未验证 提交 fecbe522 编写于 作者: Y yuyang18

Rewrite open_files

上级 ba997b8c
......@@ -13,6 +13,7 @@
// limitations under the License.
#include <cmath>
#include <stdexcept>
#include <thread> // NOLINT
#include "ThreadPool.h"
#include "paddle/fluid/framework/blocking_queue.h"
......@@ -77,6 +78,7 @@ class PreemptiveReaderContainer : public IReaderContainer {
struct FutureItem {
std::vector<framework::LoDTensor> data_;
ReaderList::iterator reader_it_;
std::exception_ptr exception_;
};
using FutureList = std::list<std::future<FutureItem>>;
......@@ -115,7 +117,15 @@ class PreemptiveReaderContainer : public IReaderContainer {
if (!pending_.empty()) {
auto future_it = complete_queue_.Pop();
FutureItem item = future_it->get();
if (item.data_.empty()) { // reader done.
if (item.exception_) {
for (auto it = futures_.begin(); it != futures_.end(); ++it) {
if (it != future_it) {
it->wait(); // Wait all other threads complete.
}
}
std::rethrow_exception(item.exception_);
} else if (item.data_.empty()) { // reader done.
done_.emplace_back(std::move(*item.reader_it_));
pending_.erase(item.reader_it_);
futures_.erase(future_it);
......@@ -131,8 +141,8 @@ class PreemptiveReaderContainer : public IReaderContainer {
}
private:
void AppendReader(std::unique_ptr<framework::ReaderBase>&& readers) override {
pending_.emplace_back();
void AppendReader(std::unique_ptr<framework::ReaderBase>&& reader) override {
pending_.emplace_back(std::move(reader));
auto reader_it = pending_.end();
--reader_it;
......@@ -147,15 +157,22 @@ class PreemptiveReaderContainer : public IReaderContainer {
FutureList::iterator* future_it_ptr) {
auto& future_it = *future_it_ptr;
*future_it = pool_.enqueue([reader_it, future_it, this] {
FutureItem item;
item.reader_it_ = reader_it;
(*reader_it)->ReadNext(&item.data_);
if (item.data_.empty()) {
(*reader_it)->Shutdown();
(*reader_it)->Start();
try {
FutureItem item;
item.reader_it_ = reader_it;
(*reader_it)->ReadNext(&item.data_);
if (item.data_.empty()) {
(*reader_it)->Shutdown();
(*reader_it)->Start();
}
complete_queue_.Push(future_it);
return item;
} catch (...) {
FutureItem item;
item.exception_ = std::current_exception();
complete_queue_.Push(future_it);
return item;
}
complete_queue_.Push(future_it);
return item;
});
}
......
......@@ -28,6 +28,7 @@ Scanner::Scanner(std::unique_ptr<std::istream> &&stream)
Scanner::Scanner(const std::string &filename)
: stream_(new std::ifstream(filename)), parser_(*stream_) {
PADDLE_ENFORCE(static_cast<bool>(*stream_), "Cannot open file %s", filename);
Reset();
}
......
......@@ -20,6 +20,7 @@ from control_flow import BlockGuard
from ..layer_helper import LayerHelper
from ..executor import global_scope
from layer_function_generator import generate_layer_fn, templatedoc
import sys
__all__ = [
'data', 'BlockGuardServ', 'ListenAndServ', 'Send', 'Recv',
......@@ -532,10 +533,10 @@ def open_files(filenames,
shapes,
lod_levels,
dtypes,
thread_num=1,
thread_num=None,
buffer_size=None,
pass_num=1,
for_parallel=True):
is_test=None):
"""
Open files
......@@ -548,14 +549,15 @@ def open_files(filenames,
shapes(list): List of tuples which declaring data shapes.
lod_levels(list): List of ints which declaring data lod_level.
dtypes(list): List of strs which declaring data type.
thread_num(int): The maximal concurrent prefetch thread number.
buffer_size(int|None): The size of prefetch buffer. If it is setted None,
buffer size will be thread_num * 3.
Default: None
thread_num(None): Deprecated argument. It will be set by open_files
automatically.
buffer_size(None): Deprecated argument. It will be set by open_files
automatically.
pass_num(int): Number of passes to run.
for_parallel(Bool): Set it as True if you are going to run
subsequent operators in parallel.
Default: True
is_test(bool|None): Whether `open_files` used for testing or not. If it
is used for testing, the order of data generated is same as the file
order. Otherwise, it is not guaranteed the order of data is same
between every epoch. [Default: False].
Returns:
Variable: A Reader Variable via which we can get file data.
