paddle/tools/timeline.py --profile_path=/tmp/profile --timeline_path=timeline
24+
```
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1. 打开chrome浏览器,访问<chrome://tracing/>,用`load`按钮来加载生成的`timeline`文件。
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doc/fluid/howto/optimization/timeline_en.md

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@@ -1,22 +1,28 @@
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# how to use timeline tool to do profile
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1. Add `with profiler.profiler(...)` to the main training loop. After run, the code will generate a profile record file `/tmp/profile`. **Warning**: Please do not run too many batches when use profiler to record timeline information, for the profile record will grow with the batch number.
3+
1. Add `profiler.start_profiler(...)``profiler.stop_profiler(...)` to the main training loop. After run, the code will generate a profile record file `/tmp/profile`. **Warning**: Please do not run too many batches when use profiler to record timeline information, for the profile record will grow with the batch number.
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```python
6-
with profiler.profiler('All', 'total', '/tmp/profile') as prof:
7-
for pass_id in range(pass_num):
8-
for batch_id, data in enumerate(train_reader()):
9-
exe.run(fluid.default_main_program(),
10-
feed=feeder.feed(data),
11-
fetch_list=[],
12-
use_program_cache=True)
6+
for pass_id in range(pass_num):
7+
for batch_id, data in enumerate(train_reader()):
8+
if pass_id == 0 and batch_id == 5:
9+
profiler.start_profiler("All")
10+
elif pass_id == 0 and batch_id == 10:
11+
profiler.stop_profiler("total", "/tmp/profile")
12+
exe.run(fluid.default_main_program(),
13+
feed=feeder.feed(data),
14+
fetch_list=[])
1315
...
1416
```
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1. Run `python paddle/tools/timeline.py` to process `/tmp/profile`, it will generate another
1719
file `/tmp/timeline` by default. You can change the path by cmd parameter, please take a look at
1820
[timeline.py](https://github.com/PaddlePaddle/Paddle/blob/develop/tools/timeline.py) for details.
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22+
```python
23+
python Paddle/tools/timeline.py --profile_path=/tmp/profile --timeline_path=timeline
24+
```
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2026
1. Open chrome and visit <chrome://tracing/>, use `load` button to load the generated `timeline` file.
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![chrome tracing](./tracing.jpeg)

paddle/fluid/framework/details/all_reduce_op_handle.cc

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@@ -17,6 +17,7 @@
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#include "paddle/fluid/framework/details/container_cast.h"
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#include "paddle/fluid/framework/details/reduce_and_gather.h"
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#include "paddle/fluid/framework/details/variable_visitor.h"
20+
#include "paddle/fluid/platform/profiler.h"
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namespace paddle {
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namespace framework {
@@ -45,6 +46,7 @@ AllReduceOpHandle::AllReduceOpHandle(ir::Node *node,
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#endif
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void AllReduceOpHandle::RunImpl() {
49+
platform::RecordEvent r("all_reduce", nullptr);
4850
if (NoDummyInputSize() == 1) {
4951
return; // No need to all reduce when GPU count = 1;
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} else {

paddle/fluid/framework/details/reduce_op_handle.cc

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@@ -16,12 +16,14 @@
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#include "paddle/fluid/framework/details/container_cast.h"
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#include "paddle/fluid/framework/details/reduce_and_gather.h"
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#include "paddle/fluid/framework/details/variable_visitor.h"
19+
#include "paddle/fluid/platform/profiler.h"
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2021
namespace paddle {
2122
namespace framework {
2223
namespace details {
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2425
void ReduceOpHandle::RunImpl() {
26+
platform::RecordEvent r("reduce", nullptr);
2527
if (places_.size() == 1) return;
2628
// the input and output may have dummy var.
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auto in_var_handles = DynamicCast<VarHandle>(inputs_);

paddle/fluid/framework/details/scope_buffered_ssa_graph_executor.cc

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#include <string>
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#include <vector>
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#include "paddle/fluid/framework/executor.h"
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#include "paddle/fluid/platform/profiler.h"
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namespace paddle {
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namespace framework {
@@ -62,6 +63,7 @@ FeedFetchList ScopeBufferedSSAGraphExecutor::Run(
6263
eptr = std::current_exception();
6364
}
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66+
platform::RecordEvent e("ScopeBufferedSSAGraphExecutorAfterRun", nullptr);
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drop_scope_counter_ += 1;
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if (!fetch_tensors.empty() ||
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drop_scope_counter_ == strategy_.num_iteration_per_drop_scope_) {

