def test_get_lsh_functor_impls_no_reload(self, m_get_plugins):
get_lsh_functor_impls()
m_get_plugins.assert_called_once()
NT.assert_equal(m_get_plugins.call_args[0][0],
'smqtk.algorithms.nn_index.lsh.functors')
NT.assert_equal(m_get_plugins.call_args[0][2], 'LSH_FUNCTOR_PATH')
NT.assert_equal(m_get_plugins.call_args[0][3], 'LSH_FUNCTOR_CLASS')
NT.assert_equal(m_get_plugins.call_args[0][4], LshFunctor)
NT.assert_false(m_get_plugins.call_args[1]['reload_modules'])
def test_get_lsh_functor_impls_with_reload(self, m_get_plugins):
get_lsh_functor_impls(True)
m_get_plugins.assert_called_once()
NT.assert_equal(m_get_plugins.call_args[0][0],
'smqtk.algorithms.nn_index.lsh.functors')
# m_get_plugins.call_args[0][1] is a path depending on where the python
# code is.
NT.assert_equal(m_get_plugins.call_args[0][2], 'LSH_FUNCTOR_PATH')
NT.assert_equal(m_get_plugins.call_args[0][3], 'LSH_FUNCTOR_CLASS')
NT.assert_equal(m_get_plugins.call_args[0][4], LshFunctor)
NT.assert_true(m_get_plugins.call_args[1]['reload_modules'])
def get_default_config(cls):
"""
Generate and return a default configuration dictionary for this class.
This will be primarily used for generating what the configuration
dictionary would look like for this class without instantiating it.
By default, we observe what this class's constructor takes as
arguments, turning those argument names into configuration dictionary
keys. If any of those arguments have defaults, we will add those values
into the configuration dictionary appropriately. The dictionary
returned should only contain JSON compliant value types.
It is not be guaranteed that the configuration dictionary returned
from this method is valid for construction of an instance of this
class.
:return: Default configuration dictionary for the class.
:rtype: dict
"""
default = super(LSHNearestNeighborIndex, cls).get_default_config()
lf_default = plugin.make_config(get_lsh_functor_impls())
default['lsh_functor'] = lf_default
di_default = plugin.make_config(get_descriptor_index_impls())
default['descriptor_index'] = di_default
hi_default = plugin.make_config(get_hash_index_impls())
default['hash_index'] = hi_default
default['hash_index_comment'] = "'hash_index' may also be null to " \
"default to a linear index built at " \
"query time."
return default
def get_default_config(cls):
"""
Generate and return a default configuration dictionary for this class.
This will be primarily used for generating what the configuration
dictionary would look like for this class without instantiating it.
By default, we observe what this class's constructor takes as
arguments, turning those argument names into configuration dictionary
keys. If any of those arguments have defaults, we will add those values
into the configuration dictionary appropriately. The dictionary
returned should only contain JSON compliant value types.
It is not be guaranteed that the configuration dictionary returned
from this method is valid for construction of an instance of this
class.
:return: Default configuration dictionary for the class.
:rtype: dict
"""
default = super(LSHNearestNeighborIndex, cls).get_default_config()
lf_default = plugin.make_config(get_lsh_functor_impls())
default['lsh_functor'] = lf_default
di_default = plugin.make_config(get_descriptor_index_impls())
default['descriptor_index'] = di_default
hi_default = plugin.make_config(get_hash_index_impls())
default['hash_index'] = hi_default
default['hash_index_comment'] = "'hash_index' may also be null to " \
"default to a linear index built at " \
"query time."
return default
def from_config(cls, config_dict, merge_default=True):
"""
Instantiate a new instance of this class given the configuration
JSON-compliant dictionary encapsulating initialization arguments.
This method should not be called via super unless and instance of the
class is desired.
:param config_dict: JSON compliant dictionary encapsulating
a configuration.
:type config_dict: dict
:param merge_default: Merge the given configuration on top of the
default provided by ``get_default_config``.
:type merge_default: bool
:return: Constructed instance from the provided config.
:rtype: LSHNearestNeighborIndex
"""
# Controlling merge here so we can control known comment stripping from
# default config.
if merge_default:
merged = cls.get_default_config()
merge_dict(merged, config_dict)
else:
merged = config_dict
merged['lsh_functor'] = \
plugin.from_plugin_config(merged['lsh_functor'],
get_lsh_functor_impls())
merged['descriptor_index'] = \
plugin.from_plugin_config(merged['descriptor_index'],
get_descriptor_index_impls())
# Hash index may be None for a default at-query-time linear indexing
if merged['hash_index'] and merged['hash_index']['type']:
merged['hash_index'] = \
plugin.from_plugin_config(merged['hash_index'],
get_hash_index_impls())
else:
cls.get_logger().debug(
"No HashIndex impl given. Passing ``None``.")
merged['hash_index'] = None
# remove possible comment added by default generator
if 'hash_index_comment' in merged:
del merged['hash_index_comment']
merged['hash2uuids_kvstore'] = \
plugin.from_plugin_config(merged['hash2uuids_kvstore'],
get_key_value_store_impls())
return super(LSHNearestNeighborIndex, cls).from_config(merged, False)
def from_config(cls, config_dict, merge_default=True):
"""
Instantiate a new instance of this class given the configuration
JSON-compliant dictionary encapsulating initialization arguments.
This method should not be called via super unless and instance of the
class is desired.
:param config_dict: JSON compliant dictionary encapsulating
a configuration.
:type config_dict: dict
:param merge_default: Merge the given configuration on top of the
default provided by ``get_default_config``.
:type merge_default: bool
:return: Constructed instance from the provided config.
:rtype: LSHNearestNeighborIndex
"""
# Controlling merge here so we can control known comment stripping from
# default config.
if merge_default:
merged = cls.get_default_config()
merge_dict(merged, config_dict)
else:
merged = config_dict
merged['lsh_functor'] = \
plugin.from_plugin_config(merged['lsh_functor'],
get_lsh_functor_impls())
merged['descriptor_index'] = \
plugin.from_plugin_config(merged['descriptor_index'],
get_descriptor_index_impls())
# Hash index may be None for a default at-query-time linear indexing
if merged['hash_index'] and merged['hash_index']['type']:
merged['hash_index'] = \
plugin.from_plugin_config(merged['hash_index'],
get_hash_index_impls())
else:
cls.get_logger().debug("No HashIndex impl given. Passing ``None``.")
merged['hash_index'] = None
# remove possible comment added by default generator
if 'hash_index_comment' in merged:
del merged['hash_index_comment']
merged['hash2uuids_kvstore'] = \
plugin.from_plugin_config(merged['hash2uuids_kvstore'],
get_key_value_store_impls())
return super(LSHNearestNeighborIndex, cls).from_config(merged, False)
