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data/icews14_both/about.txt
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data/icews14_both/about.txt
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# triples: 86517
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# entities: 7128
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# relations: 12409
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# timesteps: 208
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# test triples: 8218
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# valid triples: 8193
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# train triples: 70106
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Measure method: N/A
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Target Size : 0
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Grow Factor: 0
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Shrink Factor: 0
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Epsilon Factor: 0
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Search method: N/A
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filter_dupes: both
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nonames: False
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data/icews14_both/entities.dict
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data/icews14_both/entities.dict
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data/icews14_both/relations.dict
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data/icews14_both/relations.dict
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data/icews14_both/test.txt
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data/icews14_both/time_map.dict
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data/icews14_both/time_map.dict
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data/icews14_both/train.txt
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data/icews14_both/train.txt
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data/icews14_both/valid.txt
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data/wikidata12k_both/about.txt
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data/wikidata12k_both/about.txt
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# triples: 231529
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# entities: 12554
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# relations: 423
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# timesteps: 70
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# test triples: 16195
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# valid triples: 16707
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# train triples: 198627
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Measure method: N/A
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Target Size : 423
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Grow Factor: 0
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Shrink Factor: 4.0
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Epsilon Factor: 0
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Search method: N/A
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filter_dupes: both
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nonames: False
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data/wikidata12k_both/complete_type.txt
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data/wikidata12k_both/entities.dict
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data/wikidata12k_both/relations.dict
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data/wikidata12k_both/relations.dict
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||||
267 P1346[47-68]
|
||||
268 P150[18-21]
|
||||
269 P1346[13-46]
|
||||
270 P69[20-23]
|
||||
271 P39[31-32]
|
||||
272 P1411[32-37]
|
||||
273 P166[62-63]
|
||||
274 P150[44-47]
|
||||
275 P2962[61-62]
|
||||
276 P150[48-51]
|
||||
277 P150[52-55]
|
||||
278 P1411[62-67]
|
||||
279 P1435[35-36]
|
||||
280 P1411[48-51]
|
||||
281 P150[22-25]
|
||||
282 P2962[63-64]
|
||||
283 P2962[65-66]
|
||||
284 P166[58-59]
|
||||
285 P190[46-49]
|
||||
286 P54[34-35]
|
||||
287 P1435[4-16]
|
||||
288 P463[18-19]
|
||||
289 P150[31-34]
|
||||
290 P150[35-38]
|
||||
291 P39[35-36]
|
||||
292 P26[62-69]
|
||||
293 P1411[56-58]
|
||||
294 P1435[37-38]
|
||||
295 P166[60-61]
|
||||
296 P39[33-34]
|
||||
297 P102[24-31]
|
||||
298 P2962[43-46]
|
||||
299 P108[37-48]
|
||||
300 P190[50-53]
|
||||
301 P39[4-6]
|
||||
302 P1435[39-40]
|
||||
303 P793[0-45]
|
||||
304 P150[64-69]
|
||||
305 P39[19-22]
|
||||
306 P27[30-38]
|
||||
307 P2962[31-38]
|
||||
308 P1411[24-31]
|
||||
309 P102[40-45]
|
||||
310 P39[37-38]
|
||||
311 P463[8-11]
|
||||
312 P1435[41-42]
|
||||
313 P27[52-59]
|
||||
314 P69[16-19]
|
||||
315 P17[16-18]
|
||||
316 P190[54-57]
|
||||
317 P1435[43-44]
|
||||
318 P166[8-15]
|
||||
319 P166[45-47]
|
||||
320 P2962[47-50]
|
||||
321 P39[39-40]
|
||||
322 P1411[52-55]
|
||||
323 P108[58-69]
|
||||
324 P463[20-21]
|
||||
325 P39[41-42]
|
||||
326 P150[26-30]
|
||||
327 P150[39-43]
|
||||
328 P1435[45-46]
|
||||
329 P26[28-38]
|
||||
330 P54[27-30]
|
||||
331 P190[58-61]
|
||||
332 P17[59-61]
|
||||
333 P54[36-37]
|
||||
334 P166[16-20]
|
||||
335 P166[37-40]
|
||||
336 P1435[47-48]
|
||||
337 P17[0-3]
|
||||
338 P26[47-55]
|
||||
339 P1435[49-50]
|
||||
340 P1435[25-28]
|
||||
341 P150[4-9]
|
||||
342 P102[63-69]
|
||||
343 P26[0-19]
|
||||
344 P1435[17-24]
|
||||
345 P39[23-26]
|
||||
346 P1435[51-52]
|
||||
347 P39[7-11]
|
||||
348 P69[12-15]
|
||||
349 P69[24-31]
|
||||
350 P102[0-23]
|
||||
351 P39[43-44]
|
||||
352 P579[24-35]
|
||||
353 P190[62-65]
|
||||
354 P1435[53-54]
|
||||
355 P1376[0-18]
|
||||
356 P27[0-14]
|
||||
357 P463[12-15]
|
||||
358 P166[33-36]
|
||||
359 P102[32-39]
|
||||
360 P17[4-7]
|
||||
361 P190[30-41]
|
||||
362 P166[24-28]
|
||||
363 P190[66-69]
|
||||
364 P69[42-69]
|
||||
365 P1435[55-56]
|
||||
366 P54[31-33]
|
||||
367 P39[45-46]
