def brute_force_cow_transport(cows,limit=10):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute force. The brute force algorithm should follow the following method:
1. Enumerate all possible ways that the cows can be divided into separate trips
2. Select the allocation that minimizes the number of trips without making any trip
that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
import copy
cowsNames = cows.keys()
cowsNamesList = []
for cowName in cowsNames:
if cows[cowName] <= limit:
cowsNamesList.append(cowName)
leastNumOfTripsInSuccessflTransport = len(cowsNamesList)
bestTransport = []
for oneTransport in (get_partitions(cowsNamesList)):
breakInThisTransport = False
numOfTripsInThisTransport = 0
for oneTrip in oneTransport:
if breakInThisTransport:
break
tripTonnage = 0
for oneCow in oneTrip:
tripTonnage += cows[oneCow]
if tripTonnage <= limit:
continue
else:
breakInThisTransport = True
break
if not breakInThisTransport:
numOfTripsInThisTransport += 1
if (numOfTripsInThisTransport <= leastNumOfTripsInSuccessflTransport) and not breakInThisTransport:
leastNumOfTripsInSuccessflTransport = numOfTripsInThisTransport
bestTransport = copy.deepcopy(oneTransport)
return bestTransport
def brute_force_cow_transport(cows,limit=10):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute force. The brute force algorithm should follow the following method:
1. Enumerate all possible ways that the cows can be divided into separate trips
2. Select the allocation that minimizes the number of trips without making any trip
that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
pCow = []
accept = True
w = 0
w1 = []
w2 = []
for item in get_partitions(cows):
for it in item:
w = 0
for j in it:
w += cows[j]
if w > limit:
accept = False
break
if accept:
w1.append(w)
else:
break
if accept:
if len(pCow) < 1:
pCow.append(item)
w2 = w1
else:
if len(w1) <= len(w2):
for i in range(len(w1)):
if w1[i] < w2[i]:
accept = False
break
if accept:
pCow.pop()
pCow.append(item)
w2 = w1
accept = True
w1 = []
return pCow
def brute_force_cow_transport(cows, limit=10):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute force. The brute force algorithm should follow the following
method:
1. Enumerate all possible ways that the cows can be divided into separate
trips
2. Select the allocation that minimizes the number of trips without making
any trip that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
c_cows = cows.copy()
good_trips = []
test_count = 0
# find trips that don't exceed weight limit
for trip_list in (get_partitions(c_cows)):
test_count += 1
# print('Trip list: ', trip_list)
heavy_trip = False
for trip in trip_list:
trip_wt = 0
for cow in range(len(trip)):
trip_wt += c_cows[trip[cow]]
# print('last cow in trip: ', trip[cow], 'total trip wt: ',
# trip_wt)
if trip_wt > limit:
# print('Trip too heavy')
heavy_trip = True
continue
if heavy_trip is False:
good_trips.append(trip_list)
# if test_count == 200:
# break
# find trips that have the minimum number of trips
best_trips = []
min_trip = len(good_trips[0])
for trip_list in good_trips:
if len(trip_list) < min_trip:
min_trip = len(trip_list)
for trip_list in good_trips:
if len(trip_list) == min_trip:
best_trips.append(trip_list)
return best_trips
def brute_force_cow_transport(cows, limit=10):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute force. The brute force algorithm should follow the following method:
1. Enumerate all possible ways that the cows can be divided into separate trips
Use the given get_partitions function in ps1_partition.py to help you!
2. Select the allocation that minimizes the number of trips without making any trip
that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
"""
get_partitions([1,2,3])的结果是
[
[[1, 2, 3]]
[[2, 3], [1]]
[[1, 3], [2]]
[[3], [1, 2]]
[[3], [2], [1]]
]
但实际上,它的产生顺序并不是先1等分，然后2等分，被这个迷惑了.
