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  1. schema: '2.0'
  2. stages:
  3. preprocess_dataset@WikiCS:
  4. cmd: PYTHONPATH=. python3 experiments/scripts/preprocess_dataset.py WikiCS
  5. deps:
  6. - path: experiments/scripts/preprocess_dataset.py
  7. md5: 429a71cf32da15b9a941693b1605bdb9
  8. size: 329
  9. outs:
  10. - path: data/datasets/WikiCS/
  11. md5: 7ef0d1cda1998b72b9ac4338ca7e3c72.dir
  12. size: 102141146
  13. nfiles: 4
  14. preprocess_dataset@Amazon-CS:
  15. cmd: PYTHONPATH=. python3 experiments/scripts/preprocess_dataset.py Amazon-CS
  16. deps:
  17. - path: experiments/scripts/preprocess_dataset.py
  18. md5: 429a71cf32da15b9a941693b1605bdb9
  19. size: 329
  20. outs:
  21. - path: data/datasets/Amazon-CS/
  22. md5: 7f0937cd73da9482ebce6a4f3f70ea5e.dir
  23. size: 82919945
  24. nfiles: 4
  25. preprocess_dataset@Amazon-Photo:
  26. cmd: PYTHONPATH=. python3 experiments/scripts/preprocess_dataset.py Amazon-Photo
  27. deps:
  28. - path: experiments/scripts/preprocess_dataset.py
  29. md5: 429a71cf32da15b9a941693b1605bdb9
  30. size: 329
  31. outs:
  32. - path: data/datasets/Amazon-Photo/
  33. md5: 5f52218ff80611104bb313bd310f4d0d.dir
  34. size: 44246369
  35. nfiles: 4
  36. preprocess_dataset@Coauthor-CS:
  37. cmd: PYTHONPATH=. python3 experiments/scripts/preprocess_dataset.py Coauthor-CS
  38. deps:
  39. - path: experiments/scripts/preprocess_dataset.py
  40. md5: 429a71cf32da15b9a941693b1605bdb9
  41. size: 329
  42. outs:
  43. - path: data/datasets/Coauthor-CS/
  44. md5: de381c7fb631620ea4d2247c513d5754.dir
  45. size: 515731875
  46. nfiles: 4
  47. preprocess_dataset@Coauthor-Physics:
  48. cmd: PYTHONPATH=. python3 experiments/scripts/preprocess_dataset.py Coauthor-Physics
  49. deps:
  50. - path: experiments/scripts/preprocess_dataset.py
  51. md5: 429a71cf32da15b9a941693b1605bdb9
  52. size: 329
  53. outs:
  54. - path: data/datasets/Coauthor-Physics/
  55. md5: 3095b587964b691f75571c1088ab375d.dir
  56. size: 1187693422
  57. nfiles: 4
  58. preprocess_dataset@ogbn-arxiv:
  59. cmd: PYTHONPATH=. python3 experiments/scripts/preprocess_dataset.py ogbn-arxiv
  60. deps:
  61. - path: experiments/scripts/preprocess_dataset.py
  62. md5: 429a71cf32da15b9a941693b1605bdb9
  63. size: 329
  64. outs:
  65. - path: data/datasets/ogbn-arxiv/
  66. md5: a80de10eee83c6819a9bb073c33aa08e.dir
  67. size: 191277877
  68. nfiles: 16
  69. preprocess_dataset@PPI:
  70. cmd: PYTHONPATH=. python3 experiments/scripts/preprocess_dataset.py PPI
  71. deps:
  72. - path: experiments/scripts/preprocess_dataset.py
  73. md5: 429a71cf32da15b9a941693b1605bdb9
  74. size: 329
  75. outs:
  76. - path: data/datasets/PPI/
  77. md5: 218e6533b4e33d1b912caf915e7efbac.dir
  78. size: 201304017
  79. nfiles: 17
  80. preprocess_dataset@ogbn-products:
  81. cmd: PYTHONPATH=. python3 experiments/scripts/preprocess_dataset.py ogbn-products
  82. deps:
  83. - path: experiments/scripts/preprocess_dataset.py
  84. md5: 429a71cf32da15b9a941693b1605bdb9
  85. size: 329
  86. outs:
  87. - path: data/datasets/ogbn-products/
  88. md5: a5c0b54b7780d85213ff00693b66d26b.dir
  89. size: 4464823315
  90. nfiles: 15
  91. compare_running_times:
  92. cmd: PYTHONPATH=. python3 experiments/scripts/time/compare_running_times.py
  93. deps:
  94. - path: experiments/scripts/time/compare_running_times.py
  95. md5: 1f91652f749dfcfc08226f723907604f
  96. size: 16021
  97. outs:
  98. - path: data/time/log.csv
  99. md5: 876e34b8c94c5ac1e4fdc09cbe51a378
  100. size: 6189
  101. - path: data/time/summary_table.txt
  102. md5: a3a7e85aba42b047471a6e6a0584a2e2
  103. size: 831
  104. full_batch_hps@WikiCS:
  105. cmd: PYTHONPATH=. python3 experiments/scripts/full_batch/hps.py WikiCS
  106. deps:
  107. - path: data/datasets/WikiCS/
  108. md5: 7ef0d1cda1998b72b9ac4338ca7e3c72.dir
  109. size: 102141146
  110. nfiles: 4
  111. - path: experiments/scripts/full_batch/hps.py
  112. md5: 1c27cb4b3e3d35e1e7047341ed97f2fe
  113. size: 4820
  114. params:
  115. experiments/configs/full_batch/hps.yaml:
  116. WikiCS:
  117. total_epochs: 500
  118. warmup_epochs: 50