|
||||
368 P17[12-15]
|
||||
369 P1435[57-58]
|
||||
370 P54[19-26]
|
||||
371 P2962[51-54]
|
||||
372 P2962[67-69]
|
||||
373 P1435[59-60]
|
||||
374 P579[44-56]
|
||||
375 P1435[61-62]
|
||||
376 P166[41-44]
|
||||
377 P17[19-22]
|
||||
378 P1376[19-38]
|
||||
379 P17[23-26]
|
||||
380 P1376[48-69]
|
||||
381 P463[22-23]
|
||||
382 P17[27-30]
|
||||
383 P1435[63-64]
|
||||
384 P69[0-3]
|
||||
385 P1435[66-67]
|
||||
386 P17[35-38]
|
||||
387 P69[8-11]
|
||||
388 P1435[68-69]
|
||||
389 P17[31-34]
|
||||
390 P102[46-53]
|
||||
391 P27[60-69]
|
||||
392 P579[57-69]
|
||||
393 P69[4-7]
|
||||
394 P1411[7-14]
|
||||
395 P551[0-35]
|
||||
396 P108[0-28]
|
||||
397 P17[8-11]
|
||||
398 P1411[38-47]
|
||||
399 P17[43-46]
|
||||
400 P17[49-52]
|
||||
401 P166[64-69]
|
||||
402 P1435[29-32]
|
||||
403 P54[38-39]
|
||||
404 P39[27-30]
|
||||
405 P2962[55-58]
|
||||
406 P463[24-25]
|
||||
407 P17[39-42]
|
||||
408 P17[53-56]
|
||||
409 P17[66-69]
|
||||
410 P17[62-65]
|
||||
411 P1411[15-23]
|
||||
412 P166[48-51]
|
||||
413 P27[15-29]
|
||||
414 P150[56-63]
|
||||
415 P27[39-51]
|
||||
416 P39[47-48]
|
||||
417 P166[29-32]
|
||||
418 P39[12-18]
|
||||
419 P166[54-57]
|
||||
420 P551[36-69]
|
||||
421 P579[0-15]
|
||||
422 P102[54-62]
|
16195
data/wikidata12k_both/test.txt
Normal file
16195
data/wikidata12k_both/test.txt
Normal file
File diff suppressed because it is too large
Load Diff
4062
data/wikidata12k_both/test_type.txt
Normal file
4062
data/wikidata12k_both/test_type.txt
Normal file
File diff suppressed because it is too large
Load Diff
71
data/wikidata12k_both/time_map.dict
Normal file
71
data/wikidata12k_both/time_map.dict
Normal file
@ -0,0 +1,71 @@
|
||||
0 19 19
|
||||
1 20 1643
|
||||
2 1644 1790
|
||||
3 1791 1816
|
||||
4 1817 1855
|
||||
5 1856 1871
|
||||
6 1872 1893
|
||||
7 1894 1905
|
||||
8 1906 1913
|
||||
9 1914 1918
|
||||
10 1919 1920
|
||||
11 1921 1924
|
||||
12 1925 1929
|
||||
13 1930 1933
|
||||
14 1934 1937
|
||||
15 1938 1941
|
||||
16 1942 1945
|
||||
17 1946 1948
|
||||
18 1949 1950
|
||||
19 1951 1953
|
||||
20 1954 1956
|
||||
21 1957 1959
|
||||
22 1960 1961
|
||||
23 1962 1963
|
||||
24 1964 1965
|
||||
25 1966 1967
|
||||
26 1968 1968
|
||||
27 1969 1970
|
||||
28 1971 1972
|
||||
29 1973 1974
|
||||
30 1975 1976
|
||||
31 1977 1978
|
||||
32 1979 1980
|
||||
33 1981 1982
|
||||
34 1983 1983
|
||||
35 1984 1984
|
||||
36 1985 1985
|
||||
37 1986 1986
|
||||
38 1987 1987
|
||||
39 1988 1988
|
||||
40 1989 1989
|
||||
41 1990 1990
|
||||
42 1991 1991
|
||||
43 1992 1992
|
||||
44 1993 1993
|
||||
45 1994 1994
|
||||
46 1995 1995
|
||||
47 1996 1996
|
||||
48 1997 1997
|
||||
49 1998 1998
|
||||
50 1999 1999
|
||||
51 2000 2000
|
||||
52 2001 2001
|
||||
53 2002 2002
|
||||
54 2003 2003
|
||||
55 2004 2004
|
||||
56 2005 2005
|
||||
57 2006 2006
|
||||
58 2007 2007
|
||||
59 2008 2008
|
||||
60 2009 2009
|
||||
61 2010 2010
|
||||
62 2011 2011
|
||||
63 2012 2012
|
||||
64 2013 2013
|
||||
65 2014 2014
|
||||
66 2015 2015
|
||||
