提交 e131e967 编写于 作者: L Luo Tao

remove gen_proto_data.py, refine test_Trainer.cpp

上级 76501c82
......@@ -11,7 +11,6 @@ add_unittest_without_exec(test_Trainer
test_Trainer.cpp)
add_test(NAME test_Trainer
COMMAND ${PADDLE_SOURCE_DIR}/paddle/.set_python_path.sh -d ${PADDLE_SOURCE_DIR}/python/
${PYTHON_EXECUTABLE} ${PADDLE_SOURCE_DIR}/paddle/trainer/tests/gen_proto_data.py &&
${PADDLE_SOURCE_DIR}/paddle/.set_python_path.sh -d ${PADDLE_SOURCE_DIR}/python/
${CMAKE_CURRENT_BINARY_DIR}/test_Trainer
WORKING_DIRECTORY ${PADDLE_SOURCE_DIR}/paddle/)
......
#edit-mode: -*- python -*-
# Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserved
#
# Licensed 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.
#Todo(luotao02) This config is only used for unitest. It is out of date now, and will be updated later.
TrainData(ProtoData(
files = 'trainer/tests/train_files.txt',
usage_ratio = 1.0,
))
TestData(ProtoData(
files = 'trainer/tests/test_files.txt'
))
default_initial_std(1)
default_decay_rate(4e-4)
default_device(0)
Inputs("features", "word", "pos", "chunk")
Outputs("crf")
Layer(
name = "features",
type = "data",
size = 4339,
)
Layer(
name = "word",
type = "data",
size = 478,
)
Layer(
name = "pos",
type = "data",
size = 45
)
Layer(
name = "chunk",
type = "data",
size = 23
)
Layer(
name = "output",
type = "mixed",
size = 23,
bias = False,
device = -1,
inputs = [
FullMatrixProjection("features", parameter_name="feature_weights"),
# TableProjection("word"),
# TableProjection("pos"),
],
)
Layer(
name = "crf",
type = "crf",
size = 23,
device = -1,
inputs = [
Input("output", parameter_name="crfw"),
"chunk"
]
)
Layer(
name = "crf_decoding",
type = "crf_decoding",
size = 23,
device = -1,
inputs = [
Input("output", parameter_name="crfw"),
"chunk"
]
)
Evaluator(
name = "error",
type = "sum",
inputs = "crf_decoding",
)
'''
# chuck evaluator cannot be used for GPU training
Evaluator(
name = "chunk_f1",
type = "chunk",
inputs = ["crf_decoding", "chunk"],
chunk_scheme = "IOB",
num_chunk_types = 11,
)
'''
Settings(
algorithm = 'sgd',
batch_size = 100,
average_window = 0.5,
max_average_window = 2500,
learning_rate = 1e-1,
learning_rate_decay_a = 5e-7,
learning_rate_decay_b = 0.75,
l1weight = 0,
l2weight = 1,
c1 = 0.0001,
backoff = 0.5,
owlqn_steps = 100,
max_backoff = 5,
)
# Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserved
#
# Licensed 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.
from cStringIO import StringIO
import paddle.proto.DataFormat_pb2 as DataFormat
from google.protobuf.internal.encoder import _EncodeVarint
import logging
import pprint
logging.basicConfig(
format='[%(levelname)s %(asctime)s %(filename)s:%(lineno)s] %(message)s', )
logger = logging.getLogger('paddle')
logger.setLevel(logging.INFO)