......@@ -567,15 +569,20 @@ def open_files(filenames,
'./data2.recordio'],
shapes=[(3,224,224), (1)],
lod_levels=[0, 0],
dtypes=['float32', 'int64'],
thread_num=2,
buffer_size=2)
dtypes=['float32', 'int64'])
# Via the reader, we can use 'read_file' layer to get data:
image, label = fluid.layers.io.read_file(reader)
"""
if buffer_size is None:
buffer_size = thread_num * 3
if thread_num is not None:
print >> sys.stderr, "thread_num parameter of open_files is " \
"deprecated. It will be ignored and set " \
"automatically by open_files "
if buffer_size is not None:
print >> sys.stderr, "buffer_size parameter of open_files is " \
"deprecated. It will be ignored and set " \
"automatically by open_files "
if isinstance(filenames, basestring):
filenames = [filenames]
dtypes = [convert_np_dtype_to_dtype_(dt) for dt in dtypes]
......@@ -589,17 +596,16 @@ def open_files(filenames,
multi_file_reader_name = unique_name('multi_file_reader')
startup_blk = default_startup_program().current_block()
startup_reader = startup_blk.create_var(name=multi_file_reader_name)
attrs = {
'shape_concat': shape_concat,
'lod_levels': lod_levels,
'ranks': ranks,
'file_names': filenames
}
if is_test is not None:
attrs['is_test'] = is_test
startup_blk.append_op(
type='open_files',
outputs={'Out': [startup_reader]},
attrs={
'shape_concat': shape_concat,
'lod_levels': lod_levels,
'ranks': ranks,
'file_names': filenames,
'thread_num': thread_num,
'buffer_size': buffer_size
})
type='open_files', outputs={'Out': [startup_reader]}, attrs=attrs)
startup_reader.desc.set_dtypes(dtypes)
startup_reader.persistable = True
......
......@@ -31,7 +31,10 @@ def load_vocab(filename):
# load word dict with paddle inner function
word_dict = load_vocab(sys.argv[1])
if len(sys.argv) == 1:
word_dict = paddle.dataset.imdb.word_dict()
else:
word_dict = load_vocab(sys.argv[1])
word_dict["<unk>"] = len(word_dict)
print "Dict dim = ", len(word_dict)
......
......@@ -41,16 +41,14 @@ def network_cfg(is_train, pass_num=100):
pass_num=pass_num,
shapes=[[-1, 1], [-1, 1]],
lod_levels=[1, 0],
dtypes=['int64', 'int64'],
thread_num=1)
dtypes=['int64', 'int64'])
test_file_obj = fluid.layers.open_files(
filenames=TEST_FILES,
pass_num=1,
shapes=[[-1, 1], [-1, 1]],
lod_levels=[1, 0],
dtypes=['int64', 'int64'],
thread_num=1)
dtypes=['int64', 'int64'])
if is_train:
file_obj = fluid.layers.shuffle(train_file_obj, buffer_size=1000)
......
......@@ -39,17 +39,17 @@ class TestMultipleReader(unittest.TestCase):
copyfile('./mnist_0.recordio', './mnist_1.recordio')
copyfile('./mnist_0.recordio', './mnist_2.recordio')
def main(self, thread_num):
def main(self, is_test=False):
file_list = [
'./mnist_0.recordio', './mnist_1.recordio', './mnist_2.recordio'
]
with fluid.program_guard(fluid.Program(), fluid.Program()):
data_files = fluid.layers.open_files(
filenames=file_list,
thread_num=thread_num,
shapes=[(-1, 784), (-1, 1)],
lod_levels=[0, 0],
dtypes=['float32', 'int64'])
dtypes=['float32', 'int64'],
is_test=is_test)
img, label = fluid.layers.read_file(data_files)
if fluid.core.is_compiled_with_cuda():
......@@ -71,6 +71,9 @@ class TestMultipleReader(unittest.TestCase):
self.assertEqual(batch_count, self.num_batch * 3)
def test_main(self):
self.main(thread_num=3) # thread number equals to file number
self.main(thread_num=10) # thread number is larger than file number
self.main(thread_num=2) # thread number is less than file number
self.main(is_test=False)
self.main(is_test=True)
if __name__ == '__main__':
unittest.main()
......@@ -32,9 +32,7 @@ def simple_fc_net(use_feed):
filenames=[MNIST_RECORDIO_FILE],
shapes=[[-1, 784], [-1, 1]],
lod_levels=[0, 0],
dtypes=['float32', 'int64'],
thread_num=1,
for_parallel=True)
dtypes=['float32', 'int64'])
reader = fluid.layers.io.double_buffer(reader)
img, label = fluid.layers.read_file(reader)
hidden = img
......@@ -60,9 +58,7 @@ def fc_with_batchnorm(use_feed):
filenames=[MNIST_RECORDIO_FILE],
shapes=[[-1, 784], [-1, 1]],
lod_levels=[0, 0],
dtypes=['float32', 'int64'],
thread_num=1,
for_parallel=True)
dtypes=['float32', 'int64'])
reader = fluid.layers.io.double_buffer(reader)
img, label = fluid.layers.read_file(reader)
......
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