67 2016 2016
|
||||
68 2017 2017
|
||||
69 2018 2020
|
||||
70 2021 2021
|
198627
data/wikidata12k_both/train.txt
Normal file
198627
data/wikidata12k_both/train.txt
Normal file
File diff suppressed because it is too large
Load Diff
32497
data/wikidata12k_both/train_type.txt
Normal file
32497
data/wikidata12k_both/train_type.txt
Normal file
File diff suppressed because it is too large
Load Diff
16707
data/wikidata12k_both/valid.txt
Normal file
16707
data/wikidata12k_both/valid.txt
Normal file
File diff suppressed because it is too large
Load Diff
15
data/yago11k_both/about.txt
Normal file
15
data/yago11k_both/about.txt
Normal file
@ -0,0 +1,15 @@
|
||||
# triples: 78032
|
||||
# entities: 10526
|
||||
# relations: 177
|
||||
# timesteps: 46
|
||||
# test triples: 6909
|
||||
# valid triples: 7198
|
||||
# train triples: 63925
|
||||
Measure method: N/A
|
||||
Target Size : 0
|
||||
Grow Factor: 0
|
||||
Shrink Factor: 0
|
||||
Epsilon Factor: 5.0
|
||||
Search method: N/A
|
||||
filter_dupes: both
|
||||
nonames: False
|
20509
data/yago11k_both/complete_type.txt
Normal file
20509
data/yago11k_both/complete_type.txt
Normal file
File diff suppressed because it is too large
Load Diff
10526
data/yago11k_both/entities.dict
Normal file
10526
data/yago11k_both/entities.dict
Normal file
File diff suppressed because it is too large
Load Diff
177
data/yago11k_both/relations.dict
Normal file
177
data/yago11k_both/relations.dict
Normal file
@ -0,0 +1,177 @@
|
||||
0 <wasBornIn>[0-2]
|
||||
1 <wasBornIn>[2-5]
|
||||
2 <wasBornIn>[5-7]
|
||||
3 <wasBornIn>[7-10]
|
||||
4 <wasBornIn>[10-12]
|
||||
5 <wasBornIn>[12-15]
|
||||
6 <wasBornIn>[15-17]
|
||||
7 <wasBornIn>[17-20]
|
||||
8 <wasBornIn>[20-22]
|
||||
9 <wasBornIn>[22-25]
|
||||
10 <wasBornIn>[25-27]
|
||||
11 <wasBornIn>[27-30]
|
||||
12 <wasBornIn>[30-32]
|
||||
13 <wasBornIn>[32-35]
|
||||
14 <wasBornIn>[35-45]
|
||||
15 <wasBornIn>[52-52]
|
||||
16 <diedIn>[0-3]
|
||||
17 <diedIn>[3-5]
|
||||
18 <diedIn>[5-7]
|
||||
19 <diedIn>[7-10]
|
||||
20 <diedIn>[10-12]
|
||||
21 <diedIn>[12-14]
|
||||
22 <diedIn>[14-17]
|
||||
23 <diedIn>[17-19]
|
||||
24 <diedIn>[19-21]
|
||||
25 <diedIn>[21-23]
|
||||
26 <diedIn>[23-25]
|
||||
27 <diedIn>[25-27]
|
||||
28 <diedIn>[27-29]
|
||||
29 <diedIn>[29-32]
|
||||
30 <diedIn>[32-34]
|
||||
31 <diedIn>[34-36]
|
||||
32 <diedIn>[36-38]
|
||||
33 <diedIn>[38-40]
|
||||
34 <diedIn>[40-42]
|
||||
35 <diedIn>[42-44]
|
||||
36 <diedIn>[44-47]
|
||||
37 <diedIn>[47-49]
|
||||
38 <diedIn>[49-51]
|
||||
39 <diedIn>[51-53]
|
||||
40 <diedIn>[53-55]
|
||||
41 <diedIn>[55-57]
|
||||
42 <diedIn>[59-59]
|
||||
43 <worksAt>[0-3]
|
||||
44 <worksAt>[3-5]
|
||||
45 <worksAt>[5-7]
|
||||
46 <worksAt>[7-10]
|
||||
47 <worksAt>[10-12]
|
||||
48 <worksAt>[12-14]
|
||||
49 <worksAt>[14-17]
|
||||
50 <worksAt>[17-19]
|
||||
51 <worksAt>[19-21]
|
||||
52 <worksAt>[21-23]
|
||||
53 <worksAt>[23-25]
|
||||
54 <worksAt>[25-27]
|
||||
55 <worksAt>[27-29]
|
||||
56 <worksAt>[29-32]
|
||||
57 <worksAt>[32-34]
|