OOV_POLICY_IGNORE = 0
OOV_POLICY_USE = 1
OOV_POLICY_ERROR = 2
num_original_columns = 3
# Feature combination patterns.
# [[-1,0], [0,0]] means previous token at column 0 and current token at
# column 0 are combined as one feature.
patterns = [
[[-2, 0]],
[[-1, 0]],
[[0, 0]],
[[1, 0]],
[[2, 0]],
[[-1, 0], [0, 0]],
[[0, 0], [1, 0]],
[[-2, 1]],
[[-1, 1]],
[[0, 1]],
[[1, 1]],
[[2, 1]],
[[-2, 1], [-1, 1]],
[[-1, 1], [0, 1]],
[[0, 1], [1, 1]],
[[1, 1], [2, 1]],
[[-2, 1], [-1, 1], [0, 1]],
[[-1, 1], [0, 1], [1, 1]],
[[0, 1], [1, 1], [2, 1]],
]
def make_features(sequence):
length = len(sequence)
num_features = len(sequence[0])
def get_features(pos):
if pos < 0:
return ['#B%s' % -pos] * num_features
if pos >= length:
return ['#E%s' % (pos - length + 1)] * num_features
return sequence[pos]
for i in xrange(length):
for pattern in patterns:
fname = '/'.join([get_features(i + pos)[f] for pos, f in pattern])
sequence[i].append(fname)
'''
Source file format:
Each line is for one timestep. The features are separated by space.
An empty line indicates end of a sequence.
cutoff: a list of numbers. If count of a feature is smaller than this,
it will be ignored.
if oov_policy[i] is OOV_POLICY_USE, id 0 is reserved for OOV features of
i-th column.
return a list of dict for each column
'''
def create_dictionaries(filename, cutoff, oov_policy):
def add_to_dict(sequence, dicts):
num_features = len(dicts)
for features in sequence:
l = len(features)
assert l == num_features, "Wrong number of features " + line
for i in xrange(l):
if features[i] in dicts[i]:
dicts[i][features[i]] += 1
else:
dicts[i][features[i]] = 1
num_features = len(cutoff)
dicts = []
for i in xrange(num_features):
dicts.append(dict())
f = open(filename, 'rb')
sequence = []
for line in f:
line = line.strip()
if not line:
make_features(sequence)
add_to_dict(sequence, dicts)
sequence = []
continue
features = line.split(' ')
sequence.append(features)
for i in xrange(num_features):
dct = dicts[i]
n = 1 if oov_policy[i] == OOV_POLICY_USE else 0
todo = []
for k, v in dct.iteritems():
if v < cutoff[i]:
todo.append(k)
else:
dct[k] = n
n += 1
if oov_policy[i] == OOV_POLICY_USE:
# placeholder so that len(dct) will be the number of features
# including OOV
dct['#OOV#'] = 0
logger.info('column %d dict size=%d, ignored %d' % (i, n, len(todo)))
for k in todo:
del dct[k]
f.close()
return dicts
def encode_varint(v):
out = StringIO()
_EncodeVarint(out.write, v)
return out.getvalue()
def write_proto(file, message):
s = message.SerializeToString()
packed_len = encode_varint(len(s))
file.write(packed_len + s)
'''
if oov_policy[i] == OOV_POLICY_USE, features in i-th column which are not
existed in dicts[i] will be assigned to id 0.
if oov_policy[i] == OOV_POLICY_ERROR, all features in i-th column MUST exist
in dicts[i].
