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simplycity-Simplified.py
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import os,sys
from termcolor import colored
from operator import itemgetter
from collections import OrderedDict
import copy
# Number of Total Tuples
TT_dict = {"aka_name":901343,"aka_title":361472,"cast_info":36244344,"char_name":3140339,"company_name":234997, \
"company_type":4,"comp_cast_type":4,"complete_cast":135086,"info_type":113,"keyword":134170,"kind_type":7, \
"link_type":18,"movie_companies":2609129,"movie_info_idx":1380035,"movie_keyword":4523930,"movie_link":29997, \
"name":4167491,"role_type":12,"title":2528312,"movie_info":14835720,"person_info":2963664}
# Sort a list based on Total number tuples
def TT_sort(_tbls,_AS_mapping,_order):
tbl_tuples = dict()
for tbl in _tbls:
tbl_tuples[tbl] = TT_dict[_AS_mapping[tbl]]
tbl_tuples_sorted = OrderedDict(sorted(tbl_tuples.items(), key=itemgetter(1) , reverse= _order))
return list(tbl_tuples_sorted.keys())
# Sort a list based on Total number tuples and Join graph
def TT_sort_g(_tbls,_AS_mapping,_order,_FK_join_graph):
tbl_tuples = dict()
for tbl in _tbls:
tbl_tuples[tbl] = TT_dict[_AS_mapping[tbl]]
tbl_tuples_sorted = OrderedDict(sorted(tbl_tuples.items(), key=itemgetter(1) , reverse= _order))
final_order = []
already_joined = []
not_joined_yet = list(tbl_tuples_sorted.keys())
cand = not_joined_yet[0]
already_joined.append(cand)
final_order.append(cand)
not_joined_yet.remove(cand)
i = 0
connected = 0
while(len(not_joined_yet)!=0):
cand = not_joined_yet[i]
for tbl in already_joined:
if cand in _FK_join_graph[tbl]:
already_joined.append(cand)
final_order.append(cand)
not_joined_yet.remove(cand)
i = 0
connected = 1
break
else:
connected = 0
if connected == 0:
i+=1
return final_order
def build_join_graph():
for join_pred in join_predicates:
left = join_pred.split('=')[0]
right = join_pred.split('=')[1]
left_tbl = left.split('.')[0].strip()
right_tbl = right.split('.')[0].strip()
if left_tbl in FK_FK:
FK_join_graph[left_tbl].append(right_tbl)
if right_tbl in FK_FK:
FK_join_graph[right_tbl].append(left_tbl)
return join_graph
def update_join_graph(_tbl,_FK_join_graph):
for key,val in _FK_join_graph.items():
if _tbl in val:
val.remove(_tbl)
_FK_join_graph[key] = val
return _FK_join_graph
def lonely_tbl(cur_join_cands,all_FK_join_cands):
tbl_list = " "
for tbl in cur_join_cands:
if tbl not in all_FK_join_cands:
tbl_list += tbl+" "
if tbl_list.isspace():
return ""
else:
return tbl_list[:-1]
def common_item(a, b):
a_set = set(a)
b_set = set(b)
if (a_set & b_set):
return True
else:
return False
def plan_validation(plan,complete_join_graph):
plan_copy = plan
plan = plan.split(' ')
subquery_dict = dict()
subquery = []
subquery_str = ""
s = 1
subq_f = 0
for tbl in plan:
if '(' in tbl:
subquery_str += tbl+" "
tbl = tbl.replace('(','')
subquery.append(tbl)
subq_f = 1
elif ')' in tbl:
subquery_str += tbl
tbl = tbl.replace(')','')
subquery.append(tbl)
subquery_dict['S'+str(s)] = subquery.copy()
plan_copy = plan_copy.replace(subquery_str,'S'+str(s))
subquery.clear()
subquery_str = ""
s += 1
subq_f = 0
elif subq_f == 1:
subquery_str += tbl + " "
subquery.append(tbl)
visited = []
