Add facility assignment problem set.

This commit is contained in:
Felix Martin 2019-12-31 10:11:13 -05:00
parent ebeeef29e7
commit 42611d79a5
47 changed files with 54510 additions and 0 deletions

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GjM7sFxGEeaHWg5O7GpyXw
Facility Location
BsWZ1, ./data/fl_25_2, solver.py, Facility Location Problem 1
rOIP7, ./data/fl_50_6, solver.py, Facility Location Problem 2
Umtuf, ./data/fl_100_7, solver.py, Facility Location Problem 3
gkoSJ, ./data/fl_100_1, solver.py, Facility Location Problem 4
1T4Zv, ./data/fl_200_7, solver.py, Facility Location Problem 5
YjE7f, ./data/fl_500_7, solver.py, Facility Location Problem 6
3hnIJ, ./data/fl_1000_2, solver.py, Facility Location Problem 7
bFCUi, ./data/fl_2000_2, solver.py, Facility Location Problem 8

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380 162520.4775 135590.245
409 184705.8675 139551.03
437 116357.5525 154659.7775
371 4005.5975 94240.3975
298 165815.82 136482.855
423 194282.505 105505.4425
298 76539.0125 161328.785
321 188859.8025 41999.35
304 194773.86 112922.945
438 56195.0225 142231.26
467 7314.1375 178413.1175
519 128615.54 135847.075
410 71992.9375 107573.73
277 154515.525 19563.2175
709 20435.11 0.0
487 126958.55 7761.35
229 168874.07 131483.2725
284 47011.6275 180804.2175
390 150342.6275 42899.3275
357 90521.33 14130.96
426 12337.7175 159796.3925
372 72890.39 160970.6
530 114674.9925 135435.765
405 194479.66 50486.2
402 12437.8625 172264.6675
419 39842.555 52324.8625
358 99554.0225 161364.8875
431 13562.085 38531.3725
432 80545.325 54943.6025
457 143905.3825 20605.1075
448 76059.22 143572.035
251 41856.66 140737.535
453 112857.1225 156289.4525
384 177216.73 108666.2775
181 65573.525 134515.3925
236 176394.045 94871.5125
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364 3846.9775 14788.2275
517 143433.395 56793.055
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363 150259.6075 79270.985
381 138302.19 63364.4175
416 133583.0525 41069.6475
482 117642.3325 27120.7025
343 72229.495 132858.305
474 47212.7 136032.3925
281 197439.155 113112.865
547 57551.3125 183169.675
479 10341.12 47576.665
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416 134008.1825 84876.2175
634 170618.58 175914.52
474 161168.87 117008.1675
354 11451.86 13846.7
477 117709.285 56056.115
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290 130464.5325 150396.6975
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361 134796.2475 186089.7675
306 174903.21 150243.0575
501 90971.76 140377.625
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#!/usr/bin/python
# -*- coding: utf-8 -*-
from collections import namedtuple
import math
Point = namedtuple("Point", ['x', 'y'])
Facility = namedtuple("Facility", ['index', 'setup_cost', 'capacity', 'location'])
Customer = namedtuple("Customer", ['index', 'demand', 'location'])
def length(point1, point2):
return math.sqrt((point1.x - point2.x)**2 + (point1.y - point2.y)**2)
def solve_it(input_data):
# Modify this code to run your optimization algorithm
# parse the input
lines = input_data.split('\n')
parts = lines[0].split()
facility_count = int(parts[0])
customer_count = int(parts[1])
facilities = []
for i in range(1, facility_count+1):
parts = lines[i].split()
facilities.append(Facility(i-1, float(parts[0]), int(parts[1]), Point(float(parts[2]), float(parts[3])) ))
customers = []
for i in range(facility_count+1, facility_count+1+customer_count):
parts = lines[i].split()
customers.append(Customer(i-1-facility_count, int(parts[0]), Point(float(parts[1]), float(parts[2]))))
# build a trivial solution
# pack the facilities one by one until all the customers are served
solution = [-1]*len(customers)
capacity_remaining = [f.capacity for f in facilities]
facility_index = 0
for customer in customers:
if capacity_remaining[facility_index] >= customer.demand:
solution[customer.index] = facility_index
capacity_remaining[facility_index] -= customer.demand
else:
facility_index += 1
assert capacity_remaining[facility_index] >= customer.demand