"""
all_cow_name = list(cows.keys())
for trip_list in sorted(get_partitions(all_cow_name), key=lambda x: len(x)):
is_trip_list_ok = True # 标志判定此trip_list是否满足要求
for trip in trip_list:
total_weight = 0
is_trip_ok = True # 标志判定此trip是否满足要求
for cow_name in trip:
total_weight += cows[cow_name]
if total_weight > limit:
is_trip_ok = False
break
if not is_trip_ok: # 如果此trip不行,那么此trip_list也不行,退出此次循环
is_trip_list_ok = False
break
if is_trip_list_ok:
return trip_list
return None # 如果是None 那么只说明了一个问题 至少有一只Cow的重量超过了limit_size
def brute_force_cow_transport(cows, limit=10):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute force. The brute force algorithm should follow the following method:
1. Enumerate all possible ways that the cows can be divided into separate trips
Use the given get_partitions function in ps1_partition.py to help you!
2. Select the allocation that minimizes the number of trips without making any trip
that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
cows_dict = {}
print(cows)
for i in range(1, 11):
cows_dict[i] = []
cows_name_list = []
for cow in cows:
cows_name_list.append(cow)
cows_dict[cows[cow]].append(cow)
def translate_name2num(cows_list):
for i in cows_list:
if (type(i) == type([])):
cows_list.remove(i)
cows_list.insert(0, translate_name2num(i))
elif (cows.get(i, -1) != -1):
cows_list.remove(i)
cows_list.insert(0, cows.get(i, -1))
return cows_list
trip_generator = get_partitions(cows_name_list)
trip_generator = list(trip_generator)
trip_generator = translate_name2num(trip_generator)
for trips in sorted(trip_generator, key=len):
if (is_trip_possible(trips, limit)):
trip_found = trips
break
trips_result = []
for trip in map(lambda x: list(map(lambda cow: cows_dict[cow].pop(0), x)),
trip_found):
trips_result.append(trip)
return trips_result
def brute_force_cow_transport(cows, limit=10):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute force. The brute force algorithm should follow the following method:
1. Enumerate all possible ways that the cows can be divided into separate trips
Use the given get_partitions function in ps1_partition.py to help you!
2. Select the allocation that minimizes the number of trips without making any trip
that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
possibilties = []
for trip_possibilty in get_partitions(cows):
possibilties += [trip_possibilty]
possibiltiescopy = possibilties.copy()
for possibilty in possibilties:
for trip in possibilty:
total = 0
for cow in trip:
total += cows[cow]
if total > limit:
possibiltiescopy.remove(possibilty)
break
mnmm_possibilty = None
mnmm = None
for i in possibiltiescopy:
try:
if len(i) <= mnmm:
mnmm_possibilty = i
mnmm = len(i)
except TypeError:
mnmm_possibilty = i
mnmm = len(i)
return mnmm_possibilty
def brute_force_cow_transport(cows, limit=10):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute force. The brute force algorithm should follow the following method:
1. Enumerate all possible ways that the cows can be divided into separate trips
2. Select the allocation that minimizes the number of trips without making any trip
that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
# initial setup
bestCount = len(cows)
bestCase = []
countTrips = 0
allCases = []
for item in (get_partitions(cows)):
allCases.append(item)
for case in allCases:
# print('CASE: ', case, '\n')
for trip in case:
# print(' TRIP: ', trip, '\n')
# validate that this trip is legitimate, if so, count the trip
cowWeightSum = 0
for cow in trip:
cowWeightSum += cows[cow]
# print(' cowWeightSum: ', cowWeightSum)
if cowWeightSum <= limit:
countTrips += 1
# print(' countTrips: ', countTrips, '\n')
# if the enumeration reaches to the last one
if trip == case[len(case) - 1]:
# print(' if the enumeration reaches to the last one', '\n')
if countTrips <= bestCount:
bestCount = countTrips
bestCase = case
countTrips = 0
countTrips = 0
else:
countTrips = 0
break
def brute_force_cow_transport(cows,limit=10):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute force. The brute force algorithm should follow the following method:
1. Enumerate all possible ways that the cows can be divided into separate trips
2. Select the allocation that minimizes the number of trips without making any trip
that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
# TODO: Your code here
import operator
# print(cows)
mintrips = len(cows)
result = []
def flatten(items, seqtypes=(list)):
for i, x in enumerate(items):
while i < len(items) and isinstance(items[i], seqtypes):
items[i:i + 1] = items[i]
return items
for item in get_partitions(cows.items()):
#print([sum(i[1]) for i in item] )
variant = [i for i in item if (sum( [x[1] for x in i] )) <= limit]
# if len(variant) ==1 : variant = variant[0]
# if len(flatten(i[:]))==4
# print(len(variant), len(flatten(variant)), variant)
if len(variant) <= mintrips and len(flatten(variant[:])) == len(cows):
result = variant
mintrips = len(variant)