||||
58 <worksAt>[34-36]
|
||||
59 <worksAt>[36-40]
|
||||
60 <worksAt>[40-42]
|
||||
61 <worksAt>[42-47]
|
||||
62 <worksAt>[47-53]
|
||||
63 <worksAt>[59-59]
|
||||
64 <playsFor>[0-3]
|
||||
65 <playsFor>[3-5]
|
||||
66 <playsFor>[5-23]
|
||||
67 <playsFor>[23-25]
|
||||
68 <playsFor>[25-27]
|
||||
69 <playsFor>[27-29]
|
||||
70 <playsFor>[29-32]
|
||||
71 <playsFor>[32-34]
|
||||
72 <playsFor>[34-36]
|
||||
73 <playsFor>[36-38]
|
||||
74 <playsFor>[38-40]
|
||||
75 <playsFor>[40-42]
|
||||
76 <playsFor>[42-44]
|
||||
77 <playsFor>[44-47]
|
||||
78 <playsFor>[47-51]
|
||||
79 <playsFor>[59-59]
|
||||
80 <hasWonPrize>[1-4]
|
||||
81 <hasWonPrize>[4-6]
|
||||
82 <hasWonPrize>[6-8]
|
||||
83 <hasWonPrize>[8-11]
|
||||
84 <hasWonPrize>[11-15]
|
||||
85 <hasWonPrize>[15-18]
|
||||
86 <hasWonPrize>[18-22]
|
||||
87 <hasWonPrize>[22-26]
|
||||
88 <hasWonPrize>[26-30]
|
||||
89 <hasWonPrize>[30-33]
|
||||
90 <hasWonPrize>[33-37]
|
||||
91 <hasWonPrize>[37-47]
|
||||
92 <hasWonPrize>[47-53]
|
||||
93 <hasWonPrize>[59-59]
|
||||
94 <isMarriedTo>[0-3]
|
||||
95 <isMarriedTo>[3-5]
|
||||
96 <isMarriedTo>[5-7]
|
||||
97 <isMarriedTo>[7-10]
|
||||
98 <isMarriedTo>[10-12]
|
||||
99 <isMarriedTo>[12-14]
|
||||
100 <isMarriedTo>[14-17]
|
||||
101 <isMarriedTo>[17-19]
|
||||
102 <isMarriedTo>[19-21]
|
||||
103 <isMarriedTo>[21-23]
|
||||
104 <isMarriedTo>[23-25]
|
||||
105 <isMarriedTo>[25-27]
|
||||
106 <isMarriedTo>[27-29]
|
||||
107 <isMarriedTo>[29-32]
|
||||
108 <isMarriedTo>[32-34]
|
||||
109 <isMarriedTo>[34-38]
|
||||
110 <isMarriedTo>[38-42]
|
||||
111 <isMarriedTo>[42-47]
|
||||
112 <isMarriedTo>[47-51]
|
||||
113 <isMarriedTo>[51-55]
|
||||
114 <isMarriedTo>[59-59]
|
||||
115 <owns>[0-10]
|
||||
116 <owns>[10-17]
|
||||
117 <owns>[17-19]
|
||||
118 <owns>[19-23]
|
||||
119 <owns>[23-36]
|
||||
120 <owns>[36-38]
|
||||
121 <owns>[59-59]
|
||||
122 <graduatedFrom>[0-3]
|
||||
123 <graduatedFrom>[3-5]
|
||||
124 <graduatedFrom>[5-7]
|
||||
125 <graduatedFrom>[7-10]
|
||||
126 <graduatedFrom>[10-14]
|
||||
127 <graduatedFrom>[14-17]
|
||||
128 <graduatedFrom>[17-19]
|
||||
129 <graduatedFrom>[19-21]
|
||||
130 <graduatedFrom>[21-23]
|
||||
131 <graduatedFrom>[23-27]
|
||||
132 <graduatedFrom>[27-32]
|
||||
133 <graduatedFrom>[32-34]
|
||||
134 <graduatedFrom>[34-38]
|
||||
135 <graduatedFrom>[38-42]
|
||||
136 <graduatedFrom>[59-59]
|
||||
137 <isAffiliatedTo>[1-4]
|
||||
138 <isAffiliatedTo>[4-6]
|
||||
139 <isAffiliatedTo>[6-8]
|
||||
140 <isAffiliatedTo>[8-11]
|
||||
141 <isAffiliatedTo>[11-13]
|
||||
142 <isAffiliatedTo>[13-15]
|
||||
143 <isAffiliatedTo>[15-18]
|
||||
144 <isAffiliatedTo>[18-20]
|
||||
145 <isAffiliatedTo>[20-22]
|
||||
146 <isAffiliatedTo>[22-24]
|
||||
147 <isAffiliatedTo>[24-26]
|
||||
148 <isAffiliatedTo>[26-28]
|
||||
149 <isAffiliatedTo>[28-30]
|
||||
150 <isAffiliatedTo>[30-33]
|
||||
151 <isAffiliatedTo>[33-35]
|
||||
152 <isAffiliatedTo>[35-37]
|
||||
153 <isAffiliatedTo>[37-40]
|
||||
154 <isAffiliatedTo>[40-42]
|
||||
155 <isAffiliatedTo>[42-44]
