repo stringlengths 1 99 | file stringlengths 13 215 | code stringlengths 12 59.2M | file_length int64 12 59.2M | avg_line_length float64 3.82 1.48M | max_line_length int64 12 2.51M | extension_type stringclasses 1
value |
|---|---|---|---|---|---|---|
TFLEX | TFLEX-main/train_TCQE_ConE.py | """
@date: 2021/10/26
@description: null
"""
from typing import Tuple
import click
import torch
import torch.nn as nn
import torch.nn.functional as F
from ComplexTemporalQueryData import ICEWS05_15, ICEWS14, ComplexTemporalQueryDatasetCachePath, ComplexQueryData, GDELT
from toolbox.exp.OutputSchema import OutputSchem... | 9,440 | 40.047826 | 141 | py |
TFLEX | TFLEX-main/train_TCQE_X-1F.py | """
@date: 2021/10/26
@description: null
"""
from typing import List, Dict, Tuple, Optional, Union
import click
import torch
import torch.nn as nn
import torch.nn.functional as F
import expression
from ComplexTemporalQueryData import ICEWS05_15, ICEWS14, ComplexTemporalQueryDatasetCachePath, ComplexQueryData, GDELT
f... | 39,930 | 45.648364 | 171 | py |
TFLEX | TFLEX-main/train_TCQE_BetaE.py | """
@date: 2021/10/26
@description: null
"""
from typing import Tuple
import click
import torch
import torch.nn as nn
import torch.nn.functional as F
from ComplexTemporalQueryData import ICEWS05_15, ICEWS14, ComplexTemporalQueryDatasetCachePath, ComplexQueryData, GDELT
from toolbox.exp.OutputSchema import OutputSchem... | 8,887 | 43.663317 | 149 | py |
TFLEX | TFLEX-main/train_TCQE_FLEX.py | """
@date: 2021/10/26
@description: null
"""
from typing import Tuple
import click
import torch
import torch.nn as nn
import torch.nn.functional as F
from ComplexTemporalQueryData import ICEWS05_15, ICEWS14, ComplexTemporalQueryDatasetCachePath, ComplexQueryData, GDELT
from toolbox.exp.OutputSchema import OutputSchem... | 10,262 | 39.72619 | 141 | py |
TFLEX | TFLEX-main/TCQE_static_QE.py | """
@date: 2021/10/26
@description: null
"""
from typing import Callable, List, Dict, Tuple, Optional, Union
import click
import torch
import torch.nn as nn
import torch.nn.functional as F
import expression
from ComplexTemporalQueryData import ICEWS05_15, ICEWS14, ComplexTemporalQueryDatasetCachePath, ComplexQueryDat... | 33,607 | 42.932026 | 171 | py |
TFLEX | TFLEX-main/train_TCQE_X+ConE.py | """
@date: 2021/10/26
@description: null
"""
from typing import List, Dict, Tuple, Optional, Union
import click
import torch
import torch.nn as nn
import torch.nn.functional as F
import expression
from ComplexTemporalQueryData import ICEWS05_15, ICEWS14, ComplexTemporalQueryDatasetCachePath, ComplexQueryData, GDELT
f... | 43,398 | 47.490503 | 171 | py |
TFLEX | TFLEX-main/train_TCQE_X_without_logic.py | """
@date: 2021/10/26
@description: null
"""
from typing import List, Dict, Tuple, Optional, Union
import click
import torch
import torch.nn as nn
import torch.nn.functional as F
import expression
from ComplexTemporalQueryData import ICEWS05_15, ICEWS14, ComplexTemporalQueryDatasetCachePath, ComplexQueryData, GDELT
f... | 36,283 | 44.355 | 171 | py |
TFLEX | TFLEX-main/main_TCQE_TFLEX.py | """
@date: 2021/10/26
@description: null
"""
import gc
from collections import defaultdict
import logging
import os
import sys
from typing import List, Dict, Tuple, Optional, Union, Set
import torch
import torch.nn as nn
import torch.nn.functional as F
from torch.utils.data import DataLoader
import expression
from Co... | 69,733 | 46.309362 | 155 | py |
TFLEX | TFLEX-main/train_TCQE_X_without_time_logic.py | """
@date: 2021/10/26
@description: null
"""
from typing import List, Dict, Tuple, Optional, Union
import click
import torch
import torch.nn as nn
import torch.nn.functional as F
import expression
from ComplexTemporalQueryData import ICEWS05_15, ICEWS14, ComplexTemporalQueryDatasetCachePath, ComplexQueryData, GDELT
f... | 41,149 | 46.08238 | 171 | py |
TFLEX | TFLEX-main/train_TCQE_TConE.py | """
@date: 2021/10/26
@description: null
"""
from typing import Tuple
import click
import torch
import torch.nn as nn
import torch.nn.functional as F
from ComplexTemporalQueryData import ICEWS05_15, ICEWS14, ComplexTemporalQueryDatasetCachePath, ComplexQueryData, GDELT
from toolbox.exp.OutputSchema import OutputSchem... | 9,492 | 40.273913 | 141 | py |
TFLEX | TFLEX-main/train_TCQE_X_without_entity_logic.py | """
@date: 2021/10/26
@description: null
"""
from typing import List, Dict, Tuple, Optional, Union
import click
import torch
import torch.nn as nn
import torch.nn.functional as F
import expression