outerlist = []
for i in result:
innerlist = []
for j in i:
innerlist.append(j[0])
outerlist.append(innerlist)
#print(outerlist)
return outerlist
def brute_force_cow_transport(cows, limit=10):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute force. The brute force algorithm should follow the following method:
1. Enumerate all possible ways that the cows can be divided into separate trips
2. Select the allocation that minimizes the number of trips without making any trip
that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
trips = []
names = []
count = 0
start = time.perf_counter_ns()
# start = datetime.datetime.now()
# start = time.time()
for partition in get_partitions(
sorted(cows.items(), key=lambda kv: kv[1], reverse=True)):
# print("partition created", partition)
count += 1
include_partition = True
for cow_name_array in partition:
if sum([c[1] for c in cow_name_array]) > limit:
include_partition = False
break
else:
names.append([c[0] for c in cow_name_array])
if include_partition:
print("Valid partition: ", partition)
trips = names
names = []
# break after first valid partition is found, which contains the least about of trips
break
end = time.perf_counter_ns() - start
# end = datetime.datetime.now() - start
# end = time.time()
# print(end - start)
print(end)
print(end / 1000000) # convert nanoseconds to milliseconds
print("brute force1", count)
return trips
def brute_force_cow_transport(cows, limit=10):
def itempick(D):
m = []
for x in D:
box = []
for i in x:
box += [i[0]]
m.append(box)
return m
cowsCopy = cows.copy()
cowslist = sorted(cowsCopy.items(), key=lambda x: x[1])
power_list = get_partitions(cowslist)
best_rout = []
best_counter = len(cowslist) + 1
# if best_counter<len(next(power_list)):
# best_rout = itempick(best_rout)
# return best_rout
# else:
for minor_set in power_list:
temp_rout = []
temp_counter = 0
flag = True
temp_counter = len(minor_set)
for set_part in minor_set:
if flag:
weight_sum = 0
else:
break
for item in set_part:
if item[1] + weight_sum <= limit:
weight_sum += item[1]
else:
temp_rout = []
weight_sum = 0
flag = False
break
if temp_counter < best_counter and weight_sum != 0:
best_counter = temp_counter
temp_rout = minor_set
best_rout = temp_rout
print(temp_rout, "t")
else:
continue
best_rout = itempick(best_rout)
return best_rout
def brute_force_cow_transport(cows, limit):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute force. The brute force algorithm should follow the following method:
1. Enumerate all possible ways that the cows can be divided into separate trips
2. Select the allocation that minimizes the number of trips without making any trip
that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
# cowsWeight = list(sorted(cows.values(), reverse=True))
# print(cowsWeight)
cowsCopy = sorted(cows, key=cows.get, reverse=True)
best_partition = []
for partition in get_partitions(cowsCopy):
if best_partition == []:
for item in partition:
flag = 0
cowsWeight = sum([cows[x] for x in item])
if cowsWeight > limit:
flag = 0
break
else:
flag = 1
if flag == 1:
best_partition = partition
if len(partition) < len(best_partition):
for item in partition:
flag = 0
cowsWeight = sum([cows[x] for x in item])
if cowsWeight > limit:
flag = 0
break
else:
flag = 1
if flag == 1:
best_partition = partition
return best_partition
def brute_force_cow_transport(cows, limit=10):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute force. The brute force algorithm should follow the following method:
1. Enumerate all possible ways that the cows can be divided into separate trips
2. Select the allocation that minimizes the number of trips without making any trip
that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
c = cows.copy()
completedPartitions = []
# We are going to process all combinations of trips
for partition in get_partitions(c):
# Check that all trips in this combination are valid
for trip in partition:
abort = False
tripWeight = 0
for cow in trip:
tripWeight = tripWeight + c[cow]
# If we pass the limit abort trip
if (tripWeight > limit):
abort = True
break
# If we abort a single trip, we abort that combination
if abort == True:
break
# If we did not abort any trip, the combination is valid
if abort == False:
completedPartitions.append(partition)
minTrips = len(cows)
chosenPartition = []
# Find out which combination has the fewer number of trips
for completedPartition in completedPartitions:
completedPartitionTrips = len(completedPartition)
if completedPartitionTrips < minTrips:
minTrips = completedPartitionTrips
chosenPartition = completedPartition
return chosenPartition
def brute_force_cow_transport(cows, limit=10):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute force. The brute force algorithm should follow the following method:
1. Enumerate all possible ways that the cows can be divided into separate trips
Use the given get_partitions function in ps1_partition.py to help you!