solution[customer.index] = facility_index
capacity_remaining[facility_index] -= customer.demand
used = [0]*len(facilities)
for facility_index in solution:
used[facility_index] = 1
# calculate the cost of the solution
obj = sum([f.setup_cost*used[f.index] for f in facilities])
for customer in customers:
obj += length(customer.location, facilities[solution[customer.index]].location)
# prepare the solution in the specified output format
output_data = '%.2f' % obj + ' ' + str(0) + '\n'
output_data += ' '.join(map(str, solution))
return output_data
import sys
if __name__ == '__main__':
import sys
if len(sys.argv) > 1:
file_location = sys.argv[1].strip()
with open(file_location, 'r') as input_data_file:
input_data = input_data_file.read()
print(solve_it(input_data))
else:
print('This test requires an input file. Please select one from the data directory. (i.e. python solver.py ./data/fl_16_2)')

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#!/usr/bin/python
# -*- coding: utf-8 -*-
from __future__ import print_function
import json
import time
import os
from collections import namedtuple
# Python 2/3 compatibility
# Python 2:
try:
from urlparse import urlparse
from urllib import urlencode
from urllib2 import urlopen, Request, HTTPError
except:
pass
# Python 3:
try:
from urllib.parse import urlparse, urlencode
from urllib.request import urlopen, Request
from urllib.error import HTTPError
except:
pass
import sys
# Python 2:
if sys.version_info < (3, 0):
def input(str):
return raw_input(str)
# Python 3, backward compatibility with unicode test
if sys.version_info >= (3, 0):
unicode = type(str)
version = '1.0.0'
submitt_url = \
'https://www.coursera.org/api/onDemandProgrammingScriptSubmissions.v1'
Metadata = namedtuple("Metadata", ['assignment_key', 'name', 'part_data'])
Part = namedtuple("Part", ['id', 'input_file', 'solver_file', 'name'])
def load_metadata(metadata_file_name='_coursera'):
'''
Parses an assignment metadata file
Args:
metadata_file_name (str): location of the metadata file
Returns:
metadata as a named tuple structure
'''
if not os.path.exists(metadata_file_name):
print('metadata file "%s" not found' % metadata_file_name)
quit()
try:
with open(metadata_file_name, 'r') as metadata_file:
url = metadata_file.readline().strip()
name = metadata_file.readline().strip()
part_data = []
for line in metadata_file.readlines():
if ',' in line:
line_parts = line.split(',')
line_parts = [x.strip() for x in line_parts]
assert(len(line_parts) == 4)
part_data.append(Part(*line_parts))
if len(url) <= 0:
print('Empty url in _coursera file: %s' % metadata_file_name)
quit()
if len(name) <= 0:
print('Empty assignment name in _coursera file: %s' % metadata_file_name)
quit()
except Exception as e:
print('problem parsing assignment metadata file')
print('exception message:')
print(e)
quit()
return Metadata(url, name, part_data)
def part_prompt(problems):
'''
Prompts the user for which parts of the assignment they would like to
submit.
Args:
problems: a list of assignment problems
Returns:
the selected subset of problems
'''
count = 1
print('Hello! These are the assignment parts that you can submit:')
for i, problem in enumerate(problems):
print(str(count) + ') ' + problem.name)
count += 1
print('0) All')
part_text = input('Please enter which part(s) you want to submit (0-%d): ' % (count-1))
selected_problems = []
selected_models = []
for item in part_text.split(','):
try:
i = int(item)
except:
print('Skipping input "' + item + '". It is not an integer.')
continue
if i >= count or i < 0:
print('Skipping input "' + item + '". It is out of the valid range (0-%d).' % (count-1))
continue
if i == 0:
selected_problems.extend(problems)
continue
if i <= len(problems):
selected_problems.append(problems[i-1])
if len(selected_problems) <= 0:
print('No valid assignment parts identified. Please try again. \n')
return part_prompt(problems)
else:
return selected_problems
def compute(metadata, solver_file_override=None):
'''
Determines which assignment parts the student would like to submit.