  119. encoder_cls: gssl.full_batch.encoders.TwoLayerGCNEncoder
  120. use_pytorch_eval_model: false
  121. p_x:
  122. min: 0
  123. max: 0.5
  124. step: 0.1
  125. p_e:
  126. min: 0
  127. max: 0.5
  128. step: 0.1
  129. grid_type: ALL
  130. metric: accuracy
  131. emb_dim: 256
  132. lr_base: 0.0005
  133. outs:
  134. - path: data/full_batch/hps/WikiCS/best.json
  135. md5: 7ba719f6f5266c39d53b5a5331ac2320
  136. size: 394
  137. - path: data/full_batch/hps/WikiCS/log.csv
  138. md5: 452d34aef824e1772f6958d20bcfac87
  139. size: 75104
  140. full_batch_hps@Amazon-CS:
  141. cmd: PYTHONPATH=. python3 experiments/scripts/full_batch/hps.py Amazon-CS
  142. deps:
  143. - path: data/datasets/Amazon-CS/
  144. md5: 7f0937cd73da9482ebce6a4f3f70ea5e.dir
  145. size: 82919945
  146. nfiles: 4
  147. - path: experiments/scripts/full_batch/hps.py
  148. md5: 1c27cb4b3e3d35e1e7047341ed97f2fe
  149. size: 4820
  150. params:
  151. experiments/configs/full_batch/hps.yaml:
  152. Amazon-CS:
  153. total_epochs: 500
  154. warmup_epochs: 50
  155. encoder_cls: gssl.full_batch.encoders.TwoLayerGCNEncoder
  156. use_pytorch_eval_model: false
  157. p_x:
  158. min: 0
  159. max: 0.5
  160. step: 0.1
  161. p_e:
  162. min: 0
  163. max: 0.5
  164. step: 0.1
  165. grid_type: ALL
  166. metric: accuracy
  167. emb_dim: 128
  168. lr_base: 0.0005
  169. outs:
  170. - path: data/full_batch/hps/Amazon-CS/best.json
  171. md5: 52994d7e16967c89b3a4a5d5974ef0b5
  172. size: 395
  173. - path: data/full_batch/hps/Amazon-CS/log.csv
  174. md5: 81a54b245203a1084c1790371c248dba
  175. size: 74046
  176. full_batch_hps@Amazon-Photo:
  177. cmd: PYTHONPATH=. python3 experiments/scripts/full_batch/hps.py Amazon-Photo
  178. deps:
  179. - path: data/datasets/Amazon-Photo/
  180. md5: 5f52218ff80611104bb313bd310f4d0d.dir
  181. size: 44246369
  182. nfiles: 4
  183. - path: experiments/scripts/full_batch/hps.py
  184. md5: 1c27cb4b3e3d35e1e7047341ed97f2fe
  185. size: 4820
  186. params:
  187. experiments/configs/full_batch/hps.yaml:
  188. Amazon-Photo:
  189. total_epochs: 500
  190. warmup_epochs: 50
  191. encoder_cls: gssl.full_batch.encoders.TwoLayerGCNEncoder
  192. use_pytorch_eval_model: false
  193. p_x:
  194. min: 0
  195. max: 0.5
  196. step: 0.1
  197. p_e:
  198. min: 0
  199. max: 0.5
  200. step: 0.1
  201. grid_type: ALL
  202. metric: accuracy
  203. emb_dim: 256
  204. lr_base: 0.0001
  205. outs:
  206. - path: data/full_batch/hps/Amazon-Photo/best.json
  207. md5: 9a592b5414e007b3b9551b43b78089a4
  208. size: 411
  209. - path: data/full_batch/hps/Amazon-Photo/log.csv
  210. md5: 10573d56818bdb0a1170ec7850751d0c
  211. size: 75274
  212. full_batch_hps@Coauthor-CS:
  213. cmd: PYTHONPATH=. python3 experiments/scripts/full_batch/hps.py Coauthor-CS
  214. deps:
  215. - path: data/datasets/Coauthor-CS/
  216. md5: de381c7fb631620ea4d2247c513d5754.dir
  217. size: 515731875
  218. nfiles: 4
  219. - path: experiments/scripts/full_batch/hps.py
  220. md5: 1c27cb4b3e3d35e1e7047341ed97f2fe
  221. size: 4820
  222. params:
  223. experiments/configs/full_batch/hps.yaml:
  224. Coauthor-CS:
  225. total_epochs: 500
  226. warmup_epochs: 50
  227. encoder_cls: gssl.full_batch.encoders.TwoLayerGCNEncoder
  228. use_pytorch_eval_model: false
  229. p_x:
  230. min: 0
  231. max: 0.5
  232. step: 0.1
  233. p_e:
  234. min: 0
  235. max: 0.5
  236. step: 0.1
  237. grid_type: ALL
  238. metric: accuracy
  239. emb_dim: 256
  240. lr_base: 1e-05
  241. outs:
  242. - path: data/full_batch/hps/Coauthor-CS/best.json
  243. md5: 16c009113927242d6ca5e47a646bdbeb
  244. size: 411
  245. - path: data/full_batch/hps/Coauthor-CS/log.csv
  246. md5: fc1c2bba21146279e7a56880ae92876d
  247. size: 75514
  248. full_batch_hps@Coauthor-Physics:
  249. cmd: PYTHONPATH=. python3 experiments/scripts/full_batch/hps.py Coauthor-Physics
  250. deps:
  251. - path: data/datasets/Coauthor-Physics/
  252. md5: 3095b587964b691f75571c1088ab375d.dir
  253. size: 1187693422
  254. nfiles: 4
  255. - path: experiments/scripts/full_batch/hps.py
  256. md5: 1c27cb4b3e3d35e1e7047341ed97f2fe
  257. size: 4820
