def CheckArgs(args):
if not os.path.exists(args.config_dir):
os.makedirs(args.config_dir)
## Check arguments.
if args.feat_dir is not None:
args.feat_dim = common_lib.get_feat_dim(args.feat_dir)
if args.ali_dir is not None:
args.num_targets = common_lib.get_number_of_leaves_from_tree(args.ali_dir)
elif args.tree_dir is not None:
args.num_targets = common_lib.get_number_of_leaves_from_tree(args.tree_dir)
if args.ivector_dir is not None:
args.ivector_dim = common_lib.get_ivector_dim(args.ivector_dir)
if not args.feat_dim > 0:
raise Exception("feat-dim has to be postive")
if not args.num_targets > 0:
print(args.num_targets)
raise Exception("num_targets has to be positive")
if not args.ivector_dim >= 0:
raise Exception("ivector-dim has to be non-negative")
if (
not args.max_change_per_component >= 0
or not args.max_change_per_component_final >= 0
):
raise Exception(
"max-change-per-component and max_change-per-component-final should be non-negative"
)
if args.num_lstm_layers < 1:
sys.exit("--num-lstm-layers has to be a positive integer")
if args.clipping_threshold < 0 or args.zeroing_threshold < 0:
sys.exit("--clipping-threshold and --zeroing-threshold have to be non-negative")
if not args.zeroing_interval > 0:
raise Exception("--zeroing-interval has to be positive")
if args.lstm_delay is None:
args.lstm_delay = [[-1]] * args.num_lstm_layers
else:
try:
args.lstm_delay = ParseLstmDelayString(args.lstm_delay.strip())
except ValueError:
sys.exit(
"--lstm-delay has incorrect format value. Provided value is '{0}'".format(
args.lstm_delay
)
)
if len(args.lstm_delay) != args.num_lstm_layers:
sys.exit(
"--lstm-delay: Number of delays provided has to match --num-lstm-layers"
)
return args
def CheckArgs(args):
if not os.path.exists(args.config_dir):
os.makedirs(args.config_dir)
## Check arguments.
if args.feat_dir is not None:
args.feat_dim = common_lib.get_feat_dim(args.feat_dir)
if args.ali_dir is not None:
args.num_targets = common_lib.get_number_of_leaves_from_tree(args.ali_dir)
elif args.tree_dir is not None:
args.num_targets = common_lib.get_number_of_leaves_from_tree(args.tree_dir)
if args.ivector_dir is not None:
args.ivector_dim = common_lib.get_ivector_dim(args.ivector_dir)
if not args.feat_dim > 0:
raise Exception("feat-dim has to be postive")
if not args.num_targets > 0:
print(args.num_targets)
raise Exception("num_targets has to be positive")
if not args.ivector_dim >= 0:
raise Exception("ivector-dim has to be non-negative")
if not args.max_change_per_component >= 0 or not args.max_change_per_component_final >= 0:
raise Exception("max-change-per-component and max_change-per-component-final should be non-negative")
if (args.num_lstm_layers < 1):
sys.exit("--num-lstm-layers has to be a positive integer")
if (args.clipping_threshold < 0 or args.zeroing_threshold < 0):
sys.exit("--clipping-threshold and --zeroing-threshold have to be non-negative")
if not args.zeroing_interval > 0:
raise Exception("--zeroing-interval has to be positive")
if args.lstm_delay is None:
args.lstm_delay = [[-1]] * args.num_lstm_layers
else:
try:
args.lstm_delay = ParseLstmDelayString(args.lstm_delay.strip())
except ValueError:
sys.exit("--lstm-delay has incorrect format value. Provided value is '{0}'".format(args.lstm_delay))
if len(args.lstm_delay) != args.num_lstm_layers:
sys.exit("--lstm-delay: Number of delays provided has to match --num-lstm-layers")
return args
def CheckArgs(args):
if not os.path.exists(args.config_dir):
os.makedirs(args.config_dir)
## Check arguments.
if args.feat_dir is not None:
args.feat_dim = common_lib.get_feat_dim(args.feat_dir)
if args.ali_dir is not None:
args.num_targets = common_lib.get_number_of_leaves_from_tree(
args.ali_dir)
elif args.tree_dir is not None:
args.num_targets = common_lib.get_number_of_leaves_from_tree(
args.tree_dir)
if args.ivector_dir is not None:
args.ivector_dim = common_lib.get_ivector_dim(args.ivector_dir)
if not args.feat_dim > 0:
raise Exception("feat-dim has to be postive")
if not args.num_targets > 0:
print(args.num_targets)
raise Exception("num_targets has to be positive")
if not args.ivector_dim >= 0:
raise Exception("ivector-dim has to be non-negative")
if (args.subset_dim < 0):
raise Exception("--subset-dim has to be non-negative")
if not args.relu_dim is None:
if not args.pnorm_input_dim is None or not args.pnorm_output_dim is None or not args.relu_dim_init is None:
raise Exception(
"--relu-dim argument not compatible with "
"--pnorm-input-dim or --pnorm-output-dim or --relu-dim-init options"
)
args.nonlin_input_dim = args.relu_dim
args.nonlin_output_dim = args.relu_dim
args.nonlin_output_dim_final = None
args.nonlin_output_dim_init = None
args.nonlin_type = 'relu'
elif not args.relu_dim_final is None:
if not args.pnorm_input_dim is None or not args.pnorm_output_dim is None:
raise Exception("--relu-dim-final argument not compatible with "
"--pnorm-input-dim or --pnorm-output-dim options")
if args.relu_dim_init is None:
raise Exception(
"--relu-dim-init argument should also be provided with --relu-dim-final"
)
if args.relu_dim_init > args.relu_dim_final:
raise Exception(
"--relu-dim-init has to be no larger than --relu-dim-final")
args.nonlin_input_dim = None
args.nonlin_output_dim = None
args.nonlin_output_dim_final = args.relu_dim_final
args.nonlin_output_dim_init = args.relu_dim_init
args.nonlin_type = 'relu'
else:
if not args.relu_dim_init is None:
raise Exception("--relu-dim-final argument not compatible with "
"--pnorm-input-dim or --pnorm-output-dim options")
if not args.pnorm_input_dim > 0 or not args.pnorm_output_dim > 0:
raise Exception(
"--relu-dim not set, so expected --pnorm-input-dim and "
"--pnorm-output-dim to be provided.")