Then computes his/her answers to those assignment parts
Args:
metadata: the assignment metadata
solver_file_override: an optional model file to override the metadata
default
Returns:
a dictionary of results in the format Coursera expects
'''
if solver_file_override is not None:
print('Overriding solver file with: '+solver_file_override)
selected_problems = part_prompt(metadata.part_data)
results = {}
#submission needs empty dict for every assignment part
results.update({prob_data.id : {} for prob_data in metadata.part_data})
for problem in selected_problems:
if solver_file_override != None:
solver_file = solver_file_override
else:
solver_file = problem.solver_file
if not os.path.isfile(solver_file):
print('Unable to locate assignment file "%s" in the current working directory.' % solver_file)
continue
# if a relative path is given, add that patth to system path so import will work
if os.path.sep in solver_file:
split = solver_file.rfind(os.path.sep)
path = solver_file[0:split]
file_name = solver_file[split+1:]
sys.path.insert(0, path)
solver_file = file_name
submission = output(problem.input_file, solver_file)
if submission != None:
results[problem.id] = {'output':submission}
print('\n== Computations Complete ...')
return results
def load_input_data(file_location):
with open(file_location, 'r') as input_data_file:
input_data = ''.join(input_data_file.readlines())
return input_data
def output(input_file, solver_file):
'''
Attempts to execute solve_it locally on a given input file.
Args:
input_file: the assignment problem data of interest
solver_file: a python file containing the solve_it function
Returns:
the submission string in a format that the grader expects
'''
try:
pkg = __import__(solver_file[:-3]) # remove '.py' extension
if not hasattr(pkg, 'solve_it'):
print('the solve_it() function was not found in %s' % solver_file)
quit()
except ImportError:
print('import error with python file "%s".' % solver_file)
quit()
solution = ''
start = time.clock()
try:
solution = pkg.solve_it(load_input_data(input_file))
except Exception as e:
print('the solve_it(input_data) method from solver.py raised an exception')
print('try testing it with python ./solver.py before running this submission script')
print('exception message:')
print(str(e))
print('')
return 'Local Exception =('
end = time.clock()
if not (isinstance(solution, str) or isinstance(solution, unicode)):
print('Warning: the solver did not return a string. The given object will be converted with the str() method.')
solution = str(solution)
print('Submitting: ')
print(solution)
return solution.strip() + '\n' + str(end - start)
def login_dialog(assignment_key, results, credentials_file_location = '_credentials'):
'''
Requests Coursera login credentials from the student and submits the
student's solutions for grading
Args:
assignment_key: Coursera's assignment key
results: a dictionary of results in Cousera's format
credentials_file_location: a file location where login credentials can
be found
'''
success = False
tries = 0
while not success:
# stops infinate loop when credentials file is incorrect
if tries <= 0:
login, token = login_prompt(credentials_file_location)
else:
login, token = login_prompt('')
code, responce = submit_solution(assignment_key, login, token, results)
print('\n== Coursera Responce ...')
#print(code)
print(responce)
if code != 401:
success = True
else:
print('\ntry logging in again')
tries += 1
def login_prompt(credentials_file_location):
'''
Attempts to load credentials from a file, if that fails asks the user.
Returns:
the user's login and token
'''
if os.path.isfile(credentials_file_location):
try:
with open(credentials_file_location, 'r') as metadata_file:
login = metadata_file.readline().strip()
token = metadata_file.readline().strip()
metadata_file.close()
except:
login, token = basic_prompt()
else:
login, token = basic_prompt()
return login, token
def basic_prompt():
'''
Prompt the user for login credentials.