  258. params:
  259. experiments/configs/full_batch/hps.yaml:
  260. Coauthor-Physics:
  261. total_epochs: 500
  262. warmup_epochs: 50
  263. encoder_cls: gssl.full_batch.encoders.TwoLayerGCNEncoder
  264. use_pytorch_eval_model: false
  265. p_x:
  266. min: 0
  267. max: 0.5
  268. step: 0.1
  269. p_e:
  270. min: 0
  271. max: 0.5
  272. step: 0.1
  273. grid_type: ALL
  274. metric: accuracy
  275. emb_dim: 128
  276. lr_base: 1e-05
  277. outs:
  278. - path: data/full_batch/hps/Coauthor-Physics/best.json
  279. md5: bcf3a61824340b0087d117648e0e0685
  280. size: 395
  281. - path: data/full_batch/hps/Coauthor-Physics/log.csv
  282. md5: 56fac94c371f0a276a14aa5c62978a1e
  283. size: 75296
  284. full_batch_hps@ogbn-arxiv:
  285. cmd: PYTHONPATH=. python3 experiments/scripts/full_batch/hps.py ogbn-arxiv
  286. deps:
  287. - path: data/datasets/ogbn-arxiv/
  288. md5: a80de10eee83c6819a9bb073c33aa08e.dir
  289. size: 191277877
  290. nfiles: 16
  291. - path: experiments/scripts/full_batch/hps.py
  292. md5: 1c27cb4b3e3d35e1e7047341ed97f2fe
  293. size: 4820
  294. params:
  295. experiments/configs/full_batch/hps.yaml:
  296. ogbn-arxiv:
  297. total_epochs: 500
  298. warmup_epochs: 50
  299. encoder_cls: gssl.full_batch.encoders.ThreeLayerGCNEncoder
  300. use_pytorch_eval_model: true
  301. p_x:
  302. min: 0
  303. max: 0.5
  304. step: 0.1
  305. p_e:
  306. min: 0
  307. max: 0.5
  308. step: 0.1
  309. grid_type: ONLY_SAME
  310. metric: accuracy
  311. emb_dim: 256
  312. lr_base: 0.01
  313. outs:
  314. - path: data/full_batch/hps/ogbn-arxiv/best.json
  315. md5: fe114253b6a6a26df1444760cc8c6f58
  316. size: 271
  317. - path: data/full_batch/hps/ogbn-arxiv/log.csv
  318. md5: b3e4ad0bfee7cfbf9ed415360f5ca976
  319. size: 3702
  320. full_batch_train@Amazon-Photo:
  321. cmd: PYTHONPATH=. python3 experiments/scripts/full_batch/train.py Amazon-Photo
  322. deps:
  323. - path: data/datasets/Amazon-Photo/
  324. md5: 5f52218ff80611104bb313bd310f4d0d.dir
  325. size: 44246369
  326. nfiles: 4
  327. - path: experiments/scripts/full_batch/train.py
  328. md5: 1824ca5bf0b4642b725d5ed5b48bd28a
  329. size: 5534
  330. - path: gssl/full_batch/model.py
  331. md5: f417e897aac48d7ae20fc6f0beefd13a
  332. size: 4999
  333. params:
  334. data/full_batch/hps/Amazon-Photo/best.json:
  335. SAME:
  336. accuracy: 0.9297385620915033
  337. params:
  338. p_x_1: 0.5
  339. p_e_1: 0.0
  340. p_x_2: 0.5
  341. p_e_2: 0.0
  342. experiments/configs/full_batch/train.yaml:
  343. Amazon-Photo:
  344. total_epochs: 1000
  345. warmup_epochs: 100
  346. log_interval: 100
  347. encoder_cls: gssl.full_batch.encoders.TwoLayerGCNEncoder
  348. use_pytorch_eval_model: false
  349. emb_dim: 256
  350. lr_base: 0.0001
  351. outs:
  352. - path: data/full_batch/train/Amazon-Photo/
  353. md5: a9c8fa6a90d44982a0b665755198bf7f.dir
  354. size: 1886760053
  355. nfiles: 262
  356. full_batch_train@WikiCS:
  357. cmd: PYTHONPATH=. python3 experiments/scripts/full_batch/train.py WikiCS
  358. deps:
  359. - path: data/datasets/WikiCS/
  360. md5: 7ef0d1cda1998b72b9ac4338ca7e3c72.dir
  361. size: 102141146
  362. nfiles: 4
  363. - path: experiments/scripts/full_batch/train.py
  364. md5: 1824ca5bf0b4642b725d5ed5b48bd28a
  365. size: 5534
  366. - path: gssl/full_batch/model.py
  367. md5: f417e897aac48d7ae20fc6f0beefd13a
  368. size: 4999
  369. params:
  370. data/full_batch/hps/WikiCS/best.json:
  371. SAME:
  372. accuracy: 0.7790319822131008
  373. params:
  374. p_x_1: 0.1
  375. p_e_1: 0.2
  376. p_x_2: 0.1
  377. p_e_2: 0.2
  378. experiments/configs/full_batch/train.yaml:
  379. WikiCS:
  380. total_epochs: 1000
  381. warmup_epochs: 100
  382. log_interval: 100
  383. encoder_cls: gssl.full_batch.encoders.TwoLayerGCNEncoder
  384. use_pytorch_eval_model: false
  385. emb_dim: 256
  386. lr_base: 0.0005
  387. outs:
  388. - path: data/full_batch/train/WikiCS/
  389. md5: ef79a3d49629f95b51b9f2c8a7df2ca1.dir
  390. size: 2776279668
  391. nfiles: 262
  392. full_batch_train@Amazon-CS:
  393. cmd: PYTHONPATH=. python3 experiments/scripts/full_batch/train.py Amazon-CS
  394. deps:
