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python: added first version of VILLASnode package

This commit is contained in:
Steffen Vogel 2018-10-28 14:41:55 +01:00
parent 657ff387dd
commit 041b25a804
11 changed files with 334 additions and 0 deletions

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python/README.md Normal file
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# VILLASnode Python Support
## Merge two files and filter the output based on timestamps
```
villas-file-merge testfile.dat testfile2.dat | villas-file-filter 3 5 > output.dat
```
## Documentation
User documentation is available here: <https://villas.fein-aachen.org/doc/node.html>
## Copyright
2018, Institute for Automation of Complex Power Systems, EONERC
## License
This project is released under the terms of the [GPL version 3](COPYING.md).
We kindly ask all academic publications employing components of VILLASframework to cite one of the following papers:
- A. Monti et al., "[A Global Real-Time Superlab: Enabling High Penetration of Power Electronics in the Electric Grid](https://ieeexplore.ieee.org/document/8458285/)," in IEEE Power Electronics Magazine, vol. 5, no. 3, pp. 35-44, Sept. 2018.
- S. Vogel, M. Mirz, L. Razik and A. Monti, "[An open solution for next-generation real-time power system simulation](http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8245739&isnumber=8244404)," 2017 IEEE Conference on Energy Internet and Energy System Integration (EI2), Beijing, 2017, pp. 1-6.
```
This program is free software: you can redistribute it and/or modify
it under the terms of the GNU General Public License as published by
the Free Software Foundation, either version 3 of the License, or
any later version.
This program is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
GNU General Public License for more details.
You should have received a copy of the GNU General Public License
along with this program. If not, see <http://www.gnu.org/licenses/>.
```
For other licensing options please consult [Prof. Antonello Monti](mailto:amonti@eonerc.rwth-aachen.de).
## Contact
[![EONERC ACS Logo](doc/pictures/eonerc_logo.png)](http://www.acs.eonerc.rwth-aachen.de)
- Steffen Vogel <stvogel@eonerc.rwth-aachen.de>
- Marija Stevic <mstevic@eonerc.rwth-aachen.de>
[Institute for Automation of Complex Power Systems (ACS)](http://www.acs.eonerc.rwth-aachen.de)
[EON Energy Research Center (EONERC)](http://www.eonerc.rwth-aachen.de)
[RWTH University Aachen, Germany](http://www.rwth-aachen.de)

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#!/usr/bin/env python
import csv
import sys
import numpy as np
import matplotlib.pyplot as plt
import re
# check if called correctly
if len(sys.argv) < 2:
sys.exit('Usage: %s FILE1 FILE2' % sys.argv[0])
plt.figure(figsize=(8,4))
for fn in sys.argv[1:]:
# m = re.match('[a-zA-Z-]+[-_](\d+)[-_](\d+).', fn)
# rate = m.group(1)
# values = m.group(2)
# print 'Processing file %s (rate=%s, values=%s)' % (fn, rate, values)
# read data from file
data = [ ]
with open(fn) as f:
reader = csv.reader(f, delimiter='\t')
for row in reader:
offset = float(row[0])
# if fn != 'nrel-test1_offset.log':
# offset = offset * 0.001
if offset > 100:
continue
data.append(offset)
# evaluate the histogram
values, base = np.histogram(data, bins='fd')
# evaluate the cumulative
cumulative = np.cumsum(values)
cumscaled = [ float(x) / len(data) for x in cumulative ]
# plot the cumulative function
plt.plot(base[:-1], cumscaled, label=fn, linewidth=1)
# plot the distribution
#valscaled = [ float(x) / len(data) for x in values ]
#plt.plot(base[:-1], valscaled, label=fn, linewidth=1)
plt.xlabel('RTT (s)')
plt.ylabel('Cum. Probability')
plt.grid(color='0.75')
#plt.yscale('log')
#plt.ylim([0, 1.03])
#plt.xlim([0.025, 0.05])
lgd = plt.legend(title='Rate (p/s)', loc='center left', bbox_to_anchor=(1, 0.5))
plt.show()
#plt.savefig('cumdist.png', dpi=600, bbox_extra_artists=(lgd,), bbox_inches='tight')

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#!/usr/bin/env python
import csv
import sys
import villas.human as vh
# check if called correctly
if len(sys.argv) != 1:
sys.exit('Usage: %s < IN_FILE > OUT_FILE' % sys.argv[0])
with sys.stdin as f:
reader = csv.reader(f, delimiter='\t')
for row in reader:
m = vh.Message.parse(row)
if m.ts == None or m.ts.offset == None:
continue
print(m.ts.offset)

