nilmdb/tests/test_numpyclient.py
Jim Paris c7f2df4abc Add nilmdb.client.numpyclient.NumpyClient with stream_extract_numpy
This is a subclass of nilmdb.client.client.Client that adds numpy
specific routines, which should be a lot faster.
2013-04-07 17:43:52 -04:00

109 lines
3.6 KiB
Python

# -*- coding: utf-8 -*-
import nilmdb.server
import nilmdb.client
import nilmdb.client.numpyclient
from nilmdb.utils.printf import *
from nilmdb.utils import timestamper
from nilmdb.client import ClientError, ServerError
from nilmdb.utils import datetime_tz
from nose.plugins.skip import SkipTest
from nose.tools import *
from nose.tools import assert_raises
import itertools
import distutils.version
from testutil.helpers import *
import numpy as np
testdb = "tests/numpyclient-testdb"
testurl = "http://localhost:32180/"
def setup_module():
global test_server, test_db
# Clear out DB
recursive_unlink(testdb)
# Start web app on a custom port
test_db = nilmdb.utils.serializer_proxy(nilmdb.server.NilmDB)(testdb)
test_server = nilmdb.server.Server(test_db, host = "127.0.0.1",
port = 32180, stoppable = False,
fast_shutdown = True,
force_traceback = True)
test_server.start(blocking = False)
def teardown_module():
global test_server, test_db
# Close web app
test_server.stop()
test_db.close()
class TestNumpyClient(object):
def test_numpyclient_01_basic(self):
# Test basic connection
client = nilmdb.client.numpyclient.NumpyClient(url = testurl)
version = client.version()
eq_(distutils.version.LooseVersion(version),
distutils.version.LooseVersion(test_server.version))
# Verify subclassing
assert(isinstance(client, nilmdb.client.Client))
# Layouts
for layout in "int8_t", "something_8", "integer_1":
with assert_raises(ValueError):
for x in client.stream_extract_numpy("/foo", layout=layout):
pass
for layout in "int8_1", "uint8_30", "int16_20", "float64_100":
with assert_raises(ClientError) as e:
for x in client.stream_extract_numpy("/foo", layout=layout):
pass
in_("No such stream", str(e.exception))
with assert_raises(ClientError) as e:
for x in client.stream_extract_numpy("/foo"):
pass
in_("can't get layout for path", str(e.exception))
client.close()
def test_numpyclient_02_extract(self):
client = nilmdb.client.numpyclient.NumpyClient(url = testurl)
# Insert some data as text
client.stream_create("/newton/prep", "float32_8")
testfile = "tests/data/prep-20120323T1000"
start = nilmdb.utils.time.parse_time("20120323T1000")
rate = 120
data = timestamper.TimestamperRate(testfile, start, rate)
result = client.stream_insert("/newton/prep", data,
start, start + 119999777)
# Extract Numpy arrays
array = None
pieces = 0
for chunk in client.stream_extract_numpy("/newton/prep", maxrows=1000):
pieces += 1
if array is not None:
array = np.vstack((array, chunk))
else:
array = chunk
eq_(array.shape, (14400, 9))
eq_(pieces, 15)
# Try structured
s = list(client.stream_extract_numpy("/newton/prep", structured = True))
assert(np.array_equal(np.c_[s[0]['timestamp'], s[0]['data']], array))
# Compare. Will be close but not exact because the conversion
# to and from ASCII was lossy.
data = timestamper.TimestamperRate(testfile, start, rate)
actual = np.fromstring(" ".join(data), sep=' ').reshape(14400, 9)
assert(np.allclose(array, actual))
client.close()