Error when running run.py self

Zeta36 / chess-alpha-zero

Chess reinforcement learning by AlphaGo Zero methods.

MIT License

2.13k stars 481 forks source link

pratyush@pratyush-GS65-Stealth-Thin-8RF:~/dev/chess-alpha-zero$ python src/chess_zero/run.py self 2018-11-08 19:17:05,638@chess_zero.manager INFO # config type: mini Using TensorFlow backend. 2018-11-08 19:17:06,969@matplotlib DEBUG # $HOME=/home/pratyush 2018-11-08 19:17:06,969@matplotlib DEBUG # CONFIGDIR=/home/pratyush/.config/matplotlib 2018-11-08 19:17:06,969@matplotlib DEBUG # matplotlib data path: /home/pratyush/anaconda3/lib/python3.6/site-packages/matplotlib/mpl-data 2018-11-08 19:17:06,972@matplotlib DEBUG # loaded rc file /home/pratyush/anaconda3/lib/python3.6/site-packages/matplotlib/mpl-data/matplotlibrc 2018-11-08 19:17:06,973@matplotlib DEBUG # matplotlib version 3.0.1 2018-11-08 19:17:06,973@matplotlib DEBUG # interactive is False 2018-11-08 19:17:06,973@matplotlib DEBUG # platform is linux 2018-11-08 19:17:06,974@matplotlib DEBUG # loaded modules: ['builtins', 'sys', '_frozen_importlib', '_imp', '_warnings', '_thread', '_weakref', '_frozen_importlib_external', '_io', 'marshal', 'posix', 'zipimport', 'encodings', 'codecs', '_codecs', 'encodings.aliases', 'encodings.utf_8', '_signal', '__main__', 'encodings.latin_1', 'io', 'abc', '_weakrefset', 'site', 'os', 'errno', 'stat', '_stat', 'posixpath', 'genericpath', 'os.path', '_collections_abc', '_sitebuiltins', 'sysconfig', '_sysconfigdata_m_linux_x86_64-linux-gnu', '_bootlocale', '_locale', 'types', 'functools', '_functools', 'collections', 'operator', '_operator', 'keyword', 'heapq', '_heapq', 'itertools', 'reprlib', '_collections', 'weakref', 'collections.abc', 'importlib', 'importlib._bootstrap', 'importlib._bootstrap_external', 'warnings', 'importlib.util', 'importlib.abc', 'importlib.machinery', 'contextlib', 'mpl_toolkits', 'google', 'sphinxcontrib', 'encodings.cp437', 'multiprocessing', 'multiprocessing.context', 'threading', 'time', 'traceback', 'linecache', 'tokenize', 're', 'enum', 'sre_compile', '_sre', 'sre_parse', 'sre_constants', 'copyreg', 'token', 'multiprocessing.process', 'signal', 'multiprocessing.reduction', 'pickle', 'struct', '_struct', '_compat_pickle', '_pickle', 'socket', '_socket', 'selectors', 'math', 'select', 'array', '__mp_main__', 'chess_zero', 'chess_zero.manager', 'argparse', 'copy', 'textwrap', 'gettext', 'locale', 'logging', 'string', '_string', 'atexit', 'chess_zero.lib', 'chess_zero.lib.logger', 'chess_zero.config', 'numpy', '__future__', 'numpy._globals', 'numpy.__config__', 'numpy.version', 'numpy._import_tools', 'numpy.add_newdocs', 'numpy.lib', 'numpy.lib.info', 'numpy.lib.type_check', 'numpy.core', 'numpy.core.info', 'datetime', '_datetime', 'numpy.core.multiarray', 'numpy.core.umath', 'numpy.core._internal', 'numpy.compat', 'numpy.compat._inspect', 'numpy.compat.py3k', 'pathlib', 'fnmatch', 'ntpath', 'urllib', 'urllib.parse', 'ctypes', '_ctypes', 'ctypes._endian', 'numpy.core.numerictypes', 'numbers', 'numpy.core.numeric', 'numpy.core.fromnumeric', 'numpy.core._methods', 'numpy.core.arrayprint', 'numpy.core.defchararray', 'numpy.core.records', 'numpy.core.memmap', 'numpy.core.function_base', 'numpy.core.machar', 'numpy.core.getlimits', 'numpy.core.shape_base', 'numpy.core.einsumfunc', 'numpy.testing', 'unittest', 'unittest.result', 'unittest.util', 'unittest.case', 'difflib', 'pprint', 'unittest.suite', 'unittest.loader', 'unittest.main', 'unittest.runner', 'unittest.signals', 'numpy.testing._private', 'numpy.testing._private.utils', 'gc', 'shutil', 'zlib', 'bz2', '_compression', '_bz2', 'lzma', '_lzma', 'pwd', 'grp', 'tempfile', 'random', 'hashlib', '_hashlib', '_blake2', '_sha3', 'bisect', '_bisect', '_random', 'numpy.lib.utils', 'numpy.testing._private.decorators', 'numpy.testing._private.nosetester', 'numpy.testing._private.pytesttester', 'numpy.lib.ufunclike', 'numpy.lib.index_tricks', 'numpy.lib.function_base', 'numpy.lib.twodim_base', 'numpy.lib.histograms', 'numpy.matrixlib', 'numpy.matrixlib.defmatrix', 'ast', '_ast', 'numpy.linalg', 'numpy.linalg.info', 'numpy.linalg.linalg', 'numpy.linalg.lapack_lite', 'numpy.linalg._umath_linalg', 'numpy.lib.stride_tricks', 'numpy.lib.mixins', 'numpy.lib.nanfunctions', 'numpy.lib.shape_base', 'numpy.lib.scimath', 'numpy.lib.polynomial', 'numpy.lib.arraysetops', 'numpy.lib.npyio', 'numpy.lib.format', 'numpy.lib._datasource', 'numpy.lib._iotools', 'numpy.lib.financial', 'decimal', '_decimal', 'numpy.lib.arrayterator', 'numpy.lib.arraypad', 'numpy.lib._version', 'numpy.core._multiarray_tests', 'numpy._distributor_init', 'numpy._mklinit', 'numpy.fft', 'numpy.fft.info', 'numpy.fft.fftpack', 'numpy.fft.fftpack_lite', 'numpy.fft.helper', 'mkl_fft', '_cython_0_28_5', 'cython_runtime', 'mkl_fft._pydfti', 'mkl_fft._version', 'mkl_fft._numpy_fft', 'numpy.polynomial', 'numpy.polynomial.polynomial', 'numpy.polynomial.polyutils', 'numpy.polynomial._polybase', 'numpy.polynomial.chebyshev', 'numpy.polynomial.legendre', 'numpy.polynomial.hermite', 'numpy.polynomial.hermite_e', 'numpy.polynomial.laguerre', 'numpy.random', 'numpy.random.info', 'numpy.random.mtrand', 'mtrand', 'numpy.ctypeslib', 'numpy.ma', 'numpy.ma.core', 'numpy.ma.extras', 'chess_zero.configs', 'chess_zero.configs.mini', 'chess_zero.worker', 'chess_zero.worker.self_play', 'concurrent', 'concurrent.futures', 'concurrent.futures._base', 'concurrent.futures.process', 'queue', 'multiprocessing.connection', '_multiprocessing', 'multiprocessing.util', 'subprocess', '_posixsubprocess', 'concurrent.futures.thread', 'chess_zero.agent', 'chess_zero.agent.model_chess', 'ftplib', 'ssl', 'ipaddress', '_ssl', 'base64', 'binascii', 'json', 'json.decoder', 'json.scanner', '_json', 'json.encoder', 'keras', 'keras.utils', 'keras.utils.np_utils', 'keras.utils.generic_utils', 'six', 'inspect', 'dis', 'opcode', '_opcode', 'keras.utils.data_utils', 'tarfile', 'zipfile', 'multiprocessing.pool', 'six.moves', 'six.moves.urllib', 'six.moves.urllib.error', 'urllib.error', 'urllib.response', 'six.moves.urllib.request', 'urllib.request', 'email', 'http', 'http.client', 'email.parser', 'email.feedparser', 'email.errors', 'email._policybase', 'email.header', 'email.quoprimime', 'email.base64mime', 'email.charset', 'email.encoders', 'quopri', 'email.utils', 'email._parseaddr', 'calendar', 'email.message', 'uu', 'email._encoded_words', 'email.iterators', 'keras.utils.io_utils', 'h5py', 'h5py._errors', 'h5py._hl', 'h5py._hl.compat', 'h5py._conv', 'h5py.h5r', 'h5py._objects', 'h5py.defs', 'h5py.h5t', 'h5py.utils', 'h5py.h5', 'h5py.h5py_warnings', 'platform', 'h5py.h5z', 'h5py.h5a', 'h5py.h5s', 'h5py.h5p', 'h5py.h5ac', 'h5py._proxy', 'h5py.h5d', 'h5py.h5ds', 'h5py.h5f', 'h5py.h5g', 'h5py.h5i', 'h5py.h5fd', 'h5py._hl.filters', 'h5py._hl.base', 'h5py._hl.files', 'h5py._hl.group', 'h5py.h5o', 'h5py.h5l', 'h5py._hl.dataset', 'h5py._hl.selections', 'h5py._hl.selections2', 'h5py._hl.datatype', 'h5py.version', 'h5py._hl.attrs', 'uuid', 'ctypes.util', 'keras.utils.conv_utils', 'keras.backend', 'keras.backend.common', 'keras.backend.tensorflow_backend', 'tensorflow', 'tensorflow.python', 'tensorflow.python.pywrap_tensorflow', 'tensorflow.python.platform', 'tensorflow.python.platform.self_check', 'tensorflow.python.platform.build_info', 'tensorflow.python.pywrap_tensorflow_internal', 'imp', 'swig_runtime_data4', '_pywrap_tensorflow_internal', 'tensorflow.core', 'tensorflow.core.framework', 'tensorflow.core.framework.graph_pb2', 'google.protobuf', 'pkg_resources', 'pkgutil', 'plistlib', 'xml', 'xml.parsers', 'xml.parsers.expat', 'pyexpat.errors', 'pyexpat.model', 'pyexpat', 'xml.parsers.expat.model', 'xml.parsers.expat.errors', 'pkg_resources.extern', 'pkg_resources._vendor', 'pkg_resources.extern.six', 'pkg_resources._vendor.six', 'pkg_resources.extern.six.moves', 'pkg_resources._vendor.six.moves', 'pkg_resources.py31compat', 'pkg_resources.extern.appdirs', 'pkg_resources._vendor.packaging.__about__', 'pkg_resources.extern.packaging', 'pkg_resources.extern.packaging.version', 'pkg_resources.extern.packaging._structures', 'pkg_resources.extern.packaging.specifiers', 'pkg_resources.extern.packaging._compat', 'pkg_resources.extern.packaging.requirements', 'pkg_resources.extern.pyparsing', 'pkg_resources.extern.six.moves.urllib', 'pkg_resources.extern.packaging.markers', 'google.protobuf.descriptor', 'google.protobuf.internal', 'google.protobuf.internal.api_implementation', 'google.protobuf.internal._api_implementation', 'google.protobuf.pyext', 'google.protobuf.internal.containers', 'google.protobuf.internal.enum_type_wrapper', 'google.protobuf.message', 'google.protobuf.pyext._message', 'google.protobuf.reflection', 'google.protobuf.pyext.cpp_message', 'google.protobuf.symbol_database', 'google.protobuf.descriptor_pool', 'google.protobuf.descriptor_database', 'google.protobuf.text_encoding', 'google.protobuf.message_factory', 'tensorflow.core.framework.node_def_pb2', 'tensorflow.core.framework.attr_value_pb2', 'tensorflow.core.framework.tensor_pb2', 'tensorflow.core.framework.resource_handle_pb2', 'google.protobuf.internal.well_known_types', 'tensorflow.core.framework.tensor_shape_pb2', 'tensorflow.core.framework.types_pb2', 'tensorflow.core.framework.function_pb2', 'tensorflow.core.framework.op_def_pb2', 'tensorflow.core.framework.versions_pb2', 'tensorflow.core.framework.summary_pb2', 'tensorflow.core.protobuf', 'tensorflow.core.protobuf.meta_graph_pb2', 'google.protobuf.any_pb2', 'tensorflow.core.protobuf.saver_pb2', 'tensorflow.core.protobuf.config_pb2', 'tensorflow.core.framework.cost_graph_pb2', 'tensorflow.core.framework.step_stats_pb2', 'tensorflow.core.framework.allocation_description_pb2', 'tensorflow.core.framework.tensor_description_pb2', 'tensorflow.core.protobuf.debug_pb2', 'tensorflow.core.protobuf.cluster_pb2', 'tensorflow.core.protobuf.rewriter_config_pb2', 'tensorflow.core.protobuf.tensorflow_server_pb2', 'tensorflow.core.util', 'tensorflow.core.util.event_pb2', 'tensorflow.python.framework', 'tensorflow.python.framework.framework_lib', 'tensorflow.python.framework.device', 'tensorflow.python.util', 'tensorflow.python.util.tf_export', 'tensorflow.python.util.tf_decorator', 'tensorflow.python.framework.ops', 'tensorflow.python.eager', 'tensorflow.python.eager.context', 'tensorflow.python.framework.c_api_util', 'tensorflow.core.framework.api_def_pb2', 'tensorflow.python.util.compat', 'tensorflow.python.util.tf_contextlib', 'tensorflow.python.util.is_in_graph_mode', 'tensorflow.python.eager.core', 'tensorflow.python.framework.errors', 'tensorflow.python.framework.errors_impl', 'tensorflow.core.lib', 'tensorflow.core.lib.core', 'tensorflow.core.lib.core.error_codes_pb2', 'tensorflow.python.util.tf_inspect', 'tensorflow.python.eager.tape', 'tensorflow.python.framework.cpp_shape_inference_pb2', 'tensorflow.python.framework.dtypes', 'tensorflow.python.framework.error_interpolation', 'tensorflow.python.util.tf_stack', 'tensorflow.python.framework.op_def_registry', 'tensorflow.python.framework.registry', 'tensorflow.python.platform.tf_logging', 'tensorflow.python.framework.tensor_shape', 'tensorflow.python.framework.traceable_stack', 'tensorflow.python.framework.versions', 'tensorflow.python.ops', 'tensorflow.python.ops.control_flow_util', 'tensorflow.python.platform.app', 'tensorflow.python.platform.flags', 'absl', 'absl.flags', 'getopt', 'absl.flags._argument_parser', 'csv', '_csv', 'absl.flags._helpers', 'fcntl', 'termios', 'absl.flags._defines', 'absl.flags._exceptions', 'absl.flags._flag', 'absl.flags._flagvalues', 'xml.dom', 'xml.dom.domreg', 'xml.dom.minidom', 'xml.dom.minicompat', 'xml.dom.xmlbuilder', 'xml.dom.NodeFilter', 'absl.flags._validators', 'tensorflow.python.util.decorator_utils', 'tensorflow.python.util.function_utils', 'tensorflow.python.util.lock_util', 'tensorflow.python.util.deprecation', 'tensorflow.python.framework.sparse_tensor', 'tensorflow.python.framework.tensor_util', 'tensorflow.python.framework.fast_tensor_util', 'tensorflow.python.framework.random_seed', 'tensorflow.python.framework.importer', 'tensorflow.python.framework.function', 'tensorflow.python.framework.graph_to_function_def', 'tensorflow.python.ops.array_ops', 'tensorflow.python.framework.common_shapes', 'tensorflow.python.framework.constant_op', 'tensorflow.python.eager.execute', 'google.protobuf.text_format', 'google.protobuf.internal.type_checkers', 'google.protobuf.internal.decoder', 'google.protobuf.internal.encoder', 'google.protobuf.internal.wire_format', 'tensorflow.python.ops.gen_array_ops', 'tensorflow.python.framework.op_def_library', 'tensorflow.python.ops.gen_math_ops', 'tensorflow.python.util.nest', 'tensorflow.python.ops.resource_variable_ops', 'tensorflow.core.framework.variable_pb2', 'tensorflow.python.ops.gen_resource_variable_ops', 'tensorflow.python.ops.gen_state_ops', 'tensorflow.python.ops.math_ops', 'tensorflow.python.framework.graph_util', 'tensorflow.python.framework.graph_util_impl', 'tensorflow.python.ops.gen_data_flow_ops', 'tensorflow.python.ops.gen_nn_ops', 'tensorflow.python.ops.gen_sparse_ops', 'tensorflow.python.ops.gen_spectral_ops', 'tensorflow.python.ops.variables', 'tensorflow.python.ops.control_flow_ops', 'tensorflow.core.protobuf.control_flow_pb2', 'tensorflow.python.ops.cond_v2_impl', 'tensorflow.python.ops.gen_functional_ops', 'tensorflow.python.ops.gen_control_flow_ops', 'tensorflow.python.ops.gen_logging_ops', 'tensorflow.python.ops.tensor_array_ops', 'tensorflow.python.util.tf_should_use', 'tensorflow.python.ops.state_ops', 'tensorflow.python.training', 'tensorflow.python.training.checkpointable', 'tensorflow.python.training.checkpointable.base', 'tensorflow.python.ops.gen_io_ops', 'tensorflow.python.training.saveable_object', 'tensorflow.python.util.serialization', 'tensorflow.python.ops.variable_scope', 'tensorflow.python.ops.init_ops', 'tensorflow.python.ops.gen_linalg_ops', 'tensorflow.python.ops.linalg_ops_impl', 'tensorflow.python.ops.random_ops', 'tensorflow.python.ops.gen_random_ops', 'tensorflow.python.framework.load_library', 'tensorflow.python.client', 'tensorflow.python.client.client_lib', 'tensorflow.python.client.session', 'tensorflow.python.ops.session_ops', 'tensorflow.python.ops.standard_ops', 'tensorflow.python.ops.array_grad', 'tensorflow.python.ops.sparse_ops', 'tensorflow.python.ops.check_ops', 'tensorflow.python.ops.cudnn_rnn_grad', 'tensorflow.python.ops.gen_cudnn_rnn_ops', 'tensorflow.python.ops.data_flow_grad', 'tensorflow.python.ops.data_flow_ops', 'tensorflow.python.lib', 'tensorflow.python.lib.io', 'tensorflow.python.lib.io.python_io', 'tensorflow.python.lib.io.tf_record', 'tensorflow.python.ops.manip_grad', 'tensorflow.python.ops.manip_ops', 'tensorflow.python.ops.gen_manip_ops', 'tensorflow.python.ops.math_grad', 'tensorflow.python.ops.random_grad', 'tensorflow.python.ops.sparse_grad', 'tensorflow.python.ops.spectral_grad', 'tensorflow.python.ops.spectral_ops', 'tensorflow.python.ops.state_grad', 'tensorflow.python.ops.tensor_array_grad', 'tensorflow.python.ops.clip_ops', 'tensorflow.python.ops.numerics', 'tensorflow.python.ops.special_math_ops', 'tensorflow.python.ops.confusion_matrix', 'tensorflow.python.ops.functional_ops', 'tensorflow.python.ops.gradients', 'tensorflow.python.eager.backprop', 'tensorflow.python.eager.imperative_grad', 'tensorflow.python.ops.custom_gradient', 'tensorflow.python.ops.gradients_impl', 'tensorflow.python.ops.control_flow_grad', 'tensorflow.python.ops.image_grad', 'tensorflow.python.ops.gen_image_ops', 'tensorflow.python.ops.linalg_grad', 'tensorflow.python.ops.linalg_ops', 'tensorflow.python.ops.linalg', 'tensorflow.python.ops.linalg.linalg_impl', 'tensorflow.python.ops.logging_ops', 'tensorflow.python.ops.histogram_ops', 'tensorflow.python.ops.io_ops', 'tensorflow.python.ops.lookup_ops', 'tensorflow.python.compat', 'tensorflow.python.compat.compat', 'tensorflow.python.ops.gen_lookup_ops', 'tensorflow.python.ops.string_ops', 'tensorflow.python.ops.gen_string_ops', 'tensorflow.python.ops.parsing_ops', 'tensorflow.python.ops.gen_parsing_ops', 'tensorflow.python.ops.partitioned_variables', 'tensorflow.python.ops.script_ops', 'tensorflow.python.ops.gen_script_ops', 'tensorflow.python.ops.template', 'tensorflow.python.eager.function', 'tensorflow.python.eager.graph_only_ops', 'tensorflow.python.framework.tensor_spec', 'tensorflow.python.training.distribution_strategy_context', 'tensorflow.python.util.lazy_loader', 'tensorflow.python.training.checkpointable.util', 'tensorflow.core.protobuf.checkpointable_object_graph_pb2', 'tensorflow.python.training.checkpoint_management', 'tensorflow.python.lib.io.file_io', 'tensorflow.python.training.training_util', 'tensorflow.python.framework.graph_io', 'tensorflow.python.training.checkpoint_state_pb2', 'tensorflow.python.training.optimizer', 'tensorflow.python.training.distribute', 'tensorflow.python.data', 'tensorflow.python.data.ops', 'tensorflow.python.data.ops.dataset_ops', 'tensorflow.python.data.ops.iterator_ops', 'tensorflow.python.data.ops.optional_ops', 'tensorflow.python.data.util', 'tensorflow.python.data.util.nest', 'tensorflow.python.data.util.sparse', 'tensorflow.python.ops.gen_dataset_ops', 'tensorflow.python.training.saver', 'tensorflow.python.framework.meta_graph', 'tensorflow.python.platform.gfile', 'tensorflow.python.data.util.random_seed', 'tensorflow.python.framework.smart_cond', 'tensorflow.python.data.ops.readers', 'tensorflow.python.data.util.convert', 'tensorflow.python.ops.losses', 'tensorflow.python.ops.losses.losses_impl', 'tensorflow.python.ops.nn', 'tensorflow.python.ops.ctc_ops', 'tensorflow.python.ops.gen_ctc_ops', 'tensorflow.python.ops.nn_grad', 'tensorflow.python.ops.nn_ops', 'tensorflow.python.ops.embedding_ops', 'tensorflow.python.ops.nn_impl', 'tensorflow.python.ops.candidate_sampling_ops', 'tensorflow.python.ops.gen_candidate_sampling_ops', 'tensorflow.python.ops.weights_broadcast_ops', 'tensorflow.python.ops.sets', 'tensorflow.python.ops.sets_impl', 'tensorflow.python.ops.gen_set_ops', 