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============================== Release Notes: v0.97 ============================== Support for new layers: - Mean absolute error and L1 norm - GPU implementation for activation layers - Log sigmoid and softsign - Channel-wise mean (temporary kludge) Model portability & usability: - Hints for layer output dimensions - Confusion matrix callback - Metric checking callback Internal features: - Removed target-layer-based features from model zoo - Layer unit tests check for expected output values Retired features: - Smooth ReLU, bent identity, and swish layers - Target-layer-based metrics - Target-layer-based models (sequential, greedy layer-wise autoencoder, Siamese)
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import sys | ||
sys.path.insert(0, '../common_python') | ||
import tools | ||
import pytest | ||
import os | ||
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def skeleton_layer_elu(cluster, executables, dir_name, compiler_name): | ||
if compiler_name not in executables: | ||
pytest.skip('default_exes[%s] does not exist' % compiler_name) | ||
output_file_name = '%s/bamboo/unit_tests/output/layer_elu_%s_output.txt' % (dir_name, compiler_name) | ||
error_file_name = '%s/bamboo/unit_tests/error/layer_elu_%s_error.txt' % (dir_name, compiler_name) | ||
command = tools.get_command( | ||
cluster=cluster, executable=executables[compiler_name], num_nodes=1, num_processes=2, dir_name=dir_name, | ||
data_filedir_default='', data_reader_name='synthetic', | ||
model_folder='tests/layer_tests', model_name='elu', optimizer_name='sgd', | ||
output_file_name=output_file_name, error_file_name=error_file_name) | ||
return_code = os.system(command) | ||
assert return_code == 0 | ||
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def test_unit_layer_elu_clang4(cluster, exes, dirname): | ||
skeleton_layer_elu(cluster, exes, dirname, 'clang4') | ||
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def test_unit_layer_elu_gcc4_check(cluster, exes, dirname): | ||
if cluster in ['surface']: | ||
pytest.skip('FIXME') | ||
# Surface Errors: | ||
# assert 34304 == 0 | ||
skeleton_layer_elu(cluster, exes, dirname, 'gcc4') | ||
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def test_unit_layer_elu_gcc7(cluster, exes, dirname): | ||
skeleton_layer_elu(cluster, exes, dirname, 'gcc7') | ||
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def test_unit_layer_elu_intel18(cluster, exes, dirname): | ||
skeleton_layer_elu(cluster, exes, dirname, 'intel18') | ||
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# Run with python -m pytest -s test_unit_layer_elu.py -k 'test_unit_layer_elu_exe' --exe=<executable> | ||
def test_unit_layer_elu_exe(cluster, dirname, exe): | ||
if exe == None: | ||
pytest.skip('Non-local testing') | ||
exes = {'exe' : exe} | ||
skeleton_layer_elu(cluster, exes, dirname, 'exe') |
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import sys | ||
sys.path.insert(0, '../common_python') | ||
import tools | ||
import pytest | ||
import os | ||
|
||
def skeleton_layer_identity(cluster, executables, dir_name, compiler_name): | ||
if compiler_name not in executables: | ||
pytest.skip('default_exes[%s] does not exist' % compiler_name) | ||
output_file_name = '%s/bamboo/unit_tests/output/layer_identity_%s_output.txt' % (dir_name, compiler_name) | ||
error_file_name = '%s/bamboo/unit_tests/error/layer_identity_%s_error.txt' % (dir_name, compiler_name) | ||
command = tools.get_command( | ||
cluster=cluster, executable=executables[compiler_name], num_nodes=1, num_processes=2, dir_name=dir_name, | ||
data_filedir_default='', data_reader_name='synthetic', | ||
model_folder='tests/layer_tests', model_name='identity', optimizer_name='sgd', | ||
output_file_name=output_file_name, error_file_name=error_file_name) | ||
return_code = os.system(command) | ||
assert return_code == 0 | ||
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def test_unit_layer_identity_clang4(cluster, exes, dirname): | ||
skeleton_layer_identity(cluster, exes, dirname, 'clang4') | ||
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def test_unit_layer_identity_gcc4_check(cluster, exes, dirname): | ||
if cluster in ['surface']: | ||
pytest.skip('FIXME') | ||
# Surface Errors: | ||
# assert 34304 == 0 | ||
skeleton_layer_identity(cluster, exes, dirname, 'gcc4') | ||
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def test_unit_layer_identity_gcc7(cluster, exes, dirname): | ||
skeleton_layer_identity(cluster, exes, dirname, 'gcc7') | ||
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def test_unit_layer_identity_intel18(cluster, exes, dirname): | ||
skeleton_layer_identity(cluster, exes, dirname, 'intel18') | ||
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# Run with python -m pytest -s test_unit_layer_identity.py -k 'test_unit_layer_identity_exe' --exe=<executable> | ||
def test_unit_layer_identity_exe(cluster, dirname, exe): | ||
if exe == None: | ||
pytest.skip('Non-local testing') | ||
exes = {'exe' : exe} | ||
skeleton_layer_identity(cluster, exes, dirname, 'exe') |
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import sys | ||
sys.path.insert(0, '../common_python') | ||
import tools | ||
import pytest | ||
import os | ||
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||
def skeleton_layer_l1_norm(cluster, executables, dir_name, compiler_name): | ||
if compiler_name not in executables: | ||
pytest.skip('default_exes[%s] does not exist' % compiler_name) | ||
output_file_name = '%s/bamboo/unit_tests/output/layer_l1_norm_%s_output.txt' % (dir_name, compiler_name) | ||
error_file_name = '%s/bamboo/unit_tests/error/layer_l1_norm_%s_error.txt' % (dir_name, compiler_name) | ||
command = tools.get_command( | ||
cluster=cluster, executable=executables[compiler_name], num_nodes=1, num_processes=2, dir_name=dir_name, | ||
data_filedir_default='', data_reader_name='synthetic', | ||
model_folder='tests/layer_tests', model_name='l1_norm', optimizer_name='sgd', | ||
output_file_name=output_file_name, error_file_name=error_file_name) | ||
return_code = os.system(command) | ||
assert return_code == 0 | ||
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def test_unit_layer_l1_norm_clang4(cluster, exes, dirname): | ||
skeleton_layer_l1_norm(cluster, exes, dirname, 'clang4') | ||
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def test_unit_layer_l1_norm_gcc4_check(cluster, exes, dirname): | ||
if cluster in ['surface']: | ||
pytest.skip('FIXME') | ||
# Surface Errors: | ||
# assert 34304 == 0 | ||
skeleton_layer_l1_norm(cluster, exes, dirname, 'gcc4') | ||
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def test_unit_layer_l1_norm_gcc7(cluster, exes, dirname): | ||
skeleton_layer_l1_norm(cluster, exes, dirname, 'gcc7') | ||
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def test_unit_layer_l1_norm_intel18(cluster, exes, dirname): | ||
skeleton_layer_l1_norm(cluster, exes, dirname, 'intel18') | ||
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# Run with python -m pytest -s test_unit_ridge_regression.py -k 'test_unit_layer_l1_norm_exe' --exe=<executable> | ||
def test_unit_layer_l1_norm_exe(cluster, dirname, exe): | ||
if exe == None: | ||
pytest.skip('Non-local testing') | ||
exes = {'exe' : exe} | ||
skeleton_layer_l1_norm(cluster, exes, dirname, 'exe') |
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