Compare commits
7 Commits
nilmtools-
...
nilmtools-
Author | SHA1 | Date | |
---|---|---|---|
de68956f76 | |||
e73dd313d5 | |||
d23fa9ee78 | |||
2b9ecc6697 | |||
54f8c34f8e | |||
9d38d6c21b | |||
4243301434 |
8
Makefile
8
Makefile
@@ -1,3 +1,11 @@
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test:
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-@nilmtool destroy /lees-compressor/no-leak/raw/4 || true
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-@nilmtool destroy /lees-compressor/no-leak/raw/16 || true
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-@nilmtool create /lees-compressor/no-leak/raw/4 float32_18 || true
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-@nilmtool create /lees-compressor/no-leak/raw/16 float32_18 || true
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time python nilmtools/decimate.py -s '2013-02-04 18:10:00' -e '2013-02-04 18:11:00' /lees-compressor/no-leak/raw/1 /lees-compressor/no-leak/raw/4
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python nilmtools/decimate.py -s '2013-02-04 18:10:00' -e '2013-02-04 18:11:00' /lees-compressor/no-leak/raw/4 /lees-compressor/no-leak/raw/16
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all:
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@echo "Try 'make install'"
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36
nilmtools/copy.py
Executable file
36
nilmtools/copy.py
Executable file
@@ -0,0 +1,36 @@
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#!/usr/bin/python
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import nilmtools.filter
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import nilmdb.client
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import numpy as np
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import sys
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def main():
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f = nilmtools.filter.Filter()
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parser = f.setup_parser("Copy a stream")
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# Parse arguments
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try:
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args = f.parse_args()
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except nilmtools.filter.MissingDestination as e:
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print "Source is %s (%s)" % (e.src.path, e.src.layout)
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print "Destination %s doesn't exist" % (e.dest.path)
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print "You could make it with a command like:"
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print " nilmtool create", e.dest.path, e.src.layout
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raise SystemExit(1)
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# Copy metadata
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meta = f.client.stream_get_metadata(f.src.path)
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f.check_dest_metadata(meta)
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# Copy all rows of data as ASCII strings
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extractor = nilmdb.client.Client(args.url).stream_extract
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inserter = nilmdb.client.Client(args.url).stream_insert_context
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for i in f.intervals():
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print "Processing", f.interval_string(i)
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with inserter(f.dest.path, i.start, i.end) as insert_ctx:
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for row in extractor(f.src.path, i.start, i.end):
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insert_ctx.insert(row + "\n")
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if __name__ == "__main__":
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main()
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79
nilmtools/decimate.py
Executable file
79
nilmtools/decimate.py
Executable file
@@ -0,0 +1,79 @@
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#!/usr/bin/python
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import nilmtools.filter
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import nilmdb.client
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import numpy as np
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import operator
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def main():
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f = nilmtools.filter.Filter()
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parser = f.setup_parser("Decimate a stream")
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group = parser.add_argument_group("Decimate options")
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group.add_argument('-f', '--factor', action='store', default=4, type=int,
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help='Decimation factor (default: %(default)s)')
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# Parse arguments
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try:
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args = f.parse_args()
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except nilmtools.filter.MissingDestination as e:
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# If no destination, suggest how to create it by figuring out
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# a recommended layout.