'tensorflow.python.ops.losses.util', 'tensorflow.python.training.device_util', 'tensorflow.python.training.slot_creator', 'tensorflow.python.training.checkpointable.data_structures', 'tensorflow.python.training.checkpointable.layer_utils', 'tensorflow.python.training.checkpointable.tracking', 'tensorflow.python.ops.initializers_ns', 'tensorflow.python.keras', 'tensorflow.python.keras.activations', 'tensorflow.python.keras.backend', 'tensorflow.python.ops.image_ops', 'tensorflow.python.ops.image_ops_impl', 'tensorflow.python.keras.utils', 'tensorflow.python.keras.utils.data_utils', 'tensorflow.python.keras.utils.generic_utils', 'tensorflow.python.keras.utils.io_utils', 'tensorflow.python.keras.utils.layer_utils', 'tensorflow.python.keras.utils.conv_utils', 'tensorflow.python.keras.utils.multi_gpu_utils', 'tensorflow.python.keras.engine', 'tensorflow.python.keras.engine.base_layer', 'tensorflow.python.keras.constraints', 'tensorflow.python.keras.initializers', 'tensorflow.python.keras.regularizers', 'tensorflow.python.keras.utils.tf_utils', 'tensorflow.tools', 'tensorflow.tools.docs', 'tensorflow.tools.docs.doc_controls', 'tensorflow.python.keras.engine.input_layer', 'tensorflow.python.keras.engine.training', 'tensorflow.python.keras.losses', 'tensorflow.python.keras.metrics', 'tensorflow.python.keras.optimizers', 'tensorflow.python.keras.engine.distributed_training_utils', 'tensorflow.python.keras.callbacks', 'tensorflow.python.keras.engine.training_utils', 'tensorflow.python.ops.summary_ops_v2', 'getpass', 'tensorflow.python.ops.gen_summary_ops', 'tensorflow.python.ops.summary_op_util', 'tensorflow.python.summary', 'tensorflow.python.summary.summary', 'google.protobuf.json_format', 'tensorflow.python.ops.summary_ops', 'tensorflow.python.summary.text_summary', 'tensorflow.python.summary.writer', 'tensorflow.python.summary.writer.writer', 'tensorflow.python.summary.plugin_asset', 'tensorflow.python.summary.writer.event_file_writer', 'tensorflow.python.summary.writer.event_file_writer_v2', 'tensorflow.python.summary.writer.writer_cache', 'requests', 'urllib3', 'urllib3.connectionpool', 'urllib3.exceptions', 'urllib3.packages', 'urllib3.packages.ssl_match_hostname', 'urllib3.packages.six', 'urllib3.packages.six.moves', 'urllib3.packages.six.moves.http_client', 'urllib3.connection', 'urllib3.util', 'urllib3.util.connection', 'urllib3.util.wait', 'urllib3.util.request', 'urllib3.util.response', 'urllib3.util.ssl_', 'hmac', 'urllib3.util.timeout', 'urllib3.util.retry', 'urllib3.util.url', 'urllib3._collections', 'urllib3.request', 'urllib3.filepost', 'urllib3.fields', 'mimetypes', 'urllib3.packages.six.moves.urllib', 'urllib3.packages.six.moves.urllib.parse', 'urllib3.response', 'urllib3.util.queue', 'urllib3.poolmanager', 'chardet', 'chardet.compat', 'chardet.universaldetector', 'chardet.charsetgroupprober', 'chardet.enums', 'chardet.charsetprober', 'chardet.escprober', 'chardet.codingstatemachine', 'chardet.escsm', 'chardet.latin1prober', 'chardet.mbcsgroupprober', 'chardet.utf8prober', 'chardet.mbcssm', 'chardet.sjisprober', 'chardet.mbcharsetprober', 'chardet.chardistribution', 'chardet.euctwfreq', 'chardet.euckrfreq', 'chardet.gb2312freq', 'chardet.big5freq', 'chardet.jisfreq', 'chardet.jpcntx', 'chardet.eucjpprober', 'chardet.gb2312prober', 'chardet.euckrprober', 'chardet.cp949prober', 'chardet.big5prober', 'chardet.euctwprober', 'chardet.sbcsgroupprober', 'chardet.sbcharsetprober', 'chardet.langcyrillicmodel', 'chardet.langgreekmodel', 'chardet.langbulgarianmodel', 'chardet.langthaimodel', 'chardet.langhebrewmodel', 'chardet.hebrewprober', 'chardet.langturkishmodel', 'chardet.version', 'requests.exceptions', 'urllib3.contrib', 'urllib3.contrib.pyopenssl', 'OpenSSL', 'OpenSSL.crypto', 'cryptography', 'cryptography.__about__', 'cryptography.x509', 'cryptography.x509.certificate_transparency', 'cryptography.x509.base', 'cryptography.utils', 'cryptography.hazmat', 'cryptography.hazmat.primitives', 'cryptography.hazmat.primitives.asymmetric', 'cryptography.hazmat.primitives.asymmetric.dsa', 'cryptography.hazmat.primitives.asymmetric.ec', 'cryptography.hazmat.primitives.asymmetric.rsa', 'cryptography.exceptions', 'cryptography.hazmat.backends', 'cryptography.hazmat.backends.interfaces', 'cryptography.x509.extensions', 'asn1crypto', 'asn1crypto.version', 'asn1crypto.keys', 'asn1crypto._elliptic_curve', 'asn1crypto._int', 'asn1crypto.util', 'asn1crypto._errors', 'asn1crypto._iri', 'encodings.idna', 'stringprep', 'unicodedata', 'asn1crypto._types', 'asn1crypto._ordereddict', 'asn1crypto._ffi', 'asn1crypto._perf', 'asn1crypto._perf._big_num_ctypes', 'asn1crypto.algos', 'asn1crypto.core', 'asn1crypto._teletex_codec', 'asn1crypto.parser', 'cryptography.hazmat.primitives.constant_time', 'cryptography.hazmat.bindings', '_cffi_backend', '_constant_time.lib', '_constant_time', 'cryptography.hazmat.bindings._constant_time', 'cryptography.hazmat.primitives.serialization', 'cryptography.x509.general_name', 'idna', 'idna.package_data', 'idna.core', 'idna.idnadata', 'idna.intranges', 'cryptography.x509.name', 'cryptography.x509.oid', 'cryptography.hazmat.primitives.hashes', 'OpenSSL._util', 'cryptography.hazmat.bindings.openssl', 'cryptography.hazmat.bindings.openssl.binding', '_openssl.lib', '_openssl', 'cryptography.hazmat.bindings._openssl', 'cryptography.hazmat.bindings.openssl._conditional', 'OpenSSL.SSL', 'OpenSSL.version', 'cryptography.hazmat.backends.openssl', 'cryptography.hazmat.backends.openssl.backend', 'cryptography.hazmat.backends.openssl.aead', 'cryptography.hazmat.backends.openssl.ciphers', 'cryptography.hazmat.primitives.ciphers', 'cryptography.hazmat.primitives.ciphers.base', 'cryptography.hazmat.primitives.ciphers.modes', 'cryptography.hazmat.backends.openssl.cmac', 'cryptography.hazmat.primitives.mac', 'cryptography.hazmat.backends.openssl.decode_asn1', 'cryptography.hazmat.backends.openssl.dh', 'cryptography.hazmat.primitives.asymmetric.dh', 'cryptography.hazmat.backends.openssl.dsa', 'cryptography.hazmat.backends.openssl.utils', 'cryptography.hazmat.primitives.asymmetric.utils', 'cryptography.hazmat.backends.openssl.ec', 'cryptography.hazmat.backends.openssl.encode_asn1', 'cryptography.hazmat.backends.openssl.hashes', 'cryptography.hazmat.backends.openssl.hmac', 'cryptography.hazmat.backends.openssl.rsa', 'cryptography.hazmat.primitives.asymmetric.padding', 'cryptography.hazmat.backends.openssl.x25519', 'cryptography.hazmat.primitives.asymmetric.x25519', 'cryptography.hazmat.backends.openssl.x509', 'cryptography.hazmat.primitives.ciphers.algorithms', 'cryptography.hazmat.primitives.kdf', 'cryptography.hazmat.primitives.kdf.scrypt', 'urllib3.packages.backports', 'urllib3.packages.backports.makefile', 'requests.__version__', 'requests.utils', 'requests.certs', 'certifi', 'certifi.core', 'requests._internal_utils', 'requests.compat', 'http.cookiejar', 'http.cookies', 'requests.cookies', 'requests.structures', 'requests.packages', 'requests.packages.urllib3', 'requests.packages.urllib3.connectionpool', 'requests.packages.urllib3.exceptions', 'requests.packages.urllib3.packages', 'requests.packages.urllib3.packages.ssl_match_hostname', 'requests.packages.urllib3.packages.six', 'requests.packages.urllib3.packages.six.moves', 'requests.packages.urllib3.packages.six.moves.http_client', 'requests.packages.urllib3.connection', 'requests.packages.urllib3.util', 'requests.packages.urllib3.util.connection', 'requests.packages.urllib3.util.wait', 'requests.packages.urllib3.util.request', 'requests.packages.urllib3.util.response', 'requests.packages.urllib3.util.ssl_', 'requests.packages.urllib3.util.timeout', 'requests.packages.urllib3.util.retry', 'requests.packages.urllib3.util.url', 'requests.packages.urllib3._collections', 'requests.packages.urllib3.request', 'requests.packages.urllib3.filepost', 'requests.packages.urllib3.fields', 'requests.packages.urllib3.packages.six.moves.urllib', 'requests.packages.urllib3.packages.six.moves.urllib.parse', 'requests.packages.urllib3.response', 'requests.packages.urllib3.util.queue', 'requests.packages.urllib3.poolmanager', 'requests.packages.urllib3.contrib', 'requests.packages.urllib3.contrib.pyopenssl', 'requests.packages.urllib3.packages.backports', 'requests.packages.urllib3.packages.backports.makefile', 'requests.packages.idna', 'requests.packages.idna.package_data', 'requests.packages.idna.core', 'requests.packages.idna.idnadata', 'requests.packages.idna.intranges', 'requests.packages.chardet', 'requests.packages.chardet.compat', 'requests.packages.chardet.universaldetector', 'requests.packages.chardet.charsetgroupprober', 'requests.packages.chardet.enums', 'requests.packages.chardet.charsetprober', 'requests.packages.chardet.escprober', 'requests.packages.chardet.codingstatemachine', 'requests.packages.chardet.escsm', 'requests.packages.chardet.latin1prober', 'requests.packages.chardet.mbcsgroupprober', 'requests.packages.chardet.utf8prober', 'requests.packages.chardet.mbcssm', 'requests.packages.chardet.sjisprober', 'requests.packages.chardet.mbcharsetprober', 'requests.packages.chardet.chardistribution', 'requests.packages.chardet.euctwfreq', 'requests.packages.chardet.euckrfreq', 'requests.packages.chardet.gb2312freq', 'requests.packages.chardet.big5freq', 'requests.packages.chardet.jisfreq', 'requests.packages.chardet.jpcntx', 'requests.packages.chardet.eucjpprober', 'requests.packages.chardet.gb2312prober', 'requests.packages.chardet.euckrprober', 'requests.packages.chardet.cp949prober', 'requests.packages.chardet.big5prober', 'requests.packages.chardet.euctwprober', 'requests.packages.chardet.sbcsgroupprober', 'requests.packages.chardet.sbcharsetprober', 'requests.packages.chardet.langcyrillicmodel', 'requests.packages.chardet.langgreekmodel', 'requests.packages.chardet.langbulgarianmodel', 'requests.packages.chardet.langthaimodel', 'requests.packages.chardet.langhebrewmodel', 'requests.packages.chardet.hebrewprober', 'requests.packages.chardet.langturkishmodel', 'requests.packages.chardet.version', 'requests.models', 'requests.hooks', 'requests.auth', 'requests.status_codes', 'requests.api', 'requests.sessions', 'requests.adapters', 'urllib3.contrib.socks', 'socks', 'tensorflow.python.keras.engine.training_arrays', 'scipy', 'scipy._distributor_init', 'scipy.__config__', 'scipy.version', 'scipy._lib', 'scipy._lib._testutils', 'scipy._lib._version', 'scipy._lib.six', 'scipy._lib._ccallback', 'scipy._lib._ccallback_c', 'scipy.sparse', 'scipy.sparse.base', 'scipy._lib._numpy_compat', 'scipy.sparse.sputils', 'scipy.sparse.csr', 'scipy.sparse._sparsetools', 'scipy.sparse.compressed', 'scipy._lib._util', 'scipy.sparse.data', 'scipy.sparse.dia', 'scipy.sparse.csc', 'scipy.sparse.lil', 'scipy.sparse._csparsetools', 'scipy.sparse.dok', 'scipy.sparse.coo', 'scipy.sparse.bsr', 'scipy.sparse.construct', 'scipy.sparse.extract', 'scipy.sparse._matrix_io', 'scipy.sparse.csgraph', 'scipy.sparse.csgraph._laplacian', 'scipy.sparse.csgraph._shortest_path', 'scipy.sparse.csgraph._validation', 'scipy.sparse.csgraph._tools', 'scipy.sparse.csgraph._traversal', 'scipy.sparse.csgraph._min_spanning_tree', 'scipy.sparse.csgraph._reordering', 'tensorflow.python.keras.engine.training_distributed', 'tensorflow.python.keras.engine.training_eager', 'tensorflow.python.keras.engine.training_generator', 'tensorflow.python.keras.engine.network', 'tensorflow.python.keras.engine.saving', 'yaml', 'yaml.error', 'yaml.tokens', 'yaml.events', 'yaml.nodes', 'yaml.loader', 'yaml.reader', 'yaml.scanner', 'yaml.parser', 'yaml.composer', 'yaml.constructor', 'yaml.resolver', 'yaml.dumper', 'yaml.emitter', 'yaml.serializer', 'yaml.representer', 'yaml.cyaml', '_yaml', 'tensorflow.python.keras.utils.np_utils', 'tensorflow.python.keras.utils.vis_utils', 'tensorflow.python.keras.applications', 'keras_applications', 'tensorflow.python.keras.layers', 'tensorflow.python.keras.layers.advanced_activations', 'tensorflow.python.keras.layers.convolutional', 'tensorflow.python.keras.layers.pooling', 'tensorflow.python.keras.layers.core', 'tensorflow.python.keras.layers.embeddings', 'tensorflow.python.keras.layers.local', 'tensorflow.python.keras.layers.merge', 'tensorflow.python.keras.layers.noise', 'tensorflow.python.keras.layers.normalization', 'tensorflow.python.keras.layers.recurrent', 'tensorflow.python.keras.layers.convolutional_recurrent', 'tensorflow.python.keras.layers.cudnn_recurrent', 'tensorflow.python.keras.layers.wrappers', 'tensorflow.python.keras.layers.serialization', 'tensorflow.python.keras.models', 'tensorflow.python.keras.engine.sequential', 'tensorflow.python.keras.applications.densenet', 'keras_applications.densenet', 'keras_applications.imagenet_utils', 'tensorflow.python.keras.applications.inception_resnet_v2', 'keras_applications.inception_resnet_v2', 'tensorflow.python.keras.applications.inception_v3', 'keras_applications.inception_v3', 'tensorflow.python.keras.applications.mobilenet', 'keras_applications.mobilenet', 'tensorflow.python.keras.applications.mobilenet_v2', 'keras_applications.mobilenet_v2', 'tensorflow.python.keras.applications.nasnet', 'keras_applications.nasnet', 'tensorflow.python.keras.applications.resnet50', 'keras_applications.resnet50', 'tensorflow.python.keras.applications.vgg16', 'keras_applications.vgg16', 'tensorflow.python.keras.applications.vgg19', 'keras_applications.vgg19', 'tensorflow.python.keras.applications.xception', 'keras_applications.xception', 'tensorflow.python.keras.datasets', 'tensorflow.python.keras.datasets.boston_housing', 'tensorflow.python.keras.datasets.cifar10', 'tensorflow.python.keras.datasets.cifar', 'tensorflow.python.keras.datasets.cifar100', 'tensorflow.python.keras.datasets.fashion_mnist', 'gzip', 'tensorflow.python.keras.datasets.imdb', 'tensorflow.python.keras.preprocessing', 'keras_preprocessing', 'tensorflow.python.keras.preprocessing.image', 'keras_preprocessing.image', 'PIL', 'PIL._version', 'PIL.ImageEnhance', 'PIL.Image', 'PIL._util', 'PIL._imaging', 'PIL.ImageMode', 'PIL._binary', 'cffi', 'cffi.api', 'cffi.lock', 'cffi.error', 'cffi.model', 'PIL.ImageFilter', 'PIL.ImageStat', 'scipy.linalg', 'scipy.linalg.linalg_version', 'scipy.linalg.misc', 'scipy.linalg.blas', 'scipy.linalg._fblas', 'scipy.linalg.lapack', 'scipy.linalg._flapack', 'scipy.linalg.basic', 'scipy.linalg.flinalg', 'scipy.linalg._flinalg', 'scipy.linalg.decomp', 'scipy.linalg.decomp_svd', 'scipy.linalg._solve_toeplitz', 'scipy.linalg.decomp_lu', 'scipy.linalg._decomp_ldl', 'scipy.linalg.decomp_cholesky', 'scipy.linalg.decomp_qr', 'scipy.linalg._decomp_qz', 'scipy.linalg.decomp_schur', 'scipy.linalg._decomp_polar', 'scipy.linalg.matfuncs', 'scipy.linalg.special_matrices', 'scipy.linalg._expm_frechet', 'scipy.linalg._matfuncs_sqrtm', 'scipy.linalg._solvers', 'scipy.linalg._procrustes', 'scipy.linalg._decomp_update', 'scipy.linalg.cython_blas', 'scipy.linalg.cython_lapack', 'scipy.linalg._sketches', 'numpy.dual', 'scipy.ndimage', 'scipy.ndimage.filters', 'scipy.ndimage._ni_support', 'scipy.ndimage._nd_image', 'scipy.ndimage._ni_docstrings', 'scipy.misc', 'scipy.misc.doccer', 'scipy.misc.common', 'scipy.interpolate', 'scipy.interpolate.interpolate', 'scipy.special', 'scipy.special.sf_error', 'scipy.special._ufuncs', 'scipy.special._ufuncs_cxx', 'scipy.special.basic', 'scipy.special.specfun', 'scipy.special.orthogonal', 'scipy.special._comb', 'scipy.special._logsumexp', 'scipy.special.spfun_stats', 'scipy.special._ellip_harm', 'scipy.special._ellip_harm_2', 'scipy.special.lambertw', 'scipy.special._spherical_bessel', 'scipy.interpolate.fitpack', 'scipy.interpolate._fitpack_impl', 'scipy.interpolate._fitpack', 'scipy.interpolate.dfitpack', 'scipy.interpolate._bsplines', 'scipy.interpolate._bspl', 'scipy.interpolate.polyint', 'scipy.interpolate._ppoly', 'scipy.interpolate.fitpack2', 'scipy.interpolate.interpnd', 'scipy.spatial', 'scipy.spatial.kdtree', 'scipy.spatial.ckdtree', 'scipy.spatial.qhull', 'scipy._lib.messagestream', 'scipy.spatial._spherical_voronoi', 'numpy.matlib', 'scipy.spatial._voronoi', 'scipy.spatial.distance', 'scipy.spatial._distance_wrap', 'scipy.spatial._hausdorff', 'scipy.spatial._plotutils', 'scipy._lib.decorator', 'scipy.spatial._procrustes', 'scipy.interpolate.rbf', 'scipy.interpolate._cubic', 'scipy.interpolate.ndgriddata', 'scipy.interpolate._pade', 'scipy.misc.pilutil', 'scipy.ndimage.fourier', 'scipy.ndimage.interpolation', 'scipy.ndimage.measurements', '_ni_label', 'scipy.ndimage._ni_label', 'scipy.ndimage.morphology', 'scipy.ndimage.io', 'tensorflow.python.keras.preprocessing.sequence', 'keras_preprocessing.sequence', 'tensorflow.python.keras.preprocessing.text', 'keras_preprocessing.text', 'tensorflow.python.keras.datasets.mnist', 'tensorflow.python.keras.datasets.reuters', 'tensorflow.python.keras.estimator', 'tensorflow.python.estimator', 'tensorflow.python.estimator.estimator_lib', 'tensorflow.python.estimator.canned', 'tensorflow.python.estimator.canned.baseline', 'tensorflow.python.estimator.estimator', 'tensorflow.python.estimator.model_fn', 'tensorflow.python.estimator.export', 'tensorflow.python.estimator.export.export_output', 'tensorflow.python.saved_model', 'tensorflow.python.saved_model.signature_def_utils', 'tensorflow.python.saved_model.signature_def_utils_impl', 'tensorflow.python.saved_model.signature_constants', 'tensorflow.python.saved_model.utils', 'tensorflow.python.saved_model.utils_impl', 'tensorflow.python.saved_model.constants', 'tensorflow.python.saved_model.tag_constants', 'tensorflow.python.training.monitored_session', 'tensorflow.python.distribute', 'tensorflow.python.distribute.distribute_coordinator_context', 'tensorflow.python.ops.resources', 'tensorflow.python.training.basic_session_run_hooks', 'tensorflow.python.client.timeline', 'tensorflow.python.training.session_run_hook', 'tensorflow.python.training.summary_io', 'tensorflow.python.summary.summary_iterator', 'tensorflow.python.training.coordinator', 'tensorflow.python.training.queue_runner', 