from ComplexTemporalQueryData import ICEWS05_15, ICEWS14, ComplexTemporalQueryDatasetCachePath, ComplexQueryData, GDELT
f... | 42,063 | 46.85438 | 171 | py |
TFLEX | TFLEX-main/backup/train_BracketTransformer.py | import click
import numpy as np
import torch
from torch.utils.data import DataLoader
from BracketTransformer import BracketTransformer
from toolbox.data.DataSchema import RelationalTripletData, RelationalTripletDatasetCachePath
from toolbox.data.DatasetSchema import FreebaseFB15k_237
from toolbox.data.LinkPredictDatas... | 12,600 | 52.850427 | 195 | py |
TFLEX | TFLEX-main/backup/main.py | """
@date: 2021/10/26
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import argparse
import json
import logging
import os
import pickle
from collections import defaultdict
import numpy as np
import torch
from torch.utils.data import... | 20,453 | 42.798715 | 186 | py |
TFLEX | TFLEX-main/backup/train_CQE_TFLEX_no_density.py | """
@date: 2021/10/26
@description: null
"""
from collections import defaultdict
from typing import List, Dict, Tuple, Optional, Union, Set
import click
import torch
import torch.nn as nn
import torch.nn.functional as F
from torch.utils.data import DataLoader
import expression
from ComplexTemporalQueryData import ICE... | 60,981 | 47.981526 | 171 | py |
TFLEX | TFLEX-main/backup/train_CQE_FLEX_IntersectionLukasiewicz.py | """
@date: 2021/10/26
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import click
import torch
import torch.nn as nn
import torch.nn.functional as F
from torch.utils.data import DataLoader
from ComplexQueryData im... | 37,587 | 47.500645 | 199 | py |
TFLEX | TFLEX-main/backup/train_CQE_ConE.py | """
@date: 2021/10/26
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import click
import torch
import torch.nn.functional as F
from torch.utils.data import DataLoader
from ComplexQueryData import *
from backup.dat... | 21,001 | 47.728538 | 199 | py |
TFLEX | TFLEX-main/backup/train_CQE_FLEX_like.py | """
@date: 2021/10/26
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import click
import torch
import torch.nn as nn
import torch.nn.functional as F
from torch.utils.data import DataLoader
from ComplexQueryData im... | 38,251 | 47.604828 | 199 | py |
TFLEX | TFLEX-main/backup/train_CQE_FLEX_dist.py | """
@date: 2021/10/26
@description: 分布式训练，单机多卡
"""
from collections import defaultdict
from typing import List, Dict, Tuple, Optional, Union, Set
import click
import torch
import torch.distributed as dist
import torch.nn as nn
import torch.nn.functional as F
from torch.nn.parallel import DistributedDataParallel
from t... | 45,697 | 47.052576 | 199 | py |
TFLEX | TFLEX-main/backup/train_CQE_FLEX_IntersectionMin.py | """
@date: 2021/10/26
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import click
import torch
import torch.nn as nn
import torch.nn.functional as F
from torch.utils.data import DataLoader
from ComplexQueryData im... | 37,531 | 47.490956 | 199 | py |
TFLEX | TFLEX-main/backup/PercentagE.py | """
@date: 2021/12/7
@description: axis [-1,1], arg [0,1]
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import logging
from typing import Dict, List
import torch
import torch.nn as nn
import torch.nn.functional as F
from tqdm import... | 24,677 | 43.787659 | 160 | py |
TFLEX | TFLEX-main/backup/BoolE2.py | """
@date: 2021/12/7
@description: axis [-1,1], arg [0,1]
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import logging
from typing import Dict, List
import torch
import torch.nn as nn
import torch.nn.functional as F
from tqdm import... | 25,870 | 43.759516 | 160 | py |
TFLEX | TFLEX-main/backup/train_CQE_CQD.py | """
@date: 2021/10/26
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import math
from typing import Callable, Optional
import click
import numpy as np
import torch
import torch.nn as nn
import torch.nn.functional as F
from torch impo... | 61,816 | 44.254026 | 199 | py |
TFLEX | TFLEX-main/backup/train_CQE_TTE.py | """
@date: 2021/10/26
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import click
import torch
import torch.nn.functional as F
from torch.utils.data import DataLoader
from ComplexQueryData import *
from backup.da... | 21,764 | 49.616279 | 197 | py |
TFLEX | TFLEX-main/backup/train_CQE_PercentagE_n_center.py | """
@date: 2021/10/26
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import click
import torch
import torch.nn.functional as F
from torch.utils.data import DataLoader
from ComplexQueryData import *
from backup.da... | 21,981 | 49.533333 | 197 | py |
TFLEX | TFLEX-main/backup/train_TransE.py | import click
