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import json | ||
trans2res_idmap={} | ||
entity_dict={} | ||
entity_id = 0 | ||
entities = ['0'] | ||
with open(".//benchmarks//ljy//entity_with_text.txt", "r") as f_read: | ||
for line in f_read.readlines(): | ||
entity = line.split() | ||
entity_dict[entity[0]]=entity_id | ||
trans2res_idmap[entity_id]=entity[0] | ||
entities.append(str(entity[0])) | ||
entities.append("\t") | ||
entities.append(str(entity_id)) | ||
entities.append("\n") | ||
entity_id +=1 | ||
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relation_dict={} | ||
relation_id = 0 | ||
relations = ['0'] | ||
with open(".//benchmarks//ljy//relation_with_text.txt", "r") as f_read: | ||
for line in f_read.readlines(): | ||
relation = line.split() | ||
relation_dict[relation[0]]=relation_id | ||
relations.append(str(relation[0])) | ||
relations.append("\t") | ||
relations.append(str(relation_id)) | ||
relations.append("\n") | ||
relation_id +=1 | ||
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l = ['0'] | ||
f_write = open(".//benchmarks//ljy//train2id.txt", 'w') | ||
train_id = 0 | ||
with open(".//benchmarks//ljy//train.txt", "r") as f_read: | ||
for line in f_read.readlines(): | ||
line = line.split() | ||
if line[0] in entity_dict: | ||
l.append(str(entity_dict[line[0]])) | ||
else: | ||
entity_dict[line[0]] = entity_id | ||
trans2res_idmap[entity_id]=line[0] | ||
entities.append(str(line[0])) | ||
entities.append("\t") | ||
entities.append(str(entity_id)) | ||
entities.append("\n") | ||
l.append(str(entity_dict[line[0]])) | ||
entity_id +=1 | ||
l.append(' ') | ||
if line[2] in entity_dict: | ||
l.append(str(entity_dict[line[2]])) | ||
else: | ||
entity_dict[line[2]] = entity_id | ||
trans2res_idmap[entity_id]=line[2] | ||
entities.append(str(line[2])) | ||
entities.append("\t") | ||
entities.append(str(entity_id)) | ||
entities.append("\n") | ||
l.append(str(entity_dict[line[2]])) | ||
entity_id +=1 | ||
l.append(' ') | ||
if line[1] in relation_dict: | ||
l.append(str(relation_dict[line[1]])) | ||
else: | ||
relation_dict[line[1]] =relation_id | ||
relations.append(str(line[1])) | ||
relations.append("\t") | ||
relations.append(str(relation_id)) | ||
relations.append("\n") | ||
l.append(str(relation_dict[line[1]])) | ||
relation_id +=1 | ||
l.append('\n') | ||
train_id +=1 | ||
l[0] = str(train_id) + '\n' | ||
f_write.writelines(l) | ||
f_write.close() | ||
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f_write = open(".//benchmarks//ljy//valid2id.txt", 'w') | ||
l = ['0'] | ||
dev_id = 0 | ||
with open(".//benchmarks//ljy//dev.txt", "r") as f_read: | ||
for line in f_read.readlines(): | ||
line = line.split() | ||
if line[0] in entity_dict: | ||
l.append(str(entity_dict[line[0]])) | ||
else: | ||
entity_dict[line[0]] = entity_id | ||
trans2res_idmap[entity_id]=line[0] | ||
entities.append(str(line[0])) | ||
entities.append("\t") | ||
entities.append(str(entity_id)) | ||
entities.append("\n") | ||
l.append(str(entity_dict[line[0]])) | ||
entity_id +=1 | ||
l.append(' ') | ||
if line[2] in entity_dict: | ||
l.append(str(entity_dict[line[2]])) | ||
else: | ||
entity_dict[line[2]] = entity_id | ||
trans2res_idmap[entity_id]=line[2] | ||
entities.append(str(line[2])) | ||
entities.append("\t") | ||
entities.append(str(entity_id)) | ||
entities.append("\n") | ||
l.append(str(entity_dict[line[2]])) | ||
entity_id +=1 | ||
l.append(' ') | ||
if line[1] in relation_dict: | ||
l.append(str(relation_dict[line[1]])) | ||
else: | ||
relation_dict[line[1]] =relation_id | ||
relations.append(str(line[1])) | ||