'tensorflow.python.training.queue_runner_impl', 'tensorflow.core.protobuf.queue_runner_pb2', 'tensorflow.python.training.session_manager', 'tensorflow.python.estimator.run_config', 'tensorflow.python.distribute.estimator_training', 'tensorflow.python.distribute.distribute_coordinator', 'tensorflow.python.distribute.multi_worker_util', 'tensorflow.python.training.server_lib', 'tensorflow.python.util.compat_internal', 'tensorflow.python.estimator.util', 'tensorflow.python.training.training', 'tensorflow.python.ops.sdca_ops', 'tensorflow.python.ops.gen_sdca_ops', 'tensorflow.python.training.adadelta', 'tensorflow.python.training.training_ops', 'tensorflow.python.training.gen_training_ops', 'tensorflow.python.training.adagrad', 'tensorflow.python.training.adagrad_da', 'tensorflow.python.training.proximal_adagrad', 'tensorflow.python.training.adam', 'tensorflow.python.training.ftrl', 'tensorflow.python.training.momentum', 'tensorflow.python.training.moving_averages', 'tensorflow.python.training.rmsprop', 'tensorflow.python.training.gradient_descent', 'tensorflow.python.training.proximal_gradient_descent', 'tensorflow.python.training.sync_replicas_optimizer', 'tensorflow.python.training.input', 'tensorflow.python.layers', 'tensorflow.python.layers.utils', 'tensorflow.python.training.basic_loops', 'tensorflow.python.training.checkpoint_utils', 'tensorflow.python.training.device_setter', 'tensorflow.python.training.supervisor', 'tensorflow.python.training.warm_starting_util', 'tensorflow.python.training.checkpoint_ops', 'tensorflow.python.ops.gen_checkpoint_ops', 'tensorflow.core.example', 'tensorflow.core.example.example_pb2', 'tensorflow.core.example.feature_pb2', 'tensorflow.python.training.learning_rate_decay', 'tensorflow.python.estimator.export.export', 'tensorflow.python.ops.metrics', 'tensorflow.python.ops.metrics_impl', 'tensorflow.python.saved_model.builder', 'tensorflow.python.saved_model.builder_impl', 'tensorflow.core.protobuf.saved_model_pb2', 'tensorflow.python.training.evaluation', 'tensorflow.python.estimator.canned.head', 'tensorflow.python.estimator.canned.metric_keys', 'tensorflow.python.estimator.canned.prediction_keys', 'tensorflow.python.feature_column', 'tensorflow.python.feature_column.feature_column', 'tensorflow.python.layers.base', 'tensorflow.python.ops.losses.losses', 'tensorflow.python.estimator.canned.optimizers', 'tensorflow.python.estimator.canned.boosted_trees', 'tensorflow.python.ops.boosted_trees_ops', 'tensorflow.python.ops.gen_boosted_trees_ops', 'tensorflow.python.estimator.canned.dnn', 'tensorflow.python.layers.core', 'tensorflow.python.layers.normalization', 'tensorflow.python.estimator.canned.dnn_linear_combined', 'tensorflow.python.estimator.canned.linear', 'tensorflow.python.estimator.canned.parsing_utils', 'tensorflow.python.estimator.export.export_lib', 'tensorflow.python.estimator.exporter', 'tensorflow.python.estimator.gc', 'tensorflow.python.estimator.inputs', 'tensorflow.python.estimator.inputs.inputs', 'tensorflow.python.estimator.inputs.numpy_io', 'tensorflow.python.estimator.inputs.queues', 'tensorflow.python.estimator.inputs.queues.feeding_functions', 'tensorflow.python.estimator.inputs.queues.feeding_queue_runner', 'pandas', 'pytz', 'pytz.exceptions', 'pytz.lazy', 'pytz.tzinfo', 'pytz.tzfile', 'dateutil', 'dateutil._version', 'pandas.compat', 'distutils', 'distutils.version', 'pandas.compat.chainmap', 'dateutil.parser', 'dateutil.parser._parser', 'dateutil.relativedelta', 'dateutil._common', 'dateutil.tz', 'dateutil.tz.tz', 'dateutil.tz._common', 'dateutil.tz._factories', 'dateutil.parser.isoparser', 'typing', 'typing.io', 'typing.re', 'pandas.compat.numpy', 'pandas._libs', 'pandas._libs.tslib', 'pandas._libs.tslibs', 'pandas._libs.tslibs.conversion', 'pandas._libs.tslibs.np_datetime', '_cython_0_28_4', 'pandas._libs.tslibs.nattype', 'pandas._libs.tslibs.timedeltas', 'pandas._libs.tslibs.timezones', 'pandas._libs.tslibs.parsing', 'pandas._libs.tslibs.ccalendar', 'pandas._libs.tslibs.strptime', 'pandas._libs.tslibs.timestamps', 'pandas._libs.tslibs.fields', 'pandas._libs.hashtable', 'pandas._libs.missing', 'pandas._libs.lib', 'pandas.core', 'pandas.core.config_init', 'pandas.core.config', 'pandas.io', 'pandas.io.formats', 'pandas.io.formats.printing', 'pandas.core.dtypes', 'pandas.core.dtypes.inference', 'pandas.io.formats.console', 'pandas.io.formats.terminal', 'pandas.core.api', 'pandas.core.algorithms', 'pandas.core.dtypes.cast', 'pandas.core.dtypes.common', 'pandas._libs.algos', 'pandas.core.dtypes.dtypes', 'pandas.core.dtypes.generic', 'pandas.core.dtypes.base', 'pandas.errors', 'pandas.core.dtypes.missing', 'pandas.core.common', 'pandas.util', 'pandas.util._decorators', 'pandas._libs.properties', 'pandas.core.util', 'pandas.core.util.hashing', 'pandas._libs.hashing', 'pandas.core.arrays', 'pandas.core.arrays.base', 'pandas.compat.numpy.function', 'pandas.util._validators', 'pandas.core.arrays.categorical', 'pandas.core.accessor', 'pandas.core.base', 'pandas.core.nanops', 'bottleneck', 'bottleneck.reduce', 'bottleneck.nonreduce', 'bottleneck.nonreduce_axis', 'bottleneck.move', 'bottleneck.slow', 'bottleneck.slow.reduce', 'bottleneck.slow.nonreduce', 'bottleneck.slow.nonreduce_axis', 'bottleneck.slow.move', 'bottleneck.version', 'bottleneck.benchmark', 'bottleneck.benchmark.bench', 'bottleneck.benchmark.autotimeit', 'timeit', 'bottleneck.benchmark.bench_detailed', 'bottleneck.tests', 'bottleneck.tests.util', 'pandas.core.missing', 'pandas.core.groupby', 'pandas.core.groupby.groupby', 'pandas.core.index', 'pandas.core.indexes', 'pandas.core.indexes.api', 'pandas.core.indexes.base', 'pandas._libs.index', 'pandas._libs.tslibs.period', 'pandas._libs.tslibs.frequencies', 'pandas._libs.tslibs.resolution', 'pandas.tseries', 'pandas.tseries.offsets', 'pandas.core.tools', 'pandas.core.tools.datetimes', 'dateutil.easter', 'pandas._libs.tslibs.offsets', 'pandas.tseries.frequencies', 'pandas._libs.join', 'pandas.core.ops', 'pandas._libs.ops', 'pandas.core.indexes.frozen', 'pandas.core.dtypes.concat', 'pandas.core.sorting', 'pandas.core.strings', 'pandas.core.indexes.category', 'pandas.core.indexes.multi', 'pandas.core.indexes.interval', 'pandas._libs.interval', 'pandas.core.indexes.datetimes', 'pandas.core.indexes.numeric', 'pandas.core.indexes.datetimelike', 'pandas.core.tools.timedeltas', 'pandas.core.indexes.timedeltas', 'pandas.core.indexes.range', 'pandas.core.indexes.period', 'pandas.core.frame', 'pandas.core.generic', 'pandas.core.indexing', 'pandas._libs.indexing', 'pandas.core.internals', 'pandas._libs.internals', 'pandas.core.sparse', 'pandas.core.sparse.array', 'pandas._libs.sparse', 'pandas.io.formats.format', 'pandas.io.common', 'mmap', 'pandas.core.series', 'pandas.core.indexes.accessors', 'pandas.plotting', 'pandas.plotting._misc', 'pandas.plotting._style', 'pandas.plotting._compat', 'pandas.plotting._tools', 'pandas.plotting._core', 'pandas.plotting._converter', 'matplotlib', 'matplotlib.cbook', 'glob', 'matplotlib.cbook.deprecation', 'matplotlib.rcsetup', 'matplotlib.fontconfig_pattern', 'pyparsing', 'matplotlib.colors', 'matplotlib._color_data', 'cycler', 'matplotlib._version'] 2018-11-08 19:17:07,214@chess_zero.agent.model_chess DEBUG # loading model from /home/pratyush/dev/chess-alpha-zero/data/model/model_best_config.json 2018-11-08 19:17:07.238725: I tensorflow/core/platform/cpu_feature_guard.cc:141] Your CPU supports instructions that this TensorFlow binary was not compiled to use: SSE4.1 SSE4.2 AVX AVX2 FMA 2018-11-08 19:17:07.341250: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:964] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero 2018-11-08 19:17:07.342432: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1411] Found device 0 with properties: name: GeForce GTX 1070 with Max-Q Design major: 6 minor: 1 memoryClockRate(GHz): 1.2655 pciBusID: 0000:01:00.0 totalMemory: 7.93GiB freeMemory: 7.48GiB 2018-11-08 19:17:07.342476: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1490] Adding visible gpu devices: 0 2018-11-08 19:17:08.541441: I tensorflow/core/common_runtime/gpu/gpu_device.cc:971] Device interconnect StreamExecutor with strength 1 edge matrix: 2018-11-08 19:17:08.541473: I tensorflow/core/common_runtime/gpu/gpu_device.cc:977] 0 2018-11-08 19:17:08.541480: I tensorflow/core/common_runtime/gpu/gpu_device.cc:990] 0: N 2018-11-08 19:17:08.541663: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1103] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 7217 MB memory) -> physical GPU (device: 0, name: GeForce GTX 1070 with Max-Q Design, pci bus id: 0000:01:00.0, compute capability: 6.1) Traceback (most recent call last): File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/framework/ops.py", line 1626, in _create_c_op c_op = c_api.TF_FinishOperation(op_desc) tensorflow.python.framework.errors_impl.InvalidArgumentError: Shape must be rank 1 but is rank 0 for 'input_batchnorm/cond/Reshape_4' (op: 'Reshape') with input shapes: [1,256,1,1], []. During handling of the above exception, another exception occurred: Traceback (most recent call last): File "src/chess_zero/run.py", line 20, in <module> manager.start() File "src/chess_zero/manager.py", line 64, in start return self_play.start(config) File "src/chess_zero/worker/self_play.py", line 25, in start return SelfPlayWorker(config).start() File "src/chess_zero/worker/self_play.py", line 45, in __init__ self.current_model = self.load_model() File "src/chess_zero/worker/self_play.py", line 85, in load_model if self.config.opts.new or not load_best_model_weight(model): File "src/chess_zero/lib/model_helper.py", line 15, in load_best_model_weight return model.load(model.config.resource.model_best_config_path, model.config.resource.model_best_weight_path) File "src/chess_zero/agent/model_chess.py", line 145, in load self.model = Model.from_config(json.load(f)) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/keras/engine/network.py", line 1032, in from_config process_node(layer, node_data) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/keras/engine/network.py", line 991, in process_node layer(unpack_singleton(input_tensors), **kwargs) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/keras/engine/base_layer.py", line 457, in __call__ output = self.call(inputs, **kwargs) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/keras/layers/normalization.py", line 206, in call training=training) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py", line 3123, in in_train_phase x = switch(training, x, alt) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py", line 3058, in switch else_expression_fn) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/deprecation.py", line 488, in new_func return func(*args, **kwargs) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/ops/control_flow_ops.py", line 2087, in cond orig_res_f, res_f = context_f.BuildCondBranch(false_fn) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/ops/control_flow_ops.py", line 1920, in BuildCondBranch original_result = fn() File "/home/pratyush/anaconda3/lib/python3.6/site-packages/keras/layers/normalization.py", line 167, in normalize_inference epsilon=self.epsilon) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py", line 1908, in batch_normalization mean = tf.reshape(mean, (-1)) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/ops/gen_array_ops.py", line 6296, in reshape "Reshape", tensor=tensor, shape=shape, name=name) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/framework/op_def_library.py", line 787, in _apply_op_helper op_def=op_def) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/deprecation.py", line 488, in new_func return func(*args, **kwargs) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/framework/ops.py", line 3272, in create_op op_def=op_def) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/framework/ops.py", line 1790, in __init__ control_input_ops) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/framework/ops.py", line 1629, in _create_c_op raise ValueError(str(e)) ValueError: Shape must be rank 1 but is rank 0 for 'input_batchnorm/cond/Reshape_4' (op: 'Reshape') with input shapes: [1,256,1,1], [].

pratyush@pratyush-GS65-Stealth-Thin-8RF:~/dev/chess-alpha-zero/data/model$ ls pratyush@pratyush-GS65-Stealth-Thin-8RF:~/dev/chess-alpha-zero/data/model$ cd ../.. pratyush@pratyush-GS65-Stealth-Thin-8RF:~/dev/chess-alpha-zero$ python src/chess_zero/run.py self 2018-11-09 18:12:49,168@chess_zero.manager INFO # config type: mini Using TensorFlow backend. 2018-11-09 18:12:50,996@matplotlib DEBUG # $HOME=/home/pratyush 2018-11-09 18:12:50,997@matplotlib DEBUG # CONFIGDIR=/home/pratyush/.config/matplotlib 2018-11-09 18:12:50,997@matplotlib DEBUG # matplotlib data path: /home/pratyush/anaconda3/lib/python3.6/site-packages/matplotlib/mpl-data 2018-11-09 18:12:51,000@matplotlib DEBUG # loaded rc file /home/pratyush/anaconda3/lib/python3.6/site-packages/matplotlib/mpl-data/matplotlibrc 2018-11-09 18:12:51,001@matplotlib DEBUG # matplotlib version 3.0.1 2018-11-09 18:12:51,001@matplotlib DEBUG # interactive is False 2018-11-09 18:12:51,002@matplotlib DEBUG # platform is linux 2018-11-09 18:12:51,002@matplotlib DEBUG # loaded modules: ['builtins', 'sys', '_frozen_importlib', '_imp', '_warnings', '_thread', '_weakref', '_frozen_importlib_external', '_io', 'marshal', 'posix', 'zipimport', 'encodings', 'codecs', '_codecs', 'encodings.aliases', 'encodings.utf_8', '_signal', '__main__', 'encodings.latin_1', 'io', 'abc', '_weakrefset', 'site', 'os', 'errno', 'stat', '_stat', 'posixpath', 'genericpath', 'os.path', '_collections_abc', '_sitebuiltins', 'sysconfig', '_sysconfigdata_m_linux_x86_64-linux-gnu', '_bootlocale', '_locale', 'types', 'functools', '_functools', 'collections', 'operator', '_operator', 'keyword', 'heapq', '_heapq', 'itertools', 'reprlib', '_collections', 'weakref', 'collections.abc', 'importlib', 'importlib._bootstrap', 'importlib._bootstrap_external', 'warnings', 'importlib.util', 'importlib.abc', 'importlib.machinery', 'contextlib', 'mpl_toolkits', 'google', 'sphinxcontrib', 'encodings.cp437', 'multiprocessing', 'multiprocessing.context', 'threading', 'time', 'traceback', 'linecache', 'tokenize', 're', 'enum', 'sre_compile', '_sre', 'sre_parse', 'sre_constants', 'copyreg', 'token', 'multiprocessing.process', 'signal', 'multiprocessing.reduction', 'pickle', 'struct', '_struct', '_compat_pickle', '_pickle', 'socket', '_socket', 'selectors', 'math', 'select', 'array', '__mp_main__', 'chess_zero', 'chess_zero.manager', 'argparse', 'copy', 'textwrap', 'gettext', 'locale', 'logging', 'string', '_string', 'atexit', 'chess_zero.lib', 'chess_zero.lib.logger', 'chess_zero.config', 'numpy', '__future__', 'numpy._globals', 'numpy.__config__', 'numpy.version', 'numpy._import_tools', 'numpy.add_newdocs', 'numpy.lib', 'numpy.lib.info', 'numpy.lib.type_check', 'numpy.core', 'numpy.core.info', 'datetime', '_datetime', 'numpy.core.multiarray', 'numpy.core.umath', 'numpy.core._internal', 'numpy.compat', 'numpy.compat._inspect', 'numpy.compat.py3k', 'pathlib', 'fnmatch', 'ntpath', 'urllib', 'urllib.parse', 'ctypes', '_ctypes', 'ctypes._endian', 'numpy.core.numerictypes', 'numbers', 'numpy.core.numeric', 'numpy.core.fromnumeric', 'numpy.core._methods', 'numpy.core.arrayprint', 'numpy.core.defchararray', 'numpy.core.records', 'numpy.core.memmap', 'numpy.core.function_base', 'numpy.core.machar', 'numpy.core.getlimits', 'numpy.core.shape_base', 'numpy.core.einsumfunc', 'numpy.testing', 'unittest', 'unittest.result', 'unittest.util', 'unittest.case', 'difflib', 'pprint', 'unittest.suite', 'unittest.loader', 'unittest.main', 'unittest.runner', 'unittest.signals', 'numpy.testing._private', 'numpy.testing._private.utils', 'gc', 'shutil', 'zlib', 'bz2', '_compression', '_bz2', 'lzma', '_lzma', 'pwd', 'grp', 'tempfile', 'random', 'hashlib', '_hashlib', '_blake2', '_sha3', 'bisect', '_bisect', '_random', 'numpy.lib.utils', 'numpy.testing._private.decorators', 'numpy.testing._private.nosetester', 'numpy.testing._private.pytesttester', 'numpy.lib.ufunclike', 'numpy.lib.index_tricks', 'numpy.lib.function_base', 'numpy.lib.twodim_base', 'numpy.lib.histograms', 'numpy.matrixlib', 'numpy.matrixlib.defmatrix', 'ast', '_ast', 'numpy.linalg', 'numpy.linalg.info', 'numpy.linalg.linalg', 'numpy.linalg.lapack_lite', 'numpy.linalg._umath_linalg', 'numpy.lib.stride_tricks', 'numpy.lib.mixins', 'numpy.lib.nanfunctions', 'numpy.lib.shape_base', 'numpy.lib.scimath', 'numpy.lib.polynomial', 'numpy.lib.arraysetops', 'numpy.lib.npyio', 'numpy.lib.format', 'numpy.lib._datasource', 'numpy.lib._iotools', 'numpy.lib.financial', 'decimal', '_decimal', 'numpy.lib.arrayterator', 'numpy.lib.arraypad', 'numpy.lib._version', 'numpy.core._multiarray_tests', 'numpy._distributor_init', 'numpy._mklinit', 'numpy.fft', 'numpy.fft.info', 'numpy.fft.fftpack', 'numpy.fft.fftpack_lite', 'numpy.fft.helper', 'mkl_fft', '_cython_0_28_5', 'cython_runtime', 'mkl_fft._pydfti', 'mkl_fft._version', 'mkl_fft._numpy_fft', 'numpy.polynomial', 'numpy.polynomial.polynomial', 'numpy.polynomial.polyutils', 'numpy.polynomial._polybase', 'numpy.polynomial.chebyshev', 'numpy.polynomial.legendre', 'numpy.polynomial.hermite', 'numpy.polynomial.hermite_e', 'numpy.polynomial.laguerre', 'numpy.random', 'numpy.random.info', 'numpy.random.mtrand', 'mtrand', 'numpy.ctypeslib', 'numpy.ma', 'numpy.ma.core', 'numpy.ma.extras', 'chess_zero.configs', 'chess_zero.configs.mini', 'chess_zero.worker', 'chess_zero.worker.self_play', 'concurrent', 'concurrent.futures', 'concurrent.futures._base', 'concurrent.futures.process', 'queue', 'multiprocessing.connection', '_multiprocessing', 'multiprocessing.util', 'subprocess', '_posixsubprocess', 'concurrent.futures.thread', 'chess_zero.agent', 'chess_zero.agent.model_chess', 'ftplib', 'ssl', 'ipaddress', '_ssl', 'base64', 'binascii', 'json', 'json.decoder', 'json.scanner', '_json', 'json.encoder', 'keras', 'keras.utils', 'keras.utils.np_utils', 'keras.utils.generic_utils', 'six', 'inspect', 'dis', 'opcode', '_opcode', 'keras.utils.data_utils', 'tarfile', 'zipfile', 'multiprocessing.pool', 'six.moves', 'six.moves.urllib', 'six.moves.urllib.error', 'urllib.error', 'urllib.response', 'six.moves.urllib.request', 'urllib.request', 'email', 'http', 'http.client', 'email.parser', 'email.feedparser', 'email.errors', 'email._policybase', 'email.header', 'email.quoprimime', 'email.base64mime', 'email.charset', 'email.encoders', 'quopri', 'email.utils', 'email._parseaddr', 'calendar', 'email.message', 'uu', 'email._encoded_words', 'email.iterators', 'keras.utils.io_utils', 'h5py', 'h5py._errors', 'h5py._hl', 'h5py._hl.compat', 'h5py._conv', 'h5py.h5r', 'h5py._objects', 'h5py.defs', 'h5py.h5t', 'h5py.utils', 'h5py.h5', 'h5py.h5py_warnings', 'platform', 'h5py.h5z', 'h5py.h5a', 'h5py.h5s', 'h5py.h5p', 'h5py.h5ac', 'h5py._proxy', 'h5py.h5d', 'h5py.h5ds', 'h5py.h5f', 'h5py.h5g', 'h5py.h5i', 'h5py.h5fd', 'h5py._hl.filters', 'h5py._hl.base', 'h5py._hl.files', 'h5py._hl.group', 'h5py.h5o', 'h5py.h5l', 'h5py._hl.dataset', 'h5py._hl.selections', 'h5py._hl.selections2', 'h5py._hl.datatype', 'h5py.version', 'h5py._hl.attrs', 'uuid', 'ctypes.util', 'keras.utils.conv_utils', 'keras.backend', 'keras.backend.common', 'keras.backend.tensorflow_backend', 'tensorflow', 'tensorflow.python', 'tensorflow.python.pywrap_tensorflow', 'tensorflow.python.platform', 'tensorflow.python.platform.self_check', 'tensorflow.python.platform.build_info', 'tensorflow.python.pywrap_tensorflow_internal', 'imp', 'swig_runtime_data4', '_pywrap_tensorflow_internal', 'tensorflow.core', 'tensorflow.core.framework', 'tensorflow.core.framework.graph_pb2', 'google.protobuf', 'pkg_resources', 'pkgutil', 'plistlib', 'xml', 'xml.parsers', 'xml.parsers.expat', 'pyexpat.errors', 'pyexpat.model', 'pyexpat', 'xml.parsers.expat.model', 'xml.parsers.expat.errors', 'pkg_resources.extern', 'pkg_resources._vendor', 'pkg_resources.extern.six', 'pkg_resources._vendor.six', 'pkg_resources.extern.six.moves', 'pkg_resources._vendor.six.moves', 'pkg_resources.py31compat', 'pkg_resources.extern.appdirs', 'pkg_resources._vendor.packaging.