def make_plugin_base_section(plugin_group):
elements = []
for item in plugin_group["items"]:
name = item["name"].title() if "SLA" != item["name"] else item["name"]
category_obj = category("%s %ss" % (plugin_group["group"].title(),
name))
elements.append(category_obj)
module, cls = item["base"].split(":")
plugin_base = getattr(importutils.import_module(module), cls)
for p in plugin_base.get_all():
category_obj.append(make_plugin_section(p, item["name"]))
return elements
def make_plugin_base_section(plugin_group):
elements = []
for item in plugin_group["items"]:
name = item["name"].title() if "SLA" != item["name"] else item["name"]
category_obj = category("%s %ss" %
(plugin_group["group"].title(), name))
elements.append(category_obj)
module, cls = item["base"].split(":")
plugin_base = getattr(importutils.import_module(module), cls)
for p in plugin_base.get_all():
category_obj.append(make_plugin_section(p, item["name"]))
return elements
def run(self):
bases = self._get_all_plugins_bases()
if "base_cls" in self.options:
for _category_name, base_name, base_cls in bases:
if base_name == self.options["base_cls"]:
return self._make_plugin_base_section(base_cls)
raise Exception("Failed to generate plugins reference for '%s'"
" plugin base." % self.options["base_cls"])
categories = {}
for category_name, base_name, base_cls in bases:
# FIXME(andreykurilin): do not ignore anything
if base_name in IGNORED_BASES:
continue
if category_name not in categories:
categories[category_name] = utils.category(category_name)
category_of_base = categories[category_name]
category_of_base.append(self._make_plugin_base_section(base_cls,
base_name))
return [content for _name, content in sorted(categories.items())]
def run(self):
bases = self._get_all_plugins_bases()
if "base_cls" in self.options:
for _category_name, base_name, base_cls in bases:
if base_name == self.options["base_cls"]:
return self._make_plugin_base_section(base_cls)
raise Exception("Failed to generate plugins reference for '%s'"
" plugin base." % self.options["base_cls"])
categories = {}
for category_name, base_name, base_cls in bases:
# FIXME(andreykurilin): do not ignore anything
if base_name in IGNORED_BASES:
continue
if category_name not in categories:
categories[category_name] = utils.category(category_name)
category_of_base = categories[category_name]
category_of_base.append(
self._make_plugin_base_section(base_cls, base_name))
return [content for _name, content in sorted(categories.items())]
def make_category_section(name, parser):
category_obj = utils.category("Category: %s" % name)
# NOTE(andreykurilin): we are re-using `_add_command_parsers` method from
# `rally.cli.cliutils`, but, since it was designed to print help message,
# generated description for categories contains specification for all
# sub-commands. We don't need information about sub-commands at this point,
# so let's skip "generated description" and take it directly from category
# class.
description = parser.defaults["command_object"].__doc__
# TODO(andreykurilin): write a decorator which will mark cli-class as
# deprecated without changing its docstring.
if description.startswith("[Deprecated"):
i = description.find("]")
msg = description[1:i]
description = description[i + 1:].strip()
category_obj.append(utils.warning(msg))
category_obj.extend(utils.parse_text(description))
for command in sorted(parser.subparser.parsers.keys()):
subparser = parser.subparser.parsers[command]
category_obj.append(make_command_section(name, command, subparser))
return category_obj
def make_category_section(name, parser):
category_obj = category("Category: %s" % name)
# NOTE(andreykurilin): we are re-using `_add_command_parsers` method from
# `rally.cli.cliutils`, but, since it was designed to print help message,
# generated description for categories contains specification for all
# sub-commands. We don't need information about sub-commands at this point,
# so let's skip "generated description" and take it directly from category
# class.
description = parser.defaults["command_object"].__doc__
# TODO(andreykurilin): write a decorator which will mark cli-class as
# deprecated without changing its docstring.
if description.startswith("[Deprecated"):
i = description.find("]")
msg = description[1:i]
description = description[i+1:].strip()
category_obj.append(warning(msg))
category_obj.extend(parse_text(description))
for command in sorted(parser.subparser.parsers.keys()):
subparser = parser.subparser.parsers[command]
category_obj.append(make_command_section(name, command, subparser))
return category_obj
import utils
data_dir = 'flowers'
train_dir = data_dir + '/train'
valid_dir = data_dir + '/valid'
test_dir = data_dir + '/test'
default_img = '/home/workspace/aipnd-project/flowers/test/99/image_07838.jpg'
parser = argparse.ArgumentParser(description='predict-file')
parser.add_argument('image_path', default=default_img, nargs='*', action="store")
parser.add_argument('checkpoint', default="./checkpoint.pth", nargs='*', action="store")
parser.add_argument('--top_k', default=3, dest="top_k", action="store", type=int)
parser.add_argument('--category_names', dest="category_names", action="store", default='cat_to_name.json')
parser.add_argument('--gpu', dest="gpu", default="gpu", action="store",)
parse = parser.parse_args()
image_path = parse.image_path
checkpoint = parse.checkpoint
top_k = parse.top_k
category = parse.category_names
gpu = parse.gpu
trainloader, validloader, testloader, _ = utils.data_loaders(data_dir)
#model = utils.build_network(architecture, learn_rate)
model, optimizer = utils.load_checkpoint(path="checkpoint.pth")
cat_to_name = utils.category(category)
utils.predict(image_path, model, cat_to_name, device = gpu, topk = top_k)