  395. - path: data/datasets/Amazon-CS/
  396. md5: 7f0937cd73da9482ebce6a4f3f70ea5e.dir
  397. size: 82919945
  398. nfiles: 4
  399. - path: experiments/scripts/full_batch/train.py
  400. md5: 1824ca5bf0b4642b725d5ed5b48bd28a
  401. size: 5534
  402. - path: gssl/full_batch/model.py
  403. md5: f417e897aac48d7ae20fc6f0beefd13a
  404. size: 4999
  405. params:
  406. data/full_batch/hps/Amazon-CS/best.json:
  407. SAME:
  408. accuracy: 0.8823850209052899
  409. params:
  410. p_x_1: 0.1
  411. p_e_1: 0.4
  412. p_x_2: 0.1
  413. p_e_2: 0.4
  414. experiments/configs/full_batch/train.yaml:
  415. Amazon-CS:
  416. total_epochs: 1000
  417. warmup_epochs: 100
  418. log_interval: 100
  419. encoder_cls: gssl.full_batch.encoders.TwoLayerGCNEncoder
  420. use_pytorch_eval_model: false
  421. emb_dim: 128
  422. lr_base: 0.0005
  423. outs:
  424. - path: data/full_batch/train/Amazon-CS/
  425. md5: bef4750e4516719fa0e2bf0d25d40439.dir
  426. size: 1650162084
  427. nfiles: 262
  428. full_batch_train@Coauthor-Physics:
  429. cmd: PYTHONPATH=. python3 experiments/scripts/full_batch/train.py Coauthor-Physics
  430. deps:
  431. - path: data/datasets/Coauthor-Physics/
  432. md5: 3095b587964b691f75571c1088ab375d.dir
  433. size: 1187693422
  434. nfiles: 4
  435. - path: experiments/scripts/full_batch/train.py
  436. md5: 1824ca5bf0b4642b725d5ed5b48bd28a
  437. size: 5534
  438. - path: gssl/full_batch/model.py
  439. md5: f417e897aac48d7ae20fc6f0beefd13a
  440. size: 4999
  441. params:
  442. data/full_batch/hps/Coauthor-Physics/best.json:
  443. SAME:
  444. accuracy: 0.9493730521127781
  445. params:
  446. p_x_1: 0.4
  447. p_e_1: 0.1
  448. p_x_2: 0.4
  449. p_e_2: 0.1
  450. experiments/configs/full_batch/train.yaml:
  451. Coauthor-Physics:
  452. total_epochs: 1000
  453. warmup_epochs: 100
  454. log_interval: 100
  455. encoder_cls: gssl.full_batch.encoders.TwoLayerGCNEncoder
  456. use_pytorch_eval_model: false
  457. emb_dim: 128
  458. lr_base: 1e-05
  459. outs:
  460. - path: data/full_batch/train/Coauthor-Physics/
  461. md5: 9610202d0d49ad11d5ef00e6a88b9ad4.dir
  462. size: 4473054572
  463. nfiles: 262
  464. full_batch_train@Coauthor-CS:
  465. cmd: PYTHONPATH=. python3 experiments/scripts/full_batch/train.py Coauthor-CS
  466. deps:
  467. - path: data/datasets/Coauthor-CS/
  468. md5: de381c7fb631620ea4d2247c513d5754.dir
  469. size: 515731875
  470. nfiles: 4
  471. - path: experiments/scripts/full_batch/train.py
  472. md5: 1824ca5bf0b4642b725d5ed5b48bd28a
  473. size: 5534
  474. - path: gssl/full_batch/model.py
  475. md5: f417e897aac48d7ae20fc6f0beefd13a
  476. size: 4999
  477. params:
  478. data/full_batch/hps/Coauthor-CS/best.json:
  479. SAME:
  480. accuracy: 0.9335878903586526
  481. params:
  482. p_x_1: 0.1
  483. p_e_1: 0.5
  484. p_x_2: 0.1
  485. p_e_2: 0.5
  486. experiments/configs/full_batch/train.yaml:
  487. Coauthor-CS:
  488. total_epochs: 1000
  489. warmup_epochs: 100
  490. log_interval: 100
  491. encoder_cls: gssl.full_batch.encoders.TwoLayerGCNEncoder
  492. use_pytorch_eval_model: false
  493. emb_dim: 256
  494. lr_base: 1e-05
  495. outs:
  496. - path: data/full_batch/train/Coauthor-CS/
  497. md5: b25076088015701a3654a4d83faf12d2.dir
  498. size: 5060771800
  499. nfiles: 262
  500. full_batch_train@ogbn-arxiv:
  501. cmd: PYTHONPATH=. python3 experiments/scripts/full_batch/train.py ogbn-arxiv
  502. deps:
  503. - path: data/datasets/ogbn-arxiv/
  504. md5: a80de10eee83c6819a9bb073c33aa08e.dir
  505. size: 191277877
  506. nfiles: 16
  507. - path: experiments/scripts/full_batch/train.py
  508. md5: 1824ca5bf0b4642b725d5ed5b48bd28a
  509. size: 5534
  510. - path: gssl/full_batch/model.py
  511. md5: f417e897aac48d7ae20fc6f0beefd13a
  512. size: 4999
  513. params:
  514. data/full_batch/hps/ogbn-arxiv/best.json:
  515. SAME:
  516. accuracy: 0.6752463839680678
  517. params:
  518. p_x_1: 0.0
  519. p_e_1: 0.2
  520. p_x_2:
  521. p_e_2:
  522. experiments/configs/full_batch/train.yaml:
  523. ogbn-arxiv:
  524. total_epochs: 500
  525. warmup_epochs: 100
  526. log_interval: 100