import numpy as np
from torch.utils.data import DataLoader
from toolbox.data.DataSchema import RelationalTripletData, RelationalTripletDatasetCachePath
from toolbox.data.DatasetSchema import FreebaseFB15k_237
from toolbox.data.LinkPredictDataset import LinkPredictDataset
from toolbox.data.ScoringAllDatase... | 11,487 | 52.432558 | 195 | py |
TFLEX | TFLEX-main/backup/dataloader.py | """
@date: 2021/10/26
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from collections import defaultdict
from typing import Tuple, List, Set, Dict
import numpy as np
import torch
from torch.utils.data import Dataset
from ComplexQue... | 16,594 | 42.216146 | 145 | py |
TFLEX | TFLEX-main/backup/train_CQE_TFLEX_dist.py | """
@date: 2021/10/26
@description: 分布式训练，单机多卡
"""
from collections import defaultdict
from typing import List, Dict, Tuple, Optional, Union, Set
import click
import torch
import torch.distributed as dist
import torch.nn as nn
import torch.nn.functional as F
from torch.nn.parallel import DistributedDataParallel
from t... | 75,049 | 49.200669 | 171 | py |
TFLEX | TFLEX-main/backup/train_LinkPredict_BoolE.py | import click
import numpy as np
import torch
from torch.utils.data import DataLoader
from BoolE import BoolE
from toolbox.data.DataSchema import RelationalTripletData, RelationalTripletDatasetCachePath
from toolbox.data.DatasetSchema import FreebaseFB15k_237
from toolbox.data.LinkPredictDataset import LinkPredictDatas... | 11,636 | 52.626728 | 195 | py |
TFLEX | TFLEX-main/backup/train_CQE_FLEX_NegationByMLP.py | """
@date: 2021/10/26
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import click
import torch
import torch.nn as nn
import torch.nn.functional as F
from torch.utils.data import DataLoader
from ComplexQueryData im... | 37,568 | 47.727626 | 199 | py |
TFLEX | TFLEX-main/backup/train_CQE_TFLEX_dist_as_static_FLEX.py | """
@date: 2021/10/26
@description: TODO 忽略时间信息，视为静态图进行补全
"""
from collections import defaultdict
from typing import List, Dict, Tuple, Optional, Union, Set
import click
import torch
import torch.distributed as dist
import torch.nn as nn
import torch.nn.functional as F
from torch.nn.parallel import DistributedDataPara... | 77,559 | 49.825688 | 171 | py |
TFLEX | TFLEX-main/backup/train_ComplEx.py | """
@date: 2022/4/13
@description: null
"""
from collections import defaultdict
from typing import List
import click
import numpy as np
import torch
from torch import nn
from torch.utils.data import DataLoader
from toolbox.data.DataSchema import RelationalTripletData, RelationalTripletDatasetCachePath
from toolbox.da... | 20,562 | 49.523342 | 195 | py |
TFLEX | TFLEX-main/backup/train_Tucker.py | import click
import numpy as np
import torch
from torch.utils.data import DataLoader
from TuckerE import TuckerE
from toolbox.data.DataSchema import RelationalTripletData, RelationalTripletDatasetCachePath
from toolbox.data.DatasetSchema import FreebaseFB15k_237
from toolbox.data.LinkPredictDataset import LinkPredictD... | 11,581 | 52.373272 | 195 | py |
TFLEX | TFLEX-main/backup/BooleanEmbedding.py | from typing import List, Tuple
import torch
from torch import nn
from toolbox.nn.ComplexEmbedding import (
ComplexEmbedding,
ComplexDropout,
ComplexBatchNorm1d,
ComplexMult,
ComplexAdd,
ComplexSubstract,
ComplexDiv,
ComplexConjugate
)
class BooleanEmbedding(nn.Module):
def __init... | 4,430 | 35.319672 | 136 | py |
TFLEX | TFLEX-main/backup/train_CQE_Bracket.py | """
@date: 2021/10/26
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import click
import torch
import torch.nn.functional as F
from torch.utils.data import DataLoader
from BracketCQE import Bracket
from ComplexQu... | 22,708 | 50.261851 | 197 | py |
TFLEX | TFLEX-main/backup/train_CQE_FLEX_2F_MLP_I2.py | """
@date: 2021/10/26
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import click
import torch
import torch.nn as nn
import torch.nn.functional as F
from torch.utils.data import DataLoader
from ComplexQueryData im... | 42,289 | 50.447689 | 199 | py |
TFLEX | TFLEX-main/backup/train_TKGC_TuckERT.py | import click
import numpy as np
import torch
import torch.nn as nn
from torch.utils.data import DataLoader
from ComplexTemporalQueryData import TemporalKnowledgeDatasetCachePath, ICEWS05_15, ICEWS14, TemporalKnowledgeData, build_map_srt_o
from toolbox.data.LinkPredictDataset import TemporalLinkPredictDataset
from tool... | 16,366 | 45.497159 | 169 | py |
TFLEX | TFLEX-main/backup/train_CQE_FLEX_ConvE.py | """
@date: 2021/10/26