__about__', 'pkg_resources.extern.packaging', 'pkg_resources.extern.packaging.version', 'pkg_resources.extern.packaging._structures', 'pkg_resources.extern.packaging.specifiers', 'pkg_resources.extern.packaging._compat', 'pkg_resources.extern.packaging.requirements', 'pkg_resources.extern.pyparsing', 'pkg_resources.extern.six.moves.urllib', 'pkg_resources.extern.packaging.markers', 'google.protobuf.descriptor', 'google.protobuf.internal', 'google.protobuf.internal.api_implementation', 'google.protobuf.internal._api_implementation', 'google.protobuf.pyext', 'google.protobuf.internal.containers', 'google.protobuf.internal.enum_type_wrapper', 'google.protobuf.message', 'google.protobuf.pyext._message', 'google.protobuf.reflection', 'google.protobuf.pyext.cpp_message', 'google.protobuf.symbol_database', 'google.protobuf.descriptor_pool', 'google.protobuf.descriptor_database', 'google.protobuf.text_encoding', 'google.protobuf.message_factory', 'tensorflow.core.framework.node_def_pb2', 'tensorflow.core.framework.attr_value_pb2', 'tensorflow.core.framework.tensor_pb2', 'tensorflow.core.framework.resource_handle_pb2', 'google.protobuf.internal.well_known_types', 'tensorflow.core.framework.tensor_shape_pb2', 'tensorflow.core.framework.types_pb2', 'tensorflow.core.framework.function_pb2', 'tensorflow.core.framework.op_def_pb2', 'tensorflow.core.framework.versions_pb2', 'tensorflow.core.framework.summary_pb2', 'tensorflow.core.protobuf', 'tensorflow.core.protobuf.meta_graph_pb2', 'google.protobuf.any_pb2', 'tensorflow.core.protobuf.saver_pb2', 'tensorflow.core.protobuf.config_pb2', 'tensorflow.core.framework.cost_graph_pb2', 'tensorflow.core.framework.step_stats_pb2', 'tensorflow.core.framework.allocation_description_pb2', 'tensorflow.core.framework.tensor_description_pb2', 'tensorflow.core.protobuf.debug_pb2', 'tensorflow.core.protobuf.cluster_pb2', 'tensorflow.core.protobuf.rewriter_config_pb2', 'tensorflow.core.protobuf.tensorflow_server_pb2', 'tensorflow.core.util', 'tensorflow.core.util.event_pb2', 'tensorflow.python.framework', 'tensorflow.python.framework.framework_lib', 'tensorflow.python.framework.device', 'tensorflow.python.util', 'tensorflow.python.util.tf_export', 'tensorflow.python.util.tf_decorator', 'tensorflow.python.framework.ops', 'tensorflow.python.eager', 'tensorflow.python.eager.context', 'tensorflow.python.framework.c_api_util', 'tensorflow.core.framework.api_def_pb2', 'tensorflow.python.util.compat', 'tensorflow.python.util.tf_contextlib', 'tensorflow.python.util.is_in_graph_mode', 'tensorflow.python.eager.core', 'tensorflow.python.framework.errors', 'tensorflow.python.framework.errors_impl', 'tensorflow.core.lib', 'tensorflow.core.lib.core', 'tensorflow.core.lib.core.error_codes_pb2', 'tensorflow.python.util.tf_inspect', 'tensorflow.python.eager.tape', 'tensorflow.python.framework.cpp_shape_inference_pb2', 'tensorflow.python.framework.dtypes', 'tensorflow.python.framework.error_interpolation', 'tensorflow.python.util.tf_stack', 'tensorflow.python.framework.op_def_registry', 'tensorflow.python.framework.registry', 'tensorflow.python.platform.tf_logging', 'tensorflow.python.framework.tensor_shape', 'tensorflow.python.framework.traceable_stack', 'tensorflow.python.framework.versions', 'tensorflow.python.ops', 'tensorflow.python.ops.control_flow_util', 'tensorflow.python.platform.app', 'tensorflow.python.platform.flags', 'absl', 'absl.flags', 'getopt', 'absl.flags._argument_parser', 'csv', '_csv', 'absl.flags._helpers', 'fcntl', 'termios', 'absl.flags._defines', 'absl.flags._exceptions', 'absl.flags._flag', 'absl.flags._flagvalues', 'xml.dom', 'xml.dom.domreg', 'xml.dom.minidom', 'xml.dom.minicompat', 'xml.dom.xmlbuilder', 'xml.dom.NodeFilter', 'absl.flags._validators', 'tensorflow.python.util.decorator_utils', 'tensorflow.python.util.function_utils', 'tensorflow.python.util.lock_util', 'tensorflow.python.util.deprecation', 'tensorflow.python.framework.sparse_tensor', 'tensorflow.python.framework.tensor_util', 'tensorflow.python.framework.fast_tensor_util', 'tensorflow.python.framework.random_seed', 'tensorflow.python.framework.importer', 'tensorflow.python.framework.function', 'tensorflow.python.framework.graph_to_function_def', 'tensorflow.python.ops.array_ops', 'tensorflow.python.framework.common_shapes', 'tensorflow.python.framework.constant_op', 'tensorflow.python.eager.execute', 'google.protobuf.text_format', 'google.protobuf.internal.type_checkers', 'google.protobuf.internal.decoder', 'google.protobuf.internal.encoder', 'google.protobuf.internal.wire_format', 'tensorflow.python.ops.gen_array_ops', 'tensorflow.python.framework.op_def_library', 'tensorflow.python.ops.gen_math_ops', 'tensorflow.python.util.nest', 'tensorflow.python.ops.resource_variable_ops', 'tensorflow.core.framework.variable_pb2', 'tensorflow.python.ops.gen_resource_variable_ops', 'tensorflow.python.ops.gen_state_ops', 'tensorflow.python.ops.math_ops', 'tensorflow.python.framework.graph_util', 'tensorflow.python.framework.graph_util_impl', 'tensorflow.python.ops.gen_data_flow_ops', 'tensorflow.python.ops.gen_nn_ops', 'tensorflow.python.ops.gen_sparse_ops', 'tensorflow.python.ops.gen_spectral_ops', 'tensorflow.python.ops.variables', 'tensorflow.python.ops.control_flow_ops', 'tensorflow.core.protobuf.control_flow_pb2', 'tensorflow.python.ops.cond_v2_impl', 'tensorflow.python.ops.gen_functional_ops', 'tensorflow.python.ops.gen_control_flow_ops', 'tensorflow.python.ops.gen_logging_ops', 'tensorflow.python.ops.tensor_array_ops', 'tensorflow.python.util.tf_should_use', 'tensorflow.python.ops.state_ops', 'tensorflow.python.training', 'tensorflow.python.training.checkpointable', 'tensorflow.python.training.checkpointable.base', 'tensorflow.python.ops.gen_io_ops', 'tensorflow.python.training.saveable_object', 'tensorflow.python.util.serialization', 'tensorflow.python.ops.variable_scope', 'tensorflow.python.ops.init_ops', 'tensorflow.python.ops.gen_linalg_ops', 'tensorflow.python.ops.linalg_ops_impl', 'tensorflow.python.ops.random_ops', 'tensorflow.python.ops.gen_random_ops', 'tensorflow.python.framework.load_library', 'tensorflow.python.client', 'tensorflow.python.client.client_lib', 'tensorflow.python.client.session', 'tensorflow.python.ops.session_ops', 'tensorflow.python.ops.standard_ops', 'tensorflow.python.ops.array_grad', 'tensorflow.python.ops.sparse_ops', 'tensorflow.python.ops.check_ops', 'tensorflow.python.ops.cudnn_rnn_grad', 'tensorflow.python.ops.gen_cudnn_rnn_ops', 'tensorflow.python.ops.data_flow_grad', 'tensorflow.python.ops.data_flow_ops', 'tensorflow.python.lib', 'tensorflow.python.lib.io', 'tensorflow.python.lib.io.python_io', 'tensorflow.python.lib.io.tf_record', 'tensorflow.python.ops.manip_grad', 'tensorflow.python.ops.manip_ops', 'tensorflow.python.ops.gen_manip_ops', 'tensorflow.python.ops.math_grad', 'tensorflow.python.ops.random_grad', 'tensorflow.python.ops.sparse_grad', 'tensorflow.python.ops.spectral_grad', 'tensorflow.python.ops.spectral_ops', 'tensorflow.python.ops.state_grad', 'tensorflow.python.ops.tensor_array_grad', 'tensorflow.python.ops.clip_ops', 'tensorflow.python.ops.numerics', 'tensorflow.python.ops.special_math_ops', 'tensorflow.python.ops.confusion_matrix', 'tensorflow.python.ops.functional_ops', 'tensorflow.python.ops.gradients', 'tensorflow.python.eager.backprop', 'tensorflow.python.eager.imperative_grad', 'tensorflow.python.ops.custom_gradient', 'tensorflow.python.ops.gradients_impl', 'tensorflow.python.ops.control_flow_grad', 'tensorflow.python.ops.image_grad', 'tensorflow.python.ops.gen_image_ops', 'tensorflow.python.ops.linalg_grad', 'tensorflow.python.ops.linalg_ops', 'tensorflow.python.ops.linalg', 'tensorflow.python.ops.linalg.linalg_impl', 'tensorflow.python.ops.logging_ops', 'tensorflow.python.ops.histogram_ops', 'tensorflow.python.ops.io_ops', 'tensorflow.python.ops.lookup_ops', 'tensorflow.python.compat', 'tensorflow.python.compat.compat', 'tensorflow.python.ops.gen_lookup_ops', 'tensorflow.python.ops.string_ops', 'tensorflow.python.ops.gen_string_ops', 'tensorflow.python.ops.parsing_ops', 'tensorflow.python.ops.gen_parsing_ops', 'tensorflow.python.ops.partitioned_variables', 'tensorflow.python.ops.script_ops', 'tensorflow.python.ops.gen_script_ops', 'tensorflow.python.ops.template', 'tensorflow.python.eager.function', 'tensorflow.python.eager.graph_only_ops', 'tensorflow.python.framework.tensor_spec', 'tensorflow.python.training.distribution_strategy_context', 'tensorflow.python.util.lazy_loader', 'tensorflow.python.training.checkpointable.util', 'tensorflow.core.protobuf.checkpointable_object_graph_pb2', 'tensorflow.python.training.checkpoint_management', 'tensorflow.python.lib.io.file_io', 'tensorflow.python.training.training_util', 'tensorflow.python.framework.graph_io', 'tensorflow.python.training.checkpoint_state_pb2', 'tensorflow.python.training.optimizer', 'tensorflow.python.training.distribute', 'tensorflow.python.data', 'tensorflow.python.data.ops', 'tensorflow.python.data.ops.dataset_ops', 'tensorflow.python.data.ops.iterator_ops', 'tensorflow.python.data.ops.optional_ops', 'tensorflow.python.data.util', 'tensorflow.python.data.util.nest', 'tensorflow.python.data.util.sparse', 'tensorflow.python.ops.gen_dataset_ops', 'tensorflow.python.training.saver', 'tensorflow.python.framework.meta_graph', 'tensorflow.python.platform.gfile', 'tensorflow.python.data.util.random_seed', 'tensorflow.python.framework.smart_cond', 'tensorflow.python.data.ops.readers', 'tensorflow.python.data.util.convert', 'tensorflow.python.ops.losses', 'tensorflow.python.ops.losses.losses_impl', 'tensorflow.python.ops.nn', 'tensorflow.python.ops.ctc_ops', 'tensorflow.python.ops.gen_ctc_ops', 'tensorflow.python.ops.nn_grad', 'tensorflow.python.ops.nn_ops', 'tensorflow.python.ops.embedding_ops', 'tensorflow.python.ops.nn_impl', 'tensorflow.python.ops.candidate_sampling_ops', 'tensorflow.python.ops.gen_candidate_sampling_ops', 'tensorflow.python.ops.weights_broadcast_ops', 'tensorflow.python.ops.sets', 'tensorflow.python.ops.sets_impl', 'tensorflow.python.ops.gen_set_ops', 'tensorflow.python.ops.losses.util', 'tensorflow.python.training.device_util', 'tensorflow.python.training.slot_creator', 'tensorflow.python.training.checkpointable.data_structures', 'tensorflow.python.training.checkpointable.layer_utils', 'tensorflow.python.training.checkpointable.tracking', 'tensorflow.python.ops.initializers_ns', 'tensorflow.python.keras', 'tensorflow.python.keras.activations', 'tensorflow.python.keras.backend', 'tensorflow.python.ops.image_ops', 'tensorflow.python.ops.image_ops_impl', 'tensorflow.python.keras.utils', 'tensorflow.python.keras.utils.data_utils', 'tensorflow.python.keras.utils.generic_utils', 'tensorflow.python.keras.utils.io_utils', 'tensorflow.python.keras.utils.layer_utils', 'tensorflow.python.keras.utils.conv_utils', 'tensorflow.python.keras.utils.multi_gpu_utils', 'tensorflow.python.keras.engine', 'tensorflow.python.keras.engine.base_layer', 'tensorflow.python.keras.constraints', 'tensorflow.python.keras.initializers', 'tensorflow.python.keras.regularizers', 'tensorflow.python.keras.utils.tf_utils', 'tensorflow.tools', 'tensorflow.tools.docs', 'tensorflow.tools.docs.doc_controls', 'tensorflow.python.keras.engine.input_layer', 'tensorflow.python.keras.engine.training', 'tensorflow.python.keras.losses', 'tensorflow.python.keras.metrics', 'tensorflow.python.keras.optimizers', 'tensorflow.python.keras.engine.distributed_training_utils', 'tensorflow.python.keras.callbacks', 'tensorflow.python.keras.engine.training_utils', 'tensorflow.python.ops.summary_ops_v2', 'getpass', 'tensorflow.python.ops.gen_summary_ops', 'tensorflow.python.ops.summary_op_util', 'tensorflow.python.summary', 'tensorflow.python.summary.summary', 'google.protobuf.json_format', 'tensorflow.python.ops.summary_ops', 'tensorflow.python.summary.text_summary', 'tensorflow.python.summary.writer', 'tensorflow.python.summary.writer.writer', 'tensorflow.python.summary.plugin_asset', 'tensorflow.python.summary.writer.event_file_writer', 'tensorflow.python.summary.writer.event_file_writer_v2', 'tensorflow.python.summary.writer.writer_cache', 'requests', 'urllib3', 'urllib3.connectionpool', 'urllib3.exceptions', 'urllib3.packages', 'urllib3.packages.ssl_match_hostname', 'urllib3.packages.six', 'urllib3.packages.six.moves', 'urllib3.packages.six.moves.http_client', 'urllib3.connection', 'urllib3.util', 'urllib3.util.connection', 'urllib3.util.wait', 'urllib3.util.request', 'urllib3.util.response', 'urllib3.util.ssl_', 'hmac', 'urllib3.util.timeout', 'urllib3.util.retry', 'urllib3.util.url', 'urllib3._collections', 'urllib3.request', 'urllib3.filepost', 'urllib3.fields', 'mimetypes', 'urllib3.packages.six.moves.urllib', 'urllib3.packages.six.moves.urllib.parse', 'urllib3.response', 'urllib3.util.queue', 'urllib3.poolmanager', 'chardet', 'chardet.compat', 'chardet.universaldetector', 'chardet.charsetgroupprober', 'chardet.enums', 'chardet.charsetprober', 'chardet.escprober', 'chardet.codingstatemachine', 'chardet.escsm', 'chardet.latin1prober', 'chardet.mbcsgroupprober', 'chardet.utf8prober', 'chardet.mbcssm', 'chardet.sjisprober', 'chardet.mbcharsetprober', 'chardet.chardistribution', 'chardet.euctwfreq', 'chardet.euckrfreq', 'chardet.gb2312freq', 'chardet.big5freq', 'chardet.jisfreq', 'chardet.jpcntx', 'chardet.eucjpprober', 'chardet.gb2312prober', 'chardet.euckrprober', 'chardet.cp949prober', 'chardet.big5prober', 'chardet.euctwprober', 'chardet.sbcsgroupprober', 'chardet.sbcharsetprober', 'chardet.langcyrillicmodel', 'chardet.langgreekmodel', 'chardet.langbulgarianmodel', 'chardet.langthaimodel', 'chardet.langhebrewmodel', 'chardet.hebrewprober', 'chardet.langturkishmodel', 'chardet.version', 'requests.exceptions', 'urllib3.contrib', 'urllib3.contrib.pyopenssl', 'OpenSSL', 'OpenSSL.crypto', 'cryptography', 'cryptography.__about__', 'cryptography.x509', 'cryptography.x509.certificate_transparency', 'cryptography.x509.base', 'cryptography.utils', 'cryptography.hazmat', 'cryptography.hazmat.primitives', 'cryptography.hazmat.primitives.asymmetric', 'cryptography.hazmat.primitives.asymmetric.dsa', 'cryptography.hazmat.primitives.asymmetric.ec', 'cryptography.hazmat.primitives.asymmetric.rsa', 'cryptography.exceptions', 'cryptography.hazmat.backends', 'cryptography.hazmat.backends.interfaces', 'cryptography.x509.extensions', 'asn1crypto', 'asn1crypto.version', 'asn1crypto.keys', 'asn1crypto._elliptic_curve', 'asn1crypto._int', 'asn1crypto.util', 'asn1crypto._errors', 'asn1crypto._iri', 'encodings.idna', 'stringprep', 'unicodedata', 'asn1crypto._types', 'asn1crypto._ordereddict', 'asn1crypto._ffi', 'asn1crypto._perf', 'asn1crypto._perf._big_num_ctypes', 'asn1crypto.algos', 'asn1crypto.core', 'asn1crypto._teletex_codec', 'asn1crypto.parser', 'cryptography.hazmat.primitives.constant_time', 'cryptography.hazmat.bindings', '_cffi_backend', '_constant_time.lib', '_constant_time', 'cryptography.hazmat.bindings._constant_time', 'cryptography.hazmat.primitives.serialization', 'cryptography.x509.general_name', 'idna', 'idna.package_data', 'idna.core', 'idna.idnadata', 'idna.intranges', 'cryptography.x509.name', 'cryptography.x509.oid', 'cryptography.hazmat.primitives.hashes', 'OpenSSL._util', 'cryptography.hazmat.bindings.openssl', 'cryptography.hazmat.bindings.openssl.binding', '_openssl.lib', '_openssl', 'cryptography.hazmat.bindings._openssl', 'cryptography.hazmat.bindings.openssl._conditional', 'OpenSSL.SSL', 'OpenSSL.version', 'cryptography.hazmat.backends.openssl', 'cryptography.hazmat.backends.openssl.backend', 'cryptography.hazmat.backends.openssl.aead', 'cryptography.hazmat.backends.openssl.ciphers', 'cryptography.hazmat.primitives.ciphers', 'cryptography.hazmat.primitives.ciphers.base', 'cryptography.hazmat.primitives.ciphers.modes', 'cryptography.hazmat.backends.openssl.cmac', 'cryptography.hazmat.primitives.mac', 'cryptography.hazmat.backends.openssl.decode_asn1', 'cryptography.hazmat.backends.openssl.dh', 'cryptography.hazmat.primitives.asymmetric.dh', 'cryptography.hazmat.backends.openssl.dsa', 'cryptography.hazmat.backends.openssl.utils', 'cryptography.hazmat.primitives.asymmetric.utils', 'cryptography.hazmat.backends.openssl.ec', 'cryptography.hazmat.backends.openssl.encode_asn1', 'cryptography.hazmat.backends.openssl.hashes', 'cryptography.hazmat.backends.openssl.hmac', 'cryptography.hazmat.backends.openssl.rsa', 'cryptography.hazmat.primitives.asymmetric.padding', 'cryptography.hazmat.backends.openssl.x25519', 'cryptography.hazmat.primitives.asymmetric.x25519', 'cryptography.hazmat.backends.openssl.x509', 'cryptography.hazmat.primitives.ciphers.algorithms', 'cryptography.hazmat.primitives.kdf', 'cryptography.hazmat.primitives.kdf.scrypt', 'urllib3.packages.backports', 'urllib3.packages.backports.makefile', 'requests.