  527. encoder_cls: gssl.full_batch.encoders.ThreeLayerGCNEncoder
  528. use_pytorch_eval_model: true
  529. emb_dim: 256
  530. lr_base: 0.001
  531. outs:
  532. - path: data/full_batch/train/ogbn-arxiv/
  533. md5: d21cc630f57f18a40a2d960d7652ceb8.dir
  534. size: 20894315852
  535. nfiles: 162
  536. full_batch_hps@PPI:
  537. cmd: PYTHONPATH=. python3 experiments/scripts/full_batch/hps.py PPI
  538. deps:
  539. - path: data/datasets/PPI/
  540. md5: 218e6533b4e33d1b912caf915e7efbac.dir
  541. size: 201304017
  542. nfiles: 17
  543. - path: experiments/scripts/full_batch/hps.py
  544. md5: 1c27cb4b3e3d35e1e7047341ed97f2fe
  545. size: 4820
  546. params:
  547. experiments/configs/full_batch/hps.yaml:
  548. PPI:
  549. total_epochs: 500
  550. warmup_epochs: 50
  551. encoder_cls: gssl.full_batch.encoders.GATEncoder
  552. use_pytorch_eval_model: false
  553. p_x:
  554. min: 0
  555. max: 0.5
  556. step: 0.1
  557. p_e:
  558. min: 0
  559. max: 0.5
  560. step: 0.1
  561. grid_type: ONLY_SAME
  562. metric: f1
  563. emb_dim: 512
  564. lr_base: 0.005
  565. outs:
  566. - path: data/full_batch/hps/PPI/best.json
  567. md5: 6603666dd2639b6385f87e1978d9d3e0
  568. size: 259
  569. - path: data/full_batch/hps/PPI/log.csv
  570. md5: f193adcdb78fff3612f2e1386c1e7092
  571. size: 3698
  572. full_batch_train@PPI:
  573. cmd: PYTHONPATH=. python3 experiments/scripts/full_batch/train.py PPI
  574. deps:
  575. - path: data/datasets/PPI/
  576. md5: 218e6533b4e33d1b912caf915e7efbac.dir
  577. size: 201304017
  578. nfiles: 17
  579. - path: experiments/scripts/full_batch/train.py
  580. md5: 1824ca5bf0b4642b725d5ed5b48bd28a
  581. size: 5534
  582. - path: gssl/full_batch/model.py
  583. md5: f417e897aac48d7ae20fc6f0beefd13a
  584. size: 4999
  585. params:
  586. data/full_batch/hps/PPI/best.json:
  587. SAME:
  588. f1: 0.7054821118956851
  589. params:
  590. p_x_1: 0.1
  591. p_e_1: 0.1
  592. p_x_2:
  593. p_e_2:
  594. experiments/configs/full_batch/train.yaml:
  595. PPI:
  596. total_epochs: 500
  597. warmup_epochs: 50
  598. log_interval: 100
  599. encoder_cls: gssl.full_batch.encoders.GATEncoder
  600. emb_dim: 512
  601. lr_base: 0.005
  602. outs:
  603. - path: data/full_batch/train/PPI/
  604. md5: 23e99b20d5bcc479531c27b52563cab5.dir
  605. size: 15408040571
  606. nfiles: 162
  607. compare_augmentation_hyperparameter_sets:
  608. cmd: PYTHONPATH=. python3 experiments/scripts/compare_augmentation_hyperparameter_sets.py
  609. deps:
  610. - path: data/full_batch/hps/
  611. md5: 53290aa03e3bdf3986bfbfd1e10886d6.dir
  612. size: 385170
  613. nfiles: 14
  614. - path: experiments/scripts/compare_augmentation_hyperparameter_sets.py
  615. md5: cd04121386710d8c0ff9a3be0d57cf25
  616. size: 2606
  617. outs:
  618. - path: data/augmentation_hyperparameter_plot.png
  619. md5: 144ade08e7b08c5e2debc21b1863ab2f
  620. size: 49282
  621. batched_hps_ogbn_products:
  622. cmd: PYTHONPATH=. python3 experiments/scripts/batched/hps.py ogbn-products
  623. deps:
  624. - path: data/datasets/ogbn-products/
  625. md5: a5c0b54b7780d85213ff00693b66d26b.dir
  626. size: 4464823315
  627. nfiles: 15
  628. - path: experiments/scripts/batched/hps.py
  629. md5: 5df6da43c2d88f4fea0a7bc18c35dcb8
  630. size: 5668
  631. params:
  632. experiments/configs/batched/hps.yaml:
  633. ogbn-products:
  634. encoder_cls: gssl.batched.encoders.BatchedGAT
  635. batch_sizes:
  636. - 512
  637. inference_batch_size: 1024
  638. use_pytorch_eval_model: true
  639. use_train_mask: true
  640. total_epochs: 10
  641. warmup_epochs: 2
  642. p_x:
  643. min: 0
  644. max: 0.5
  645. step: 0.1
  646. p_e:
  647. min: 0
  648. max: 0.5
  649. step: 0.1
  650. grid_type: ONLY_SAME
  651. metric: accuracy
  652. emb_dim: 128
  653. lr_base: 0.001
  654. outs:
  655. - path: data/batched/hps/ogbn-products/best.json
  656. md5: 01523acb3e7d4efc8039e3b6b02ccbe8
  657. size: 361
  658. - path: data/batched/hps/ogbn-products/log.csv
  659. md5: 769d9dc8a9e475473a338a773b974f01
  660. size: 3861
  661. train_bgrl_full_batch@WikiCS:
  662. cmd: PYTHONPATH=. python3 experiments/scripts/full_batch/train_bgrl.py WikiCS