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src = e.src
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dest = e.dest
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print "Source is %s (%s)" % (src.path, src.layout)
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print "Destination %s doesn't exist" % (dest.path)
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if "decimate_source" in f.client.stream_get_metadata(src.path):
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rec = src.layout
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elif 'int32' in src.layout_type or 'float64' in src.layout_type:
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rec = 'float64_' + str(src.layout_count * 3)
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else:
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rec = 'float32_' + str(src.layout_count * 3)
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print "You could make it with a command like:"
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print " nilmtool create", dest.path, rec
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raise SystemExit(1)
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if not (args.factor >= 2):
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raise Exception("factor needs to be 2 or more")
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f.check_dest_metadata({ "decimate_source": args.srcpath,
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"decimate_factor": args.factor })
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# If source is decimated, we have to decimate a bit differently
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if "decimate_source" in f.client.stream_get_metadata(args.srcpath):
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n = f.src.layout_count // 3
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f.process_python(function = decimate_again, rows = args.factor,
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args = (n,))
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else:
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n = f.src.layout_count
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f.process_python(function = decimate_first, rows = args.factor,
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args = (n,))
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def decimate_first(data, n):
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"""Decimate original data -- result has 3 times as many columns"""
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# For this simple calculation, converting to a Numpy array
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# and doing the math is slower than just doing it directly.
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rows = iter(data)
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r_sum = r_min = r_max = rows.next()
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for row in rows:
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r_sum = map(operator.add, r_sum, row)
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r_min = map(min, r_min, row)
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r_max = map(max, r_max, row)
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r_mean = [ x / len(data) for x in r_sum ]
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return [ [ r_mean[0] ] + r_mean[1:] + r_min[1:] + r_max[1:] ]
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def decimate_again(data, n):
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"""Decimate already-decimated data -- result has the same number
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of columns"""
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rows = iter(data)
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r = rows.next()
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r_sum = r[0:(n+1)]
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r_min = r[(n+1):(2*n+1)]
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r_max = r[(2*n+1):(3*n+1)]
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for r in rows:
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r_sum = map(operator.add, r_sum, r[0:(n+1)])
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r_min = map(min, r_min, r[(n+1):(2*n+1)])
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r_max = map(max, r_max, r[(2*n+1):(3*n+1)])
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r_mean = [ x / len(data) for x in r_sum ]
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return [ r_mean + r_min + r_max ]
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if __name__ == "__main__":
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main()
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233
nilmtools/filter.py
Executable file → Normal file
233
nilmtools/filter.py
Executable file → Normal file
@@ -2,65 +2,244 @@
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import nilmdb.client
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from nilmdb.utils.printf import *
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from nilmdb.utils.time import parse_time, format_time
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from nilmdb.utils.time import (parse_time, timestamp_to_human,
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timestamp_to_seconds)
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from nilmdb.utils.interval import Interval
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import nilmtools
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import itertools
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import time
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import sys
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import re
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import argparse
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class MissingDestination(Exception):
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def __init__(self, src, dest):
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self.src = src
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self.dest = dest
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Exception.__init__(self, "destination path " + dest.path + " not found")
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class StreamInfo(object):
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def __init__(self, info):
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self.info = info
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try:
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self.path = info[0]
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self.layout = info[1]
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self.layout_type = self.layout.split('_')[0]
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self.layout_count = int(self.layout.split('_')[1])
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self.total_count = self.layout_count + 1
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self.timestamp_min = info[2]
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self.timestamp_max = info[3]
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self.rows = info[4]
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self.seconds = nilmdb.utils.time.timestamp_to_seconds(info[5])
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except IndexError, TypeError:
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pass
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def __str__(self):
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"""Print stream info as a string"""
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return sprintf("%s (%s), %.2fM rows, %.2f hours",
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self.path, self.layout, self.rows / 1e6,
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self.seconds / 3600.0)
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class Filter(object):
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def __init__(self, description = "Filter data"):
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self.args = None
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def __init__(self):
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self._parser = None
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self._args = None
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self._client = None
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self.parse_args(description)
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self._using_client = False
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self.src = None
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self.dest = None
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def parse_args(self, description):
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@property
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def client(self):
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if self._using_client:
