def setUp(self):
self.config = {
"method": "AROW",
"converter": {
"string_filter_types": {},
"string_filter_rules": [],
"num_filter_types": {},
"num_filter_rules": [],
"string_types": {},
"string_rules": [],
"num_types": {},
"num_rules": []
},
"parameter": {
"regularization_weight": 1.001
}
}
TestUtil.write_file('config_for_error.json', json.dumps(self.config))
self.srv = TestUtil.fork_process('classifier', port, 'config_for_error.json')
try:
address = msgpackrpc.Address(host, port)
client = msgpackrpc.Client(address)
self.cli = jubatus.common.Client(client, "name")
except:
TestUtil.kill_process(self.srv)
raise
def setUp(self):
self.config = {
"method": "AROW",
"converter": {
"string_filter_types": {},
"string_filter_rules": [],
"num_filter_types": {},
"num_filter_rules": [],
"string_types": {},
"string_rules": [{
"key": "*",
"type": "str",
"sample_weight": "bin",
"global_weight": "bin"
}],
"num_types": {},
"num_rules": [{
"key": "*",
"type": "num"
}]
},
"parameter": {
"regularization_weight": 1.001
}
}
TestUtil.write_file('config_classifier.json', json.dumps(self.config))
self.srv = TestUtil.fork_process('classifier', port,
'config_classifier.json')
try:
self.cli = Classifier(host, port, "name")
except:
TestUtil.kill_process(self.srv)
raise
def setUp(self):
self.config = {
"method": "AROW",
"converter": {
"string_filter_types": {},
"string_filter_rules": [],
"num_filter_types": {},
"num_filter_rules": [],
"string_types": {},
"string_rules": [{"key": "*", "type": "str", "sample_weight": "bin", "global_weight": "bin"}],
"num_types": {},
"num_rules": [{"key": "*", "type": "num"}]
},
"parameter": {
"regularization_weight": 1.001
}
}
TestUtil.write_file('config_classifier.json', json.dumps(self.config))
self.srv = TestUtil.fork_process('classifier', port, 'config_classifier.json')
try:
self.cli = Classifier(host, port, "name")
except:
TestUtil.kill_process(self.srv)
raise
def setUp(self):
self.config = {
"method": "lof",
"converter" : {
"string_filter_types" : {},
"string_filter_rules" : [],
"num_filter_types" : {},
"num_filter_rules" : [],
"string_types" : {},
"string_rules" : [{"key" : "*", "type" : "space", "sample_weight" : "bin", "global_weight" : "bin"}],
"num_types" : {},
"num_rules" : [{"key" : "*","type" : "num"}]
},
"parameter": {
"nearest_neighbor_num": 10,
"reverse_nearest_neighbor_num": 30,
"method": "euclid_lsh",
"parameter": {
"lsh_num": 8,
"table_num": 16,
"probe_num": 64,
"bin_width": 10.0,
"seed": 1091,
"retain_projection": False
}
}
}
TestUtil.write_file('config_anomaly.json', json.dumps(self.config))
self.srv = TestUtil.fork_process('anomaly', port, 'config_anomaly.json')
self.cli = anomaly(host, port)
def setUp(self):
self.config = {
"method": "lsh",
"converter": {
"string_filter_types": {},
"string_filter_rules": [],
"num_filter_types": {},
"num_filter_rules": [],
"string_types": {},
"string_rules": [{
"key": "*",
"type": "str",
"sample_weight": "bin",
"global_weight": "bin"
}],
"num_types": {},
"num_rules": [{
"key": "*",
"type": "num"
}]
},
"parameter": {
"hash_num": 64
}
}
TestUtil.write_file('config_nearest_neighbor.json',
json.dumps(self.config))
self.srv = TestUtil.fork_process('nearest_neighbor', port,
'config_nearest_neighbor.json')
try:
self.cli = NearestNeighbor(host, port, "name")
except:
TestUtil.kill_process(self.srv)