2. Select the allocation that minimizes the number of trips without making any trip
that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
copycows = cows.copy() #copy of the cow dictionary
scenariolist = [] #store all permutations in this list
bestrun = [] #store list of the best run
''' How does the iteration work here?
'''
for partition in get_partitions(copycows):
scenariolist.append(partition)
# look at each scenario individually
# The scenarios consist of trips and the trips consist of cows
# if any trip weighs more than the limit then the entire scenario can be discarded
scraptrip = False
bestrun = []
for scenario in range(1, len(scenariolist), 1):
scraptrip = False
for trip in scenariolist[scenario]:
if scraptrip == True:
break
tot_weight = 0
for cow in trip:
tot_weight += int(cows[cow])
if tot_weight > limit:
scraptrip = True
break
if scraptrip == False:
if bestrun == []:
bestrun = scenariolist[scenario]
elif len(scenariolist[scenario]) < len(bestrun):
bestrun = scenariolist[scenario]
return bestrun
def brute_force_cow_transport(cows,limit=10):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute force. The brute force algorithm should follow the following method:
1. Enumerate all possible ways that the cows can be divided into separate trips
Use the given get_partitions function in ps1_partition.py to help you!
2. Select the allocation that minimizes the number of trips without making any trip
that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
cows = [(key, value) for key, value in cows.items()]
candidates = []
for combination in get_partitions(cows):
# sanity check: check if every list is in limit
all_valid = True
for trip in combination:
current_trip_weight = 0
for cow, weight in trip:
current_trip_weight += weight
if current_trip_weight > limit:
all_valid = False
break
if all_valid:
candidates.append(combination)
# find the candidates with minimal trips
current_shortest_length, best_candidate = None, None
for candidate in candidates:
if current_shortest_length is None:
current_shortest_length = len(candidate)
best_candidate = candidate
elif len(candidate) < current_shortest_length:
current_shortest_length = len(candidate)
best_candidate = candidate
# print(len(best_candidate))
# print(best_candidate)
# insert only names in result
return [[name for name, weight in sub] for sub in best_candidate]
def brute_force_cow_transport(cows, limit=10):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute forc
e. The brute force algorithm should follow the following method:
1. Enumerate all possible ways that the cows can be divided into separate trips
2. Select the allocation that minimizes the number of trips without making any trip
that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
def count_sum(listofcows, cows):
weight = 0
for i in listofcows:
weight += cows[i]
if weight > limit:
return False
break
return True
cow_list = list(cows.keys())
flight_list = []
all_partitions = get_partitions(cow_list)
for i in all_partitions:
switch = 'green'
for j in i:
if count_sum(j, cows) == False:
switch = 'red'
break
if switch == 'green':
flight_list.append(i)
trip_len_list = [len(i) for i in flight_list]
for i in flight_list:
if len(i) == min(trip_len_list):
ideal_trip = i
break
return ideal_trip
def brute_force_cow_transport(cows,limit=10):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute force. The brute force algorithm should follow the following method:
1. Enumerate all possible ways that the cows can be divided into separate trips
Use the given get_partitions function in ps1_partition.py to help you!