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raise Exception("Filter client is in use; make another")
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return self._client
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def setup_parser(self, description = "Filter data"):
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parser = argparse.ArgumentParser(
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description = description,
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formatter_class = argparse.RawDescriptionHelpFormatter)
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parser.add_argument("-u", "--url", action="store",
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default="http://localhost:12380/",
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help="Server URL (default: %(default)s)")
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parser.add_argument("srcpath", action="store",
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help="Path of source stream, e.g. /foo/bar")
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parser.add_argument("destpath", action="store",
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help="Path of destination stream, e.g. /foo/bar")
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self.args = parser.parse_args()
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formatter_class = argparse.RawDescriptionHelpFormatter,
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version = nilmtools.__version__,
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description = description)
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group = parser.add_argument_group("General filter arguments")
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group.add_argument("-u", "--url", action="store",
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default="http://localhost:12380/",
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help="Server URL (default: %(default)s)")
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group.add_argument("-D", "--dry-run", action="store_true",
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default = False,
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help="Just print intervals that would be "
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"processed")
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group.add_argument("-s", "--start",
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metavar="TIME", type=self.arg_time,
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help="Starting timestamp for intervals "
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"(free-form, inclusive)")
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group.add_argument("-e", "--end",
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metavar="TIME", type=self.arg_time,
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help="Ending timestamp for intervals "
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"(free-form, noninclusive)")
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group.add_argument("srcpath", action="store",
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help="Path of source stream, e.g. /foo/bar")
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group.add_argument("destpath", action="store",
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help="Path of destination stream, e.g. /foo/bar")
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self._parser = parser
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return parser
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def interval_string(self, interval):
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return sprintf("[ %s -> %s ]",
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timestamp_to_human(interval.start),
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timestamp_to_human(interval.end))
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def parse_args(self):
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args = self._parser.parse_args()
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self._args = args
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self._client = nilmdb.client.Client(args.url)
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if args.srcpath == args.destpath:
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raise Exception("source and destination path must be different")
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# Open and print info about the streams
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def stream_info_string(info):
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return sprintf("%s (%s), %.2fM rows, %.2f hours\n",
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info[0], info[1], info[4] / 1e6, info[5] / 3600)
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src = self._client.stream_list(args.srcpath, extended = True)
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if len(src) != 1:
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raise Exception("source path " + args.srcpath + " not found")
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print "Source:", stream_info_string(src[0])
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self.src = StreamInfo(src[0])
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dest = self._client.stream_list(args.destpath, extended = True)
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if len(dest) != 1:
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raise Exception("destination path " + args.destpath + " not found")
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print " Dest:", stream_info_string(dest[0])
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raise MissingDestination(self.src, StreamInfo([args.destpath]))
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self.dest = StreamInfo(dest[0])
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print "Source:", self.src
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print " Dest:", self.dest
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if args.dry_run:
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for interval in self.intervals():
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print self.interval_string(interval)
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raise SystemExit(0)
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return args
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def intervals(self):
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"""Generate all the intervals that this filter should process"""
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for i in self._client.stream_intervals(
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args.srcpath, diffpath = args.destpath):
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yield i
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self._using_client = True
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saved_int = None
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for (start, end) in self._client.stream_intervals(
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self._args.srcpath, diffpath = self._args.destpath,
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start = self._args.start, end = self._args.end):
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# Join adjacent intervals
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if saved_int is not None:
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if saved_int.end == start:
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start = saved_int.start
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else:
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yield saved_int
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saved_int = Interval(start, end)
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if saved_int is not None:
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yield saved_int
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self._using_client = False
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# Misc helpers
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def arg_time(self, toparse):
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"""Parse a time string argument"""
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try:
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return nilmdb.utils.time.parse_time(toparse)
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except ValueError as e:
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raise argparse.ArgumentTypeError(sprintf("%s \"%s\"",
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str(e), toparse))
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def check_dest_metadata(self, data):
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"""See if the metadata jives, and complain if it doesn't. If
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there's no conflict, update the metadata to match 'data'."""