|
||||
156 <isAffiliatedTo>[44-47]
|
||||
157 <isAffiliatedTo>[47-49]
|
||||
158 <isAffiliatedTo>[49-51]
|
||||
159 <isAffiliatedTo>[51-53]
|
||||
160 <isAffiliatedTo>[53-55]
|
||||
161 <isAffiliatedTo>[55-57]
|
||||
162 <isAffiliatedTo>[59-59]
|
||||
163 <created>[0-3]
|
||||
164 <created>[3-5]
|
||||
165 <created>[5-10]
|
||||
166 <created>[10-12]
|
||||
167 <created>[12-17]
|
||||
168 <created>[17-19]
|
||||
169 <created>[19-25]
|
||||
170 <created>[25-29]
|
||||
171 <created>[29-32]
|
||||
172 <created>[32-36]
|
||||
173 <created>[36-42]
|
||||
174 <created>[42-47]
|
||||
175 <created>[47-53]
|
||||
176 <created>[59-59]
|
6909
data/yago11k_both/test.txt
Normal file
6909
data/yago11k_both/test.txt
Normal file
File diff suppressed because it is too large
Load Diff
2051
data/yago11k_both/test_type.txt
Normal file
2051
data/yago11k_both/test_type.txt
Normal file
File diff suppressed because it is too large
Load Diff
60
data/yago11k_both/time_map.dict
Normal file
60
data/yago11k_both/time_map.dict
Normal file
@ -0,0 +1,60 @@
|
||||
0 -431 1782
|
||||
1 1783 1848
|
||||
2 1849 1870
|
||||
3 1871 1888
|
||||
4 1889 1899
|
||||
5 1900 1906
|
||||
6 1907 1912
|
||||
7 1913 1917
|
||||
8 1918 1922
|
||||
9 1923 1926
|
||||
10 1927 1930
|
||||
11 1931 1934
|
||||
12 1935 1938
|
||||
13 1939 1941
|
||||
14 1942 1944
|
||||
15 1945 1947
|
||||
16 1948 1950
|
||||
17 1951 1953
|
||||
18 1954 1956
|
||||
19 1957 1959
|
||||
20 1960 1962
|
||||
21 1963 1965
|
||||
22 1966 1967
|
||||
23 1968 1969
|
||||
24 1970 1971
|
||||
25 1972 1973
|
||||
26 1974 1975
|
||||
27 1976 1977
|
||||
28 1978 1979
|
||||
29 1980 1981
|
||||
30 1982 1983
|
||||
31 1984 1985
|
||||
32 1986 1987
|
||||
33 1988 1989
|
||||
34 1990 1991
|
||||
35 1992 1993
|
||||
36 1994 1994
|
||||
37 1995 1996
|
||||
38 1997 1997
|
||||
39 1998 1998
|
||||
40 1999 1999
|
||||
41 2000 2000
|
||||
42 2001 2001
|
||||
43 2002 2002
|
||||
44 2003 2003
|
||||
45 2004 2004
|
||||
46 2005 2005
|
||||
47 2006 2006
|
||||
48 2007 2007
|
||||
49 2008 2008
|
||||
50 2009 2009
|
||||
51 2010 2010
|
||||
52 2011 2011
|
||||
53 2012 2012
|
||||
54 2013 2013
|
||||
55 2014 2014
|
||||
56 2015 2015
|
||||
57 2016 2016
|
||||
58 2017 2017
|
||||
59 2018 2018
|
63925
data/yago11k_both/train.txt
Normal file
63925
data/yago11k_both/train.txt
Normal file
File diff suppressed because it is too large
Load Diff
16408
data/yago11k_both/train_type.txt
Normal file
16408
data/yago11k_both/train_type.txt
Normal file
File diff suppressed because it is too large
Load Diff
7198
data/yago11k_both/valid.txt
Normal file
7198
data/yago11k_both/valid.txt
Normal file
File diff suppressed because it is too large
Load Diff
30
main.py
30
main.py
@ -6,6 +6,7 @@ import logging.config
|
||||
|
||||
import torch
|
||||
import numpy as np
|
||||
import time
|
||||
|
||||
from collections import defaultdict as ddict
|
||||
from pprint import pprint
|
||||
@ -21,7 +22,7 @@ from models import ComplEx, ConvE, HypER, InteractE, FouriER, TuckER
|
