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experiment_db.py
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experiment_db.py
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# The MIT License (MIT)
#
# Copyright (c) 2013 Numenta, Inc.
#
# Permission is hereby granted, free of charge, to any person obtaining a copy
# of this software and associated documentation files (the "Software"), to deal
# in the Software without restriction, including without limitation the rights
# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
# copies of the Software, and to permit persons to whom the Software is
# furnished to do so, subject to the following conditions:
#
# The above copyright notice and this permission notice shall be included in
# all copies or substantial portions of the Software.
#
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
# THE SOFTWARE.
import json
import pymongo
from pprint import pprint
class ExperimentDB(object):
_ptr = None
@staticmethod
def instance():
if not ExperimentDB._ptr:
ExperimentDB._ptr = ExperimentDB()
return ExperimentDB._ptr
def __init__(self):
self.dbname = 'ExperimentDatabase'
self.dbConnection = pymongo.Connection()
self.db = self.dbConnection["CerebroDB"]
self.collection = self.db[self.dbname]
@staticmethod
def add(name, metadata):
db = ExperimentDB.instance()
if name == db.dbname:
return False
val = dict(
name=name,
metadata=json.dumps(metadata)
)
# Clear and reset the experiment database
db.db.drop_collection(name)
temp_collection = db.db[name]
# Add / modify the experiment record
currentRecord = ExperimentDB.instance().get(name)
if currentRecord is not None:
currentRecord['name'] = name
db.collection.update({"name":name}, currentRecord)
else:
db.collection.insert(val)
return True
@staticmethod
def rename(oldname, name):
# Rename experiment record
currentRecord = ExperimentDB.get(oldname)
if currentRecord is not None:
currentRecord['name'] = name
ExperimentDB.instance().collection.update({"name":oldname}, currentRecord)
else:
return {'oldname': oldname, 'name': oldname, \
'error': 'Experiment not found.'}
# Rename experiment database
try:
collection = ExperimentDB.getExperimentDB(oldname)
except Exception:
return {'oldname': oldname, 'name': oldname, \
'error': 'Experiment does not exist.'}
try:
collection.rename(name)
except Exception, e:
pprint(e)
return {'oldname': oldname, 'name': oldname, \
'error': 'Experiment name already exists.'}
# Success
return {'oldname': oldname, 'name': name}
@staticmethod
def get(name):
item = ExperimentDB.instance().collection.find({"name": name})
assert(item.count() <= 1)
if item.count() == 0:
return None
item = item[0]
return item
@staticmethod
def getExperimentDB(name):
db = ExperimentDB.instance()
return db.db[name]
@staticmethod
def list():
names = ExperimentDB.instance().db.collection_names()
if 'system.indexes' in names:
names.pop(names.index('system.indexes'))
if 'ExperimentDatabase' in names:
names.pop(names.index('ExperimentDatabase'))
return names
@staticmethod
def delete(name):
names = ExperimentDB.instance().db.collection_names()
if name not in names:
return json.dumps(dict(error="Model name not found."))
ExperimentDB.instance().db.drop_collection(name)
ExperimentDB.instance().collection.remove({"name": name})
return json.dumps(dict(delete=True))