relations.append("\t") | ||
relations.append(str(relation_id)) | ||
relations.append("\n") | ||
l.append(str(relation_dict[line[1]])) | ||
relation_id +=1 | ||
l.append('\n') | ||
dev_id +=1 | ||
l[0] = str(dev_id) + '\n' | ||
f_write.writelines(l) | ||
f_write.close() | ||
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f_write = open(".//benchmarks//ljy//test2id.txt", 'w') | ||
l = ['0'] | ||
test_id = 0 | ||
with open(".//benchmarks//ljy//test.txt", "r") as f_read: | ||
for line in f_read.readlines(): | ||
line = line.split() | ||
if line[0] in entity_dict: | ||
l.append(str(entity_dict[line[0]])) | ||
else: | ||
entity_dict[line[0]] = entity_id | ||
trans2res_idmap[entity_id]=line[0] | ||
entities.append(str(line[0])) | ||
entities.append("\t") | ||
entities.append(str(entity_id)) | ||
entities.append("\n") | ||
l.append(str(entity_dict[line[0]])) | ||
entity_id +=1 | ||
l.append(' ') | ||
if line[1] in entity_dict: | ||
l.append(str(entity_dict[line[1]])) | ||
else: | ||
entity_dict[line[1]] = entity_id | ||
trans2res_idmap[entity_id]=line[1] | ||
entities.append(str(line[1])) | ||
entities.append("\t") | ||
entities.append(str(entity_id)) | ||
entities.append("\n") | ||
l.append(str(entity_dict[line[1]])) | ||
entity_id +=1 | ||
l.append(' ') | ||
if line[2] in relation_dict: | ||
l.append(str(relation_dict[line[2]])) | ||
else: | ||
relation_dict[line[2]] =relation_id | ||
relations.append(str(line[2])) | ||
relations.append("\t") | ||
relations.append(str(relation_id)) | ||
relations.append("\n") | ||
l.append(str(relation_dict[line[2]])) | ||
relation_id +=1 | ||
l.append('\n') | ||
test_id +=1 | ||
l[0] = str(test_id) + '\n' | ||
f_write.writelines(l) | ||
f_write.close() | ||
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f_write = open(".//benchmarks//ljy//entity2id.txt", 'w') | ||
entities[0] = str(entity_id) +'\n' | ||
f_write.writelines(entities) | ||
f_write.close() | ||
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f_write = open(".//benchmarks//ljy//relation2id.txt", 'w') | ||
relations[0] = str(relation_id) +'\n' | ||
f_write.writelines(relations) | ||
f_write.close() | ||
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jsonMap = json.dumps(trans2res_idmap) | ||
fileObject = open('.//result//map.json','w') | ||
fileObject.write(jsonMap) | ||
fileObject.close() |
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#include "Setting.h" | ||
#include "Random.h" | ||
#include "Reader.h" | ||
#include "Corrupt.h" | ||
#include "Test.h" | ||
#include "Valid.h" | ||
#include <cstdlib> | ||
#include <pthread.h> | ||
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extern "C" | ||
void setInPath(char *path); | ||
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extern "C" | ||
void setOutPath(char *path); | ||
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extern "C" | ||
void setWorkThreads(INT threads); | ||
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extern "C" | ||
void setBern(INT con); | ||
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extern "C" | ||
INT getWorkThreads(); | ||
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extern "C" | ||
INT getEntityTotal(); | ||
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extern "C" | ||
INT getRelationTotal(); | ||
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extern "C" | ||
INT getTripleTotal(); | ||
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extern "C" | ||
INT getTrainTotal(); | ||
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extern "C" | ||
INT getTestTotal(); | ||