||||
|
||||
class Main(object):
|
||||
|
||||
def __init__(self, params):
|
||||
def __init__(self, params, logger):
|
||||
"""
|
||||
Constructor of the runner class
|
||||
Parameters
|
||||
@ -34,11 +35,9 @@ class Main(object):
|
||||
|
||||
"""
|
||||
self.p = params
|
||||
self.logger = get_logger(
|
||||
self.p.name, self.p.log_dir, self.p.config_dir)
|
||||
self.logger = logger
|
||||
|
||||
self.logger.info(vars(self.p))
|
||||
pprint(vars(self.p))
|
||||
|
||||
if self.p.gpu != '-1' and torch.cuda.is_available():
|
||||
self.device = torch.device('cuda')
|
||||
@ -76,7 +75,7 @@ class Main(object):
|
||||
ent_set, rel_set = OrderedSet(), OrderedSet()
|
||||
for split in ['train', 'test', 'valid']:
|
||||
for line in open('./data/{}/{}.txt'.format(self.p.dataset, split)):
|
||||
sub, rel, obj = map(str.lower, line.strip().split('\t'))
|
||||
sub, rel, obj, *_ = map(str.lower, line.strip().split('\t'))
|
||||
ent_set.add(sub)
|
||||
rel_set.add(rel)
|
||||
ent_set.add(obj)
|
||||
@ -108,7 +107,7 @@ class Main(object):
|
||||
|
||||
for split in ['train', 'test', 'valid']:
|
||||
for line in open('./data/{}/{}.txt'.format(self.p.dataset, split)):
|
||||
sub, rel, obj = map(str.lower, line.strip().split('\t'))
|
||||
sub, rel, obj, *_ = map(str.lower, line.strip().split('\t'))
|
||||
sub, rel, obj = self.ent2id[sub], self.rel2id[rel], self.ent2id[obj]
|
||||
self.data[split].append((sub, rel, obj))
|
||||
|
||||
@ -634,9 +633,10 @@ if __name__ == "__main__":
|
||||
set_gpu(args.gpu)
|
||||
set_seed(args.seed)
|
||||
|
||||
model = Main(args)
|
||||
|
||||
if (args.grid_search):
|
||||
|
||||
model = Main(args)
|
||||
from sklearn.model_selection import GridSearchCV
|
||||
from skorch import NeuralNet
|
||||
|
||||
@ -685,9 +685,23 @@ if __name__ == "__main__":
|
||||
search = grid.fit(inputs, label)
|
||||
print("BEST SCORE: ", search.best_score_)
|
||||
print("BEST PARAMS: ", search.best_params_)
|
||||
logger = get_logger(
|
||||
args.name, args.log_dir, args.config_dir)
|
||||
if (args.test_only):
|
||||
model = Main(args, logger)
|
||||
save_path = os.path.join('./torch_saved', args.name)
|
||||
model.load_model(save_path)
|
||||
model.evaluate('test')
|
||||
else:
|
||||
model.fit()
|
||||
while True:
|
||||
try:
|
||||
model = Main(args, logger)
|
||||
model.fit()
|
||||
except Exception as e:
|
||||
try:
|
||||
del model
|
||||
except Exception:
|
||||
pass
|
||||
time.sleep(30)
|
||||
continue
|
||||
break
|
||||
|
17
run.sh
17
run.sh
@ -24,3 +24,20 @@ PID: 4503
|
||||
test: testrun_d542676f
|
||||
---
|
||||
nohup python main.py --gpu 3 --data WN18RR --drop 0.0 --drop_path 0.0 >run_log/fnet-wn.log 2>&1 &
|
||||
---
|
||||
nohup python main.py --name ice0003 --lr 0.0003 --data icews14 --gpu 1 >run_log/ice0003.log 2>&1 &
|
||||
PID: 3076
|
||||
tail -f -n 200 run_log/ice0003.log
|
||||
---
|
||||
nohup python main.py --name ice0003_2 --lr 0.00003 --data icews14 --gpu 3 >run_log/ice0003_2.log 2>&1 &
|
||||
PID: 3390
|
||||
tail -f -n 200 run_log/ice0003_2.log