plan_copy = plan_copy.replace(" "," ")
not_visited = plan_copy.strip().split(' ')
visited.append(not_visited[0])
not_visited.remove(visited[0])
connections = []
order = visited.copy()
i = 0
while (len(not_visited) != 0):
cur = not_visited[0]
if 'S' in cur:
for candS in subquery_dict[cur]:
connections.extend(complete_join_graph[candS])
else:
connections.extend(complete_join_graph[cur])
if common_item(visited,connections) == True:
if 'S' in cur:
for candS in subquery_dict[cur]:
visited.append(candS)
order.append(cur)
else:
visited.append(cur)
order.append(cur)
not_visited.remove(cur)
connections.clear()
else:
s = i + 1
while s < len(not_visited):
connections.clear()
cand = not_visited[s]
if 'S' in cand:
for candS in subquery_dict[cur]:
connections.extend(complete_join_graph[candS])
else:
connections.extend(complete_join_graph[cand])
if common_item(visited,connections) == True:
if 'S' in cur:
for candS in subquery_dict[cur]:
visited.append(candS)
order.append(cand)
else:
visited.append(cand)
order.append(cand)
not_visited.remove(cand)
connections.clear()
break
else:
s += 1
order = ' '.join(order)
for key,val in subquery_dict.items():
sub = '('
for tbl in val:
sub += tbl+' '
sub = sub[:-1]+')'
order = order.replace(key,sub)
return order
PATH = "join-order-benchmark/"
plan_file = open('plans.txt','w')
files = [
'1a','1b','1c','1d','2a','2b','2c','2d','3a','3b','3c','4a','4b','4c','5a','5b','5c','6a','6b','6c','6d','6e','6f', \
'7a','7b','7c','8a','8b','8c','8d','9a','9b','9c','9d','10a','10b','10c','11a','11b','11c','11d','12a','12b','12c', \
'13a','13b','13c','13d','14a','14b','14c','15a','15b','15c','15d','16a','16b','16c','16d','17a','17b','17c','17d', \
'17e','17f','18a','18b','18c','19a','19b','19c','19d','20a','20b','20c','21a','21b','21c','22a','22b','22c','22d', \
'23a','23b','23c','24a','24b','25a','25b','25c','26a','26b','26c','27a','27b','27c','28a','28b','28c','29a','29b', \
'29c','30a','30b','30c','31a','31b','31c','32a','32b','33a','33b','33c'
]
no_tbls = 0
for file in files:
# Reading the query
query = open(PATH+file+'.sql').read()
join_predicates = []
AS_mapping = dict()
FROM = query.split("WHERE")[0].split("FROM")[1]
FROM = FROM.split(',')
for tbl_as in FROM:
tbl = tbl_as.split("AS")[0].strip()
as_ = tbl_as.split("AS")[1].strip()
AS_mapping[as_] = tbl
where = query.split("WHERE")[1]
predicates = where.split("AND")
for predicate in predicates:
if '=' not in predicate:
continue
left = predicate.split('=')[0].strip()
right = predicate.split('=')[1].strip()
if '.' in left and '.' in right and 'id' in predicate:
join_predicates.append(predicate.strip())
no_tbls = len(AS_mapping)
# Get FK-FK joins and join graphs for FK keys
FK_FK = []
FK_join_graph = dict()
complete_join_graph = dict()
for key in AS_mapping.keys():
complete_join_graph[key] = []
for join_pred in join_predicates:
left = join_pred.split('=')[0]
right = join_pred.split('=')[1]
left_tbl = left.split('.')[0].strip()
right_tbl = right.split('.')[0].strip()
left_attr = left.split('.')[1].strip()
right_attr = right.split('.')[1].strip()
if left_attr != 'id' and right_attr != 'id' :
FK_FK.append(left_tbl)
FK_FK.append(right_tbl)
complete_join_graph[left_tbl].append(right_tbl)
