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Python CSV batch import example
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import dateutil.parser | |
import optparse | |
from Queue import Queue | |
import tempodb | |
from threading import Thread | |
class Worker(Thread): | |
"""Thread executing tasks from a given tasks queue""" | |
def __init__(self, tasks): | |
Thread.__init__(self) | |
self.tasks = tasks | |
self.daemon = True | |
self.start() | |
def run(self): | |
while True: | |
func, args, kargs = self.tasks.get() | |
try: func(*args, **kargs) | |
except Exception, e: print e | |
self.tasks.task_done() | |
class ThreadPool: | |
"""Pool of threads consuming tasks from a queue""" | |
def __init__(self, num_threads): | |
self.tasks = Queue(num_threads) | |
for _ in range(num_threads): Worker(self.tasks) | |
def add_task(self, func, *args, **kargs): | |
"""Add a task to the queue""" | |
self.tasks.put((func, args, kargs)) | |
def wait_completion(self): | |
"""Wait for completion of all the tasks in the queue""" | |
self.tasks.join() | |
def main(): | |
# This script assumes that the input file is sorted by key | |
parser = optparse.OptionParser(usage="usage: %prog [options] filename", version="%prog 0.1") | |
parser.add_option("-i", "--input", dest="filename", help="read data from FILENAME") | |
parser.add_option("-k", "--key", dest="key", help="tempodb database key") | |
parser.add_option("-s", "--secret", dest="secret", help="tempodb database secret") | |
parser.add_option("-H", "--host", dest="host", default="api.tempo-db.com", help="tempodb host") | |
parser.add_option("-P", "--port", dest="port", default=443, help="tempodb port") | |
parser.add_option("-S", "--secure", action="store_true", dest="secure", default=True, help="tempodb secure") | |
(options, args) = parser.parse_args() | |
if not options.filename: | |
parser.error("Enter a file to read from.") | |
in_filename = options.filename | |
source_file = open(in_filename) | |
client = tempodb.Client(options.key, options.secret, options.host, int(options.port), options.secure) | |
temperature_key = "thermostat.1.temperature" | |
solar_radiation_key = "thermostat.1.solar_radiation" | |
humidity_key = "thermostat.1.humidity" | |
temperature_data = [] | |
solar_radiation_data = [] | |
humidity_data = [] | |
count = 0 | |
# Init a Thread pool with the desired number of threads | |
pool = ThreadPool(3) | |
for line in source_file: | |
timestamp, temperature, solar_radiation, humidity = line.split(',') | |
# grab 20 lines at a time | |
if count >= 20: | |
pool.add_task(client.write_key, temperature_key, temperature_data) | |
pool.add_task(client.write_key, solar_radiation_key, solar_radiation_data) | |
pool.add_task(client.write_key, humidity_key, humidity_data) | |
temperature_data = [] | |
solar_radiation_id = [] | |
humidity_id = [] | |
count = 0 | |
input_date = dateutil.parser.parse(timestamp) | |
temperature_data.append(tempodb.DataPoint(input_date, float(temperature))) | |
solar_radiation_data.append(tempodb.DataPoint(input_date, float(solar_radiation))) | |
humidity_data.append(tempodb.DataPoint(input_date, float(humidity))) | |
count += 1 | |
# pick up any scraps | |
if len(temperature_data) > 0: | |
pool.add_task(client.write_key, temperature_key, temperature_data) | |
pool.add_task(client.write_key, solar_radiation_key, solar_radiation_data) | |
pool.add_task(client.write_key, humidity_key, humidity_data) | |
source_file.close() | |
# Wait for completion | |
pool.wait_completion() | |
if __name__ == '__main__': | |
main() |
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2012-04-10T19:43:17.000+0600, 52.113, 950.3, 25.23 | |
2012-04-10T19:44:17.000+0600, 47.234, 923.8, 25.01 | |
2012-04-10T19:45:17.000+0600, 49.133, 940.7, 24.45 | |
2012-04-10T19:46:17.000+0600, 50.021, 923.3, 24.87 | |
2012-04-10T19:47:17.000+0600, 52.113, 950.3, 25.23 | |
2012-04-10T19:48:17.000+0600, 47.234, 923.8, 25.01 | |
2012-04-10T19:49:17.000+0600, 49.133, 940.7, 24.45 | |
2012-04-10T19:50:17.000+0600, 50.021, 923.3, 24.87 | |
2012-04-10T19:51:17.000+0600, 52.113, 950.3, 25.23 | |
2012-04-10T19:52:17.000+0600, 47.234, 923.8, 25.01 | |
2012-04-10T19:53:17.000+0600, 49.133, 940.7, 24.45 | |
2012-04-10T19:54:17.000+0600, 50.021, 923.3, 24.87 | |
2012-04-10T19:55:17.000+0600, 52.113, 950.3, 25.23 | |
2012-04-10T19:56:17.000+0600, 47.234, 923.8, 25.01 | |
2012-04-10T19:57:17.000+0600, 49.133, 940.7, 24.45 | |
2012-04-10T19:58:17.000+0600, 50.021, 923.3, 24.87 | |
2012-04-10T19:59:17.000+0600, 52.113, 950.3, 25.23 | |
2012-04-10T20:00:17.000+0600, 47.234, 923.8, 25.01 | |
2012-04-10T20:01:17.000+0600, 47.234, 923.8, 25.01 | |
2012-04-10T20:02:17.000+0600, 47.234, 923.8, 25.01 | |
2012-04-10T20:03:17.000+0600, 47.234, 923.8, 25.01 |
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