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extern "C" | ||
INT getValidTotal(); | ||
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extern "C" | ||
void randReset(); | ||
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extern "C" | ||
void importTrainFiles(); | ||
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struct Parameter { | ||
INT id; | ||
INT *batch_h; | ||
INT *batch_t; | ||
INT *batch_r; | ||
REAL *batch_y; | ||
INT batchSize; | ||
INT negRate; | ||
INT negRelRate; | ||
}; | ||
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void* getBatch(void* con) { | ||
Parameter *para = (Parameter *)(con); | ||
INT id = para -> id; | ||
INT *batch_h = para -> batch_h; | ||
INT *batch_t = para -> batch_t; | ||
INT *batch_r = para -> batch_r; | ||
REAL *batch_y = para -> batch_y; | ||
INT batchSize = para -> batchSize; | ||
INT negRate = para -> negRate; | ||
INT negRelRate = para -> negRelRate; | ||
INT lef, rig; | ||
if (batchSize % workThreads == 0) { | ||
lef = id * (batchSize / workThreads); | ||
rig = (id + 1) * (batchSize / workThreads); | ||
} else { | ||
lef = id * (batchSize / workThreads + 1); | ||
rig = (id + 1) * (batchSize / workThreads + 1); | ||
if (rig > batchSize) rig = batchSize; | ||
} | ||
REAL prob = 500; | ||
for (INT batch = lef; batch < rig; batch++) { | ||
INT i = rand_max(id, trainTotal); | ||
batch_h[batch] = trainList[i].h; | ||
batch_t[batch] = trainList[i].t; | ||
batch_r[batch] = trainList[i].r; | ||
batch_y[batch] = 1; | ||
INT last = batchSize; | ||
for (INT times = 0; times < negRate; times ++) { | ||
if (bernFlag) | ||
prob = 1000 * right_mean[trainList[i].r] / (right_mean[trainList[i].r] + left_mean[trainList[i].r]); | ||
if (randd(id) % 1000 < prob) { | ||
batch_h[batch + last] = trainList[i].h; | ||
batch_t[batch + last] = corrupt_head(id, trainList[i].h, trainList[i].r); | ||
batch_r[batch + last] = trainList[i].r; | ||
} else { | ||
batch_h[batch + last] = corrupt_tail(id, trainList[i].t, trainList[i].r);; | ||
batch_t[batch + last] = trainList[i].t; | ||
batch_r[batch + last] = trainList[i].r; | ||
} | ||
batch_y[batch + last] = -1; | ||
last += batchSize; | ||
} | ||
for (INT times = 0; times < negRelRate; times++) { | ||
batch_h[batch + last] = trainList[i].h; | ||
batch_t[batch + last] = trainList[i].t; | ||
batch_r[batch + last] = corrupt_rel(id, trainList[i].h, trainList[i].t); | ||
batch_y[batch + last] = -1; | ||
last += batchSize; | ||
} | ||
} | ||
pthread_exit(NULL); | ||
} | ||
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extern "C" | ||
void sampling(INT *batch_h, INT *batch_t, INT *batch_r, REAL *batch_y, INT batchSize, INT negRate = 1, INT negRelRate = 0) { | ||
pthread_t *pt = (pthread_t *)malloc(workThreads * sizeof(pthread_t)); | ||
Parameter *para = (Parameter *)malloc(workThreads * sizeof(Parameter)); | ||
for (INT threads = 0; threads < workThreads; threads++) { | ||
para[threads].id = threads; | ||
para[threads].batch_h = batch_h; | ||
para[threads].batch_t = batch_t; | ||
para[threads].batch_r = batch_r; | ||
para[threads].batch_y = batch_y; | ||
para[threads].batchSize = batchSize; | ||
para[threads].negRate = negRate; | ||
para[threads].negRelRate = negRelRate; | ||
pthread_create(&pt[threads], NULL, getBatch, (void*)(para+threads)); | ||
} | ||
for (INT threads = 0; threads < workThreads; threads++) | ||
pthread_join(pt[threads], NULL); | ||
free(pt); | ||
free(para); | ||
} | ||
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int main() { | ||
importTrainFiles(); | ||
return 0; | ||
} |
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