raise
def setUp(self):
self.config = {
"method" : "kmeans",
"converter" : {
"string_filter_types" : {},
"string_filter_rules" : [],
"num_filter_types" : {},
"num_filter_rules" : [],
"string_types" : {},
"string_rules" : [
{ "key" : "*", "type" : "str", "sample_weight" : "bin", "global_weight" : "bin" }
],
"num_types" : {},
"num_rules" : [
{ "key" : "*", "type" : "num" }
]
},
"parameter" : {
"k" : 10,
"seed": 0
},
"compressor_method" : "simple",
"compressor_parameter" : {
"bucket_size" : 3,
}
}
TestUtil.write_file('config_clustering.json', json.dumps(self.config))
self.srv = TestUtil.fork_process('clustering', port, 'config_clustering.json')
try:
self.cli = Clustering(host, port, "name")
except:
TestUtil.kill_process(self.srv)
raise
def setUp(self):
self.config = {
"method": "lsh",
"converter": {
"string_filter_types": {},
"string_filter_rules": [],
"num_filter_types": {},
"num_filter_rules": [],
"string_types": {},
"string_rules": [{"key": "*", "type": "str", "sample_weight": "bin", "global_weight": "bin"}],
"num_types": {},
"num_rules": [{"key": "*", "type": "num"}]
},
"parameter": {
"hash_num": 64
}
}
TestUtil.write_file('config_nearest_neighbor.json', json.dumps(self.config))
self.srv = TestUtil.fork_process('nearest_neighbor', port, 'config_nearest_neighbor.json')
try:
self.cli = NearestNeighbor(host, port, "name")
except:
TestUtil.kill_process(self.srv)
raise
def setUp(self):
self.config = {
"method": "kmeans",
"converter": {
"string_filter_types": {},
"string_filter_rules": [],
"num_filter_types": {},
"num_filter_rules": [],
"string_types": {},
"string_rules": [{"key": "*", "type": "str", "sample_weight": "bin", "global_weight": "bin"}],
"num_types": {},
"num_rules": [{"key": "*", "type": "num"}],
},
"parameter": {"k": 10, "seed": 0},
"compressor_method": "simple",
"compressor_parameter": {"bucket_size": 3},
}
TestUtil.write_file("config_clustering.json", json.dumps(self.config))
self.srv = TestUtil.fork_process("clustering", port, "config_clustering.json")
try:
self.cli = Clustering(host, port, "name")
except:
TestUtil.kill_process(self.srv)
raise
def setUp(self):
self.config = {
"method": "PA1",
"converter": {
"string_filter_types": {},
"string_filter_rules": [],
"num_filter_types": {},
"num_filter_rules": [],
"string_types": {},
"string_rules": [{
"key": "*",
"type": "str",
"sample_weight": "bin",
"global_weight": "bin"
}],
"num_types": {},
"num_rules": [{
"key": "*",
"type": "num"
}]
},
"parameter": {
"sensitivity": 0.1,
"regularization_weight": 3.402823e+38
}
}
TestUtil.write_file('config_regression.json', json.dumps(self.config))
self.srv = TestUtil.fork_process('regression', port,
'config_regression.json')
try:
self.cli = Regression(host, port, "name")
except:
TestUtil.kill_process(self.srv)
raise
def setUp(self):
self.config = {
"method": "PA",
"converter": {
"string_filter_types": {},
"string_filter_rules": [],
"num_filter_types": {},
"num_filter_rules": [],
"string_types": {},
"string_rules": [{"key": "*", "type": "str", "sample_weight": "bin", "global_weight": "bin"}],
"num_types": {},
"num_rules": [{"key": "*", "type": "num"}]
},
"parameter": {
"sensitivity" : 0.1,
"regularization_weight" : 3.402823e+38
}
}
TestUtil.write_file('config_regression.json', json.dumps(self.config))
self.srv = TestUtil.fork_process('regression', port, 'config_regression.json')