Returns:
the user's login and token
'''
login = input('User Name (e-mail address): ')
token = input('Submission Token (from the assignment page): ')
return login, token
def submit_solution(assignment_key, email_address, token, results):
'''
Sends the student's submission to Coursera for grading via the submission
API.
Args:
assignment_key: Coursera's assignment key
email_address: the student's email
token: the student's assignment token
results: a dictionary of results in Cousera's format
Returns:
the https response code and a feedback message
'''
print('\n== Connecting to Coursera ...')
print('Submitting %d of %d parts' %
(sum(['output' in v for k,v in results.items()]), len(results)))
# build json datastructure
parts = {}
submission = {
'assignmentKey': assignment_key,
'submitterEmail': email_address,
'secret': token,
'parts': results
}
# send submission
req = Request(submitt_url)
req.add_header('Cache-Control', 'no-cache')
req.add_header('Content-type', 'application/json')
try:
res = urlopen(req, json.dumps(submission).encode('utf8'))
except HTTPError as e:
responce = json.loads(e.read().decode('utf8'))
if 'details' in responce and responce['details'] != None and \
'learnerMessage' in responce['details']:
return e.code, responce['details']['learnerMessage']
else:
return e.code, 'Unexpected response code, please contact the ' \
'course staff.\nDetails: ' + responce['message']
code = res.code
responce = json.loads(res.read().decode('utf8'))
if code >= 200 and code <= 299:
return code, 'Your submission has been accepted and will be ' \
'graded shortly.'
return code, 'Unexpected response code, please contact the '\
'course staff.\nDetails: ' + responce
def main(args):
'''
1) Reads a metadata file to customize the submission process to
a particular assignment.
2) The compute the student's answers to the assignment parts.
3) Submits the student's answers for grading.
Provides the an option for saving the submissions locally. This is very
helpful when testing the assignment graders.
Args:
args: CLI arguments from an argparse parser
'''
# needed so that output can import from the cwd
sys.path.append(os.getcwd())
if args.metadata is None:
metadata = load_metadata()
else:
print('Overriding metadata file with: '+args.metadata)
metadata = load_metadata(args.metadata)
print('==\n== '+metadata.name+' Solution Submission \n==')
# compute dialog
results = compute(metadata, args.override)
if sum(['output' in v for k,v in results.items()]) <= 0:
return
# store submissions if requested
if args.record_submission == True:
print('Recording submission as files')
for sid, submission in results.items():
if 'output' in submission:
directory = '_'+sid
if not os.path.exists(directory):
os.makedirs(directory)
submission_file_name = directory+'/submission.sub'
print(' writting submission file: '+submission_file_name)
with open(submission_file_name,'w') as submission_file:
submission_file.write(submission['output'])
submission_file.close()
return
# submit dialog
if args.credentials is None:
login_dialog(metadata.assignment_key, results)
else:
print('Overriding credentials file with: '+args.credentials)
login_dialog(metadata.assignment_key, results, args.credentials)
import argparse
def build_parser():
'''
Builds an argument parser for the CLI
Returns:
parser: an argparse parser
'''
parser = argparse.ArgumentParser(
description='''The submission script for Discrete Optimization
assignments on the Coursera Platform.''',
epilog='''Please file bugs on github at:
https://github.com/discreteoptimization/assignment/issues. If you
would like to contribute to this tool's development, check it out at:
https://github.com/discreteoptimization/assignment'''
)
parser.add_argument('-v', '--version', action='version',
version='%(prog)s '+version)
parser.add_argument('-o', '--override',
help='overrides the python source file specified in the \'_coursera\' file')
parser.add_argument('-m', '--metadata',
help='overrides the \'_coursera\' metadata file')
parser.add_argument('-c', '--credentials',
help='overrides the \'_credentials\' credentials file')
parser.add_argument('-rs', '--record_submission',
help='records the submission(s) as files', action='store_true')
return parser
if __name__ == '__main__':
parser = build_parser()
main(parser.parse_args())