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import click
import torch
import torch.nn as nn
import torch.nn.functional as F
from torch.utils.data import DataLoader
from ComplexQueryData im... | 36,701 | 47.355731 | 199 | py |
TFLEX | TFLEX-main/backup/train_CQE_BoolE_mlpNegation.py | """
@date: 2021/10/26
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import click
import torch
import torch.nn as nn
import torch.nn.functional as F
from torch.utils.data import DataLoader
from ComplexQueryData i... | 38,904 | 46.503053 | 197 | py |
TFLEX | TFLEX-main/backup/train_CQE_FLEX_Infty.py | """
@date: 2021/10/26
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import click
import torch
import torch.nn as nn
import torch.nn.functional as F
from torch.utils.data import DataLoader
from ComplexQueryData im... | 37,530 | 47.489664 | 199 | py |
TFLEX | TFLEX-main/backup/train_CQE_TFLEX_dist_MLP.py | """
@date: 2021/10/26
@description: 分布式训练，单机多卡
"""
from collections import defaultdict
from typing import List, Dict, Tuple, Optional, Union, Set
import click
import torch
import torch.distributed as dist
import torch.nn as nn
import torch.nn.functional as F
from torch.nn.parallel import DistributedDataParallel
from t... | 75,490 | 49.495652 | 171 | py |
TFLEX | TFLEX-main/backup/train_SteoE.py | """
@date: 2021/12/7
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import argparse
import json
import logging
import os
import pickle
from collections import defaultdict
import numpy as np
import torch
from torch.utils.data import D... | 20,177 | 41.931915 | 164 | py |
TFLEX | TFLEX-main/backup/train_BetaE.py | """
@date: 2021/10/26
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import click
import torch
import torch.nn.functional as F
from torch.utils.data import DataLoader
from BetaE import BetaE
from ComplexQueryData... | 21,663 | 49.735363 | 197 | py |
TFLEX | TFLEX-main/backup/train_CQE_FLEX_refactor.py | """
@date: 2021/10/26
@description: 整理模型，重构代码，加了注释
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import click
import torch
import torch.nn as nn
import torch.nn.functional as F
from torch.utils.data import DataLoader
from ComplexQu... | 42,068 | 48.261124 | 199 | py |
TFLEX | TFLEX-main/backup/train_CQE_SamE.py | """
@date: 2021/10/26
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import click
import torch
import torch.nn.functional as F
from torch.utils.data import DataLoader
from ComplexQueryData import *
from backup.da... | 21,768 | 49.74359 | 197 | py |
TFLEX | TFLEX-main/backup/test_network.py | """
@date: 2022/4/14
@description: null
"""
import torch
import torch.nn as nn
import torch.nn.functional as F
class CoreConvE(nn.Module):
def __init__(self, embedding_dim, img_h=10, input_dropout=0.2, hidden_dropout1=0.3, hidden_dropout2=0.2):
super(CoreConvE, self).__init__()
self.inp_drop = nn.... | 1,598 | 27.052632 | 109 | py |
TFLEX | TFLEX-main/backup/BoolE.py | """
@date: 2021/10/14
@description: null
"""
from typing import Dict, List, Tuple, Union
import torch
import torch.nn as nn
import torch.nn.functional as F
from BooleanEmbedding import BooleanBatchNorm1d, BooleanDropout, BooleanEmbedding, BooleanScoringAll, BooleanNorm, BooleanMult
from toolbox.nn.ComplexEmbedding im... | 22,790 | 41.127542 | 187 | py |
TFLEX | TFLEX-main/backup/train_CQE_PercentagE_norm.py | """
@date: 2021/10/26
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import click
import torch
import torch.nn.functional as F
from torch.utils.data import DataLoader
from ComplexQueryData import *
from backup.da... | 21,961 | 49.487356 | 197 | py |
TFLEX | TFLEX-main/backup/train_TCQE_TFLEX_AttentionAsProjection.py | """
@date: 2021/10/26
@description: null
"""
from typing import List, Dict, Tuple, Optional, Union
import click
import torch
import torch.nn as nn
import torch.nn.functional as F
import expression
from ComplexTemporalQueryData import ICEWS05_15, ICEWS14, ComplexTemporalQueryDatasetCachePath, ComplexQueryData, GDELT
f... | 45,398 | 48.08 | 171 | py |
TFLEX | TFLEX-main/backup/TTE.py | """
@date: 2021/12/7
@description: p: tucker i: transformer
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import logging
from typing import Dict, List
import numpy as np
import torch
import torch.nn as nn
import torch.nn.functional ... | 27,083 | 42.196172 | 160 | py |
TFLEX | TFLEX-main/backup/BetaE.py | """
@date: 2021/10/27
@description: Beta分布嵌入
"""
from typing import Dict, List
import torch
import torch.nn as nn
import torch.nn.functional as F