2. Select the allocation that minimizes the number of trips without making any trip
that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
# Make a copy for cows dict
cows_copy = cows.copy()
# The list that contains all trips
trips_list = []
# Set flag to mark whether it is over the weight limit
flag = False
for partition in get_partitions(cows_copy):
for list_elem in partition:
# Get the total weight for each list in the partition
total_weight = sum([cows_copy[k] for k in list_elem])
if total_weight > limit:
flag = False
break
else:
flag = True
# If flag is true, the partition satisfies the condition
if flag:
trips_list.append(partition)
# Get the least trips for transport
min_len = len(cows_copy)
for k in trips_list:
if len(k) < min_len:
min_len = len(k)
# Get all lists whose length is equal to minimal length
result = [k for k in trips_list if len(k) == min_len]
return result[0]
def brute_force_cow_transport(cows,limit=10):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute force. The brute force algorithm should follow the following method:
1. Enumerate all possible ways that the cows can be divided into separate trips
Use the given get_partitions function in ps1_partition.py to help you!
2. Select the allocation that minimizes the number of trips without making any trip
that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
continueSignal = False
# Assuming worst case would be each cow being transported individually.
trips = len(cows)
# This will store the best combination at the end to be returned.
bestChoice = []
for partition in get_partitions(cows.copy()):
for sets in partition: # Going through each element of the sublists.
sumOfElements = 0
# Adding weights for each sublists.
for element in sets:
sumOfElements += cows[element]
# If any sublist of a list breaks the weight limit, we move onto the next list.
if sumOfElements > limit:
continueSignal = True
break
# If continueSignal is true, we just move to the next list, without comparing,
# with best choice.
if continueSignal:
continueSignal = False
continue
# Comparing number of trips taken by current combo with the best combo.
if len(partition) < trips:
trips = len(partition)
bestChoice = partition
return bestChoice
def brute_force_cow_transport(cows, limit=10):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute force. The brute force algorithm should follow the following method:
1. Enumerate all possible ways that the cows can be divided into separate trips
2. Select the allocation that minimizes the number of trips without making any trip
that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
# TODO: Your code here
copia_cows = cows.copy()
listaCows = []
listaViagensExcluidas = []
listaViagens = []
listaViagensDisponiveis = []
for key in cows.keys():
listaCows.append(key)
for partition in get_partitions(listaCows):
listaViagens.append(partition)
for viagem in partition:
pesoMaximo = 0
for vaca in viagem:
pesoMaximo = pesoMaximo + copia_cows.get(vaca)
if pesoMaximo > limit:
listaViagensExcluidas.append(partition)
break
for viagem in listaViagens:
if viagem not in listaViagensExcluidas:
listaViagensDisponiveis.append(viagem)
viagensOrdenadas = sorted(listaViagensDisponiveis, key=len)
return viagensOrdenadas[0]
def brute_force_cow_transport(cows,limit=10):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute force. The brute force algorithm should follow the following method:
1. Enumerate all possible ways that the cows can be divided into separate trips
2. Select the allocation that minimizes the number of trips without making any trip
that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
# TODO: Your code here
# intialize final list of trips
trips = []
# create power list using helper function, and sort it - shortest first!
power_list = sorted(get_partitions(cows), key = len)
# Note that this returns a list of names (strings), and we will need to do
# dictionary lookup later
# Now time to filter the power list:
possibilities = []
for i in power_list:
ship = []
for j in i:
ship_weights = []
for k in j:
ship_weights.append(cows[k])
#print(ship_weights)
ship.append(sum(ship_weights))
#print(ship)
if all(d <= limit for d in ship):
possibilities.append(i)
# possibiliies now contains some duplicates, which need to be removed
pruned_possibilities = []
for k in possibilities:
if k not in pruned_possibilities:
pruned_possibilities.append(k)
# now find the minimum list length:
min_list_len = min(map(len, pruned_possibilities))
for l in pruned_possibilities:
if len(l) == min_list_len:
return l
def brute_force_cow_transport(cows, limit=10):
"""
I/O as defined in program above
"""
best_yet = None
for partition in get_partitions(cows):
if within_weight_limit(cows, partition, limit):
if (best_yet == None) or len(partition) < len(best_yet):
best_yet = partition
return best_yet
def brute_force_cow_transport(cows, limit=10):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute force. The brute force algorithm should follow the following method:
1. Enumerate all possible ways that the cows can be divided into separate trips
Use the given get_partitions function in ps1_partition.py to help you!