__version__', 'requests.utils', 'requests.certs', 'certifi', 'certifi.core', 'requests._internal_utils', 'requests.compat', 'http.cookiejar', 'http.cookies', 'requests.cookies', 'requests.structures', 'requests.packages', 'requests.packages.urllib3', 'requests.packages.urllib3.connectionpool', 'requests.packages.urllib3.exceptions', 'requests.packages.urllib3.packages', 'requests.packages.urllib3.packages.ssl_match_hostname', 'requests.packages.urllib3.packages.six', 'requests.packages.urllib3.packages.six.moves', 'requests.packages.urllib3.packages.six.moves.http_client', 'requests.packages.urllib3.connection', 'requests.packages.urllib3.util', 'requests.packages.urllib3.util.connection', 'requests.packages.urllib3.util.wait', 'requests.packages.urllib3.util.request', 'requests.packages.urllib3.util.response', 'requests.packages.urllib3.util.ssl_', 'requests.packages.urllib3.util.timeout', 'requests.packages.urllib3.util.retry', 'requests.packages.urllib3.util.url', 'requests.packages.urllib3._collections', 'requests.packages.urllib3.request', 'requests.packages.urllib3.filepost', 'requests.packages.urllib3.fields', 'requests.packages.urllib3.packages.six.moves.urllib', 'requests.packages.urllib3.packages.six.moves.urllib.parse', 'requests.packages.urllib3.response', 'requests.packages.urllib3.util.queue', 'requests.packages.urllib3.poolmanager', 'requests.packages.urllib3.contrib', 'requests.packages.urllib3.contrib.pyopenssl', 'requests.packages.urllib3.packages.backports', 'requests.packages.urllib3.packages.backports.makefile', 'requests.packages.idna', 'requests.packages.idna.package_data', 'requests.packages.idna.core', 'requests.packages.idna.idnadata', 'requests.packages.idna.intranges', 'requests.packages.chardet', 'requests.packages.chardet.compat', 'requests.packages.chardet.universaldetector', 'requests.packages.chardet.charsetgroupprober', 'requests.packages.chardet.enums', 'requests.packages.chardet.charsetprober', 'requests.packages.chardet.escprober', 'requests.packages.chardet.codingstatemachine', 'requests.packages.chardet.escsm', 'requests.packages.chardet.latin1prober', 'requests.packages.chardet.mbcsgroupprober', 'requests.packages.chardet.utf8prober', 'requests.packages.chardet.mbcssm', 'requests.packages.chardet.sjisprober', 'requests.packages.chardet.mbcharsetprober', 'requests.packages.chardet.chardistribution', 'requests.packages.chardet.euctwfreq', 'requests.packages.chardet.euckrfreq', 'requests.packages.chardet.gb2312freq', 'requests.packages.chardet.big5freq', 'requests.packages.chardet.jisfreq', 'requests.packages.chardet.jpcntx', 'requests.packages.chardet.eucjpprober', 'requests.packages.chardet.gb2312prober', 'requests.packages.chardet.euckrprober', 'requests.packages.chardet.cp949prober', 'requests.packages.chardet.big5prober', 'requests.packages.chardet.euctwprober', 'requests.packages.chardet.sbcsgroupprober', 'requests.packages.chardet.sbcharsetprober', 'requests.packages.chardet.langcyrillicmodel', 'requests.packages.chardet.langgreekmodel', 'requests.packages.chardet.langbulgarianmodel', 'requests.packages.chardet.langthaimodel', 'requests.packages.chardet.langhebrewmodel', 'requests.packages.chardet.hebrewprober', 'requests.packages.chardet.langturkishmodel', 'requests.packages.chardet.version', 'requests.models', 'requests.hooks', 'requests.auth', 'requests.status_codes', 'requests.api', 'requests.sessions', 'requests.adapters', 'urllib3.contrib.socks', 'socks', 'tensorflow.python.keras.engine.training_arrays', 'scipy', 'scipy._distributor_init', 'scipy.__config__', 'scipy.version', 'scipy._lib', 'scipy._lib._testutils', 'scipy._lib._version', 'scipy._lib.six', 'scipy._lib._ccallback', 'scipy._lib._ccallback_c', 'scipy.sparse', 'scipy.sparse.base', 'scipy._lib._numpy_compat', 'scipy.sparse.sputils', 'scipy.sparse.csr', 'scipy.sparse._sparsetools', 'scipy.sparse.compressed', 'scipy._lib._util', 'scipy.sparse.data', 'scipy.sparse.dia', 'scipy.sparse.csc', 'scipy.sparse.lil', 'scipy.sparse._csparsetools', 'scipy.sparse.dok', 'scipy.sparse.coo', 'scipy.sparse.bsr', 'scipy.sparse.construct', 'scipy.sparse.extract', 'scipy.sparse._matrix_io', 'scipy.sparse.csgraph', 'scipy.sparse.csgraph._laplacian', 'scipy.sparse.csgraph._shortest_path', 'scipy.sparse.csgraph._validation', 'scipy.sparse.csgraph._tools', 'scipy.sparse.csgraph._traversal', 'scipy.sparse.csgraph._min_spanning_tree', 'scipy.sparse.csgraph._reordering', 'tensorflow.python.keras.engine.training_distributed', 'tensorflow.python.keras.engine.training_eager', 'tensorflow.python.keras.engine.training_generator', 'tensorflow.python.keras.engine.network', 'tensorflow.python.keras.engine.saving', 'yaml', 'yaml.error', 'yaml.tokens', 'yaml.events', 'yaml.nodes', 'yaml.loader', 'yaml.reader', 'yaml.scanner', 'yaml.parser', 'yaml.composer', 'yaml.constructor', 'yaml.resolver', 'yaml.dumper', 'yaml.emitter', 'yaml.serializer', 'yaml.representer', 'yaml.cyaml', '_yaml', 'tensorflow.python.keras.utils.np_utils', 'tensorflow.python.keras.utils.vis_utils', 'tensorflow.python.keras.applications', 'keras_applications', 'tensorflow.python.keras.layers', 'tensorflow.python.keras.layers.advanced_activations', 'tensorflow.python.keras.layers.convolutional', 'tensorflow.python.keras.layers.pooling', 'tensorflow.python.keras.layers.core', 'tensorflow.python.keras.layers.embeddings', 'tensorflow.python.keras.layers.local', 'tensorflow.python.keras.layers.merge', 'tensorflow.python.keras.layers.noise', 'tensorflow.python.keras.layers.normalization', 'tensorflow.python.keras.layers.recurrent', 'tensorflow.python.keras.layers.convolutional_recurrent', 'tensorflow.python.keras.layers.cudnn_recurrent', 'tensorflow.python.keras.layers.wrappers', 'tensorflow.python.keras.layers.serialization', 'tensorflow.python.keras.models', 'tensorflow.python.keras.engine.sequential', 'tensorflow.python.keras.applications.densenet', 'keras_applications.densenet', 'keras_applications.imagenet_utils', 'tensorflow.python.keras.applications.inception_resnet_v2', 'keras_applications.inception_resnet_v2', 'tensorflow.python.keras.applications.inception_v3', 'keras_applications.inception_v3', 'tensorflow.python.keras.applications.mobilenet', 'keras_applications.mobilenet', 'tensorflow.python.keras.applications.mobilenet_v2', 'keras_applications.mobilenet_v2', 'tensorflow.python.keras.applications.nasnet', 'keras_applications.nasnet', 'tensorflow.python.keras.applications.resnet50', 'keras_applications.resnet50', 'tensorflow.python.keras.applications.vgg16', 'keras_applications.vgg16', 'tensorflow.python.keras.applications.vgg19', 'keras_applications.vgg19', 'tensorflow.python.keras.applications.xception', 'keras_applications.xception', 'tensorflow.python.keras.datasets', 'tensorflow.python.keras.datasets.boston_housing', 'tensorflow.python.keras.datasets.cifar10', 'tensorflow.python.keras.datasets.cifar', 'tensorflow.python.keras.datasets.cifar100', 'tensorflow.python.keras.datasets.fashion_mnist', 'gzip', 'tensorflow.python.keras.datasets.imdb', 'tensorflow.python.keras.preprocessing', 'keras_preprocessing', 'tensorflow.python.keras.preprocessing.image', 'keras_preprocessing.image', 'PIL', 'PIL._version', 'PIL.ImageEnhance', 'PIL.Image', 'PIL._util', 'PIL._imaging', 'PIL.ImageMode', 'PIL._binary', 'cffi', 'cffi.api', 'cffi.lock', 'cffi.error', 'cffi.model', 'PIL.ImageFilter', 'PIL.ImageStat', 'scipy.linalg', 'scipy.linalg.linalg_version', 'scipy.linalg.misc', 'scipy.linalg.blas', 'scipy.linalg._fblas', 'scipy.linalg.lapack', 'scipy.linalg._flapack', 'scipy.linalg.basic', 'scipy.linalg.flinalg', 'scipy.linalg._flinalg', 'scipy.linalg.decomp', 'scipy.linalg.decomp_svd', 'scipy.linalg._solve_toeplitz', 'scipy.linalg.decomp_lu', 'scipy.linalg._decomp_ldl', 'scipy.linalg.decomp_cholesky', 'scipy.linalg.decomp_qr', 'scipy.linalg._decomp_qz', 'scipy.linalg.decomp_schur', 'scipy.linalg._decomp_polar', 'scipy.linalg.matfuncs', 'scipy.linalg.special_matrices', 'scipy.linalg._expm_frechet', 'scipy.linalg._matfuncs_sqrtm', 'scipy.linalg._solvers', 'scipy.linalg._procrustes', 'scipy.linalg._decomp_update', 'scipy.linalg.cython_blas', 'scipy.linalg.cython_lapack', 'scipy.linalg._sketches', 'numpy.dual', 'scipy.ndimage', 'scipy.ndimage.filters', 'scipy.ndimage._ni_support', 'scipy.ndimage._nd_image', 'scipy.ndimage._ni_docstrings', 'scipy.misc', 'scipy.misc.doccer', 'scipy.misc.common', 'scipy.interpolate', 'scipy.interpolate.interpolate', 'scipy.special', 'scipy.special.sf_error', 'scipy.special._ufuncs', 'scipy.special._ufuncs_cxx', 'scipy.special.basic', 'scipy.special.specfun', 'scipy.special.orthogonal', 'scipy.special._comb', 'scipy.special._logsumexp', 'scipy.special.spfun_stats', 'scipy.special._ellip_harm', 'scipy.special._ellip_harm_2', 'scipy.special.lambertw', 'scipy.special._spherical_bessel', 'scipy.interpolate.fitpack', 'scipy.interpolate._fitpack_impl', 'scipy.interpolate._fitpack', 'scipy.interpolate.dfitpack', 'scipy.interpolate._bsplines', 'scipy.interpolate._bspl', 'scipy.interpolate.polyint', 'scipy.interpolate._ppoly', 'scipy.interpolate.fitpack2', 'scipy.interpolate.interpnd', 'scipy.spatial', 'scipy.spatial.kdtree', 'scipy.spatial.ckdtree', 'scipy.spatial.qhull', 'scipy._lib.messagestream', 'scipy.spatial._spherical_voronoi', 'numpy.matlib', 'scipy.spatial._voronoi', 'scipy.spatial.distance', 'scipy.spatial._distance_wrap', 'scipy.spatial._hausdorff', 'scipy.spatial._plotutils', 'scipy._lib.decorator', 'scipy.spatial._procrustes', 'scipy.interpolate.rbf', 'scipy.interpolate._cubic', 'scipy.interpolate.ndgriddata', 'scipy.interpolate._pade', 'scipy.misc.pilutil', 'scipy.ndimage.fourier', 'scipy.ndimage.interpolation', 'scipy.ndimage.measurements', '_ni_label', 'scipy.ndimage._ni_label', 'scipy.ndimage.morphology', 'scipy.ndimage.io', 'tensorflow.python.keras.preprocessing.sequence', 'keras_preprocessing.sequence', 'tensorflow.python.keras.preprocessing.text', 'keras_preprocessing.text', 'tensorflow.python.keras.datasets.mnist', 'tensorflow.python.keras.datasets.reuters', 'tensorflow.python.keras.estimator', 'tensorflow.python.estimator', 'tensorflow.python.estimator.estimator_lib', 'tensorflow.python.estimator.canned', 'tensorflow.python.estimator.canned.baseline', 'tensorflow.python.estimator.estimator', 'tensorflow.python.estimator.model_fn', 'tensorflow.python.estimator.export', 'tensorflow.python.estimator.export.export_output', 'tensorflow.python.saved_model', 'tensorflow.python.saved_model.signature_def_utils', 'tensorflow.python.saved_model.signature_def_utils_impl', 'tensorflow.python.saved_model.signature_constants', 'tensorflow.python.saved_model.utils', 'tensorflow.python.saved_model.utils_impl', 'tensorflow.python.saved_model.constants', 'tensorflow.python.saved_model.tag_constants', 'tensorflow.python.training.monitored_session', 'tensorflow.python.distribute', 'tensorflow.python.distribute.distribute_coordinator_context', 'tensorflow.python.ops.resources', 'tensorflow.python.training.basic_session_run_hooks', 'tensorflow.python.client.timeline', 'tensorflow.python.training.session_run_hook', 'tensorflow.python.training.summary_io', 'tensorflow.python.summary.summary_iterator', 'tensorflow.python.training.coordinator', 'tensorflow.python.training.queue_runner', 'tensorflow.python.training.queue_runner_impl', 'tensorflow.core.protobuf.queue_runner_pb2', 'tensorflow.python.training.session_manager', 'tensorflow.python.estimator.run_config', 'tensorflow.python.distribute.estimator_training', 'tensorflow.python.distribute.distribute_coordinator', 'tensorflow.python.distribute.multi_worker_util', 'tensorflow.python.training.server_lib', 'tensorflow.python.util.compat_internal', 'tensorflow.python.estimator.util', 'tensorflow.python.training.training', 'tensorflow.python.ops.sdca_ops', 'tensorflow.python.ops.gen_sdca_ops', 'tensorflow.python.training.adadelta', 'tensorflow.python.training.training_ops', 'tensorflow.python.training.gen_training_ops', 'tensorflow.python.training.adagrad', 'tensorflow.python.training.adagrad_da', 'tensorflow.python.training.proximal_adagrad', 'tensorflow.python.training.adam', 'tensorflow.python.training.ftrl', 'tensorflow.python.training.momentum', 'tensorflow.python.training.moving_averages', 'tensorflow.python.training.rmsprop', 'tensorflow.python.training.gradient_descent', 'tensorflow.python.training.proximal_gradient_descent', 'tensorflow.python.training.sync_replicas_optimizer', 'tensorflow.python.training.input', 'tensorflow.python.layers', 'tensorflow.python.layers.utils', 'tensorflow.python.training.basic_loops', 'tensorflow.python.training.checkpoint_utils', 'tensorflow.python.training.device_setter', 'tensorflow.python.training.supervisor', 'tensorflow.python.training.warm_starting_util', 'tensorflow.python.training.checkpoint_ops', 'tensorflow.python.ops.gen_checkpoint_ops', 'tensorflow.core.example', 'tensorflow.core.example.example_pb2', 'tensorflow.core.example.feature_pb2', 'tensorflow.python.training.learning_rate_decay', 'tensorflow.python.estimator.export.export', 'tensorflow.python.ops.metrics', 'tensorflow.python.ops.metrics_impl', 'tensorflow.python.saved_model.builder', 'tensorflow.python.saved_model.builder_impl', 'tensorflow.core.protobuf.saved_model_pb2', 'tensorflow.python.training.evaluation', 'tensorflow.python.estimator.canned.head', 'tensorflow.python.estimator.canned.metric_keys', 'tensorflow.python.estimator.canned.prediction_keys', 'tensorflow.python.feature_column', 'tensorflow.python.feature_column.feature_column', 'tensorflow.python.layers.base', 'tensorflow.python.ops.losses.losses', 'tensorflow.python.estimator.canned.optimizers', 'tensorflow.python.estimator.canned.boosted_trees', 'tensorflow.python.ops.boosted_trees_ops', 'tensorflow.python.ops.gen_boosted_trees_ops', 'tensorflow.python.estimator.canned.dnn', 'tensorflow.python.layers.core', 'tensorflow.python.layers.normalization', 'tensorflow.python.estimator.canned.dnn_linear_combined', 'tensorflow.python.estimator.canned.linear', 'tensorflow.python.estimator.canned.parsing_utils', 'tensorflow.python.estimator.export.export_lib', 'tensorflow.python.estimator.exporter', 'tensorflow.python.estimator.gc', 'tensorflow.python.estimator.inputs', 'tensorflow.python.estimator.inputs.inputs', 'tensorflow.python.estimator.inputs.numpy_io', 'tensorflow.python.estimator.inputs.queues', 'tensorflow.python.estimator.inputs.queues.feeding_functions', 'tensorflow.python.estimator.inputs.queues.feeding_queue_runner', 'pandas', 'pytz', 'pytz.exceptions', 'pytz.lazy', 'pytz.tzinfo', 'pytz.tzfile', 'dateutil', 'dateutil._version', 'pandas.compat', 'distutils', 'distutils.version', 'pandas.compat.chainmap', 'dateutil.parser', 'dateutil.parser._parser', 'dateutil.relativedelta', 'dateutil._common', 'dateutil.tz', 'dateutil.tz.tz', 'dateutil.tz._common', 'dateutil.tz._factories', 'dateutil.parser.isoparser', 'typing', 'typing.io', 'typing.re', 'pandas.compat.numpy', 'pandas._libs', 'pandas._libs.tslib', 'pandas._libs.tslibs', 'pandas._libs.tslibs.conversion', 'pandas._libs.tslibs.np_datetime', '_cython_0_28_4', 'pandas._libs.tslibs.nattype', 'pandas._libs.tslibs.timedeltas', 'pandas._libs.tslibs.timezones', 'pandas._libs.tslibs.parsing', 'pandas._libs.tslibs.ccalendar', 'pandas._libs.tslibs.strptime', 'pandas._libs.tslibs.timestamps', 'pandas._libs.tslibs.fields', 'pandas._libs.hashtable', 'pandas._libs.missing', 'pandas._libs.lib', 'pandas.core', 'pandas.core.config_init', 'pandas.core.config', 'pandas.io', 'pandas.io.formats', 'pandas.io.formats.printing', 'pandas.core.dtypes', 'pandas.core.dtypes.inference', 'pandas.io.formats.console', 'pandas.io.formats.terminal', 'pandas.core.api', 'pandas.core.algorithms', 'pandas.core.dtypes.cast', 'pandas.core.dtypes.common', 'pandas._libs.algos', 'pandas.core.dtypes.dtypes', 'pandas.core.dtypes.generic', 'pandas.core.dtypes.base', 'pandas.errors', 'pandas.core.dtypes.missing', 'pandas.core.common', 'pandas.util', 'pandas.util._decorators', 'pandas._libs.properties', 'pandas.core.util', 'pandas.core.util.hashing', 'pandas._libs.hashing', 'pandas.core.arrays', 'pandas.core.arrays.base', 'pandas.compat.numpy.function', 'pandas.util._validators', 'pandas.core.arrays.categorical', 'pandas.core.accessor', 'pandas.core.base', 'pandas.core.nanops', 'bottleneck', 'bottleneck.reduce', 'bottleneck.nonreduce', 'bottleneck.nonreduce_axis', 'bottleneck.move', 'bottleneck.slow', 'bottleneck.slow.reduce', 'bottleneck.slow.nonreduce', 'bottleneck.slow.nonreduce_axis', 'bottleneck.slow.move', 'bottleneck.version', 'bottleneck.benchmark', 'bottleneck.benchmark.bench', 'bottleneck.benchmark.autotimeit', 'timeit', 'bottleneck.benchmark.bench_detailed', 'bottleneck.tests', 'bottleneck.tests.util', 'pandas.core.missing', 'pandas.core.groupby', 'pandas.core.groupby.groupby', 'pandas.core.index', 'pandas.core.indexes', 'pandas.core.indexes.api', 'pandas.core.indexes.base', 'pandas._libs.index', 'pandas._libs.tslibs.period', 'pandas._libs.tslibs.frequencies', 'pandas._libs.tslibs.resolution', 'pandas.tseries', 'pandas.tseries.offsets', 'pandas.core.tools', 