  663. deps:
  664. - path: data/datasets/WikiCS/
  665. md5: 7ef0d1cda1998b72b9ac4338ca7e3c72.dir
  666. size: 102141146
  667. nfiles: 4
  668. - path: experiments/scripts/full_batch/train_bgrl.py
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  670. size: 7689
  671. params:
  672. experiments/configs/full_batch/train_bgrl.yaml:
  673. WikiCS:
  674. total_epochs: 10000
  675. warmup_epochs: 1000
  676. log_interval: 1000
  677. use_pytorch_eval_model: false
  678. p_f_1: 0.2
  679. p_f_2: 0.1
  680. p_e_1: 0.2
  681. p_e_2: 0.3
  682. lr_base: 0.0005
  683. emb_dim: 256
  684. hidden_dim: 512
  685. pred_dim: 512
  686. outs:
  687. - path: data/full_batch/train_bgrl/WikiCS/
  688. md5: 1fd1d1b8ac2dcf3a8a5dafae58d98baf.dir
  689. size: 20618469
  690. nfiles: 7
  691. train_bgrl_full_batch@Amazon-Photo:
  692. cmd: PYTHONPATH=. python3 experiments/scripts/full_batch/train_bgrl.py Amazon-Photo
  693. deps:
  694. - path: data/datasets/Amazon-Photo/
  695. md5: 5f52218ff80611104bb313bd310f4d0d.dir
  696. size: 44246369
  697. nfiles: 4
  698. - path: experiments/scripts/full_batch/train_bgrl.py
  699. md5: 49640c817564b69d08ef3dfbe7f87cdc
  700. size: 7689
  701. params:
  702. experiments/configs/full_batch/train_bgrl.yaml:
  703. Amazon-Photo:
  704. total_epochs: 10000
  705. warmup_epochs: 1000
  706. log_interval: 1000
  707. use_pytorch_eval_model: false
  708. p_f_1: 0.1
  709. p_f_2: 0.2
  710. p_e_1: 0.4
  711. p_e_2: 0.1
  712. lr_base: 0.0001
  713. emb_dim: 256
  714. hidden_dim: 512
  715. pred_dim: 512
  716. outs:
  717. - path: data/full_batch/train_bgrl/Amazon-Photo/
  718. md5: bd3fbc4dc6f6a39174cda77f4472c283.dir
  719. size: 11106541
  720. nfiles: 7
  721. train_bgrl_full_batch@Amazon-CS:
  722. cmd: PYTHONPATH=. python3 experiments/scripts/full_batch/train_bgrl.py Amazon-CS
  723. deps:
  724. - path: data/datasets/Amazon-CS/
  725. md5: 7f0937cd73da9482ebce6a4f3f70ea5e.dir
  726. size: 82919945
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  728. - path: experiments/scripts/full_batch/train_bgrl.py
  729. md5: 49640c817564b69d08ef3dfbe7f87cdc
  730. size: 7689
  731. params:
  732. experiments/configs/full_batch/train_bgrl.yaml:
  733. Amazon-CS:
  734. total_epochs: 10000
  735. warmup_epochs: 1000
  736. log_interval: 1000
  737. use_pytorch_eval_model: false
  738. p_f_1: 0.2
  739. p_f_2: 0.1
  740. p_e_1: 0.5
  741. p_e_2: 0.4
  742. lr_base: 0.0005
  743. emb_dim: 128
  744. hidden_dim: 256
  745. pred_dim: 512
  746. outs:
  747. - path: data/full_batch/train_bgrl/Amazon-CS/
  748. md5: f9f09afbb5f11cfad755c7f7167ecbbb.dir
  749. size: 14354567
  750. nfiles: 7
  751. batched_train@Amazon-Photo:
  752. cmd: PYTHONPATH=. python3 experiments/scripts/batched/train.py Amazon-Photo
  753. deps:
  754. - path: data/datasets/Amazon-Photo/
  755. md5: 5f52218ff80611104bb313bd310f4d0d.dir
  756. size: 44246369
  757. nfiles: 4
  758. - path: experiments/scripts/batched/train.py
  759. md5: 9dd28a95bedc6a4074be429a8a3b5d7d
  760. size: 6752
  761. params:
  762. data/full_batch/hps/Amazon-Photo/best.json:
  763. SAME:
  764. accuracy: 0.9297385620915033
  765. params:
  766. p_x_1: 0.5
  767. p_e_1: 0.0
  768. p_x_2: 0.5
  769. p_e_2: 0.0
  770. experiments/configs/batched/train.yaml:
  771. Amazon-Photo:
  772. encoder_cls: gssl.batched.encoders.BatchedTwoLayerGCN
  773. batch_sizes:
  774. - 256
  775. - 512
  776. - 1024
  777. - 2048
  778. inference_batch_size: 1024
  779. use_pytorch_eval_model: false
  780. use_train_mask: false
  781. total_epochs: 1000
  782. warmup_epochs: 100
  783. log_interval: 100
  784. num_splits: 20
  785. emb_dim: 256
  786. lr_base: 0.0001
  787. outs:
  788. - path: data/batched/train/Amazon-Photo/
  789. md5: 5dfa2da6fc12efaca02d442763e96f6a.dir
  790. size: 7498494230
  791. nfiles: 1048
  792. batched_train@WikiCS:
  793. cmd: PYTHONPATH=. python3 experiments/scripts/batched/train.py WikiCS
  794. deps:
  795. - path: data/datasets/WikiCS/
  796. md5: 7ef0d1cda1998b72b9ac4338ca7e3c72.dir
  797. size: 102141146
  798. nfiles: 4
  799. - path: experiments/scripts/batched/train.py