2. Select the allocation that minimizes the number of trips without making any trip
that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
start = time.time()
cowsNames = cows.keys()
sortedCows = sortedCowsList(cows)
powerSet = get_partitions(cowsNames)
smallest = limit**limit
smallestSets = []
for partitions in powerSet:
if len(partitions) <= smallest:
exceedsWeight = False
for permutation in partitions:
weight = 0
for cow in permutation:
weight += cows[cow]
if weight > limit:
exceedsWeight = True
break
if exceedsWeight == True:
break
if exceedsWeight == False:
if len(partitions) == smallest:
smallestSets.append(partitions)
else:
smallestSets = []
smallestSets.append(partitions)
smallest = len(partitions)
end = time.time()
print("Time taken for Brute Force: ", end - start)
return smallestSets
def brute_force_cow_transport(cows,limit=10):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute force. The brute force algorithm should follow the following method:
1. Enumerate all possible ways that the cows can be divided into separate trips
2. Select the allocation that minimizes the number of trips without making any trip
that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
# now don't need a sorted list, running through cows
cows_dict = cows.copy()
cow_names = list(cows)
valid_trips = []
shortest_trips = []
# loop to collect valid partitioned possibilities
for trips in get_partitions(cow_names): # breaking into partitions
valid_trip = [] # bool will check if any invalid partitions
for trip in trips: # breaking partitions into ships
trip_weight = 0 # reset weight
for cow in trip: # individual cow in ship, assess wt
trip_weight += cows_dict[cow] # calc wt
if trip_weight <= limit: # wt limit check, true if <lim
valid_trip.append(True)
else:
valid_trip.append(False)
if False not in valid_trip: # checking to make sure no trips over 10
valid_trips.append(trips)
# loop over the valid_trips to find fewest
for trips in valid_trips:
if len(shortest_trips) == 0:
shortest_trips = trips
elif len(trips) < len(shortest_trips):
shortest_trips = trips
# return shortest trip
return shortest_trips
def brute_force_cow_transport(cows, limit=10):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute force. The brute force algorithm should follow the following method:
1. Enumerate all possible ways that the cows can be divided into separate trips
Use the given get_partitions function in ps1_partition.py to help you!
2. Select the allocation that minimizes the number of trips without making any trip
that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
# TODO: Your code here
start = time.time()
brutelist = [trip for trip in get_partitions(cows.keys())]
bestnumber = 100000
for outloop in brutelist:
results = []
for middleloop in outloop:
result = []
listlimit = 0
if type(middleloop) == list:
for innerloop in middleloop:
listlimit += int(cows[innerloop])
if listlimit <= limit:
result.append(middleloop)
else:
break
else:
result.appen(middleloop)
results.append(result)
if result != []:
number = len(results)
if number < bestnumber:
bestnumber = number
best_results = results
# print(best_results)
end = time.time()
# print('brute cost time:', end-start)
return best_results
def brute_force_cow_transport(cows,limit=10):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute force. The brute force algorithm should follow the following method:
1. Enumerate all possible ways that the cows can be divided into separate trips
2. Select the allocation that minimizes the number of trips without making any trip
that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
# for item in get_partitions(cows):
# good = True
# #assume this item is good
# for i in range(len(item)):
# # good = True
# #determine if every trip is goo
# if good:
# total = 0
# for j in range(len(item[i])):
# total += cows[item[i][j]]
# if total >= limit:
# good = False
# if good:
# return item
for item in get_partitions(cows):
good = True
#assume this item is good
for i in range(len(item)):
if good:
# good = True
#determine if every trip is goo
total = 0
for j in range(len(item[i])):
total += cows[item[i][j]]
if total >= limit:
good = False
if good:
return item
def brute_force_cow_transport(cows,limit=10):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute force. The brute force algorithm should follow the following method:
1. Enumerate all possible ways that the cows can be divided into separate trips
Use the given get_partitions function in ps1_partition.py to help you!