from ComplexQueryData import QueryStructure
class BetaIntersection(nn.Module):
def __init__(self, dim):
super(BetaIntersection, self).__init__()
self... | 15,499 | 50.495017 | 187 | py |
TFLEX | TFLEX-main/backup/train_CQE_PercentagE_union.py | """
@date: 2021/10/26
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import click
import torch
import torch.nn.functional as F
from torch.utils.data import DataLoader
from ComplexQueryData import *
from backup.da... | 21,805 | 49.711628 | 197 | py |
TFLEX | TFLEX-main/backup/BracketTransformer.py | import math
import torch
from torch import nn
from toolbox.nn.ComplexEmbedding import ComplexEmbedding
class BracketEmbedding(nn.Module):
def __init__(self, num_entities, embedding_dim):
super().__init__()
self.bra = nn.Embedding(num_entities, embedding_dim)
self.ket = nn.Embedding(num_e... | 8,131 | 37.909091 | 117 | py |
TFLEX | TFLEX-main/backup/train_CQE_FLEX.py | """
@date: 2021/10/26
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import click
import torch
import torch.nn as nn
import torch.nn.functional as F
from torch.utils.data import DataLoader
from ComplexQueryData im... | 37,662 | 47.597419 | 199 | py |
TFLEX | TFLEX-main/backup/discrete.py | """
@date: 2022/5/4
@description: null
"""
# -*- coding: utf-8 -*-
import torch
from torch import nn, Tensor
from typing import Callable, Tuple, Optional
def score_candidates(s_emb: Tensor,
p_emb: Tensor,
candidates_emb: Tensor,
k: Optional[int],
... | 12,348 | 36.195783 | 118 | py |
TFLEX | TFLEX-main/backup/TuckerE.py | """
@date: 2021/10/14
@description: null
"""
import torch
import torch.nn as nn
from toolbox.nn.ComplexEmbedding import ComplexEmbedding, ComplexDropout, ComplexBatchNorm1d
from toolbox.nn.Regularizer import N3
from toolbox.nn.TuckER import CoreTuckER
from toolbox.nn.TuckerMobiusE import BatchComplexScoringAll
class... | 2,944 | 34.059524 | 100 | py |
TFLEX | TFLEX-main/backup/train_CQE_PercentagE.py | """
@date: 2021/10/26
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import click
import torch
import torch.nn.functional as F
from torch.utils.data import DataLoader
from ComplexQueryData import *
from backup.da... | 21,954 | 49.471264 | 197 | py |
TFLEX | TFLEX-main/backup/PercentagE_n_center_norm.py | """
@date: 2021/12/7
@description: 2个 axis [-inf,inf], 一个 arg [0,1]
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import logging
from typing import Dict, List
import torch
import torch.nn as nn
import torch.nn.functional as F
from t... | 28,861 | 46.784768 | 161 | py |
TFLEX | TFLEX-main/backup/util.py | """
@date: 2021/10/26
@description: null
"""
import random
import time
from typing import List, Tuple
import numpy as np
import torch
from ComplexQueryData import QueryStructure
def list2tuple(l):
return tuple(list2tuple(x) if type(x) == list else x for x in l)
def tuple2list(t):
return list(tuple2list(x)... | 1,790 | 23.534247 | 79 | py |
TFLEX | TFLEX-main/backup/train_LongitudE.py | """
@date: 2021/12/7
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import argparse
import json
import logging
import os
import pickle
from collections import defaultdict
import numpy as np
import torch
from torch.utils.data import D... | 20,193 | 41.965957 | 164 | py |
TFLEX | TFLEX-main/backup/train_CQE_FLEX_fast.py | """
@date: 2021/10/26
@description: 分结构，按每个结构依次训练
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import click
import numpy as np
import torch
import torch.nn as nn
import torch.nn.functional as F
from torch.utils.data import DataLoad... | 39,929 | 48.054054 | 199 | py |
TFLEX | TFLEX-main/backup/PercentagE_union.py | """
@date: 2021/12/7
@description: axis [-1,1], arg [0,1] 加入并算子（不需要，因为训练阶段没有并的情况
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import logging
from typing import Dict, List
import torch
import torch.nn as nn
import torch.nn.functiona... | 26,053 | 43.385009 | 160 | py |
TFLEX | TFLEX-main/backup/train_CQE_FLEX_union.py | """
@date: 2021/10/26
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import click
import torch
import torch.nn as nn
import torch.nn.functional as F
from torch.utils.data import DataLoader
from ComplexQueryData im... | 36,197 | 46.071521 | 199 | py |
TFLEX | TFLEX-main/backup/PercentagE_norm.py | """
@date: 2021/12/7
@description: axis [-inf,inf], arg [0,1]
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import logging
from typing import Dict, List
import torch
import torch.nn as nn
import torch.nn.functional as F
from tqdm im... | 24,530 | 43.846435 | 160 | py |