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metadata = self._client.stream_get_metadata(self._args.destpath)
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for key in data:
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wanted = str(data[key])
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val = metadata.get(key, wanted)
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if val != wanted and self.dest.rows > 0:
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m = "Metadata in destination stream:\n"
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m += " %s = %s\n" % (key, val)
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m += "doesn't match desired data:\n"
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m += " %s = %s\n" % (key, wanted)
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m += "Refusing to change it. You can change the stream's "
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m += "metadata manually, or\n"
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m += "remove existing data from the stream, to prevent "
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m += "this error.\n"
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raise Exception(m)
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# All good -- write the metadata in case it's not already there
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self._client.stream_update_metadata(self._args.destpath, data)
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|
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# Main processing helper
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||||
def process_python(self, function, rows, args = None, partial = False):
|
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"""Process data in chunks of 'rows' data at a time.
|
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|
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This provides data as nested Python lists and expects the same
|
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back.
|
||||
|
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function: function to process the data
|
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rows: maximum number of rows to pass to 'function' at once
|
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args: tuple containing extra arguments to pass to 'function'
|
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partial: if true, less than 'rows' may be passed to 'function'.
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if false, partial data at the end of an interval will
|
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be dropped.
|
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|
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'function' should be defined like:
|
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function(data, *args)
|
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It will be passed a list containing up to 'rows' rows of
|
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data from the source stream, and any arguments passed in
|
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'args'. It should transform the data as desired, and return a
|
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new list of rdata, which will be inserted into the destination
|
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stream.
|
||||
"""
|
||||
if args is None:
|
||||
args = []
|
||||
extractor = nilmdb.client.Client(self._args.url).stream_extract
|
||||
inserter = nilmdb.client.Client(self._args.url).stream_insert_context
|
||||
src = self._args.srcpath
|
||||
dest = self._args.destpath
|
||||
|
||||
# Parse input data. We use homogenous types for now, which
|
||||
# means the timestamp type will be either float or int.
|
||||
if "int" in self.src.layout_type:
|
||||
parser = lambda line: [ int(x) for x in line.split() ]
|
||||
else:
|
||||
parser = lambda line: [ float(x) for x in line.split() ]
|
||||
|
||||
# Format output data.
|
||||
formatter = lambda row: " ".join([repr(x) for x in row]) + "\n"
|
||||
|
||||
for interval in self.intervals():
|
||||
print "Processing", self.interval_string(interval)
|
||||
with inserter(dest, interval.start, interval.end) as insert_ctx:
|
||||
src_array = []
|
||||
for line in extractor(src, interval.start, interval.end):
|
||||
# Read in data
|
||||
src_array.append([ float(x) for x in line.split() ])
|
||||
|
||||
if len(src_array) == rows:
|
||||
# Pass through filter function
|
||||
dest_array = function(src_array, *args)
|
||||
|
||||
# Write result to destination
|
||||
out = [ formatter(row) for row in dest_array ]
|
||||
insert_ctx.insert("".join(out))
|
||||
|
||||
# Clear source array
|
||||
src_array = []
|
||||
|
||||
# Take care of partial chunk
|
||||
if len(src_array) and partial:
|
||||
dest_array = function(src_array, *args)
|
||||
out = [ formatter(row) for row in dest_array ]
|
||||
insert_ctx.insert("".join(out))
|
||||
|
||||
def main():