2. Select the allocation that minimizes the number of trips without making any trip
that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
# TODO: Your code here
#possible partitions
possible_parts=sorted(get_partitions(cows))
trips=[]
for x in possible_parts:
trip=[]
for y in x:
#create a new empty list for each partition called weights
weights=[]
for l in y:
#add cows weight to weight
weights.append(cows[l])
#add the sum of each trip to the trip list
trip.append(sum(weights))
#if each entry in trip is less than the limit, than that is a valid trip and we add it to trips
if all(trip<=limit for trip in trip):
trips.append(x)
remove_dupes=[]
#remove duplicate trips
for x in trips:
if x not in remove_dupes:
remove_dupes.append(x)
trips_length=[]
#add the length of each trip to a new list called trips_length
for x in remove_dupes:
trips_length.append(len(x))
#return the trip which has the least length
return trips_length.index(min(trips_length))
def brute_force_cow_transport(cows, limit=10):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute force. The brute force algorithm should follow the following method:
1. Enumerate all possible ways that the cows can be divided into separate trips
Use the given get_partitions function in ps1_partition.py to help you!
2. Select the allocation that minimizes the number of trips without making any trip
that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
# init least number of shuttles based on having one cow in each shuttle
# (worst case scenario)
least_shuttles = len(cows)
shuttles = [[cow] for cow in cows.keys()]
# init generator to enumerate all possible shuttle partitionings
partitionings = get_partitions(cows)
# check weight of each partition in each partitioning
for partition in partitionings:
# get number of shuttles in partition
nb_shuttles = len(partition)
# if not better than current best number, skip to next partition
if nb_shuttles >= least_shuttles:
continue
# check all shuttles meet weight requirements
limit_exceeded = False
for shuttle in partition:
# sum weight of all cows in shuttle
shuttle_weight = sum([cows[name] for name in shuttle])
# if weight is over the limit, flag and break out of loop
if shuttle_weight > limit:
limit_exceeded = True
break
if not limit_exceeded:
least_shuttles = nb_shuttles
shuttles = partition
return shuttles
def brute_force_cow_transport(cows, limit=10):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute force. The brute force algorithm should follow the following method:
1. Enumerate all possible ways that the cows can be divided into separate trips
Use the given get_partitions function in ps1_partition.py to help you!
2. Select the allocation that minimizes the number of trips without making any trip
that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
cows_copy = cows.copy() # copy of cows dict
best_trips = 0
result = []
for partition in get_partitions(cows_copy): # for each partition of the
# dictionary of cows i.e. each possible subset of cows
number_trips = 0 # reset number of trips
for trip in partition: # for each trip in a partition i.e. for each
# subset in a partition
totalWeight = 0 # reset totalWeight
for name in trip: # for each cow in that trip
totalWeight += cows_copy[name] # add their weight to the total
if totalWeight >= limit: # if weight exceeds the limit
number_trips += 1000 # add many trips (filters out those
# subsets which contain cows exceeding the weight limit
# for 1 trip, as this are not possible)
number_trips += 1 # if the total weight of all cows in that trip
# is less than the limit, this is a valid trip, so add 1 to number
# of trips
if best_trips == 0: # make the first run the best run
best_trips = number_trips
result.append(partition)
elif number_trips < best_trips: # if any subsequent runs require less
# trips than the current best trip
best_trips = number_trips # make it the new best
result.clear() # clear the result
result.append(partition) # add this partition as new best
return result
def brute_force_cow_transport(cows,limit=10):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute force. The brute force algorithm should follow the following method:
1. Enumerate all possible ways that the cows can be divided into separate trips
Use the given get_partitions function in ps1_partition.py to help you!
2. Select the allocation that minimizes the number of trips without making any trip
that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
# TODO: Your code here
start_time = time.time()
# use get_partitions to generate all the possible combinations of cows
cowsa = get_partitions(cows)
summ = 0.0
count = 0
tripslen = []
trips = []
for row in cowsa:
for trip in row:
for i in trip:
summ += cows[i]
if summ <= limit:
summ = 0.0
continue
else:
count = 1
break
if count == 0:
trips.append(row)
tripslen.append(len(row))
summ = 0.0
count = 0
minpos = tripslen.index(min(tripslen))
finaltrips = trips[minpos]
print('executed time = ', time.time() - start_time)
return finaltrips
def brute_force_cow_transport(cows, limit=10):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute force. The brute force algorithm should follow the following method:
1. Enumerate all possible ways that the cows can be divided into separate trips
Use the given get_partitions function in ps1_partition.py to help you!