'pandas.core.tools.datetimes', 'dateutil.easter', 'pandas._libs.tslibs.offsets', 'pandas.tseries.frequencies', 'pandas._libs.join', 'pandas.core.ops', 'pandas._libs.ops', 'pandas.core.indexes.frozen', 'pandas.core.dtypes.concat', 'pandas.core.sorting', 'pandas.core.strings', 'pandas.core.indexes.category', 'pandas.core.indexes.multi', 'pandas.core.indexes.interval', 'pandas._libs.interval', 'pandas.core.indexes.datetimes', 'pandas.core.indexes.numeric', 'pandas.core.indexes.datetimelike', 'pandas.core.tools.timedeltas', 'pandas.core.indexes.timedeltas', 'pandas.core.indexes.range', 'pandas.core.indexes.period', 'pandas.core.frame', 'pandas.core.generic', 'pandas.core.indexing', 'pandas._libs.indexing', 'pandas.core.internals', 'pandas._libs.internals', 'pandas.core.sparse', 'pandas.core.sparse.array', 'pandas._libs.sparse', 'pandas.io.formats.format', 'pandas.io.common', 'mmap', 'pandas.core.series', 'pandas.core.indexes.accessors', 'pandas.plotting', 'pandas.plotting._misc', 'pandas.plotting._style', 'pandas.plotting._compat', 'pandas.plotting._tools', 'pandas.plotting._core', 'pandas.plotting._converter', 'matplotlib', 'matplotlib.cbook', 'glob', 'matplotlib.cbook.deprecation', 'matplotlib.rcsetup', 'matplotlib.fontconfig_pattern', 'pyparsing', 'matplotlib.colors', 'matplotlib._color_data', 'cycler', 'matplotlib._version'] 2018-11-09 18:12:51,291@chess_zero.agent.model_chess DEBUG # model files does not exist at /home/pratyush/dev/chess-alpha-zero/data/model/model_best_config.json and /home/pratyush/dev/chess-alpha-zero/data/model/model_best_weight.h5 2018-11-09 18:12:51.311401: I tensorflow/core/platform/cpu_feature_guard.cc:141] Your CPU supports instructions that this TensorFlow binary was not compiled to use: SSE4.1 SSE4.2 AVX AVX2 FMA 2018-11-09 18:12:51.417690: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:964] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero 2018-11-09 18:12:51.418251: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1411] Found device 0 with properties: name: GeForce GTX 1070 with Max-Q Design major: 6 minor: 1 memoryClockRate(GHz): 1.2655 pciBusID: 0000:01:00.0 totalMemory: 7.93GiB freeMemory: 7.40GiB 2018-11-09 18:12:51.418265: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1490] Adding visible gpu devices: 0 2018-11-09 18:12:52.573736: I tensorflow/core/common_runtime/gpu/gpu_device.cc:971] Device interconnect StreamExecutor with strength 1 edge matrix: 2018-11-09 18:12:52.573766: I tensorflow/core/common_runtime/gpu/gpu_device.cc:977] 0 2018-11-09 18:12:52.573773: I tensorflow/core/common_runtime/gpu/gpu_device.cc:990] 0: N 2018-11-09 18:12:52.573933: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1103] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 7136 MB memory) -> physical GPU (device: 0, name: GeForce GTX 1070 with Max-Q Design, pci bus id: 0000:01:00.0, compute capability: 6.1) Traceback (most recent call last): File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/framework/ops.py", line 1626, in _create_c_op c_op = c_api.TF_FinishOperation(op_desc) tensorflow.python.framework.errors_impl.InvalidArgumentError: Shape must be rank 1 but is rank 0 for 'input_batchnorm/cond/Reshape_4' (op: 'Reshape') with input shapes: [1,256,1,1], []. During handling of the above exception, another exception occurred: Traceback (most recent call last): File "src/chess_zero/run.py", line 20, in <module> manager.start() File "src/chess_zero/manager.py", line 64, in start return self_play.start(config) File "src/chess_zero/worker/self_play.py", line 25, in start return SelfPlayWorker(config).start() File "src/chess_zero/worker/self_play.py", line 45, in __init__ self.current_model = self.load_model() File "src/chess_zero/worker/self_play.py", line 86, in load_model model.build() File "src/chess_zero/agent/model_chess.py", line 68, in build x = BatchNormalization(axis=1, name="input_batchnorm")(x) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/keras/engine/base_layer.py", line 457, in __call__ output = self.call(inputs, **kwargs) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/keras/layers/normalization.py", line 206, in call training=training) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py", line 3123, in in_train_phase x = switch(training, x, alt) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py", line 3058, in switch else_expression_fn) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/deprecation.py", line 488, in new_func return func(*args, **kwargs) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/ops/control_flow_ops.py", line 2087, in cond orig_res_f, res_f = context_f.BuildCondBranch(false_fn) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/ops/control_flow_ops.py", line 1920, in BuildCondBranch original_result = fn() File "/home/pratyush/anaconda3/lib/python3.6/site-packages/keras/layers/normalization.py", line 167, in normalize_inference epsilon=self.epsilon) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py", line 1908, in batch_normalization mean = tf.reshape(mean, (-1)) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/ops/gen_array_ops.py", line 6296, in reshape "Reshape", tensor=tensor, shape=shape, name=name) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/framework/op_def_library.py", line 787, in _apply_op_helper op_def=op_def) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/deprecation.py", line 488, in new_func return func(*args, **kwargs) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/framework/ops.py", line 3272, in create_op op_def=op_def) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/framework/ops.py", line 1790, in __init__ control_input_ops) File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/framework/ops.py", line 1629, in _create_c_op raise ValueError(str(e)) ValueError: Shape must be rank 1 but is rank 0 for 'input_batchnorm/cond/Reshape_4' (op: 'Reshape') with input shapes: [1,256,1,1], [].

Still does not work.

pratyush@pratyush-GS65-Stealth-Thin-8RF:~/dev/chess-alpha-zero$ git status
HEAD detached at ef47486

With data/model empty.

pratyush@pratyush-GS65-Stealth-Thin-8RF:~/dev/chess-alpha-zero$ python src/chess_zero/run.py self
2018-11-11 10:52:08,263@chess_zero.manager INFO # config type: mini
Using TensorFlow backend.
2018-11-11 10:52:10,175@matplotlib DEBUG # $HOME=/home/pratyush
2018-11-11 10:52:10,175@matplotlib DEBUG # CONFIGDIR=/home/pratyush/.config/matplotlib
2018-11-11 10:52:10,175@matplotlib DEBUG # matplotlib data path: /home/pratyush/anaconda3/lib/python3.6/site-packages/matplotlib/mpl-data
2018-11-11 10:52:10,178@matplotlib DEBUG # loaded rc file /home/pratyush/anaconda3/lib/python3.6/site-packages/matplotlib/mpl-data/matplotlibrc
2018-11-11 10:52:10,179@matplotlib DEBUG # matplotlib version 3.0.1
2018-11-11 10:52:10,179@matplotlib DEBUG # interactive is False
2018-11-11 10:52:10,180@matplotlib DEBUG # platform is linux
2018-11-11 10:52:10,180@matplotlib DEBUG # loaded modules: ['builtins', 'sys', '_frozen_importlib', '_imp', '_warnings', '_thread', '_weakref', '_frozen_importlib_external', '_io', 'marshal', 'posix', 'zipimport', 'encodings', 'codecs', '_codecs', 'encodings.aliases', 'encodings.utf_8', '_signal', '__main__', 'encodings.latin_1', 'io', 'abc', '_weakrefset', 'site', 'os', 'errno', 'stat', '_stat', 'posixpath', 'genericpath', 'os.path', '_collections_abc', '_sitebuiltins', 'sysconfig', '_sysconfigdata_m_linux_x86_64-linux-gnu', '_bootlocale', '_locale', 'types', 'functools', '_functools', 'collections', 'operator', '_operator', 'keyword', 'heapq', '_heapq', 'itertools', 'reprlib', '_collections', 'weakref', 'collections.abc', 'importlib', 'importlib._bootstrap', 'importlib._bootstrap_external', 'warnings', 'importlib.util', 'importlib.abc', 'importlib.machinery', 'contextlib', 'mpl_toolkits', 'google', 'sphinxcontrib', 'encodings.cp437', 'multiprocessing', 'multiprocessing.context', 'threading', 'time', 'traceback', 'linecache', 'tokenize', 're', 'enum', 'sre_compile', '_sre', 'sre_parse', 'sre_constants', 'copyreg', 'token', 'multiprocessing.process', 'signal', 'multiprocessing.reduction', 'pickle', 'struct', '_struct', '_compat_pickle', '_pickle', 'socket', '_socket', 'selectors', 'math', 'select', 'array', '__mp_main__', 'chess_zero', 'chess_zero.manager', 'argparse', 'copy', 'textwrap', 'gettext', 'locale', 'logging', 'string', '_string', 'atexit', 'chess_zero.lib', 'chess_zero.lib.logger', 'chess_zero.config', 'numpy', '__future__', 'numpy._globals', 'numpy.__config__', 'numpy.version', 'numpy._import_tools', 'numpy.add_newdocs', 'numpy.lib', 'numpy.lib.info', 'numpy.lib.type_check', 'numpy.core', 'numpy.core.info', 'datetime', '_datetime', 'numpy.core.multiarray', 'numpy.core.umath', 'numpy.core._internal', 'numpy.compat', 'numpy.compat._inspect', 'numpy.compat.py3k', 'pathlib', 'fnmatch', 'ntpath', 'urllib', 'urllib.parse', 'ctypes', '_ctypes', 'ctypes._endian', 'numpy.core.numerictypes', 'numbers', 'numpy.core.numeric', 'numpy.core.fromnumeric', 'numpy.core._methods', 'numpy.core.arrayprint', 'numpy.core.defchararray', 'numpy.core.records', 'numpy.core.memmap', 'numpy.core.function_base', 'numpy.core.machar', 'numpy.core.getlimits', 'numpy.core.shape_base', 'numpy.core.einsumfunc', 'numpy.testing', 'unittest', 'unittest.result', 'unittest.util', 'unittest.case', 'difflib', 'pprint', 'unittest.suite', 'unittest.loader', 'unittest.main', 'unittest.runner', 'unittest.signals', 'numpy.testing._private', 'numpy.testing._private.utils', 'gc', 'shutil', 'zlib', 'bz2', '_compression', '_bz2', 'lzma', '_lzma', 'pwd', 'grp', 'tempfile', 'random', 'hashlib', '_hashlib', '_blake2', '_sha3', 'bisect', '_bisect', '_random', 'numpy.lib.utils', 'numpy.testing._private.decorators', 'numpy.testing._private.nosetester', 'numpy.testing._private.pytesttester', 'numpy.lib.ufunclike', 'numpy.lib.index_tricks', 'numpy.lib.function_base', 'numpy.lib.twodim_base', 'numpy.lib.histograms', 'numpy.matrixlib', 'numpy.matrixlib.defmatrix', 'ast', '_ast', 'numpy.linalg', 'numpy.linalg.info', 'numpy.linalg.linalg', 'numpy.linalg.lapack_lite', 'numpy.linalg._umath_linalg', 'numpy.lib.stride_tricks', 'numpy.lib.mixins', 'numpy.lib.nanfunctions', 'numpy.lib.shape_base', 'numpy.lib.scimath', 'numpy.lib.polynomial', 'numpy.lib.arraysetops', 'numpy.lib.npyio', 'numpy.lib.format', 'numpy.lib._datasource', 'numpy.lib._iotools', 'numpy.lib.financial', 'decimal', '_decimal', 'numpy.lib.arrayterator', 'numpy.lib.arraypad', 'numpy.lib._version', 'numpy.core._multiarray_tests', 'numpy._distributor_init', 'numpy._mklinit', 'numpy.fft', 'numpy.fft.info', 'numpy.fft.fftpack', 'numpy.fft.fftpack_lite', 'numpy.fft.helper', 'mkl_fft', '_cython_0_28_5', 'cython_runtime', 'mkl_fft._pydfti', 'mkl_fft._version', 'mkl_fft._numpy_fft', 'numpy.polynomial', 'numpy.polynomial.polynomial', 'numpy.polynomial.polyutils', 'numpy.polynomial._polybase', 'numpy.polynomial.chebyshev', 'numpy.polynomial.legendre', 'numpy.polynomial.hermite', 'numpy.polynomial.hermite_e', 'numpy.polynomial.laguerre', 'numpy.random', 'numpy.random.info', 'numpy.random.mtrand', 'mtrand', 'numpy.ctypeslib', 'numpy.ma', 'numpy.ma.core', 'numpy.ma.extras', 'chess_zero.configs', 'chess_zero.configs.mini', 'chess_zero.worker', 'chess_zero.worker.self_play', 'concurrent', 'concurrent.futures', 'concurrent.futures._base', 'concurrent.futures.process', 'queue', 'multiprocessing.connection', '_multiprocessing', 'multiprocessing.util', 'subprocess', '_posixsubprocess', 'concurrent.futures.thread', 'chess_zero.agent', 'chess_zero.agent.model_chess', 'ftplib', 'ssl', 'ipaddress', '_ssl', 'base64', 'binascii', 'json', 'json.decoder', 'json.scanner', '_json', 'json.encoder', 'keras', 'keras.utils', 'keras.utils.np_utils', 'keras.utils.generic_utils', 'six', 'inspect', 'dis', 'opcode', '_opcode', 'keras.utils.data_utils', 'tarfile', 'zipfile', 'multiprocessing.pool', 'six.moves', 'six.moves.urllib', 'six.moves.urllib.error', 'urllib.error', 'urllib.response', 'six.moves.urllib.request', 'urllib.request', 'email', 'http', 'http.client', 'email.parser', 'email.feedparser', 'email.errors', 'email._policybase', 'email.header', 'email.quoprimime', 'email.base64mime', 'email.charset', 'email.encoders', 'quopri', 'email.utils', 'email._parseaddr', 'calendar', 'email.message', 'uu', 'email._encoded_words', 'email.iterators', 'keras.utils.io_utils', 'h5py', 'h5py._errors', 'h5py._hl', 'h5py._hl.compat', 'h5py._conv', 'h5py.h5r', 'h5py._objects', 'h5py.defs', 'h5py.h5t', 'h5py.utils', 'h5py.h5', 'h5py.h5py_warnings', 'platform', 'h5py.h5z', 'h5py.h5a', 'h5py.h5s', 'h5py.h5p', 'h5py.h5ac', 'h5py._proxy', 'h5py.h5d', 'h5py.h5ds', 'h5py.h5f', 'h5py.h5g', 'h5py.h5i', 'h5py.h5fd', 'h5py._hl.filters', 'h5py._hl.base', 'h5py._hl.files', 'h5py._hl.group', 'h5py.h5o', 'h5py.h5l', 'h5py._hl.dataset', 'h5py._hl.selections', 'h5py._hl.selections2', 'h5py._hl.datatype', 'h5py.version', 'h5py._hl.attrs', 'uuid', 'ctypes.util', 'keras.utils.conv_utils', 'keras.backend', 'keras.backend.common', 'keras.backend.tensorflow_backend', 'tensorflow', 'tensorflow.python', 'tensorflow.python.pywrap_tensorflow', 'tensorflow.python.platform', 'tensorflow.python.platform.self_check', 'tensorflow.python.platform.build_info', 'tensorflow.python.pywrap_tensorflow_internal', 'imp', 'swig_runtime_data4', '_pywrap_tensorflow_internal', 'tensorflow.core', 'tensorflow.core.framework', 'tensorflow.core.framework.graph_pb2', 'google.protobuf', 'pkg_resources', 'pkgutil', 'plistlib', 'xml', 'xml.parsers', 'xml.parsers.expat', 'pyexpat.errors', 'pyexpat.model', 'pyexpat', 'xml.parsers.expat.model', 'xml.parsers.expat.errors', 'pkg_resources.extern', 'pkg_resources._vendor', 'pkg_resources.extern.six', 'pkg_resources._vendor.six', 'pkg_resources.extern.six.moves', 'pkg_resources._vendor.six.moves', 'pkg_resources.py31compat', 'pkg_resources.extern.appdirs', 'pkg_resources._vendor.packaging.__about__', 'pkg_resources.extern.packaging', 'pkg_resources.extern.packaging.version', 'pkg_resources.extern.packaging._structures', 'pkg_resources.extern.packaging.specifiers', 'pkg_resources.extern.packaging._compat', 'pkg_resources.extern.packaging.requirements', 'pkg_resources.extern.pyparsing', 'pkg_resources.extern.six.moves.urllib', 'pkg_resources.extern.packaging.markers', 'google.protobuf.descriptor', 'google.protobuf.internal', 'google.protobuf.internal.api_implementation', 'google.protobuf.internal._api_implementation', 'google.protobuf.pyext', 'google.protobuf.internal.containers', 'google.protobuf.internal.enum_type_wrapper', 'google.protobuf.message', 'google.protobuf.pyext._message', 'google.protobuf.reflection', 'google.protobuf.pyext.cpp_message', 'google.protobuf.symbol_database', 'google.protobuf.descriptor_pool', 'google.protobuf.descriptor_database', 'google.protobuf.text_encoding', 'google.protobuf.message_factory', 'tensorflow.core.framework.node_def_pb2', 'tensorflow.core.framework.attr_value_pb2', 'tensorflow.core.framework.tensor_pb2', 'tensorflow.core.framework.resource_handle_pb2', 'google.protobuf.internal.well_known_types', 'tensorflow.core.framework.tensor_shape_pb2', 'tensorflow.core.framework.types_pb2', 'tensorflow.core.framework.function_pb2', 'tensorflow.core.framework.op_def_pb2', 'tensorflow.core.framework.versions_pb2', 'tensorflow.core.framework.summary_pb2', 'tensorflow.core.protobuf', 'tensorflow.core.protobuf.meta_graph_pb2', 'google.protobuf.any_pb2', 'tensorflow.core.protobuf.saver_pb2', 'tensorflow.core.protobuf.config_pb2', 'tensorflow.core.framework.cost_graph_pb2', 'tensorflow.core.framework.step_stats_pb2', 'tensorflow.core.framework.allocation_description_pb2', 'tensorflow.core.framework.tensor_description_pb2', 'tensorflow.core.protobuf.debug_pb2', 'tensorflow.core.protobuf.cluster_pb2', 'tensorflow.core.protobuf.rewriter_config_pb2', 'tensorflow.core.protobuf.tensorflow_server_pb2', 'tensorflow.core.util', 'tensorflow.core.util.event_pb2', 'tensorflow.python.framework', 'tensorflow.python.framework.framework_lib', 'tensorflow.python.framework.device', 'tensorflow.python.util', 'tensorflow.python.util.tf_export', 'tensorflow.python.util.tf_decorator', 'tensorflow.python.framework.ops', 'tensorflow.python.eager', 'tensorflow.python.eager.context', 'tensorflow.python.framework.c_api_util', 'tensorflow.core.framework.api_def_pb2', 'tensorflow.python.util.compat', 'tensorflow.python.util.tf_contextlib', 'tensorflow.python.util.is_in_graph_mode', 'tensorflow.python.eager.core', 'tensorflow.python.framework.errors', 'tensorflow.python.framework.errors_impl', 'tensorflow.core.lib', 'tensorflow.core.lib.core', 'tensorflow.core.lib.core.error_codes_pb2', 'tensorflow.python.util.tf_inspect', 'tensorflow.python.eager.tape', 'tensorflow.python.framework.cpp_shape_inference_pb2', 'tensorflow.python.framework.dtypes', 'tensorflow.python.framework.error_interpolation', 'tensorflow.python.util.tf_stack', 'tensorflow.python.framework.op_def_registry', 'tensorflow.python.framework.registry', 'tensorflow.python.platform.tf_logging', 'tensorflow.python.framework.tensor_shape', 'tensorflow.python.framework.traceable_stack', 'tensorflow.python.framework.versions', 'tensorflow.python.ops', 'tensorflow.python.ops.control_flow_util', 'tensorflow.python.platform.app', 'tensorflow.python.platform.flags', 'absl', 'absl.flags', 'getopt', 'absl.flags._argument_parser', 'csv', '_csv', 'absl.flags._helpers', 'fcntl', 'termios', 'absl.flags._defines', 'absl.flags._exceptions', 'absl.flags._flag', 'absl.flags._flagvalues', 'xml.dom', 'xml.dom.domreg', 'xml.dom.minidom', 'xml.dom.minicompat', 'xml.dom.xmlbuilder', 'xml.dom.NodeFilter', 'absl.flags._validators', 'tensorflow.python.util.decorator_utils', 'tensorflow.python.util.function_utils', 'tensorflow.python.util.lock_util', 'tensorflow.python.util.deprecation', 'tensorflow.python.framework.sparse_tensor', 'tensorflow.python.framework.tensor_util', 'tensorflow.python.framework.fast_tensor_util', 'tensorflow.python.framework.random_seed', 'tensorflow.python.framework.importer', 