|
||||
# This is just a dummy function; actual filters can use the other
|
||||
# functions to prepare stuff, and then do something with the data.
|
||||
f = Filter()
|
||||
for interval in f.intervals():
|
||||
print "Generic filter: need to handle interval:", interval
|
||||
parser = f.setup_parser()
|
||||
args = f.parse_args()
|
||||
for i in f.intervals():
|
||||
print "Generic filter: need to handle", f.interval_string(i)
|
||||
|
||||
if __name__ == "__main__":
|
||||
main()
|
||||
|
@@ -2,8 +2,11 @@
|
||||
|
||||
import nilmdb.client
|
||||
from nilmdb.utils.printf import *
|
||||
from nilmdb.utils.time import parse_time, format_time
|
||||
from nilmdb.utils.time import (parse_time, timestamp_to_human,
|
||||
timestamp_to_seconds, seconds_to_timestamp,
|
||||
rate_to_period, now as time_now)
|
||||
|
||||
import nilmtools
|
||||
import time
|
||||
import sys
|
||||
import re
|
||||
@@ -16,7 +19,10 @@ class ParseError(Exception):
|
||||
super(ParseError, self).__init__(msg)
|
||||
|
||||
def parse_args():
|
||||
parser = argparse.ArgumentParser(description = """\
|
||||
parser = argparse.ArgumentParser(
|
||||
formatter_class = argparse.RawDescriptionHelpFormatter,
|
||||
version = nilmtools.__version__,
|
||||
description = """\
|
||||
Insert data from ethstream, either live (using the system time as a
|
||||
reference) or prerecorded (using comments in the file as a reference).
|
||||
|
||||
@@ -24,18 +30,20 @@ def parse_args():
|
||||
Small discrepencies between the accumulated timestamps and the
|
||||
reference time are ignored; larger discrepencies cause gaps to be
|
||||
created in the stream. Overlapping data returns an error.
|
||||
""", formatter_class = argparse.RawDescriptionHelpFormatter)
|
||||
""")
|
||||
parser.add_argument("-u", "--url", action="store",
|
||||
default="http://localhost:12380/",
|
||||
help="NilmDB server URL (default: %(default)s)")
|
||||
parser.add_argument("-r", "--rate", action="store", default=8000, type=float,
|
||||
parser.add_argument("-r", "--rate", action="store", default=8000,
|
||||
type=float,
|
||||
help="Data rate in Hz (default: %(default)s)")
|
||||
parser.add_argument("-l", "--live", action="store_true",
|
||||
help="Live capture; use system time to verify rate")
|
||||
parser.add_argument("path", action="store",
|
||||
help="Path of stream, e.g. /foo/bar")
|
||||
parser.add_argument("infile", type=argparse.FileType('r'), nargs='*',
|
||||
default=[sys.stdin], help="Input files (default: stdin)")
|
||||
default=[sys.stdin],
|
||||
help="Input files (default: stdin)")
|
||||
args = parser.parse_args()
|
||||
|
||||
printf("Stream path: %s\n", args.path)
|
||||
@@ -55,20 +63,22 @@ def main(args = None):
|
||||
# data_ts is the timestamp that we'll use for the current line
|
||||
data_ts_base = 0
|
||||
data_ts_inc = 0
|
||||
data_ts_step = 1.0 / args.rate
|
||||
data_ts_rate = args.rate
|
||||
|
||||
# clock_ts is the imprecise "real" timestamp (from the filename,
|
||||
# comments, or or system clock)
|
||||
clock_ts = None
|
||||
|
||||
def print_clock_updated():
|
||||
printf("Clock time updated to %s\n", format_time(clock_ts))
|
||||
printf("Clock time updated to %s\n", timestamp_to_human(clock_ts))
|
||||
if data_ts_base != 0:
|
||||
diff = data_ts - clock_ts
|
||||
if diff >= 0:
|
||||
printf(" (data timestamp ahead by %.6f sec)\n", diff)
|
||||
printf(" (data timestamp ahead by %.6f sec)\n",
|
||||
timestamp_to_seconds(diff))
|
||||
else:
|
||||
printf(" (data timestamp behind by %.6f sec)\n", -diff)
|
||||
printf(" (data timestamp behind by %.6f sec)\n",
|
||||
timestamp_to_seconds(-diff))
|
||||
|
||||
with client.stream_insert_context(args.path) as stream:
|
||||
for f in args.infile:
|
||||
@@ -86,7 +96,7 @@ def main(args = None):