args.nonlin_input_dim = args.pnorm_input_dim
args.nonlin_output_dim = args.pnorm_output_dim
if (args.nonlin_input_dim < args.nonlin_output_dim) or (
args.nonlin_input_dim % args.nonlin_output_dim != 0):
raise Exception(
"Invalid --pnorm-input-dim {0} and --pnorm-output-dim {1}".
format(args.nonlin_input_dim, args.nonlin_output_dim))
args.nonlin_output_dim_final = None
args.nonlin_output_dim_init = None
args.nonlin_type = 'pnorm'
if args.add_final_sigmoid and args.include_log_softmax:
raise Exception(
"--include-log-softmax and --add-final-sigmoid cannot both be true."
)
if args.xent_separate_forward_affine and args.add_final_sigmoid:
raise Exception(
"It does not make sense to have --add-final-sigmoid=true when xent-separate-forward-affine is true"
)
if args.add_lda and args.cnn_layer is not None:
args.add_lda = False
warnings.warn("--add-lda is set to false as CNN layers are used.")
if not args.max_change_per_component >= 0 or not args.max_change_per_component_final >= 0:
raise Exception(
"max-change-per-component and max_change-per-component-final should be non-negative"
)
return args
def CheckArgs(args):
if not os.path.exists(args.config_dir):
os.makedirs(args.config_dir)
## Check arguments.
if args.feat_dir is not None:
args.feat_dim = common_lib.get_feat_dim(args.feat_dir)
if args.ali_dir is not None:
args.num_targets = common_lib.get_number_of_leaves_from_tree(args.ali_dir)
elif args.tree_dir is not None:
args.num_targets = common_lib.get_number_of_leaves_from_tree(args.tree_dir)
if args.ivector_dir is not None:
args.ivector_dim = common_lib.get_ivector_dim(args.ivector_dir)
if not args.feat_dim > 0:
raise Exception("feat-dim has to be postive")
if not args.num_targets > 0:
print(args.num_targets)
raise Exception("num_targets has to be positive")
if not args.ivector_dim >= 0:
raise Exception("ivector-dim has to be non-negative")
if (args.subset_dim < 0):
raise Exception("--subset-dim has to be non-negative")
if not args.relu_dim is None:
if not args.pnorm_input_dim is None or not args.pnorm_output_dim is None or not args.relu_dim_init is None:
raise Exception("--relu-dim argument not compatible with "
"--pnorm-input-dim or --pnorm-output-dim or --relu-dim-init options");
args.nonlin_input_dim = args.relu_dim
args.nonlin_output_dim = args.relu_dim
args.nonlin_output_dim_final = None
args.nonlin_output_dim_init = None
args.nonlin_type = 'relu'
elif not args.relu_dim_final is None:
if not args.pnorm_input_dim is None or not args.pnorm_output_dim is None:
raise Exception("--relu-dim-final argument not compatible with "
"--pnorm-input-dim or --pnorm-output-dim options")
if args.relu_dim_init is None:
raise Exception("--relu-dim-init argument should also be provided with --relu-dim-final")
if args.relu_dim_init > args.relu_dim_final:
raise Exception("--relu-dim-init has to be no larger than --relu-dim-final")
args.nonlin_input_dim = None
args.nonlin_output_dim = None
args.nonlin_output_dim_final = args.relu_dim_final
args.nonlin_output_dim_init = args.relu_dim_init
args.nonlin_type = 'relu'
else:
if not args.relu_dim_init is None:
raise Exception("--relu-dim-final argument not compatible with "
"--pnorm-input-dim or --pnorm-output-dim options")
if not args.pnorm_input_dim > 0 or not args.pnorm_output_dim > 0:
raise Exception("--relu-dim not set, so expected --pnorm-input-dim and "
"--pnorm-output-dim to be provided.");
args.nonlin_input_dim = args.pnorm_input_dim
args.nonlin_output_dim = args.pnorm_output_dim
if (args.nonlin_input_dim < args.nonlin_output_dim) or (args.nonlin_input_dim % args.nonlin_output_dim != 0):
raise Exception("Invalid --pnorm-input-dim {0} and --pnorm-output-dim {1}".format(args.nonlin_input_dim, args.nonlin_output_dim))
args.nonlin_output_dim_final = None
args.nonlin_output_dim_init = None
args.nonlin_type = 'pnorm'
if args.add_final_sigmoid and args.include_log_softmax:
raise Exception("--include-log-softmax and --add-final-sigmoid cannot both be true.")
if args.xent_separate_forward_affine and args.add_final_sigmoid:
raise Exception("It does not make sense to have --add-final-sigmoid=true when xent-separate-forward-affine is true")
if args.add_lda and args.cnn_layer is not None:
args.add_lda = False
warnings.warn("--add-lda is set to false as CNN layers are used.")
if not args.max_change_per_component >= 0 or not args.max_change_per_component_final >= 0:
raise Exception("max-change-per-component and max_change-per-component-final should be non-negative")
return args