'tensorflow.python.framework.function', 'tensorflow.python.framework.graph_to_function_def', 'tensorflow.python.ops.array_ops', 'tensorflow.python.framework.common_shapes', 'tensorflow.python.framework.constant_op', 'tensorflow.python.eager.execute', 'google.protobuf.text_format', 'google.protobuf.internal.type_checkers', 'google.protobuf.internal.decoder', 'google.protobuf.internal.encoder', 'google.protobuf.internal.wire_format', 'tensorflow.python.ops.gen_array_ops', 'tensorflow.python.framework.op_def_library', 'tensorflow.python.ops.gen_math_ops', 'tensorflow.python.util.nest', 'tensorflow.python.ops.resource_variable_ops', 'tensorflow.core.framework.variable_pb2', 'tensorflow.python.ops.gen_resource_variable_ops', 'tensorflow.python.ops.gen_state_ops', 'tensorflow.python.ops.math_ops', 'tensorflow.python.framework.graph_util', 'tensorflow.python.framework.graph_util_impl', 'tensorflow.python.ops.gen_data_flow_ops', 'tensorflow.python.ops.gen_nn_ops', 'tensorflow.python.ops.gen_sparse_ops', 'tensorflow.python.ops.gen_spectral_ops', 'tensorflow.python.ops.variables', 'tensorflow.python.ops.control_flow_ops', 'tensorflow.core.protobuf.control_flow_pb2', 'tensorflow.python.ops.cond_v2_impl', 'tensorflow.python.ops.gen_functional_ops', 'tensorflow.python.ops.gen_control_flow_ops', 'tensorflow.python.ops.gen_logging_ops', 'tensorflow.python.ops.tensor_array_ops', 'tensorflow.python.util.tf_should_use', 'tensorflow.python.ops.state_ops', 'tensorflow.python.training', 'tensorflow.python.training.checkpointable', 'tensorflow.python.training.checkpointable.base', 'tensorflow.python.ops.gen_io_ops', 'tensorflow.python.training.saveable_object', 'tensorflow.python.util.serialization', 'tensorflow.python.ops.variable_scope', 'tensorflow.python.ops.init_ops', 'tensorflow.python.ops.gen_linalg_ops', 'tensorflow.python.ops.linalg_ops_impl', 'tensorflow.python.ops.random_ops', 'tensorflow.python.ops.gen_random_ops', 'tensorflow.python.framework.load_library', 'tensorflow.python.client', 'tensorflow.python.client.client_lib', 'tensorflow.python.client.session', 'tensorflow.python.ops.session_ops', 'tensorflow.python.ops.standard_ops', 'tensorflow.python.ops.array_grad', 'tensorflow.python.ops.sparse_ops', 'tensorflow.python.ops.check_ops', 'tensorflow.python.ops.cudnn_rnn_grad', 'tensorflow.python.ops.gen_cudnn_rnn_ops', 'tensorflow.python.ops.data_flow_grad', 'tensorflow.python.ops.data_flow_ops', 'tensorflow.python.lib', 'tensorflow.python.lib.io', 'tensorflow.python.lib.io.python_io', 'tensorflow.python.lib.io.tf_record', 'tensorflow.python.ops.manip_grad', 'tensorflow.python.ops.manip_ops', 'tensorflow.python.ops.gen_manip_ops', 'tensorflow.python.ops.math_grad', 'tensorflow.python.ops.random_grad', 'tensorflow.python.ops.sparse_grad', 'tensorflow.python.ops.spectral_grad', 'tensorflow.python.ops.spectral_ops', 'tensorflow.python.ops.state_grad', 'tensorflow.python.ops.tensor_array_grad', 'tensorflow.python.ops.clip_ops', 'tensorflow.python.ops.numerics', 'tensorflow.python.ops.special_math_ops', 'tensorflow.python.ops.confusion_matrix', 'tensorflow.python.ops.functional_ops', 'tensorflow.python.ops.gradients', 'tensorflow.python.eager.backprop', 'tensorflow.python.eager.imperative_grad', 'tensorflow.python.ops.custom_gradient', 'tensorflow.python.ops.gradients_impl', 'tensorflow.python.ops.control_flow_grad', 'tensorflow.python.ops.image_grad', 'tensorflow.python.ops.gen_image_ops', 'tensorflow.python.ops.linalg_grad', 'tensorflow.python.ops.linalg_ops', 'tensorflow.python.ops.linalg', 'tensorflow.python.ops.linalg.linalg_impl', 'tensorflow.python.ops.logging_ops', 'tensorflow.python.ops.histogram_ops', 'tensorflow.python.ops.io_ops', 'tensorflow.python.ops.lookup_ops', 'tensorflow.python.compat', 'tensorflow.python.compat.compat', 'tensorflow.python.ops.gen_lookup_ops', 'tensorflow.python.ops.string_ops', 'tensorflow.python.ops.gen_string_ops', 'tensorflow.python.ops.parsing_ops', 'tensorflow.python.ops.gen_parsing_ops', 'tensorflow.python.ops.partitioned_variables', 'tensorflow.python.ops.script_ops', 'tensorflow.python.ops.gen_script_ops', 'tensorflow.python.ops.template', 'tensorflow.python.eager.function', 'tensorflow.python.eager.graph_only_ops', 'tensorflow.python.framework.tensor_spec', 'tensorflow.python.training.distribution_strategy_context', 'tensorflow.python.util.lazy_loader', 'tensorflow.python.training.checkpointable.util', 'tensorflow.core.protobuf.checkpointable_object_graph_pb2', 'tensorflow.python.training.checkpoint_management', 'tensorflow.python.lib.io.file_io', 'tensorflow.python.training.training_util', 'tensorflow.python.framework.graph_io', 'tensorflow.python.training.checkpoint_state_pb2', 'tensorflow.python.training.optimizer', 'tensorflow.python.training.distribute', 'tensorflow.python.data', 'tensorflow.python.data.ops', 'tensorflow.python.data.ops.dataset_ops', 'tensorflow.python.data.ops.iterator_ops', 'tensorflow.python.data.ops.optional_ops', 'tensorflow.python.data.util', 'tensorflow.python.data.util.nest', 'tensorflow.python.data.util.sparse', 'tensorflow.python.ops.gen_dataset_ops', 'tensorflow.python.training.saver', 'tensorflow.python.framework.meta_graph', 'tensorflow.python.platform.gfile', 'tensorflow.python.data.util.random_seed', 'tensorflow.python.framework.smart_cond', 'tensorflow.python.data.ops.readers', 'tensorflow.python.data.util.convert', 'tensorflow.python.ops.losses', 'tensorflow.python.ops.losses.losses_impl', 'tensorflow.python.ops.nn', 'tensorflow.python.ops.ctc_ops', 'tensorflow.python.ops.gen_ctc_ops', 'tensorflow.python.ops.nn_grad', 'tensorflow.python.ops.nn_ops', 'tensorflow.python.ops.embedding_ops', 'tensorflow.python.ops.nn_impl', 'tensorflow.python.ops.candidate_sampling_ops', 'tensorflow.python.ops.gen_candidate_sampling_ops', 'tensorflow.python.ops.weights_broadcast_ops', 'tensorflow.python.ops.sets', 'tensorflow.python.ops.sets_impl', 'tensorflow.python.ops.gen_set_ops', 'tensorflow.python.ops.losses.util', 'tensorflow.python.training.device_util', 'tensorflow.python.training.slot_creator', 'tensorflow.python.training.checkpointable.data_structures', 'tensorflow.python.training.checkpointable.layer_utils', 'tensorflow.python.training.checkpointable.tracking', 'tensorflow.python.ops.initializers_ns', 'tensorflow.python.keras', 'tensorflow.python.keras.activations', 'tensorflow.python.keras.backend', 'tensorflow.python.ops.image_ops', 'tensorflow.python.ops.image_ops_impl', 'tensorflow.python.keras.utils', 'tensorflow.python.keras.utils.data_utils', 'tensorflow.python.keras.utils.generic_utils', 'tensorflow.python.keras.utils.io_utils', 'tensorflow.python.keras.utils.layer_utils', 'tensorflow.python.keras.utils.conv_utils', 'tensorflow.python.keras.utils.multi_gpu_utils', 'tensorflow.python.keras.engine', 'tensorflow.python.keras.engine.base_layer', 'tensorflow.python.keras.constraints', 'tensorflow.python.keras.initializers', 'tensorflow.python.keras.regularizers', 'tensorflow.python.keras.utils.tf_utils', 'tensorflow.tools', 'tensorflow.tools.docs', 'tensorflow.tools.docs.doc_controls', 'tensorflow.python.keras.engine.input_layer', 'tensorflow.python.keras.engine.training', 'tensorflow.python.keras.losses', 'tensorflow.python.keras.metrics', 'tensorflow.python.keras.optimizers', 'tensorflow.python.keras.engine.distributed_training_utils', 'tensorflow.python.keras.callbacks', 'tensorflow.python.keras.engine.training_utils', 'tensorflow.python.ops.summary_ops_v2', 'getpass', 'tensorflow.python.ops.gen_summary_ops', 'tensorflow.python.ops.summary_op_util', 'tensorflow.python.summary', 'tensorflow.python.summary.summary', 'google.protobuf.json_format', 'tensorflow.python.ops.summary_ops', 'tensorflow.python.summary.text_summary', 'tensorflow.python.summary.writer', 'tensorflow.python.summary.writer.writer', 'tensorflow.python.summary.plugin_asset', 'tensorflow.python.summary.writer.event_file_writer', 'tensorflow.python.summary.writer.event_file_writer_v2', 'tensorflow.python.summary.writer.writer_cache', 'requests', 'urllib3', 'urllib3.connectionpool', 'urllib3.exceptions', 'urllib3.packages', 'urllib3.packages.ssl_match_hostname', 'urllib3.packages.six', 'urllib3.packages.six.moves', 'urllib3.packages.six.moves.http_client', 'urllib3.connection', 'urllib3.util', 'urllib3.util.connection', 'urllib3.util.wait', 'urllib3.util.request', 'urllib3.util.response', 'urllib3.util.ssl_', 'hmac', 'urllib3.util.timeout', 'urllib3.util.retry', 'urllib3.util.url', 'urllib3._collections', 'urllib3.request', 'urllib3.filepost', 'urllib3.fields', 'mimetypes', 'urllib3.packages.six.moves.urllib', 'urllib3.packages.six.moves.urllib.parse', 'urllib3.response', 'urllib3.util.queue', 'urllib3.poolmanager', 'chardet', 'chardet.compat', 'chardet.universaldetector', 'chardet.charsetgroupprober', 'chardet.enums', 'chardet.charsetprober', 'chardet.escprober', 'chardet.codingstatemachine', 'chardet.escsm', 'chardet.latin1prober', 'chardet.mbcsgroupprober', 'chardet.utf8prober', 'chardet.mbcssm', 'chardet.sjisprober', 'chardet.mbcharsetprober', 'chardet.chardistribution', 'chardet.euctwfreq', 'chardet.euckrfreq', 'chardet.gb2312freq', 'chardet.big5freq', 'chardet.jisfreq', 'chardet.jpcntx', 'chardet.eucjpprober', 'chardet.gb2312prober', 'chardet.euckrprober', 'chardet.cp949prober', 'chardet.big5prober', 'chardet.euctwprober', 'chardet.sbcsgroupprober', 'chardet.sbcharsetprober', 'chardet.langcyrillicmodel', 'chardet.langgreekmodel', 'chardet.langbulgarianmodel', 'chardet.langthaimodel', 'chardet.langhebrewmodel', 'chardet.hebrewprober', 'chardet.langturkishmodel', 'chardet.version', 'requests.exceptions', 'urllib3.contrib', 'urllib3.contrib.pyopenssl', 'OpenSSL', 'OpenSSL.crypto', 'cryptography', 'cryptography.__about__', 'cryptography.x509', 'cryptography.x509.certificate_transparency', 'cryptography.x509.base', 'cryptography.utils', 'cryptography.hazmat', 'cryptography.hazmat.primitives', 'cryptography.hazmat.primitives.asymmetric', 'cryptography.hazmat.primitives.asymmetric.dsa', 'cryptography.hazmat.primitives.asymmetric.ec', 'cryptography.hazmat.primitives.asymmetric.rsa', 'cryptography.exceptions', 'cryptography.hazmat.backends', 'cryptography.hazmat.backends.interfaces', 'cryptography.x509.extensions', 'asn1crypto', 'asn1crypto.version', 'asn1crypto.keys', 'asn1crypto._elliptic_curve', 'asn1crypto._int', 'asn1crypto.util', 'asn1crypto._errors', 'asn1crypto._iri', 'encodings.idna', 'stringprep', 'unicodedata', 'asn1crypto._types', 'asn1crypto._ordereddict', 'asn1crypto._ffi', 'asn1crypto._perf', 'asn1crypto._perf._big_num_ctypes', 'asn1crypto.algos', 'asn1crypto.core', 'asn1crypto._teletex_codec', 'asn1crypto.parser', 'cryptography.hazmat.primitives.constant_time', 'cryptography.hazmat.bindings', '_cffi_backend', '_constant_time.lib', '_constant_time', 'cryptography.hazmat.bindings._constant_time', 'cryptography.hazmat.primitives.serialization', 'cryptography.x509.general_name', 'idna', 'idna.package_data', 'idna.core', 'idna.idnadata', 'idna.intranges', 'cryptography.x509.name', 'cryptography.x509.oid', 'cryptography.hazmat.primitives.hashes', 'OpenSSL._util', 'cryptography.hazmat.bindings.openssl', 'cryptography.hazmat.bindings.openssl.binding', '_openssl.lib', '_openssl', 'cryptography.hazmat.bindings._openssl', 'cryptography.hazmat.bindings.openssl._conditional', 'OpenSSL.SSL', 'OpenSSL.version', 'cryptography.hazmat.backends.openssl', 'cryptography.hazmat.backends.openssl.backend', 'cryptography.hazmat.backends.openssl.aead', 'cryptography.hazmat.backends.openssl.ciphers', 'cryptography.hazmat.primitives.ciphers', 'cryptography.hazmat.primitives.ciphers.base', 'cryptography.hazmat.primitives.ciphers.modes', 'cryptography.hazmat.backends.openssl.cmac', 'cryptography.hazmat.primitives.mac', 'cryptography.hazmat.backends.openssl.decode_asn1', 'cryptography.hazmat.backends.openssl.dh', 'cryptography.hazmat.primitives.asymmetric.dh', 'cryptography.hazmat.backends.openssl.dsa', 'cryptography.hazmat.backends.openssl.utils', 'cryptography.hazmat.primitives.asymmetric.utils', 'cryptography.hazmat.backends.openssl.ec', 'cryptography.hazmat.backends.openssl.encode_asn1', 'cryptography.hazmat.backends.openssl.hashes', 'cryptography.hazmat.backends.openssl.hmac', 'cryptography.hazmat.backends.openssl.rsa', 'cryptography.hazmat.primitives.asymmetric.padding', 'cryptography.hazmat.backends.openssl.x25519', 'cryptography.hazmat.primitives.asymmetric.x25519', 'cryptography.hazmat.backends.openssl.x509', 'cryptography.hazmat.primitives.ciphers.algorithms', 'cryptography.hazmat.primitives.kdf', 'cryptography.hazmat.primitives.kdf.scrypt', 'urllib3.packages.backports', 'urllib3.packages.backports.makefile', 'requests.__version__', 'requests.utils', 'requests.certs', 'certifi', 'certifi.core', 'requests._internal_utils', 'requests.compat', 'http.cookiejar', 'http.cookies', 'requests.cookies', 'requests.structures', 'requests.packages', 'requests.packages.urllib3', 'requests.packages.urllib3.connectionpool', 'requests.packages.urllib3.exceptions', 'requests.packages.urllib3.packages', 'requests.packages.urllib3.packages.ssl_match_hostname', 'requests.packages.urllib3.packages.six', 'requests.packages.urllib3.packages.six.moves', 'requests.packages.urllib3.packages.six.moves.http_client', 'requests.packages.urllib3.connection', 'requests.packages.urllib3.util', 'requests.packages.urllib3.util.connection', 'requests.packages.urllib3.util.wait', 'requests.packages.urllib3.util.request', 'requests.packages.urllib3.util.response', 'requests.packages.urllib3.util.ssl_', 'requests.packages.urllib3.util.timeout', 'requests.packages.urllib3.util.retry', 'requests.packages.urllib3.util.url', 'requests.packages.urllib3._collections', 'requests.packages.urllib3.request', 'requests.packages.urllib3.filepost', 'requests.packages.urllib3.fields', 'requests.packages.urllib3.packages.six.moves.urllib', 'requests.packages.urllib3.packages.six.moves.urllib.parse', 'requests.packages.urllib3.response', 'requests.packages.urllib3.util.queue', 'requests.packages.urllib3.poolmanager', 'requests.packages.urllib3.contrib', 'requests.packages.urllib3.contrib.pyopenssl', 'requests.packages.urllib3.packages.backports', 'requests.packages.urllib3.packages.backports.makefile', 'requests.packages.idna', 'requests.packages.idna.package_data', 'requests.packages.idna.core', 'requests.packages.idna.idnadata', 'requests.packages.idna.intranges', 'requests.packages.chardet', 'requests.packages.chardet.compat', 'requests.packages.chardet.universaldetector', 'requests.packages.chardet.charsetgroupprober', 'requests.packages.chardet.enums', 'requests.packages.chardet.charsetprober', 'requests.packages.chardet.escprober', 'requests.packages.chardet.codingstatemachine', 'requests.packages.chardet.escsm', 'requests.packages.chardet.latin1prober', 'requests.packages.chardet.mbcsgroupprober', 'requests.packages.chardet.utf8prober', 'requests.packages.chardet.mbcssm', 'requests.packages.chardet.sjisprober', 'requests.packages.chardet.mbcharsetprober', 'requests.packages.chardet.chardistribution', 'requests.packages.chardet.euctwfreq', 'requests.packages.chardet.euckrfreq', 'requests.packages.chardet.gb2312freq', 'requests.packages.chardet.big5freq', 'requests.packages.chardet.jisfreq', 'requests.packages.chardet.jpcntx', 'requests.packages.chardet.eucjpprober', 'requests.packages.chardet.gb2312prober', 'requests.packages.chardet.euckrprober', 'requests.packages.chardet.cp949prober', 'requests.packages.chardet.big5prober', 'requests.packages.chardet.euctwprober', 'requests.packages.chardet.sbcsgroupprober', 'requests.packages.chardet.sbcharsetprober', 'requests.packages.chardet.langcyrillicmodel', 'requests.packages.chardet.langgreekmodel', 'requests.packages.chardet.langbulgarianmodel', 'requests.packages.chardet.langthaimodel', 'requests.packages.chardet.langhebrewmodel', 'requests.packages.chardet.hebrewprober', 'requests.packages.chardet.langturkishmodel', 'requests.packages.chardet.version', 'requests.models', 'requests.hooks', 'requests.auth', 'requests.status_codes', 'requests.api', 'requests.sessions', 'requests.adapters', 'urllib3.contrib.socks', 'socks', 'tensorflow.python.keras.engine.training_arrays', 'scipy', 'scipy._distributor_init', 'scipy.