try:
self.cli = Regression(host, port, "name")
except:
TestUtil.kill_process(self.srv)
raise
def setUp(self):
self.config = {
"window_size": 10
}
TestUtil.write_file('config_stat.json', json.dumps(self.config))
self.srv = TestUtil.fork_process('stat', port, 'config_stat.json')
self.cli = stat(host, port)
def setUp(self):
self.config = {"window_size": 10}
TestUtil.write_file('config_stat.json', json.dumps(self.config))
self.srv = TestUtil.fork_process('stat', port, 'config_stat.json')
try:
self.cli = Stat(host, port, 'name')
except:
TestUtil.kill_process(self.srv)
raise
def setUp(self):
self.config = {
"window_size": 10
}
TestUtil.write_file('config_stat.json', json.dumps(self.config))
self.srv = TestUtil.fork_process('stat', port, 'config_stat.json')
try:
self.cli = Stat(host, port, 'name')
except:
TestUtil.kill_process(self.srv)
raise
def setUp(self):
self.config = {
"method": "graph_wo_index",
"parameter": {
"damping_factor": 0.9,
"landmark_num": 5
}
}
TestUtil.write_file('config_graph.json', json.dumps(self.config))
self.srv = TestUtil.fork_process('graph', port, 'config_graph.json')
self.cli = graph(host, port)
def setUp(self):
self.srv = TestUtil.fork_process("regression", port)
self.cli = regression(host, port)
method = "PA"
self.converter = '{\n"string_filter_types":{}, \n"string_filter_rules":[], \n"num_filter_types":{}, \n"num_filter_rules":[], \n"string_types":{}, \n"string_rules":\n[{"key":"*", "type":"space", \n"sample_weight":"bin", "global_weight":"bin"}\n], \n"num_types":{}, \n"num_rules":[\n{"key":"*", "type":"num"}\n]\n}'
cd = config_data(method, self.converter)
self.cli.set_config("name", cd)
def setUp(self):
self.config = {
"method": "graph_wo_index",
"parameter": {
"damping_factor": 0.9,
"landmark_num": 5
}
}
TestUtil.write_file('config_graph.json', json.dumps(self.config))
self.srv = TestUtil.fork_process('graph', port, 'config_graph.json')
try:
self.cli = Graph(host, port, "name")
except:
TestUtil.kill_process(self.srv)
raise
def setUp(self):
self.config = {
"method": "lof",
"converter": {
"string_filter_types": {},
"string_filter_rules": [],
"num_filter_types": {},
"num_filter_rules": [],
"string_types": {},
"string_rules": [{
"key": "*",
"type": "space",
"sample_weight": "bin",
"global_weight": "bin"
}],
"num_types": {},
"num_rules": [{
"key": "*",
"type": "num"
}]
},
"parameter": {
"nearest_neighbor_num": 10,
"reverse_nearest_neighbor_num": 30,
"method": "euclid_lsh",
"parameter": {
"hash_num": 8,
"table_num": 16,
"probe_num": 64,
"bin_width": 10.0,
"seed": 1091,
}
}
}
TestUtil.write_file('config_anomaly.json', json.dumps(self.config))
self.srv = TestUtil.fork_process('anomaly', port,
'config_anomaly.json')
try:
self.cli = Anomaly(host, port, "name")
except:
TestUtil.kill_process(self.srv)
raise
def setUp(self):
self.config = {
"method": "inverted_index",
"converter": {
"string_filter_types": {},
"string_filter_rules": [],
"num_filter_types": {},
"num_filter_rules": [],
"string_types": {},
"string_rules": [{"key": "*", "type": "str", "sample_weight": "bin", "global_weight": "bin"}],
"num_types": {},
"num_rules": [{"key": "*", "type": "num"}],
},
"parameter": {},
}
TestUtil.write_file("config_recommender.json", json.dumps(self.config))
self.srv = TestUtil.fork_process("recommender", port, "config_recommender.json")