complete_join_graph[right_tbl].append(left_tbl)
else:
complete_join_graph[left_tbl].append(right_tbl)
complete_join_graph[right_tbl].append(left_tbl)
# If no FK-FK join exists
all_FK_join_cands = []
if not FK_FK:
join_graph = dict()
visited_tbl = dict()
tables = AS_mapping.keys()
tables = TT_sort(tables,AS_mapping,True)
for tbl in tables:
join_graph[tbl] = []
visited_tbl[tbl] = False
for join_pred in join_predicates:
left = join_pred.split('=')[0]
right = join_pred.split('=')[1]
left_tbl = left.split('.')[0].strip()
right_tbl = right.split('.')[0].strip()
join_graph[left_tbl].append(right_tbl)
join_graph[right_tbl].append(left_tbl)
join_order = [tables[0]]
join_candidates_2 = []
cur_candidate = join_order[0]
while(cur_candidate != None):
visited_tbl[cur_candidate] = True
for tbl in join_graph[cur_candidate]:
if visited_tbl[tbl] == False:
join_candidates_2.append(tbl)
join_candidates_2 = TT_sort(join_candidates_2,AS_mapping,False)
if not join_candidates_2:
cur_candidate = None
break
cur_candidate = join_candidates_2[0]
join_candidates_2.remove(cur_candidate)
join_order.append(cur_candidate)
str1 = file+" : "+' '.join(join_order)
print(str1)
plan_file.write(str1+'\n')
else:
FK_FK = list(set(FK_FK))
for fk in FK_FK:
FK_join_graph[fk] = []
for join_pred in join_predicates:
left = join_pred.split('=')[0]
right = join_pred.split('=')[1]
left_tbl = left.split('.')[0].strip()
right_tbl = right.split('.')[0].strip()
if left_tbl in FK_FK:
FK_join_graph[left_tbl].append(right_tbl)
if right_tbl in FK_FK:
FK_join_graph[right_tbl].append(left_tbl)
# Sort FK-FK based on total tuples order desc.
FK_FK = TT_sort_g(FK_FK,AS_mapping,False,FK_join_graph)
for key,val in FK_join_graph.items():
all_FK_join_cands.extend(val)
for key,val in FK_join_graph.items():
FK_join_graph[key] = TT_sort(val,AS_mapping,False)
# Enumerate over FK-FK :
# a) sort FK key graph on total tuples order asce. {ci : {t,n,mk},mk:{k,t,ci}}
# b) Enumerate over FK key graph:
join_order = str(FK_FK[0])
visited = dict()
subqry_flag = False
for key,val in AS_mapping.items():
visited[key] = False
# Removing FK join candidates
for _tbl in FK_FK:
FK_join_graph = update_join_graph(_tbl,FK_join_graph)
# Enumerate over FK key graph:
for FK in FK_FK:
visited[FK] = True
join_candidates = FK_join_graph[FK].copy()
if not join_candidates:
join_order += ' '+str(FK)+" "
continue
if FK != FK_FK[0]:
join_order += " ("+str(FK)
subqry_flag = True
i = 0
if subqry_flag == True:
for tbl in join_candidates:
if tbl not in FK_FK and visited[tbl] == False:
visited[tbl] = True
FK_join_graph = update_join_graph(tbl, FK_join_graph)
join_order += " " + str(tbl) + lonely_tbl(complete_join_graph[tbl], all_FK_join_cands)+' '
join_order = join_order[:-1]+')'
subqry_flag = False
else:
for tbl in join_candidates:
if tbl not in FK_FK and visited[tbl]==False:
visited[tbl] = True
FK_join_graph = update_join_graph(tbl,FK_join_graph)
join_order += " "+str(tbl)+lonely_tbl(complete_join_graph[tbl],all_FK_join_cands)+" "
join_order = join_order.replace(' ',' ').replace(")(",") (")
join_order_c = copy.copy(join_order)
join_order = file+" : "+join_order
plan_file.write(join_order+'\n')
print(colored(join_order,'green'))
plan_file.close()