TFLEX | TFLEX-main/backup/train_CQE_FLEX_2F.py | """
@date: 2021/10/26
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import click
import torch
import torch.nn as nn
import torch.nn.functional as F
from torch.utils.data import DataLoader
from ComplexQueryData im... | 41,871 | 50.250918 | 199 | py |
TFLEX | TFLEX-main/backup/train_CQE_TFLEX_dist_AttentionAsProjection.py | """
@date: 2021/10/26
@description: 分布式训练，单机多卡
"""
from collections import defaultdict
from typing import List, Dict, Tuple, Optional, Union, Set
import click
import torch
import torch.distributed as dist
import torch.nn as nn
import torch.nn.functional as F
from torch.nn.parallel import DistributedDataParallel
from t... | 77,648 | 50.084868 | 171 | py |
TFLEX | TFLEX-main/backup/tutorial_qnn_module_torch.py | """
Turning quantum nodes into Torch Layers
=======================================
.. meta::
:property="og:description": Learn how to create hybrid ML models in PennyLane using Torch
:property="og:image": https://pennylane.ai/qml/_images/PyTorch_icon.png
.. related::
tutorial_qnn_module_tf Turning quantu... | 11,035 | 37.055172 | 112 | py |
TFLEX | TFLEX-main/backup/train_CQE_TFLEX_dist_TransformerAsProjection.py | """
@date: 2021/10/26
@description: TODO 用 transformer 硬莽。token=feature
"""
from collections import defaultdict
from typing import List, Dict, Tuple, Optional, Union, Set
import click
import torch
import torch.distributed as dist
import torch.nn as nn
import torch.nn.functional as F
from torch.nn.parallel import Distr... | 77,573 | 49.834862 | 171 | py |
TFLEX | TFLEX-main/backup/train_CQE_PercentagE_n_center_norm.py | """
@date: 2021/10/26
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import click
import torch
import torch.nn.functional as F
from torch.utils.data import DataLoader
from ComplexQueryData import *
from backup.da... | 21,996 | 49.567816 | 197 | py |
TFLEX | TFLEX-main/backup/PercentagE_n_center.py | """
@date: 2021/12/7
@description: 2个 axis [-1,1], 一个 arg [0,1]
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import logging
from typing import Dict, List
import torch
import torch.nn as nn
import torch.nn.functional as F
from tqdm ... | 28,652 | 46.596346 | 161 | py |
TFLEX | TFLEX-main/backup/train_CQE_TFLEX_dist_TuckER.py | """
@date: 2021/10/26
@description: 分布式训练，单机多卡
"""
from collections import defaultdict
from typing import List, Dict, Tuple, Optional, Union, Set
import click
import torch
import torch.distributed as dist
import torch.nn as nn
import torch.nn.functional as F
from torch.nn.parallel import DistributedDataParallel
from t... | 80,553 | 49.064636 | 171 | py |
TFLEX | TFLEX-main/backup/SamE.py | """
@date: 2021/12/7
@description: axis和arg一样的取值范围
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import logging
from typing import Dict, List
import torch
import torch.nn as nn
import torch.nn.functional as F
from tqdm import tqdm
... | 26,152 | 42.734114 | 160 | py |
TFLEX | TFLEX-main/backup/train_ConE.py | """
@date: 2021/12/7
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import argparse
import json
import logging
import os
import pickle
from collections import defaultdict
import numpy as np
import torch
from torch.utils.data import D... | 20,132 | 41.927505 | 164 | py |
TFLEX | TFLEX-main/backup/test_dataloader.py | """
@date: 2022/3/22
@description: null
"""
import os
import torch
from torch.utils.data import Dataset, DataLoader
import torch.distributed as dist
os.environ['MASTER_ADDR'] = '127.0.0.1'
os.environ['MASTER_PORT'] = "8888"
dist.init_process_group('nccl', rank=0, world_size=1)
torch.cuda.set_device(0)
class ToyDatas... | 1,236 | 25.891304 | 100 | py |
TFLEX | TFLEX-main/backup/train_NumberE.py | import random
import click
import numpy as np
import torch
from torch import nn
from torch.utils.data import DataLoader
from torch.utils.data import Dataset
from toolbox.evaluate.Evaluate import get_score
from toolbox.evaluate.LinkPredict import batch_link_predict2, as_result_dict
from toolbox.exp.Experiment import E... | 11,897 | 46.027668 | 195 | py |
TFLEX | TFLEX-main/backup/train_CQE_TFLEX_dist_MLPAsProjection.py | """
@date: 2021/10/26
@description: 分布式训练，单机多卡
"""
from collections import defaultdict
from typing import List, Dict, Tuple, Optional, Union, Set
import click
import torch
import torch.distributed as dist
import torch.nn as nn
import torch.nn.functional as F
from torch.nn.parallel import DistributedDataParallel
from t... | 77,548 | 49.81848 | 171 | py |
TFLEX | TFLEX-main/backup/train_BoolE.py | import click
