def register_builtin_tasks():
register_tasks(
(
ContextualIntentSlotTask_Deprecated,
DisjointMultitask,
DocClassificationTask_Deprecated,
DocumentClassificationTask,
DocumentRegressionTask,
EnsembleTask,
EnsembleTask_Deprecated,
JointTextTask_Deprecated,
LMTask,
LMTask_Deprecated,
NewDisjointMultitask,
PairClassificationTask_Deprecated,
PairwiseClassificationTask,
QueryDocumentPairwiseRankingTask,
QueryDocumentPairwiseRankingTask_Deprecated,
SemanticParsingTask_Deprecated,
SeqNNTask,
SeqNNTask_Deprecated,
WordTaggingTask,
WordTaggingTask_Deprecated,
)
)
def add_include(path):
"""
Import tasks (and associated components) from the folder name.
"""
eprint("Including:", path)
modules = glob.glob(os.path.join(path, "*.py"))
all = [
os.path.basename(f)[:-3].replace("/", ".")
for f in modules
if os.path.isfile(f) and not f.endswith("__init__.py")
]
for mod_name in all:
mod_path = path + "." + mod_name
eprint("... importing module:", mod_path)
my_module = importlib.import_module(mod_path)
for m in inspect.getmembers(my_module, inspect.isclass):
if m[1].__module__ != mod_path:
pass
elif Task_Deprecated in m[1].__bases__ or NewTask in m[1].__bases__:
eprint("... task:", m[1].__name__)
register_tasks(m[1])
else:
eprint("... importing:", m[1])
importlib.import_module(mod_path, m[1])
def register_builtin_tasks():
register_tasks((
BertPairRegressionTask,
DisjointMultitask,
DocClassificationTask_Deprecated,
DocumentClassificationTask,
DocumentRegressionTask,
EnsembleTask,
IntentSlotTask,
LMTask,
LMTask_Deprecated,
MaskedLMTask,
NewBertClassificationTask,
NewBertPairClassificationTask,
NewDisjointMultitask,
PairwiseClassificationTask,
QueryDocumentPairwiseRankingTask,
QueryDocumentPairwiseRankingTask_Deprecated,
SemanticParsingTask,
SemanticParsingTask_Deprecated,
SeqNNTask,
SeqNNTask_Deprecated,
SquadQATask,
WordTaggingTask,
WordTaggingTask_Deprecated,
))
def gen_config_impl(task_name, options):
# import the classes required by parameters
requested_classes = [locate(opt) for opt in options] + [locate(task_name)]
register_tasks(requested_classes)
task_class_set = find_config_class(task_name)
if not task_class_set:
raise Exception(f"Unknown task class: {task_name} "
"(try fully qualified class name?)")
elif len(task_class_set) > 1:
raise Exception(f"Multiple tasks named {task_name}: {task_class_set}")
task_class = next(iter(task_class_set))
task_config = getattr(task_class, "example_config", task_class.Config)
root = PyTextConfig(task=task_config(), version=LATEST_VERSION)
eprint("INFO - Applying task option:", task_class.__name__)
# Use components listed in options instead of defaults
for opt in options:
if "=" in opt:
param_path, value = opt.split("=", 1)
found = find_param(root, "." + param_path)
if len(found) == 1:
eprint("INFO - Applying parameter option to", found[0], ":",
opt)
replace_param(root, found[0].split("."), value)
elif not found:
raise Exception(f"Unknown parameter option: {opt}")
else:
raise Exception(
f"Multiple possibilities for {opt}: {', '.join(found)}")
else:
replace_class_set = find_config_class(opt)
if not replace_class_set:
raise Exception(f"Not a component class: {opt}")
elif len(replace_class_set) > 1:
raise Exception(
f"Multiple component named {opt}: {replace_class_set}")
replace_class = next(iter(replace_class_set))
found = replace_components(root, opt,
get_subclasses(replace_class))
if found:
eprint(
"INFO - Applying class option:",
"->".join(reversed(found)),
"=",
opt,
)
obj = root
for k in reversed(found[1:]):
obj = getattr(obj, k)
if hasattr(replace_class, "Config"):
setattr(obj, found[0], replace_class.Config())
else:
setattr(obj, found[0], replace_class())
else:
raise Exception(f"Unknown class option: {opt}")
return root
def register_builtin_tasks():
register_tasks((
DocClassificationTask,
WordTaggingTask,
JointTextTask,
LMTask,
EnsembleTask,
PairClassification,
SeqNNTask,
ContextualIntentSlotTask,
SemanticParsingTask,
DisjointMultitask,
))
def register_builtin_tasks():
register_tasks(
(
ContextualIntentSlotTask_Deprecated,
DisjointMultitask,
DocClassificationTask_Deprecated,
EnsembleTask_Deprecated,
JointTextTask_Deprecated,
LMTask_Deprecated,
NewDisjointMultitask,
PairClassificationTask_Deprecated,
SemanticParsingTask_Deprecated,
SeqNNTask_Deprecated,
WordTaggingTask_Deprecated,
)
)
def gen_config_impl(task_name, options):
# import the classes required by parameters
requested_classes = [locate(opt) for opt in options] + [locate(task_name)]
register_tasks(requested_classes)
task_class_set = find_config_class(task_name)
if not task_class_set:
raise Exception(f"Unknown task class: {task_name} "
"(try fully qualified class name?)")
elif len(task_class_set) > 1:
raise Exception(f"Multiple tasks named {task_name}: {task_class_set}")
task_class = next(iter(task_class_set))
task_config = getattr(task_class, "example_config", task_class.Config)
root = PyTextConfig(task=task_config())
# Use components listed in options instead of defaults
for opt in options:
replace_class_set = find_config_class(opt)
if not replace_class_set:
raise Exception(f"Not a component class: {opt}")
elif len(replace_class_set) > 1:
raise Exception(
f"Multiple component named {opt}: {replace_class_set}")
replace_class = next(iter(replace_class_set))
found = replace_components(root, opt, set(replace_class.__bases__))
if found:
eprint("INFO - Applying option:", "->".join(reversed(found)), "=",
opt)
obj = root
for k in reversed(found[1:]):
obj = getattr(obj, k)
if hasattr(replace_class, "Config"):
setattr(obj, found[0], replace_class.Config())
else:
setattr(obj, found[0], replace_class())
else:
raise Exception(f"Unknown option: {opt}")
return config_to_json(PyTextConfig, root)