'''
def gen_proto_file(input_file, dicts, oov_policy, output_file):
def write_sequence(out, sequence):
num_features = len(dicts)
is_beginning = True
for features in sequence:
assert len(features) == num_features, \
"Wrong number of features: " + line
sample = DataFormat.DataSample()
for i in xrange(num_original_columns):
id = dicts[i].get(features[i], -1)
if id != -1:
sample.id_slots.append(id)
elif oov_policy[i] == OOV_POLICY_IGNORE:
sample.id_slots.append(0xffffffff)
elif oov_policy[i] == OOV_POLICY_ERROR:
logger.fatal("Unknown token: %s" % features[i])
else:
sample.id_slots.append(0)
if patterns:
dim = 0
vec = sample.vector_slots.add()
for i in xrange(num_original_columns, num_features):
id = dicts[i].get(features[i], -1)
if id != -1:
vec.ids.append(dim + id)
elif oov_policy[i] == OOV_POLICY_IGNORE:
pass
elif oov_policy[i] == OOV_POLICY_ERROR:
logger.fatal("Unknown token: %s" % features[i])
else:
vec.ids.append(dim + 0)
dim += len(dicts[i])
sample.is_beginning = is_beginning
is_beginning = False
write_proto(out, sample)
num_features = len(dicts)
f = open(input_file, 'rb')
out = open(output_file, 'wb')
header = DataFormat.DataHeader()
if patterns:
slot_def = header.slot_defs.add()
slot_def.type = DataFormat.SlotDef.VECTOR_SPARSE_NON_VALUE
slot_def.dim = sum(
[len(dicts[i]) for i in xrange(num_original_columns, len(dicts))])
logger.info("feature_dim=%s" % slot_def.dim)
for i in xrange(num_original_columns):
slot_def = header.slot_defs.add()
slot_def.type = DataFormat.SlotDef.INDEX
slot_def.dim = len(dicts[i])
write_proto(out, header)
num_sequences = 0
sequence = []
for line in f:
line = line.strip()
if not line:
make_features(sequence)
write_sequence(out, sequence)
sequence = []
num_sequences += 1
continue
features = line.split(' ')
sequence.append(features)
f.close()
out.close()
logger.info("num_sequences=%s" % num_sequences)
dict2 = {
'B-ADJP': 0,
'I-ADJP': 1,
'B-ADVP': 2,
'I-ADVP': 3,
'B-CONJP': 4,
'I-CONJP': 5,
'B-INTJ': 6,
'I-INTJ': 7,
'B-LST': 8,
'I-LST': 9,
'B-NP': 10,
'I-NP': 11,
'B-PP': 12,
'I-PP': 13,
'B-PRT': 14,
'I-PRT': 15,
'B-SBAR': 16,
'I-SBAR': 17,
'B-UCP': 18,
'I-UCP': 19,
'B-VP': 20,
'I-VP': 21,
'O': 22
}
if __name__ == '__main__':
cutoff = [3, 1, 0]
cutoff += [3] * len(patterns)
oov_policy = [OOV_POLICY_IGNORE, OOV_POLICY_ERROR, OOV_POLICY_ERROR]
oov_policy += [OOV_POLICY_IGNORE] * len(patterns)
dicts = create_dictionaries('trainer/tests/train.txt', cutoff, oov_policy)
dicts[2] = dict2
gen_proto_file('trainer/tests/train.txt', dicts, oov_policy,
'trainer/tests/train_proto.bin')
gen_proto_file('trainer/tests/test.txt', dicts, oov_policy,
'trainer/tests/test_proto.bin')
Confidence NN B-NP
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but CC O
suggestions NNS B-NP
that IN B-SBAR
much NN B-NP
of IN B-PP
the DT B-NP
spending NN I-NP
went VBD B-VP
on IN B-PP
services NNS B-NP
rather RB B-PP
than IN I-PP