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python/bin/villas-file-filter Executable file
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#!/usr/bin/env python
import sys
import villas.human as vh
if len(sys.argv) != 3:
print("Usage: %s from to" % (sys.argv[0]))
sys.exit(-1)
start = vh.Timestamp.parse(sys.argv[1])
end = vh.Timestamp.parse(sys.argv[2])
for line in sys.stdin:
msg = vh.Message.parse(line)
if start <= msg.ts <= end:
print msg

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#!/usr/bin/env python
import sys
import villas.human
files = sys.argv[1:]
all = [ ]
last = { }
for file in files:
handle = sys.stdin if file == '-' else open(file, "r")
msgs = [ ]
for line in handle.xreadlines():
msgs.append(vh.Message.parse(line, file))
all += msgs
last[file] = vh.Message(vh.Timestamp(), [0] * len(msgs[0].values), file)
all.sort()
for msg in all:
last[msg.source] = msg
values = [ ]
for file in files:
values += last[file].values
print(vh.Message(msg.ts, values, ""))

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import os, re
from setuptools import setup
from glob import glob
def cleanhtml(raw_html):
cleanr = re.compile('<.*?>')
cleantext = re.sub(cleanr, '', raw_html)
return cleantext
def read(fname):
dname = os.path.dirname(__file__)
fname = os.path.join(dname, fname)
with open(fname) as f:
contents = f.read()
sanatized = cleanhtml(contents)
try:
from m2r import M2R
m2r = M2R()
return m2r(sanatized)
except:
return sanatized
setup(
name = 'villas-node',
version = '0.6.4',
author = 'Steffen Vogel',
author_email = 'acs-software@eonerc.rwth-aachen.de',
description = 'Python-support for VILLASnode simulation-data gateway',
license = 'GPL-3.0',
keywords = 'simulation power system real-time villas',
url = 'https://git.rwth-aachen.de/acs/public/villas/dataprocessing',
packages = [ 'villas.node' ],
long_description = read('README.md'),
classifiers = [
'Development Status :: 4 - Beta',
'Topic :: Scientific/Engineering',
'License :: OSI Approved :: GNU General Public License v3 or later (GPLv3+)',
'Operating System :: MacOS :: MacOS X',
'Operating System :: Microsoft :: Windows',
'Operating System :: POSIX :: Linux',
'Programming Language :: Python :: 3'
],
install_requires = [
],
setup_requires = [
'm2r'
],
scripts = glob('bin/*')
)

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from message import Message
from timestamp import Timestamp

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import .timestamp
class Message:
"""Parsing a VILLASnode sample from a file (not a UDP package!!)"""
def __init__(self, ts, values, source = None):
self.source = source
self.ts = ts
self.values = values
@classmethod
def parse(self, line, source = None):
csv = line.split()
t = ts.Timestamp.parse(csv[0])
v = map(float, csv[1:])
return Message(t, v, source)
def __str__(self):
return '%s %s' % (self.ts, " ".join(map(str, self.values)))
def __cmp__(self, other):
return cmp(self.ts, other.ts)

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import re
class Timestamp:
"""Parsing the VILLASnode human-readable timestamp format"""
def __init__(self, seconds = 0, nanoseconds = None, offset = None, sequence = None):
self.seconds = seconds
self.nanoseconds = nanoseconds
self.offset = offset
self.sequence = sequence
@classmethod
def parse(self, ts):
m = re.match('(\d+)(?:\.(\d+))?([-+]\d+(?:\.\d+)?(?:e[+-]?\d+)?)?(?:\((\d+)\))?', ts)
seconds = int(m.group(1)); # Mandatory
nanoseconds = int(m.group(2)) if m.group(2) else None
offset = float(m.group(3)) if m.group(3) else None
sequence = int(m.group(4)) if m.group(4) else None
return Timestamp(seconds, nanoseconds, offset, sequence)
def __str__(self):
str = "%u" % (self.seconds)
if self.nanoseconds is not None:
str += ".%09u" % self.nanoseconds
if self.offset is not None:
str += "+%u" % self.offset
if self.sequence is not None:
str += "(%u)" % self.sequence
return str
def __float__(self):
sum = float(self.seconds)
if self.nanoseconds is not None:
sum += self.nanoseconds * 1e-9
if self.offset is not None:
sum += self.offset
return sum
def __cmp__(self, other):
return cmp(float(self), float(other))

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import .node

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import json
import tempfile
import subprocess
import logging
LOGGER = logging.getLogger('villas.node')
class Node(object):
def __init__(self, cfg):
self.config = cfg
def start(self):
self.config_file = tempfile.NamedTemporaryFile(mode='w+', suffix='.json')
json.dump(self.config, self.config_file)
self.config_file.flush()
LOGGER.info("Starting VILLASnode with config: %s", self.config_file.name)
self.child = subprocess.Popen(['villas-node', self.config_file.name])
def stop(self):
self.child.kill()
self.child.wait()