import numpy as np
import torch
from torch.utils.data import DataLoader
from BoolE import BoolE
from toolbox.data.DataSchema import RelationalTripletData, RelationalTripletDatasetCachePath
from toolbox.data.DatasetSchema import FreebaseFB15k_237
from toolbox.data.LinkPredictDataset import LinkPredictDatas... | 11,624 | 52.571429 | 195 | py |
TFLEX | TFLEX-main/backup/train_TuckerE.py | import click
import numpy as np
import torch
from torch.utils.data import DataLoader
from TuckerE import TuckerE
from toolbox.data.DataSchema import RelationalTripletData, RelationalTripletDatasetCachePath
from toolbox.data.DatasetSchema import FreebaseFB15k_237
from toolbox.data.LinkPredictDataset import LinkPredictD... | 11,555 | 52.5 | 195 | py |
TFLEX | TFLEX-main/backup/train_CQE_SteoE.py | """
@date: 2021/10/26
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import click
import torch
import torch.nn.functional as F
from torch.utils.data import DataLoader
from ComplexQueryData import *
from backup.da... | 21,773 | 49.637209 | 197 | py |
TFLEX | TFLEX-main/backup/train_ConvE.py | import click
import numpy as np
import torch
from torch.utils.data import DataLoader
from TuckerE import TuckerE
from toolbox.data.DataSchema import RelationalTripletData, RelationalTripletDatasetCachePath
from toolbox.data.DatasetSchema import FreebaseFB15k_237
from toolbox.data.LinkPredictDataset import LinkPredictD... | 11,607 | 52.247706 | 195 | py |
TFLEX | TFLEX-main/backup/train_CQE_FLEX_Proj.py | """
@date: 2021/10/26
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import click
import torch
import torch.nn as nn
import torch.nn.functional as F
from torch.utils.data import DataLoader
from ComplexQueryData im... | 37,976 | 47.563939 | 199 | py |
TFLEX | TFLEX-main/backup/train_CQE_Test.py | """
@date: 2021/10/26
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import click
import torch
from torch.utils.data import DataLoader
from ComplexQueryData import *
from backup.dataloader import TestDataset, Sco... | 21,102 | 48.771226 | 197 | py |
TFLEX | TFLEX-main/backup/BracketCQE.py | import math
import random
from typing import *
import torch
from torch import nn
from ComplexQueryData import QueryStructure
from toolbox.nn.ComplexEmbedding import ComplexEmbedding, ComplexScoringAll
import random
class BracketEmbedding(nn.Module):
def __init__(self, num_entities, embedding_dim):
super(... | 37,577 | 43.735714 | 149 | py |
TFLEX | TFLEX-main/backup/test_run.py | """
@date: 2022/3/21
@description: null
"""
import argparse
import random
import time
import warnings
import torch
import torch.backends.cudnn as cudnn
import torch.distributed as dist
import torch.nn as nn
import torch.nn.parallel
import torch.optim
import torch.utils.data
import torch.utils.data.distributed
from tor... | 9,079 | 31.661871 | 182 | py |
TFLEX | TFLEX-main/assistance/toolbox/nn/GCN.py | import torch
import torch.nn.functional as F
from torch import nn
from torch_geometric.utils import degree
from torch_sparse import spmm
class GCN(nn.Module):
def __init__(self, embedding_dim, out_dim):
super(GCN, self).__init__()
self.W = nn.Linear(embedding_dim, out_dim, bias=False)
def for... | 1,874 | 31.894737 | 92 | py |
TFLEX | TFLEX-main/assistance/toolbox/nn/TuckER.py | import numpy as np
import torch
from torch import nn
class CoreTuckER(nn.Module):
def __init__(self, entity_dim, relation_dim, hidden_dropout1=0.4, hidden_dropout2=0.5):
super(CoreTuckER, self).__init__()
self.entity_dim = entity_dim
self.relation_dim = relation_dim
self.W = nn.Pa... | 2,604 | 32.397436 | 138 | py |
TFLEX | TFLEX-main/assistance/toolbox/nn/DistMult.py | import torch
import torch.nn as nn
import torch.nn.functional as F
class CoreDistMult(nn.Module):
def __init__(self, input_dropout_rate=0.2):
super(CoreDistMult, self).__init__()
self.dropout = nn.Dropout(input_dropout_rate)
def forward(self, h, r):
h = self.dropout(h)
r = sel... | 1,268 | 27.840909 | 91 | py |
TFLEX | TFLEX-main/assistance/toolbox/nn/MobiusEmbedding.py | from typing import List
import torch
from torch import nn
from toolbox.nn.ComplexEmbedding import ComplexEmbedding, ComplexDropout, ComplexBatchNorm1d
class MobiusEmbedding(nn.Module):
def __init__(self, num_entities, embedding_dim, num_channels, norm_num_channels=2):
super(MobiusEmbedding, self).__init... | 2,186 | 36.067797 | 136 | py |
TFLEX | TFLEX-main/assistance/toolbox/nn/Flatten.py | import torch.nn as nn
class Flatten(nn.Module):
def forward(self, x):
n = x.size(0)
x = x.view(n, -1)
return x