consumer NN B-NP
goods NNS I-NP
should MD B-VP
reduce VB I-VP
fears NNS B-NP
of IN B-PP
more JJR B-NP
import NN I-NP
rises NNS I-NP
. . O
Certainly RB B-ADVP
, , O
the DT B-NP
chancellor NN I-NP
has VBZ B-VP
made VBN I-VP
it PRP B-NP
clear JJ B-ADJP
that IN B-SBAR
he PRP B-NP
is VBZ B-VP
prepared VBN I-VP
to TO I-VP
increase VB I-VP
interest NN B-NP
rates NNS I-NP
again RB B-ADVP
if IN B-SBAR
necessary JJ B-ADJP
to TO B-VP
both DT I-VP
ensure VB I-VP
that IN B-SBAR
a DT B-NP
substantial JJ I-NP
slowdown NN I-NP
does VBZ B-VP
take VB I-VP
place NN B-NP
and CC O
that DT O
sterling NN B-NP
does VBZ B-VP
n't RB I-VP
decline VB I-VP
further JJ B-ADVP
. . O
Thursday NNP B-NP
, , O
he PRP B-NP
reminded VBD B-VP
his PRP$ B-NP
audience NN I-NP
that IN B-SBAR
the DT B-NP
government NN I-NP
`` `` O
can MD B-VP
not RB I-VP
allow VB I-VP
the DT B-NP
necessary JJ I-NP
rigor NN I-NP
of IN B-PP
monetary JJ B-NP
policy NN I-NP
to TO B-VP
be VB I-VP
undermined VBN I-VP
by IN B-PP
exchange NN B-NP
rate NN I-NP
weakness NN I-NP
. . O
'' '' O
Analysts NNS B-NP
agree VBP B-VP
there EX B-NP
is VBZ B-VP
little JJ B-NP
holding NN B-VP
sterling NN B-NP
firm NN B-ADJP
at IN B-PP
the DT B-NP
moment NN I-NP
other JJ B-ADJP
than IN B-PP
Mr. NNP B-NP
Lawson NNP I-NP
's POS B-NP
promise NN I-NP
that IN B-SBAR
rates NNS B-NP
will MD B-VP
be VB I-VP
pushed VBN I-VP
higher JJR B-ADJP
if IN B-SBAR
necessary JJ B-ADJP
. . O
And CC O
, , O
they PRP B-NP
warn VBP B-VP
, , O
any DT B-NP
further JJ I-NP
drop NN I-NP
in IN B-PP
the DT B-NP
government NN I-NP
's POS B-NP
popularity NN I-NP
could MD B-VP
swiftly RB I-VP
make VB I-VP
this DT B-NP
promise NN I-NP
sound NN B-VP
hollow JJ B-ADJP
. . O
Sterling NNP B-NP
was VBD B-VP
already RB I-VP
showing VBG I-VP
some DT B-NP
signs NNS I-NP
of IN B-PP
a DT B-NP
lack NN I-NP
of IN B-PP
confidence NN B-NP
in IN B-PP
Mr. NNP B-NP
Lawson NNP I-NP
's POS B-NP
promise NN I-NP
Friday NNP B-NP
. . O
In IN B-PP
European JJ B-NP
trading NN I-NP
it PRP B-NP
declined VBD B-VP
to TO B-PP
$ $ B-NP
1.5890 CD I-NP
and CC O
2.9495 CD B-NP
marks NNS I-NP
from IN B-PP
$ $ B-NP
1.5940 CD I-NP
and CC O
2.9429 CD B-NP
marks NNS I-NP
late JJ B-NP
Thursday NNP I-NP
. . O
Economists NNS B-NP
suggested VBD B-VP
that IN B-SBAR
if IN B-SBAR
the DT B-NP
pound NN I-NP
falls VBZ B-VP
much JJ B-NP
below IN B-PP
2.90 CD B-NP
marks NNS I-NP
, , O
the DT B-NP
government NN I-NP
will MD B-VP
be VB I-VP
forced VBN I-VP
to TO I-VP
increase VB I-VP
rates NNS B-NP
to TO B-PP
16 CD B-NP
% NN I-NP
, , O
both DT B-VP
to TO I-VP
halt VB B-VP
any DT B-NP
further JJ I-NP
decline NN I-NP
and CC O
ensure VB B-VP
that IN B-SBAR
the DT B-NP
balance NN I-NP
of IN B-PP
monetary JJ B-NP
policy NN I-NP
remains VBZ B-VP
unchanged JJ B-ADJP
. . O
Friday NNP B-NP
's POS B-NP
Market NNP I-NP
Activity NN I-NP
The DT B-NP
dollar NN I-NP
posted VBD B-VP
gains NNS B-NP
in IN B-PP