__config__', 'scipy.version', 'scipy._lib', 'scipy._lib._testutils', 'scipy._lib._version', 'scipy._lib.six', 'scipy._lib._ccallback', 'scipy._lib._ccallback_c', 'scipy.sparse', 'scipy.sparse.base', 'scipy._lib._numpy_compat', 'scipy.sparse.sputils', 'scipy.sparse.csr', 'scipy.sparse._sparsetools', 'scipy.sparse.compressed', 'scipy._lib._util', 'scipy.sparse.data', 'scipy.sparse.dia', 'scipy.sparse.csc', 'scipy.sparse.lil', 'scipy.sparse._csparsetools', 'scipy.sparse.dok', 'scipy.sparse.coo', 'scipy.sparse.bsr', 'scipy.sparse.construct', 'scipy.sparse.extract', 'scipy.sparse._matrix_io', 'scipy.sparse.csgraph', 'scipy.sparse.csgraph._laplacian', 'scipy.sparse.csgraph._shortest_path', 'scipy.sparse.csgraph._validation', 'scipy.sparse.csgraph._tools', 'scipy.sparse.csgraph._traversal', 'scipy.sparse.csgraph._min_spanning_tree', 'scipy.sparse.csgraph._reordering', 'tensorflow.python.keras.engine.training_distributed', 'tensorflow.python.keras.engine.training_eager', 'tensorflow.python.keras.engine.training_generator', 'tensorflow.python.keras.engine.network', 'tensorflow.python.keras.engine.saving', 'yaml', 'yaml.error', 'yaml.tokens', 'yaml.events', 'yaml.nodes', 'yaml.loader', 'yaml.reader', 'yaml.scanner', 'yaml.parser', 'yaml.composer', 'yaml.constructor', 'yaml.resolver', 'yaml.dumper', 'yaml.emitter', 'yaml.serializer', 'yaml.representer', 'yaml.cyaml', '_yaml', 'tensorflow.python.keras.utils.np_utils', 'tensorflow.python.keras.utils.vis_utils', 'tensorflow.python.keras.applications', 'keras_applications', 'tensorflow.python.keras.layers', 'tensorflow.python.keras.layers.advanced_activations', 'tensorflow.python.keras.layers.convolutional', 'tensorflow.python.keras.layers.pooling', 'tensorflow.python.keras.layers.core', 'tensorflow.python.keras.layers.embeddings', 'tensorflow.python.keras.layers.local', 'tensorflow.python.keras.layers.merge', 'tensorflow.python.keras.layers.noise', 'tensorflow.python.keras.layers.normalization', 'tensorflow.python.keras.layers.recurrent', 'tensorflow.python.keras.layers.convolutional_recurrent', 'tensorflow.python.keras.layers.cudnn_recurrent', 'tensorflow.python.keras.layers.wrappers', 'tensorflow.python.keras.layers.serialization', 'tensorflow.python.keras.models', 'tensorflow.python.keras.engine.sequential', 'tensorflow.python.keras.applications.densenet', 'keras_applications.densenet', 'keras_applications.imagenet_utils', 'tensorflow.python.keras.applications.inception_resnet_v2', 'keras_applications.inception_resnet_v2', 'tensorflow.python.keras.applications.inception_v3', 'keras_applications.inception_v3', 'tensorflow.python.keras.applications.mobilenet', 'keras_applications.mobilenet', 'tensorflow.python.keras.applications.mobilenet_v2', 'keras_applications.mobilenet_v2', 'tensorflow.python.keras.applications.nasnet', 'keras_applications.nasnet', 'tensorflow.python.keras.applications.resnet50', 'keras_applications.resnet50', 'tensorflow.python.keras.applications.vgg16', 'keras_applications.vgg16', 'tensorflow.python.keras.applications.vgg19', 'keras_applications.vgg19', 'tensorflow.python.keras.applications.xception', 'keras_applications.xception', 'tensorflow.python.keras.datasets', 'tensorflow.python.keras.datasets.boston_housing', 'tensorflow.python.keras.datasets.cifar10', 'tensorflow.python.keras.datasets.cifar', 'tensorflow.python.keras.datasets.cifar100', 'tensorflow.python.keras.datasets.fashion_mnist', 'gzip', 'tensorflow.python.keras.datasets.imdb', 'tensorflow.python.keras.preprocessing', 'keras_preprocessing', 'tensorflow.python.keras.preprocessing.image', 'keras_preprocessing.image', 'PIL', 'PIL._version', 'PIL.ImageEnhance', 'PIL.Image', 'PIL._util', 'PIL._imaging', 'PIL.ImageMode', 'PIL._binary', 'cffi', 'cffi.api', 'cffi.lock', 'cffi.error', 'cffi.model', 'PIL.ImageFilter', 'PIL.ImageStat', 'scipy.linalg', 'scipy.linalg.linalg_version', 'scipy.linalg.misc', 'scipy.linalg.blas', 'scipy.linalg._fblas', 'scipy.linalg.lapack', 'scipy.linalg._flapack', 'scipy.linalg.basic', 'scipy.linalg.flinalg', 'scipy.linalg._flinalg', 'scipy.linalg.decomp', 'scipy.linalg.decomp_svd', 'scipy.linalg._solve_toeplitz', 'scipy.linalg.decomp_lu', 'scipy.linalg._decomp_ldl', 'scipy.linalg.decomp_cholesky', 'scipy.linalg.decomp_qr', 'scipy.linalg._decomp_qz', 'scipy.linalg.decomp_schur', 'scipy.linalg._decomp_polar', 'scipy.linalg.matfuncs', 'scipy.linalg.special_matrices', 'scipy.linalg._expm_frechet', 'scipy.linalg._matfuncs_sqrtm', 'scipy.linalg._solvers', 'scipy.linalg._procrustes', 'scipy.linalg._decomp_update', 'scipy.linalg.cython_blas', 'scipy.linalg.cython_lapack', 'scipy.linalg._sketches', 'numpy.dual', 'scipy.ndimage', 'scipy.ndimage.filters', 'scipy.ndimage._ni_support', 'scipy.ndimage._nd_image', 'scipy.ndimage._ni_docstrings', 'scipy.misc', 'scipy.misc.doccer', 'scipy.misc.common', 'scipy.interpolate', 'scipy.interpolate.interpolate', 'scipy.special', 'scipy.special.sf_error', 'scipy.special._ufuncs', 'scipy.special._ufuncs_cxx', 'scipy.special.basic', 'scipy.special.specfun', 'scipy.special.orthogonal', 'scipy.special._comb', 'scipy.special._logsumexp', 'scipy.special.spfun_stats', 'scipy.special._ellip_harm', 'scipy.special._ellip_harm_2', 'scipy.special.lambertw', 'scipy.special._spherical_bessel', 'scipy.interpolate.fitpack', 'scipy.interpolate._fitpack_impl', 'scipy.interpolate._fitpack', 'scipy.interpolate.dfitpack', 'scipy.interpolate._bsplines', 'scipy.interpolate._bspl', 'scipy.interpolate.polyint', 'scipy.interpolate._ppoly', 'scipy.interpolate.fitpack2', 'scipy.interpolate.interpnd', 'scipy.spatial', 'scipy.spatial.kdtree', 'scipy.spatial.ckdtree', 'scipy.spatial.qhull', 'scipy._lib.messagestream', 'scipy.spatial._spherical_voronoi', 'numpy.matlib', 'scipy.spatial._voronoi', 'scipy.spatial.distance', 'scipy.spatial._distance_wrap', 'scipy.spatial._hausdorff', 'scipy.spatial._plotutils', 'scipy._lib.decorator', 'scipy.spatial._procrustes', 'scipy.interpolate.rbf', 'scipy.interpolate._cubic', 'scipy.interpolate.ndgriddata', 'scipy.interpolate._pade', 'scipy.misc.pilutil', 'scipy.ndimage.fourier', 'scipy.ndimage.interpolation', 'scipy.ndimage.measurements', '_ni_label', 'scipy.ndimage._ni_label', 'scipy.ndimage.morphology', 'scipy.ndimage.io', 'tensorflow.python.keras.preprocessing.sequence', 'keras_preprocessing.sequence', 'tensorflow.python.keras.preprocessing.text', 'keras_preprocessing.text', 'tensorflow.python.keras.datasets.mnist', 'tensorflow.python.keras.datasets.reuters', 'tensorflow.python.keras.estimator', 'tensorflow.python.estimator', 'tensorflow.python.estimator.estimator_lib', 'tensorflow.python.estimator.canned', 'tensorflow.python.estimator.canned.baseline', 'tensorflow.python.estimator.estimator', 'tensorflow.python.estimator.model_fn', 'tensorflow.python.estimator.export', 'tensorflow.python.estimator.export.export_output', 'tensorflow.python.saved_model', 'tensorflow.python.saved_model.signature_def_utils', 'tensorflow.python.saved_model.signature_def_utils_impl', 'tensorflow.python.saved_model.signature_constants', 'tensorflow.python.saved_model.utils', 'tensorflow.python.saved_model.utils_impl', 'tensorflow.python.saved_model.constants', 'tensorflow.python.saved_model.tag_constants', 'tensorflow.python.training.monitored_session', 'tensorflow.python.distribute', 'tensorflow.python.distribute.distribute_coordinator_context', 'tensorflow.python.ops.resources', 'tensorflow.python.training.basic_session_run_hooks', 'tensorflow.python.client.timeline', 'tensorflow.python.training.session_run_hook', 'tensorflow.python.training.summary_io', 'tensorflow.python.summary.summary_iterator', 'tensorflow.python.training.coordinator', 'tensorflow.python.training.queue_runner', 'tensorflow.python.training.queue_runner_impl', 'tensorflow.core.protobuf.queue_runner_pb2', 'tensorflow.python.training.session_manager', 'tensorflow.python.estimator.run_config', 'tensorflow.python.distribute.estimator_training', 'tensorflow.python.distribute.distribute_coordinator', 'tensorflow.python.distribute.multi_worker_util', 'tensorflow.python.training.server_lib', 'tensorflow.python.util.compat_internal', 'tensorflow.python.estimator.util', 'tensorflow.python.training.training', 'tensorflow.python.ops.sdca_ops', 'tensorflow.python.ops.gen_sdca_ops', 'tensorflow.python.training.adadelta', 'tensorflow.python.training.training_ops', 'tensorflow.python.training.gen_training_ops', 'tensorflow.python.training.adagrad', 'tensorflow.python.training.adagrad_da', 'tensorflow.python.training.proximal_adagrad', 'tensorflow.python.training.adam', 'tensorflow.python.training.ftrl', 'tensorflow.python.training.momentum', 'tensorflow.python.training.moving_averages', 'tensorflow.python.training.rmsprop', 'tensorflow.python.training.gradient_descent', 'tensorflow.python.training.proximal_gradient_descent', 'tensorflow.python.training.sync_replicas_optimizer', 'tensorflow.python.training.input', 'tensorflow.python.layers', 'tensorflow.python.layers.utils', 'tensorflow.python.training.basic_loops', 'tensorflow.python.training.checkpoint_utils', 'tensorflow.python.training.device_setter', 'tensorflow.python.training.supervisor', 'tensorflow.python.training.warm_starting_util', 'tensorflow.python.training.checkpoint_ops', 'tensorflow.python.ops.gen_checkpoint_ops', 'tensorflow.core.example', 'tensorflow.core.example.example_pb2', 'tensorflow.core.example.feature_pb2', 'tensorflow.python.training.learning_rate_decay', 'tensorflow.python.estimator.export.export', 'tensorflow.python.ops.metrics', 'tensorflow.python.ops.metrics_impl', 'tensorflow.python.saved_model.builder', 'tensorflow.python.saved_model.builder_impl', 'tensorflow.core.protobuf.saved_model_pb2', 'tensorflow.python.training.evaluation', 'tensorflow.python.estimator.canned.head', 'tensorflow.python.estimator.canned.metric_keys', 'tensorflow.python.estimator.canned.prediction_keys', 'tensorflow.python.feature_column', 'tensorflow.python.feature_column.feature_column', 'tensorflow.python.layers.base', 'tensorflow.python.ops.losses.losses', 'tensorflow.python.estimator.canned.optimizers', 'tensorflow.python.estimator.canned.boosted_trees', 'tensorflow.python.ops.boosted_trees_ops', 'tensorflow.python.ops.gen_boosted_trees_ops', 'tensorflow.python.estimator.canned.dnn', 'tensorflow.python.layers.core', 'tensorflow.python.layers.normalization', 'tensorflow.python.estimator.canned.dnn_linear_combined', 'tensorflow.python.estimator.canned.linear', 'tensorflow.python.estimator.canned.parsing_utils', 'tensorflow.python.estimator.export.export_lib', 'tensorflow.python.estimator.exporter', 'tensorflow.python.estimator.gc', 'tensorflow.python.estimator.inputs', 'tensorflow.python.estimator.inputs.inputs', 'tensorflow.python.estimator.inputs.numpy_io', 'tensorflow.python.estimator.inputs.queues', 'tensorflow.python.estimator.inputs.queues.feeding_functions', 'tensorflow.python.estimator.inputs.queues.feeding_queue_runner', 'pandas', 'pytz', 'pytz.exceptions', 'pytz.lazy', 'pytz.tzinfo', 'pytz.tzfile', 'dateutil', 'dateutil._version', 'pandas.compat', 'distutils', 'distutils.version', 'pandas.compat.chainmap', 'dateutil.parser', 'dateutil.parser._parser', 'dateutil.relativedelta', 'dateutil._common', 'dateutil.tz', 'dateutil.tz.tz', 'dateutil.tz._common', 'dateutil.tz._factories', 'dateutil.parser.isoparser', 'typing', 'typing.io', 'typing.re', 'pandas.compat.numpy', 'pandas._libs', 'pandas._libs.tslib', 'pandas._libs.tslibs', 'pandas._libs.tslibs.conversion', 'pandas._libs.tslibs.np_datetime', '_cython_0_28_4', 'pandas._libs.tslibs.nattype', 'pandas._libs.tslibs.timedeltas', 'pandas._libs.tslibs.timezones', 'pandas._libs.tslibs.parsing', 'pandas._libs.tslibs.ccalendar', 'pandas._libs.tslibs.strptime', 'pandas._libs.tslibs.timestamps', 'pandas._libs.tslibs.fields', 'pandas._libs.hashtable', 'pandas._libs.missing', 'pandas._libs.lib', 'pandas.core', 'pandas.core.config_init', 'pandas.core.config', 'pandas.io', 'pandas.io.formats', 'pandas.io.formats.printing', 'pandas.core.dtypes', 'pandas.core.dtypes.inference', 'pandas.io.formats.console', 'pandas.io.formats.terminal', 'pandas.core.api', 'pandas.core.algorithms', 'pandas.core.dtypes.cast', 'pandas.core.dtypes.common', 'pandas._libs.algos', 'pandas.core.dtypes.dtypes', 'pandas.core.dtypes.generic', 'pandas.core.dtypes.base', 'pandas.errors', 'pandas.core.dtypes.missing', 'pandas.core.common', 'pandas.util', 'pandas.util._decorators', 'pandas._libs.properties', 'pandas.core.util', 'pandas.core.util.hashing', 'pandas._libs.hashing', 'pandas.core.arrays', 'pandas.core.arrays.base', 'pandas.compat.numpy.function', 'pandas.util._validators', 'pandas.core.arrays.categorical', 'pandas.core.accessor', 'pandas.core.base', 'pandas.core.nanops', 'bottleneck', 'bottleneck.reduce', 'bottleneck.nonreduce', 'bottleneck.nonreduce_axis', 'bottleneck.move', 'bottleneck.slow', 'bottleneck.slow.reduce', 'bottleneck.slow.nonreduce', 'bottleneck.slow.nonreduce_axis', 'bottleneck.slow.move', 'bottleneck.version', 'bottleneck.benchmark', 'bottleneck.benchmark.bench', 'bottleneck.benchmark.autotimeit', 'timeit', 'bottleneck.benchmark.bench_detailed', 'bottleneck.tests', 'bottleneck.tests.util', 'pandas.core.missing', 'pandas.core.groupby', 'pandas.core.groupby.groupby', 'pandas.core.index', 'pandas.core.indexes', 'pandas.core.indexes.api', 'pandas.core.indexes.base', 'pandas._libs.index', 'pandas._libs.tslibs.period', 'pandas._libs.tslibs.frequencies', 'pandas._libs.tslibs.resolution', 'pandas.tseries', 'pandas.tseries.offsets', 'pandas.core.tools', 'pandas.core.tools.datetimes', 'dateutil.easter', 'pandas._libs.tslibs.offsets', 'pandas.tseries.frequencies', 'pandas._libs.join', 'pandas.core.ops', 'pandas._libs.ops', 'pandas.core.indexes.frozen', 'pandas.core.dtypes.concat', 'pandas.core.sorting', 'pandas.core.strings', 'pandas.core.indexes.category', 'pandas.core.indexes.multi', 'pandas.core.indexes.interval', 'pandas._libs.interval', 'pandas.core.indexes.datetimes', 'pandas.core.indexes.numeric', 'pandas.core.indexes.datetimelike', 'pandas.core.tools.timedeltas', 'pandas.core.indexes.timedeltas', 'pandas.core.indexes.range', 'pandas.core.indexes.period', 'pandas.core.frame', 'pandas.core.generic', 'pandas.core.indexing', 'pandas._libs.indexing', 'pandas.core.internals', 'pandas._libs.internals', 'pandas.core.sparse', 'pandas.core.sparse.array', 'pandas._libs.sparse', 'pandas.io.formats.format', 'pandas.io.common', 'mmap', 'pandas.core.series', 'pandas.core.indexes.accessors', 'pandas.plotting', 'pandas.plotting._misc', 'pandas.plotting._style', 'pandas.plotting._compat', 'pandas.plotting._tools', 'pandas.plotting._core', 'pandas.plotting._converter', 'matplotlib', 'matplotlib.cbook', 'glob', 'matplotlib.cbook.deprecation', 'matplotlib.rcsetup', 'matplotlib.fontconfig_pattern', 'pyparsing', 'matplotlib.colors', 'matplotlib._color_data', 'cycler', 'matplotlib._version']
2018-11-11 10:52:10,469@chess_zero.agent.model_chess DEBUG # model files does not exist at /home/pratyush/dev/chess-alpha-zero/data/model/model_best_config.json and /home/pratyush/dev/chess-alpha-zero/data/model/model_best_weight.h5
2018-11-11 10:52:10.489776: I tensorflow/core/platform/cpu_feature_guard.cc:141] Your CPU supports instructions that this TensorFlow binary was not compiled to use: SSE4.1 SSE4.2 AVX AVX2 FMA
2018-11-11 10:52:10.637396: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:964] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero
2018-11-11 10:52:10.638052: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1411] Found device 0 with properties: 
name: GeForce GTX 1070 with Max-Q Design major: 6 minor: 1 memoryClockRate(GHz): 1.2655
pciBusID: 0000:01:00.0
totalMemory: 7.93GiB freeMemory: 7.42GiB
2018-11-11 10:52:10.638068: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1490] Adding visible gpu devices: 0
2018-11-11 10:52:11.804813: I tensorflow/core/common_runtime/gpu/gpu_device.cc:971] Device interconnect StreamExecutor with strength 1 edge matrix:
2018-11-11 10:52:11.804894: I tensorflow/core/common_runtime/gpu/gpu_device.cc:977]      0 
2018-11-11 10:52:11.804918: I tensorflow/core/common_runtime/gpu/gpu_device.cc:990] 0:   N 
2018-11-11 10:52:11.805455: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1103] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 7153 MB memory) -> physical GPU (device: 0, name: GeForce GTX 1070 with Max-Q Design, pci bus id: 0000:01:00.0, compute capability: 6.1)
Traceback (most recent call last):
  File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/framework/ops.py", line 1626, in _create_c_op
    c_op = c_api.TF_FinishOperation(op_desc)
tensorflow.python.framework.errors_impl.InvalidArgumentError: Shape must be rank 1 but is rank 0 for 'input_batchnorm/cond/Reshape_4' (op: 'Reshape') with input shapes: [1,256,1,1], [].

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "src/chess_zero/run.py", line 20, in <module>
    manager.start()
  File "src/chess_zero/manager.py", line 64, in start
    return self_play.start(config)
  File "src/chess_zero/worker/self_play.py", line 25, in start
    return SelfPlayWorker(config).start()
  File "src/chess_zero/worker/self_play.py", line 45, in __init__
    self.current_model = self.load_model()
  File "src/chess_zero/worker/self_play.py", line 86, in load_model
    model.build()
  File "src/chess_zero/agent/model_chess.py", line 68, in build
    x = BatchNormalization(axis=1, name="input_batchnorm")(x)
  File "/home/pratyush/anaconda3/lib/python3.6/site-packages/keras/engine/base_layer.py", line 457, in __call__
    output = self.call(inputs, **kwargs)
  File "/home/pratyush/anaconda3/lib/python3.6/site-packages/keras/layers/normalization.py", line 206, in call
    training=training)
  File "/home/pratyush/anaconda3/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py", line 3123, in in_train_phase
    x = switch(training, x, alt)
  File "/home/pratyush/anaconda3/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py", line 3058, in switch
    else_expression_fn)
  File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/deprecation.py", line 488, in new_func
    return func(*args, **kwargs)
  File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/ops/control_flow_ops.py", line 2087, in cond
    orig_res_f, res_f = context_f.BuildCondBranch(false_fn)
  File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/ops/control_flow_ops.py", line 1920, in BuildCondBranch
    original_result = fn()
  File "/home/pratyush/anaconda3/lib/python3.6/site-packages/keras/layers/normalization.py", line 167, in normalize_inference
    epsilon=self.epsilon)
  File "/home/pratyush/anaconda3/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py", line 1908, in batch_normalization
    mean = tf.reshape(mean, (-1))
  File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/ops/gen_array_ops.py", line 6296, in reshape
    "Reshape", tensor=tensor, shape=shape, name=name)
  File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/framework/op_def_library.py", line 787, in _apply_op_helper
    op_def=op_def)
  File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/deprecation.py", line 488, in new_func
    return func(*args, **kwargs)
  File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/framework/ops.py", line 3272, in create_op
    op_def=op_def)
  File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/framework/ops.py", line 1790, in __init__
    control_input_ops)
  File "/home/pratyush/anaconda3/lib/python3.6/site-packages/tensorflow/python/framework/ops.py", line 1629, in _create_c_op
    raise ValueError(str(e))
ValueError: Shape must be rank 1 but is rank 0 for 'input_batchnorm/cond/Reshape_4' (op: 'Reshape') with input shapes: [1,256,1,1], [].

Zeta36 / chess-alpha-zero

Error when running run.py self #75