| 141 | 14.777778 | 25 | py |
TFLEX | TFLEX-main/assistance/toolbox/nn/Rotate3D.py | """
@date: 2021/10/30
@description: null
"""
import torch
from torch import nn
pi = 3.14159262358979323846
class CoreRotate3D(nn.Module):
def __init__(self, entity_dim):
super(CoreRotate3D, self).__init__()
self.entity_dim = entity_dim
def forward(self, h, r):
h = h.view(-1, 1, self.e... | 2,881 | 32.511628 | 87 | py |
TFLEX | TFLEX-main/assistance/toolbox/nn/RotatE.py | import torch
import torch.nn.functional as F
from torch import nn
from toolbox.nn.ComplexEmbedding import ComplexEmbedding, ComplexDropout, ComplexBatchNorm1d, ComplexScoringAll, ComplexMult
class CoreRotatE(nn.Module):
def __init__(self, gamma, embedding_range):
super(CoreRotatE, self).__init__()
... | 25,967 | 44.005199 | 132 | py |
TFLEX | TFLEX-main/assistance/toolbox/nn/TuckERTNT.py | import numpy as np
import torch
import torch.nn as nn
class TuckERTNT(nn.Module):
def __init__(self, d, de, dr, dt, device="cpu", input_dropout=0., hidden_dropout1=0., hidden_dropout2=0., **kwargs):
super(TuckERTNT, self).__init__()
self.device = device
# Embeddings dimensionality
... | 2,775 | 34.139241 | 150 | py |
TFLEX | TFLEX-main/assistance/toolbox/nn/TuckERTTT.py | import numpy as np
import torch
import torch.nn as nn
class TuckERTTT(nn.Module):
def __init__(self, d, de, dr, dt, ranks, device='cpu', input_dropout=0., hidden_dropout1=0., hidden_dropout2=0., **kwargs):
super(TuckERTTT, self).__init__()
self.device = device
# Embeddings dimensionality... | 3,271 | 32.050505 | 158 | py |
TFLEX | TFLEX-main/assistance/toolbox/nn/BlaschkE.py | import torch
import torch.nn as nn
import torch.nn.functional as F
from toolbox.nn.ComplexEmbedding import ComplexEmbedding, ComplexDropout, ComplexScoringAll, ComplexBatchNorm1d, ComplexMult, ComplexAdd, ComplexDiv
class BlaschkeMult(nn.Module):
"""
h - r
h * r = --------------
... | 3,691 | 35.92 | 148 | py |
TFLEX | TFLEX-main/assistance/toolbox/nn/CoPER.py | from functools import reduce
from operator import mul
from typing import List
import torch.nn.functional as F
from torch import nn
class ContextualParameterGenerator(nn.Module):
def __init__(self, feature_in_dim: int, shape: List[int]):
super(ContextualParameterGenerator, self).__init__()
self.fe... | 3,467 | 36.695652 | 176 | py |
TFLEX | TFLEX-main/assistance/toolbox/nn/ConE.py | """
@date: 2021/12/7
@description: null
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import logging
import torch
import torch.nn as nn
import torch.nn.functional as F
from tqdm import tqdm
pi = 3.14159265358979323846
def convert... | 23,644 | 46.101594 | 175 | py |
TFLEX | TFLEX-main/assistance/toolbox/nn/Complex.py | import torch
import torch.nn as nn
class Complex(nn.Module):
def __init__(self, num_entities, num_relations, embedding_dim, input_dropout_rate=0.2):
super(Complex, self).__init__()
self.num_entities = num_entities
self.embedding_dim = embedding_dim
self.E_real = nn.Embedding(num_en... | 2,017 | 45.930233 | 105 | py |
TFLEX | TFLEX-main/assistance/toolbox/nn/SteoE.py | """
@date: 2021/12/7
@description: 球极投影
两个中心参数共用一个范围参数
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import collections
import logging
from typing import Dict, List
import numpy as np
import torch
import torch.nn as nn
import torch.nn.functional as F
... | 31,374 | 45.139706 | 161 | py |
TFLEX | TFLEX-main/assistance/toolbox/nn/LorentzE.py | """
@date: 2022/3/17
@description: null
"""
import torch
import torch.nn as nn
class LorentzE(nn.Module):
def __init__(self, num_entities, num_relations, embedding_dim, input_dropout_rate=0.2):
super(LorentzE, self).__init__()
self.num_entities = num_entities
self.embedding_dim = embedding... | 2,039 | 39.8 | 91 | py |
TFLEX | TFLEX-main/assistance/toolbox/nn/QuatE.py | # https://github.com/cheungdaven/QuatE
import numpy as np
import torch
import torch.nn as nn
import torch.nn.functional as F
from numpy.random import RandomState
def quaternion_init(in_features, out_features, criterion='he'):
fan_in = in_features
fan_out = out_features
if criterion == 'glorot':
s... | 32,745 | 49.847826 | 127 | py |
TFLEX | TFLEX-main/assistance/toolbox/nn/RESCAL.py | """
@date: 2021/10/30
@description: null
"""
import torch
from torch import nn
class CoreRESCAL(nn.Module):
def __init__(self, entity_dim):
super(CoreRESCAL, self).__init__()
self.entity_dim = entity_dim
def forward(self, h, r):
h = h.view(-1, 1, self.entity_dim)
r = r.view(-1... | 1,396 | 26.392157 | 83 | py |
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