quiet JJ B-NP
trading NN I-NP
as IN B-SBAR
concerns NNS B-NP
about IN B-PP
equities NNS B-NP
abated VBN B-VP
. . O
Foreign JJ B-NP
exchange NN I-NP
dealers NNS I-NP
said VBD B-VP
that IN B-SBAR
the DT B-NP
currency NN I-NP
market NN I-NP
has VBZ B-VP
begun VBN I-VP
to TO I-VP
distance VB I-VP
itself PRP B-NP
from IN B-PP
the DT B-NP
volatile JJ I-NP
stock NN I-NP
exchange NN I-NP
, , O
which WDT B-NP
has VBZ B-VP
preoccupied VBN I-VP
the DT B-NP
market NN I-NP
since IN B-PP
Oct. NNP B-NP
13 CD I-NP
, , O
when WRB B-ADVP
the DT B-NP
Dow NNP I-NP
Jones NNP I-NP
Industrial NNP I-NP
Average NNP I-NP
plunged VBD B-VP
more JJR B-NP
than IN I-NP
190 CD I-NP
points NNS I-NP
. . O
Currency NN B-NP
analysts NNS I-NP
predict VBP B-VP
that IN B-SBAR
in IN B-PP
the DT B-NP
coming VBG I-NP
week NN I-NP
the DT B-NP
foreign JJ I-NP
exchange NN I-NP
market NN I-NP
will MD B-VP
shift VB I-VP
its PRP$ B-NP
focus NN I-NP
back RB B-ADVP
to TO B-PP
economic JJ B-NP
fundamentals NNS I-NP
, , O
keeping VBG B-VP
a DT B-NP
close NN I-NP
eye NN I-NP
out IN B-ADVP
for IN B-PP
any DT B-NP
signs NNS I-NP
of IN B-PP
monetary JJ B-NP
easing NN I-NP
by IN B-PP
U.S. NNP B-NP
Federal NNP I-NP
Reserve NNP I-NP
. . O
Late RB B-ADVP
in IN B-PP
the DT B-NP
New NNP I-NP
York NNP I-NP
trading NN I-NP
day NN I-NP
, , O
the DT B-NP
dollar NN I-NP
was VBD B-VP
quoted VBN I-VP
at IN B-PP
1.8578 CD B-NP
marks NNS I-NP
, , O
up IN B-ADVP
from IN B-PP
1.8470 CD B-NP
marks NNS I-NP
late JJ B-NP
Thursday NNP I-NP
in IN B-PP
New NNP B-NP
York NNP I-NP
. . O
The DT B-NP
U.S. NNP I-NP
currency NN I-NP
was VBD B-VP
also RB I-VP
changing VBG I-VP
hands NNS B-NP
at IN B-PP
142.43 CD B-NP
yen NN I-NP
, , O
up IN B-ADVP
from IN B-PP
141.70 CD B-NP
yen NN I-NP
in IN B-PP
New NNP B-NP
York NNP I-NP
late JJ B-NP
Thursday NNP I-NP
. . O
In IN B-PP
Tokyo NNP B-NP
on IN B-PP
Monday NNP B-NP
, , O
the DT B-NP
U.S. NNP I-NP
currency NN I-NP
opened VBD B-VP
for IN B-PP
trading NN B-NP
at IN B-PP
141.95 CD B-NP
yen NN I-NP
, , O
up IN B-ADVP
from IN B-PP
Friday NNP B-NP
's POS B-NP
Tokyo NNP I-NP
......@@ -24,7 +24,6 @@ using namespace std; // NOLINT
static const string& configFile1 = "trainer/tests/sample_trainer_config.conf";
static const string& configFile2 =
"trainer/tests/sample_trainer_config_hsigmoid.conf";
static const string& configFile3 = "trainer/tests/chunking.conf";
static const string& configFile4 =
"trainer/tests/sample_trainer_config_parallel.conf";
......@@ -95,13 +94,6 @@ TEST(checkGradient, multi) {
TEST(checkGradient, hsigmoid) { checkGradientTest(configFile2, false, false); }
TEST(checkGradient, chunk) {
checkGradientTest(configFile3, false, false);
#ifdef PADDLE_WITH_CUDA
checkGradientTest(configFile3, true, true);
#endif
}
TEST(checkGradient, non_parallel) {
checkGradientTest(configFile4, false, false);
}
......
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