|
|
|
import logging
|
|
|
|
|
|
|
|
|
|
|
|
class StorageAdapter(object):
|
|
|
|
"""
|
|
|
|
This is an abstract class that represents the interface
|
|
|
|
that all storage adapters should implement.
|
|
|
|
"""
|
|
|
|
|
|
|
|
def __init__(self, base_query=None, *args, **kwargs):
|
|
|
|
"""
|
|
|
|
Initialize common attributes shared by all storage adapters.
|
|
|
|
"""
|
|
|
|
self.kwargs = kwargs
|
|
|
|
self.logger = kwargs.get('logger', logging.getLogger(__name__))
|
|
|
|
self.adapter_supports_queries = True
|
|
|
|
self.base_query = None
|
|
|
|
|
|
|
|
def get_model(self, model_name):
|
|
|
|
"""
|
|
|
|
Return the model class for a given model name.
|
|
|
|
"""
|
|
|
|
|
|
|
|
# The string must be lowercase
|
|
|
|
model_name = model_name.lower()
|
|
|
|
|
|
|
|
kwarg_model_key = '%s_model' % (model_name,)
|
|
|
|
|
|
|
|
if kwarg_model_key in self.kwargs:
|
|
|
|
return self.kwargs.get(kwarg_model_key)
|
|
|
|
|
|
|
|
get_model_method = getattr(self, 'get_%s_model' % (model_name,))
|
|
|
|
|
|
|
|
return get_model_method()
|
|
|
|
|
|
|
|
def generate_base_query(self, chatterbot, session_id):
|
|
|
|
"""
|
|
|
|
Create a base query for the storage adapter.
|
|
|
|
"""
|
|
|
|
if self.adapter_supports_queries:
|
|
|
|
for filter_instance in chatterbot.filters:
|
|
|
|
self.base_query = filter_instance.filter_selection(chatterbot, session_id)
|
|
|
|
|
|
|
|
def count(self):
|
|
|
|
"""
|
|
|
|
Return the number of entries in the database.
|
|
|
|
"""
|
|
|
|
raise self.AdapterMethodNotImplementedError(
|
|
|
|
'The `count` method is not implemented by this adapter.'
|
|
|
|
)
|
|
|
|
|
|
|
|
def find(self, statement_text):
|
|
|
|
"""
|
|
|
|
Returns a object from the database if it exists
|
|
|
|
"""
|
|
|
|
raise self.AdapterMethodNotImplementedError(
|
|
|
|
'The `find` method is not implemented by this adapter.'
|
|
|
|
)
|
|
|
|
|
|
|
|
def remove(self, statement_text):
|
|
|
|
"""
|
|
|
|
Removes the statement that matches the input text.
|
|
|
|
Removes any responses from statements where the response text matches
|
|
|
|
the input text.
|
|
|
|
"""
|
|
|
|
raise self.AdapterMethodNotImplementedError(
|
|
|
|
'The `remove` method is not implemented by this adapter.'
|
|
|
|
)
|
|
|
|
|
|
|
|
def filter(self, **kwargs):
|
|
|
|
"""
|
|
|
|
Returns a list of objects from the database.
|
|
|
|
The kwargs parameter can contain any number
|
|
|
|
of attributes. Only objects which contain
|
|
|
|
all listed attributes and in which all values
|
|
|
|
match for all listed attributes will be returned.
|
|
|
|
"""
|
|
|
|
raise self.AdapterMethodNotImplementedError(
|
|
|
|
'The `filter` method is not implemented by this adapter.'
|
|
|
|
)
|
|
|
|
|
|
|
|
def update(self, statement):
|
|
|
|
"""
|
|
|
|
Modifies an entry in the database.
|
|
|
|
Creates an entry if one does not exist.
|
|
|
|
"""
|
|
|
|
raise self.AdapterMethodNotImplementedError(
|
|
|
|
'The `update` method is not implemented by this adapter.'
|
|
|
|
)
|
|
|
|
|
|
|
|
def get_latest_response(self, conversation_id):
|
|
|
|
"""
|
|
|
|
Returns the latest response in a conversation if it exists.
|
|
|
|
Returns None if a matching conversation cannot be found.
|
|
|
|
"""
|
|
|
|
raise self.AdapterMethodNotImplementedError(
|
|
|
|
'The `get_latest_response` method is not implemented by this adapter.'
|
|
|
|
)
|
|
|
|
|
|
|
|
def create_conversation(self):
|
|
|
|
"""
|
|
|
|
Creates a new conversation.
|
|
|
|
"""
|
|
|
|
raise self.AdapterMethodNotImplementedError(
|
|
|
|
'The `create_conversation` method is not implemented by this adapter.'
|
|
|
|
)
|
|
|
|
|
|
|
|
def add_to_conversation(self, conversation_id, statement, response):
|
|
|
|
"""
|
|
|
|
Add the statement and response to the conversation.
|
|
|
|
"""
|
|
|
|
raise self.AdapterMethodNotImplementedError(
|
|
|
|
'The `add_to_conversation` method is not implemented by this adapter.'
|
|
|
|
)
|
|
|
|
|
|
|
|
def get_random(self):
|
|
|
|
"""
|
|
|
|
Returns a random statement from the database.
|
|
|
|
"""
|
|
|
|
raise self.AdapterMethodNotImplementedError(
|
|
|
|
'The `get_random` method is not implemented by this adapter.'
|
|
|
|
)
|
|
|
|
|
|
|
|
def drop(self):
|
|
|
|
"""
|
|
|
|
Drop the database attached to a given adapter.
|
|
|
|
"""
|
|
|
|
raise self.AdapterMethodNotImplementedError(
|
|
|
|
'The `drop` method is not implemented by this adapter.'
|
|
|
|
)
|
|
|
|
|
|
|
|
def get_response_statements(self):
|
|
|
|
"""
|
|
|
|
Return only statements that are in response to another statement.
|
|
|
|
A statement must exist which lists the closest matching statement in the
|
|
|
|
in_response_to field. Otherwise, the logic adapter may find a closest
|
|
|
|
matching statement that does not have a known response.
|
|
|
|
|
|
|
|
This method may be overridden by a child class to provide more a
|
|
|
|
efficient method to get these results.
|
|
|
|
"""
|
|
|
|
statement_list = self.filter()
|
|
|
|
|
|
|
|
responses = set()
|
|
|
|
to_remove = list()
|
|
|
|
for statement in statement_list:
|
|
|
|
for response in statement.in_response_to:
|
|
|
|
responses.add(response.text)
|
|
|
|
for statement in statement_list:
|
|
|
|
if statement.text not in responses:
|
|
|
|
to_remove.append(statement)
|
|
|
|
|
|
|
|
for statement in to_remove:
|
|
|
|
statement_list.remove(statement)
|
|
|
|
|
|
|
|
return statement_list
|
|
|
|
|
|
|
|
class EmptyDatabaseException(Exception):
|
|
|
|
|
|
|
|
def __init__(self,
|
|
|
|
value='The database currently contains no entries. At least one entry is expected. You may need to train your chat bot to populate your database.'):
|
|
|
|
self.value = value
|
|
|
|
|
|
|
|
def __str__(self):
|
|
|
|
return repr(self.value)
|
|
|
|
|
|
|
|
class AdapterMethodNotImplementedError(NotImplementedError):
|
|
|
|
"""
|
|
|
|
An exception to be raised when a storage adapter method has not been implemented.
|
|
|
|
Typically this indicates that the method should be implement in a subclass.
|
|
|
|
"""
|
|
|
|
pass
|