self.cli = recommender(host, port)
def setUp(self):
self.config = {
"method": "AROW",
"converter": {
"string_filter_types": {},
"string_filter_rules": [],
"num_filter_types": {},
"num_filter_rules": [],
"string_types": {},
"string_rules": [{"key": "*", "type": "str", "sample_weight": "bin", "global_weight": "bin"}],
"num_types": {},
"num_rules": [{"key": "*", "type": "num"}],
},
"parameter": {"regularization_weight": 1.001},
}
TestUtil.write_file("config_classifier.json", json.dumps(self.config))
self.srv = TestUtil.fork_process("classifier", port, "config_classifier.json")
self.cli = classifier(host, port)
def setUp(self):
self.config = {
"method": "inverted_index",
"converter": {
"string_filter_types": {},
"string_filter_rules": [],
"num_filter_types": {},
"num_filter_rules": [],
"string_types": {},
"string_rules": [{"key": "*", "type": "str", "sample_weight": "bin", "global_weight": "bin"}],
"num_types": {},
"num_rules": [{"key": "*", "type": "num"}]
},
"parameter": {}
}
TestUtil.write_file('config_recommender.json', json.dumps(self.config))
self.srv = TestUtil.fork_process('recommender', port, 'config_recommender.json')
try:
self.cli = Recommender(host, port, "name")
except:
TestUtil.kill_process(self.srv)
raise
def setUp(self):
self.config = {
"method": "inverted_index",
"converter": {
"string_filter_types": {},
"string_filter_rules": [],
"num_filter_types": {},
"num_filter_rules": [],
"string_types": {},
"string_rules": [{"key": "*", "type": "str", "sample_weight": "bin", "global_weight": "bin"}],
"num_types": {},
"num_rules": [{"key": "*", "type": "num"}]
},
"parameter": {}
}
TestUtil.write_file('config_recommender.json', json.dumps(self.config))
self.srv = TestUtil.fork_process('recommender', port, 'config_recommender.json')
try:
self.cli = Recommender(host, port, "name")
except:
TestUtil.kill_process(self.srv)
raise
def setUp(self):
self.config = {
"method" : "kmeans",
"converter" : {
"string_filter_types" : {},
"string_filter_rules" : [],
"num_filter_types" : {},
"num_filter_rules" : [],
"string_types" : {},
"string_rules" : [
{ "key" : "*", "type" : "str", "sample_weight" : "bin", "global_weight" : "bin" }
],
"num_types" : {},
"num_rules" : [
{ "key" : "*", "type" : "num" }
]
},
"parameter" : {
"k" : 10,
"compressor_method" : "simple",
"bucket_size" : 3,
"compressed_bucket_size" : 2,
"bicriteria_base_size" : 1,
"bucket_length" : 2,
"forgetting_factor" : 0,
"forgetting_threshold" : 0.5,
"seed": 0,
}
}
TestUtil.write_file('config_clustering.json', json.dumps(self.config))
self.srv = TestUtil.fork_process('clustering', port, 'config_clustering.json')
try:
self.cli = Clustering(host, port, "name")
except:
TestUtil.kill_process(self.srv)
raise
def tearDown(self):
if self.cli:
self.cli.get_client().close()
TestUtil.kill_process(self.srv)
def setUp(self):
self.srv = TestUtil.fork_process("graph", port)
self.cli = graph(host, port)
def tearDown(self):
if self.cli:
self.cli.get_client().close()
TestUtil.kill_process(self.srv)
def setUp(self):
self.srv = TestUtil.fork_process("stat", port)
self.cli = stat(host, port)
self.window_size = 10
cd = config_data(self.window_size)
self.cli.set_config("name", cd)
def tearDown(self): TestUtil.kill_process(self.srv)
def tearDown(self):
TestUtil.kill_process(self.srv)