2. Select the allocation that minimizes the number of trips without making any trip
that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
# Get list of cow names, copying to avoid mutation
cow_names = list(cows)
shortest_number_of_trips = len(cow_names)
best_trip_plan = []
# Try every possible set of trips, trying a single trip first, then two trips, etc.
for set_of_trips in get_partitions(cow_names):
current_number_of_trips = len(set_of_trips)
trips_under_limit = True
for trip in set_of_trips:
# Calculate the weight of the current trip
current_trip_weight = 0
for cow in trip:
current_trip_weight += cows[cow]
# If any of the trips are over the weight limit, move on to the next set
if current_trip_weight > limit:
trips_under_limit = False
break
# If the spaceship isn't broken and this set used fewer trips, it's the best plan
if (trips_under_limit) and (current_number_of_trips <
shortest_number_of_trips):
shortest_number_of_trips = current_number_of_trips
best_trip_plan = set_of_trips
return best_trip_plan
def brute_force_cow_transport(cows,limit=10):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute force. The brute force algorithm should follow the following method:
1. Enumerate all possible ways that the cows can be divided into separate trips
Use the given get_partitions function in ps1_partition.py to help you!
2. Select the allocation that minimizes the number of trips without making any trip
that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
# TODO: Your code here
partitions = get_partitions(cows)
pruned_partitions = []
for partition in partitions :
is_pruned = True
for trip in partition:
sum_weights = 0
for cow in trip:
sum_weights += int(cows[cow])
if sum_weights > limit:
is_pruned = False
break
if is_pruned:
pruned_partitions.append(partition)
#now pruned_partitions contains all partitions in which each trip
#has weight less than 10
min_partition = pruned_partitions[0]
for partition in pruned_partitions:
if(len(partition) < len(min_partition)):
min_partition = partition
return min_partition
return min_trip
def brute_force_cow_transport(cows,limit=10):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute force. The brute force algorithm should follow the following method:
1. Enumerate all possible ways that the cows can be divided into separate trips
2. Select the allocation that minimizes the number of trips without making any trip
that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
# kravy = cows.copy()
# for krava in cows:
# if cows[krava] > limit:
# del kravy[krava]
result = []
minimum_length = len(cows) + 1
for item in (get_partitions(cows)):
item_valid = True
for set_of_cows in item:
sum_weights = 0
for cow_name in set_of_cows:
sum_weights += cows[cow_name]
if sum_weights > limit:
item_valid = False
break
if len(item) < minimum_length and item_valid:
minimum_length = len(item)
result = item
return result
def brute_force_cow_transport(cows,limit=10):
"""
Finds the allocation of cows that minimizes the number of spaceship trips
via brute force. The brute force algorithm should follow the following method:
1. Enumerate all possible ways that the cows can be divided into separate trips
2. Select the allocation that minimizes the number of trips without making any trip
that does not obey the weight limitation
Does not mutate the given dictionary of cows.
Parameters:
cows - a dictionary of name (string), weight (int) pairs
limit - weight limit of the spaceship (an int)
Returns:
A list of lists, with each inner list containing the names of cows
transported on a particular trip and the overall list containing all the
trips
"""
# TODO: Your code here
cowlist = list(get_partitions(cows.keys()))
#all combinations of cow names
#merge sort here so that list is ordered from least no of trips(ie lowest len()) to highest
def merge(l, r):
i, j = 0, 0
merged = []
while i < len(l) and j < len(r):
if len(l[i]) < len(r[j]):
merged.append(l[i])
i+=1
else:
merged.append(r[j])
j+=1
while (i < len(l)):
merged.append(l[i])
i+=1
while (j < len(r)):
merged.append(r[j])
j += 1
return merged
def mergesorted(list):
if len(list)<2:
return list[:]
else:
middle = len(list)//2
l = mergesorted(list[:middle])
r = mergesorted(list[middle:])
return merge(l, r)
sorted = mergesorted(cowlist)
#iterate over the list to find the first one that doesnt exceed weight limits. lookup values of cows in dict
def besttrip(list):
for trips in sorted:
for trip in trips:
weight = 0
for cow in trip:
weight += cows[cow]
if weight > limit:
break
if trip == trips[(len(trips))-1]:
return trips
return besttrip(sorted)