|
||||
---
|
||||
nohup python main.py --name ice00001 --lr 0.00001 --data icews14 --gpu 2 >run_log/ice00001.log 2>&1 &
|
||||
PID:
|
||||
|
||||
___
|
||||
nohup python main.py --name ice001 --lr 0.001 --data icews14 --gpu 3 >run_log/0.001.log 2>&1 &
|
||||
___
|
||||
nohup python main.py --name iceboth --data icews14_both --gpu 0 >run_log/iceboth.log 2>&1 &
|
||||
PID: 12416
|
61
visualization_util.py
Normal file
61
visualization_util.py
Normal file
@ -0,0 +1,61 @@
|
||||
import argparse
|
||||
import re
|
||||
import os
|
||||
import matplotlib.pyplot as plt
|
||||
import numpy as np
|
||||
from datetime import datetime
|
||||
|
||||
def extract_learning_curves(args):
|
||||
paths = args.log_path.split(',')
|
||||
if len(paths) == 1 and os.path.isdir(paths[0]):
|
||||
paths = [os.path.join(paths[0], f) for f in os.listdir(paths[0]) if os.path.isfile(os.path.join(paths[0], f))]
|
||||
learning_curves = {}
|
||||
print(paths)
|
||||
for path in paths:
|
||||
print(path)
|
||||
learning_curve = []
|
||||
lines = open(path, 'r').readlines()
|
||||
max_epoch = -1
|
||||
for line in lines:
|
||||
matched = re.match(r'[0-9\- :,]*\[INFO\] - \[Epoch ([0-9]+)\].*Valid MRR: ([0-9\.]+).*', line)
|
||||
if matched:
|
||||
this_epoch = int(matched.group(1))
|
||||
if (this_epoch > max_epoch):
|
||||
learning_curve.append(float(matched.group(2)))
|
||||
max_epoch = this_epoch
|
||||
if max_epoch >= args.num_epochs:
|
||||
break
|
||||
while len(learning_curve) < args.num_epochs:
|
||||
learning_curve.append(learning_curve[-1])
|
||||
learning_curves[os.path.basename(path)] = learning_curve
|
||||
return learning_curves
|
||||
|
||||
def draw_learning_curves(args, learning_curves):
|
||||
for name in learning_curves.keys():
|
||||
epochs = np.arange(len(learning_curves[name]))
|
||||
matched = re.match(r'(.*)\..*', name)
|
||||
if matched:
|
||||
label = matched.group(1)
|
||||
else:
|
||||
label = name
|
||||
plt.plot(epochs, learning_curves[name], label = label)
|
||||
plt.xlabel("Epochs")
|
||||
plt.ylabel("MRR")
|
||||
plt.legend(title=args.legend_title)
|
||||
plt.savefig(os.path.join(args.out_path, str(round(datetime.utcnow().timestamp() * 1000)) + '.' + args.fig_filetype))
|
||||
|
||||
|
||||
if __name__ == '__main__':
|
||||
parser = argparse.ArgumentParser(
|
||||
description="Parser For Arguments", formatter_class=argparse.ArgumentDefaultsHelpFormatter)
|
||||
parser.add_argument('--task', default = None, type=str)
|
||||
parser.add_argument('--log_path', type=str, default=None)
|
||||
parser.add_argument('--out_path', type=str, default=None)
|
||||
parser.add_argument('--num_epochs', type=int, default=200)
|
||||
parser.add_argument('--legend_title', type=str, default="Learning rate")
|
||||
parser.add_argument('--fig_filetype', type=str, default="svg")
|
||||
|
||||
args = parser.parse_args()
|
||||
|
||||
if (args.task == 'learning_curve'):
|
||||
draw_learning_curves(args, extract_learning_curves(args))
|
Loading…
Reference in New Issue
Block a user