paddle/fluid/framework/details/threaded_ssa_graph_executor.cc

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#include "paddle/fluid/framework/details/threaded_ssa_graph_executor.h"
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#include "paddle/fluid/framework/details/ssa_graph_builder.h"
18+
#include "paddle/fluid/platform/profiler.h"
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1920
namespace paddle {
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namespace framework {
@@ -34,6 +35,8 @@ ThreadedSSAGraphExecutor::ThreadedSSAGraphExecutor(
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FeedFetchList ThreadedSSAGraphExecutor::Run(
3637
const std::vector<std::string> &fetch_tensors) {
38+
std::unique_ptr<platform::RecordEvent> event(
39+
new platform::RecordEvent("ThreadedSSAGraphExecutorPrepare", nullptr));
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std::unordered_map<OpHandleBase *, size_t> pending_ops;
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std::unordered_set<VarHandleBase *> pending_vars;
3942
BlockingQueue<VarHandleBase *> ready_vars;
@@ -84,6 +87,7 @@ FeedFetchList ThreadedSSAGraphExecutor::Run(
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// Clean run context
8588
run_op_futures_.clear();
8689
exception_holder_.Clear();
90+
event.reset(nullptr);
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// Step 3. Execution
8993
while (!pending_vars.empty()) {

paddle/fluid/operators/parallel_do_op.cc

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@@ -18,7 +18,6 @@ limitations under the License. */
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#include "paddle/fluid/framework/op_registry.h"
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#include "paddle/fluid/framework/threadpool.h"
2020
#include "paddle/fluid/operators/detail/safe_ref.h"
21-
#include "paddle/fluid/platform/profiler.h"
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namespace paddle {
2423
namespace operators {
@@ -166,8 +165,6 @@ class ParallelDoOp : public framework::OperatorBase {
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167166
workers.emplace_back(
168167
framework::Async([program, cur_scope, place, block, place_idx] {
169-
// Give the thread an id to distinguish parallel block with same id.
170-
platform::RecordThread rt(static_cast<int>(place_idx) + 1);
171168
framework::Executor executor(place);
172169
executor.Run(*program, cur_scope, block->ID(),
173170
false /*create_local_scope*/);
@@ -244,8 +241,6 @@ class ParallelDoGradOp : public framework::OperatorBase {
244241
// execute
245242
workers.emplace_back(
246243
framework::Async([program, cur_scope, place, block, i] {
247-
// Give the thread an id to distinguish parallel block with same id.
248-
platform::RecordThread rt(static_cast<int>(i) + 1);
249244
framework::Executor executor(place);
250245
executor.Run(*program, cur_scope, block->ID(),
251246
false /*create_local_scope*/);

paddle/fluid/platform/device_tracer.cc

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@@ -30,9 +30,6 @@ limitations under the License. */
3030
namespace paddle {
3131
namespace platform {
3232
namespace {
33-
// Current thread's id. Note, we don't distinguish nested threads
34-
// for now.
35-
thread_local int cur_thread_id = 0;
3633
// Tracking the nested block stacks of each thread.
3734
thread_local std::deque<int> block_id_stack;
3835
// Tracking the nested event stacks.
@@ -413,12 +410,5 @@ void SetCurBlock(int block_id) { block_id_stack.push_back(block_id); }
413410
void ClearCurBlock() { block_id_stack.pop_back(); }
414411

415412
int BlockDepth() { return block_id_stack.size(); }
416-
417-
void SetCurThread(int thread_id) { cur_thread_id = thread_id; }
418-
419-
void ClearCurThread() { cur_thread_id = 0; }
420-
421-
int CurThread() { return cur_thread_id; }
422-
423413
} // namespace platform
424414
} // namespace paddle

paddle/fluid/platform/device_tracer.h

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@@ -99,9 +99,5 @@ std::string CurAnnotation();
9999
void SetCurBlock(int block_id);
100100
void ClearCurBlock();
101101
int BlockDepth();
102-
103-
void SetCurThread(int thread_id);
104-
void ClearCurThread();
105-
int CurThread();
106102
} // namespace platform
107103
} // namespace paddle

paddle/fluid/platform/profiler.cc

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Original file line numberDiff line numberDiff line change
@@ -190,7 +190,7 @@ RecordEvent::~RecordEvent() {
190190
DeviceTracer* tracer = GetDeviceTracer();
191191
if (tracer) {
192192
tracer->AddCPURecords(CurAnnotation(), start_ns_, PosixInNsec(),
193-
BlockDepth(), CurThread());
193+
BlockDepth(), g_thread_id);
194194
}
195195
ClearCurAnnotation();
196196
PopEvent(name_, dev_ctx_);
@@ -211,21 +211,11 @@ RecordBlock::~RecordBlock() {
211211
// We try to put all blocks at the same nested depth in the
212212
// same timeline lane. and distinguish the using thread_id.
213213
tracer->AddCPURecords(name_, start_ns_, PosixInNsec(), BlockDepth(),
214-
CurThread());
214+
g_thread_id);
215215
}
216216
ClearCurBlock();
217217
}
218218

219-
RecordThread::RecordThread(int thread_id) {
220-
if (g_state == ProfilerState::kDisabled) return;
221-
SetCurThread(thread_id);
222-
}
223-
224-
RecordThread::~RecordThread() {
225-
if (g_state == ProfilerState::kDisabled) return;
226-
ClearCurThread();
227-
}
228-
229219
void EnableProfiler(ProfilerState state) {
230220
PADDLE_ENFORCE(state != ProfilerState::kDisabled,
231221
"Can't enbale profling, since the input state is ",

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