|
||||
# Subtract 1 hour because files are created at the end
|
||||
# of the hour. Hopefully, we'll be able to use
|
||||
# internal comments and this value won't matter anyway.
|
||||
clock_ts = parse_time(filename).totimestamp() - 3600
|
||||
clock_ts = parse_time(filename) - seconds_to_timestamp(3600)
|
||||
print_clock_updated()
|
||||
except ValueError:
|
||||
pass
|
||||
@@ -95,7 +105,8 @@ def main(args = None):
|
||||
|
||||
# Read each line
|
||||
for line in f:
|
||||
data_ts = data_ts_base + data_ts_inc * data_ts_step
|
||||
data_ts = data_ts_base + rate_to_period(data_ts_rate,
|
||||
data_ts_inc)
|
||||
|
||||
# If no content other than the newline, skip it
|
||||
if len(line) <= 1:
|
||||
@@ -104,7 +115,7 @@ def main(args = None):
|
||||
# If line starts with a comment, look for a timestamp
|
||||
if line[0] == '#':
|
||||
try:
|
||||
clock_ts = parse_time(line[1:]).totimestamp()
|
||||
clock_ts = parse_time(line[1:])
|
||||
print_clock_updated()
|
||||
except ValueError:
|
||||
pass
|
||||
@@ -112,30 +123,30 @@ def main(args = None):
|
||||
|
||||
# If inserting live, use clock timestamp
|
||||
if live:
|
||||
clock_ts = time.time()
|
||||
clock_ts = time_now()
|
||||
|
||||
# If we have a real timestamp, compare it to the data
|
||||
# timestamp, and make sure things match up.
|
||||
if clock_ts is not None:
|
||||
if (data_ts - 10) > clock_ts:
|
||||
if (data_ts - seconds_to_timestamp(10)) > clock_ts:
|
||||
# Accumulated line timestamps are in the future.
|
||||
# If we were to set data_ts=clock_ts, we'd create
|
||||
# an overlap, so we have to just bail out here.
|
||||
err = sprintf("Data is coming in too fast: data time "
|
||||
"is %s but clock time is only %s",
|
||||
format_time(data_ts),
|
||||
format_time(clock_ts))
|
||||
timestamp_to_human(data_ts),
|
||||
timestamp_to_human(clock_ts))
|
||||
raise ParseError(filename, err)
|
||||
|
||||
if (data_ts + 10) < clock_ts:
|
||||
if (data_ts + seconds_to_timestamp(10)) < clock_ts:
|
||||
# Accumulated line timetamps are in the past. We
|
||||
# can just skip some time and leave a gap in the
|
||||
# data.
|
||||
if data_ts_base != 0:
|
||||
printf("Skipping data timestamp forward from "
|
||||
"%s to %s to match clock time\n",
|
||||
format_time(data_ts),
|
||||
format_time(clock_ts))
|
||||
timestamp_to_human(data_ts),
|
||||
timestamp_to_human(clock_ts))
|
||||
stream.finalize()
|
||||
data_ts_base = data_ts = clock_ts
|
||||
data_ts_inc = 0
|
||||
@@ -160,7 +171,7 @@ def main(args = None):
|
||||
continue
|
||||
|
||||
# Insert it
|
||||
stream.insert("%.6f %s" % (data_ts, line))
|
||||
stream.insert("%d %s" % (data_ts, line))
|
||||
print "Done"
|
||||
|
||||
if __name__ == "__main__":
|
||||
|
6
scripts/decimate-it.sh
Executable file
6
scripts/decimate-it.sh
Executable file
@@ -0,0 +1,6 @@
|
||||
#!/bin/bash
|
||||
|
||||
for i in "$@"; do
|
||||
nilmtool create /lees-compressor/no-leak/raw/$((4**$i)) float32_18
|
||||
/usr/bin/time -v nilm-decimate /lees-compressor/no-leak/raw/$((4**($i-1))) /lees-compressor/no-leak/raw/$((4**$i))
|
||||
done
|
Reference in New Issue
Block a user