  800. md5: 9dd28a95bedc6a4074be429a8a3b5d7d
  801. size: 6752
  802. params:
  803. data/full_batch/hps/WikiCS/best.json:
  804. SAME:
  805. accuracy: 0.7790319822131008
  806. params:
  807. p_x_1: 0.1
  808. p_e_1: 0.2
  809. p_x_2: 0.1
  810. p_e_2: 0.2
  811. experiments/configs/batched/train.yaml:
  812. WikiCS:
  813. encoder_cls: gssl.batched.encoders.BatchedTwoLayerGCN
  814. batch_sizes:
  815. - 256
  816. - 512
  817. - 1024
  818. - 2048
  819. inference_batch_size: 1024
  820. use_pytorch_eval_model: false
  821. use_train_mask: false
  822. total_epochs: 1000
  823. warmup_epochs: 100
  824. log_interval: 100
  825. num_splits: 20
  826. emb_dim: 256
  827. lr_base: 0.0005
  828. outs:
  829. - path: data/batched/train/WikiCS/
  830. md5: 1336b36f4f1f98e8ab26027148084211.dir
  831. size: 11032635542
  832. nfiles: 1048
  833. train_bgrl_full_batch@Coauthor-CS:
  834. cmd: PYTHONPATH=. python3 experiments/scripts/full_batch/train_bgrl.py Coauthor-CS
  835. deps:
  836. - path: data/datasets/Coauthor-CS/
  837. md5: de381c7fb631620ea4d2247c513d5754.dir
  838. size: 515731875
  839. nfiles: 4
  840. - path: experiments/scripts/full_batch/train_bgrl.py
  841. md5: 49640c817564b69d08ef3dfbe7f87cdc
  842. size: 7689
  843. params:
  844. experiments/configs/full_batch/train_bgrl.yaml:
  845. Coauthor-CS:
  846. total_epochs: 10000
  847. warmup_epochs: 1000
  848. log_interval: 1000
  849. use_pytorch_eval_model: false
  850. p_f_1: 0.3
  851. p_f_2: 0.4
  852. p_e_1: 0.3
  853. p_e_2: 0.2
  854. lr_base: 1e-05
  855. emb_dim: 256
  856. hidden_dim: 512
  857. pred_dim: 512
  858. outs:
  859. - path: data/full_batch/train_bgrl/Coauthor-CS/
  860. md5: b707353516ce40537e4af05196cdc03e.dir
  861. size: 14504988
  862. nfiles: 7
  863. bgrl_hps_batched@ogbn-products:
  864. cmd: PYTHONPATH=. python3 experiments/scripts/batched/hps_bgrl.py ogbn-products
  865. deps:
  866. - path: data/datasets/ogbn-products/
  867. md5: a5c0b54b7780d85213ff00693b66d26b.dir
  868. size: 4464823315
  869. nfiles: 15
  870. - path: experiments/scripts/batched/hps_bgrl.py
  871. md5: 307c4e388f9d5eb00d0e7b1077169c8b
  872. size: 5399
  873. params:
  874. experiments/configs/batched/hps_bgrl.yaml:
  875. ogbn-products:
  876. encoder_cls: src.bgrl.BatchedGAT4BGRL
  877. batch_sizes:
  878. - 512
  879. inference_batch_size: 1024
  880. use_pytorch_eval_model: true
  881. use_train_mask: true
  882. p_x:
  883. min: 0
  884. max: 0.5
  885. step: 0.1
  886. p_e:
  887. min: 0
  888. max: 0.5
  889. step: 0.1
  890. grid_type: ONLY_SAME
  891. metric: accuracy
  892. emb_dim: 128
  893. hidden_dim: 256
  894. pred_dim: 512
  895. lr_base: 0.001
  896. total_epochs: 10
  897. warmup_epochs: 2
  898. outs:
  899. - path: data/batched/hps_bgrl/ogbn-products/best.json
  900. md5: 2ff53cdd27404265669ae0485d81e787
  901. size: 377
  902. - path: data/batched/hps_bgrl/ogbn-products/log.csv
  903. md5: 8381870a6490fa5d8e60806bdbd15e18
  904. size: 2920
  905. batched_train_ogbn_products:
  906. cmd: PYTHONPATH=. python3 experiments/scripts/batched/train.py ogbn-products
  907. deps:
  908. - path: data/datasets/ogbn-products/
  909. md5: a5c0b54b7780d85213ff00693b66d26b.dir
  910. size: 4464823315
  911. nfiles: 15
  912. - path: experiments/scripts/batched/train.py
  913. md5: 9dd28a95bedc6a4074be429a8a3b5d7d
  914. size: 6752
  915. params:
  916. data/batched/hps/ogbn-products/best.json:
  917. SAME:
  918. '512':
  919. accuracy: 0.6825006292104572
  920. params:
  921. p_x_1: 0.1
  922. p_e_1: 0.2
  923. p_x_2:
  924. p_e_2:
  925. experiments/configs/batched/train.yaml:
  926. ogbn-products:
  927. encoder_cls: gssl.batched.encoders.BatchedGAT
  928. batch_sizes:
  929. - 512
  930. inference_batch_size: 1024
  931. use_pytorch_eval_model: true
  932. use_train_mask: true
  933. total_epochs: 100
  934. warmup_epochs: 10
  935. log_interval: 10
  936. num_splits: 5
  937. emb_dim: 128
  938. lr_base: 0.001
  939. outs:
  940. - path: data/batched/train/ogbn-products/
  941. md5: a164a7c2c29d27505f6dd911abcbc8e2.dir
  942. size: 69166595009
  943. nfiles: 67
  944. bgrl_batched_train@ogbn-products:
  945. cmd: PYTHONPATH=. python3 experiments/scripts/batched/train_bgrl.py ogbn-products
  946. deps:
  947. - path: data/datasets/ogbn-products/
  948. md5: a5c0b54b7780d85213ff00693b66d26b.dir
  949. size: 4464823315
  950. nfiles: 15
  951. - path: experiments/scripts/batched/train_bgrl.py
  952. md5: 706ec8ff6436f613c10a5602db15f45c
  953. size: 6800
  954. params:
  955. data/batched/hps_bgrl/ogbn-products/best.json:
  956. SAME:
  957. '512':
  958. accuracy: 0.7037866947179308
  959. params:
  960. p_x_1: 0.30000000000000004
  961. p_e_1: 0.4
  962. p_x_2:
  963. p_e_2:
  964. experiments/configs/batched/train_bgrl.yaml:
  965. ogbn-products:
  966. encoder_cls: src.bgrl.BatchedGAT4BGRL
  967. batch_sizes:
  968. - 512
  969. inference_batch_size: 1024
  970. use_pytorch_eval_model: true
  971. use_train_mask: true
  972. total_epochs: 100
  973. warmup_epochs: 10
  974. log_interval: 10
  975. num_splits: 5
  976. emb_dim: 128
  977. hidden_dim: 256
  978. pred_dim: 512
  979. lr_base: 0.001
  980. outs:
  981. - path: data/batched/train_bgrl/ogbn-products/
  982. md5: ee58dd1404ed2c43cb86f722f9d17f95.dir
  983. size: 22353492
  984. nfiles: 7
  985. batched_train@Coauthor-CS:
  986. cmd: PYTHONPATH=. python3 experiments/scripts/batched/train.py Coauthor-CS
  987. deps:
  988. - path: data/datasets/Coauthor-CS/
  989. md5: de381c7fb631620ea4d2247c513d5754.dir
  990. size: 515731875
  991. nfiles: 4
  992. - path: experiments/scripts/batched/train.py
  993. md5: 9dd28a95bedc6a4074be429a8a3b5d7d
  994. size: 6752
  995. params:
  996. data/full_batch/hps/Coauthor-CS/best.json:
  997. SAME:
  998. accuracy: 0.9335878903586526
  999. params:
  1000. p_x_1: 0.1
  1001. p_e_1: 0.5
  1002. p_x_2: 0.1
  1003. p_e_2: 0.5
  1004. experiments/configs/batched/train.yaml:
  1005. Coauthor-CS:
  1006. encoder_cls: gssl.batched.encoders.BatchedTwoLayerGCN
  1007. batch_sizes:
  1008. - 256
  1009. - 512
  1010. - 1024
  1011. - 2048
  1012. inference_batch_size: 1024
  1013. use_pytorch_eval_model: false
  1014. use_train_mask: false
  1015. total_epochs: 1000
  1016. warmup_epochs: 100
  1017. log_interval: 100
  1018. num_splits: 5
  1019. emb_dim: 256
  1020. lr_base: 1e-05
  1021. outs:
  1022. - path: data/batched/train/Coauthor-CS/
  1023. md5: e6fffa2dee1edfa0f31a1bbeb9d2287a.dir
  1024. size: 5052068904
  1025. nfiles: 270
  1026. batched_train@Amazon-CS:
  1027. cmd: PYTHONPATH=. python3 experiments/scripts/batched/train.py Amazon-CS
  1028. deps:
  1029. - path: data/datasets/Amazon-CS/
  1030. md5: 7f0937cd73da9482ebce6a4f3f70ea5e.dir
  1031. size: 82919945
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  1034. md5: 9dd28a95bedc6a4074be429a8a3b5d7d
  1035. size: 6752
  1036. params:
  1037. data/full_batch/hps/Amazon-CS/best.json:
  1038. SAME:
  1039. accuracy: 0.8823850209052899
  1040. params:
  1041. p_x_1: 0.1
  1042. p_e_1: 0.4
  1043. p_x_2: 0.1
  1044. p_e_2: 0.4
  1045. experiments/configs/batched/train.yaml:
  1046. Amazon-CS:
  1047. encoder_cls: gssl.batched.encoders.BatchedTwoLayerGCN
  1048. batch_sizes:
  1049. - 256
  1050. - 512
  1051. - 1024
  1052. - 2048
  1053. inference_batch_size: 1024
  1054. use_pytorch_eval_model: false
  1055. use_train_mask: false
  1056. total_epochs: 1000
  1057. warmup_epochs: 100
  1058. log_interval: 100
  1059. num_splits: 20
  1060. emb_dim: 128
  1061. lr_base: 0.0005
  1062. outs:
  1063. - path: data/batched/train/Amazon-CS/
  1064. md5: d15e7d0c6f124c67bce2050f3dbdd6ad.dir
  1065. size: 6578916344
  1066. nfiles: 1048
  1067. batched_train@PPI:
  1068. cmd: PYTHONPATH=. python3 experiments/scripts/batched/train.py PPI
  1069. deps:
  1070. - path: data/datasets/PPI/
  1071. md5: 218e6533b4e33d1b912caf915e7efbac.dir
  1072. size: 201304017
  1073. nfiles: 17
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  1075. md5: 9dd28a95bedc6a4074be429a8a3b5d7d
  1076. size: 6752
  1077. params:
  1078. data/full_batch/hps/PPI/best.json:
  1079. SAME:
  1080. f1: 0.7054821118956851
  1081. params:
  1082. p_x_1: 0.1
  1083. p_e_1: 0.1
  1084. p_x_2:
  1085. p_e_2:
  1086. experiments/configs/batched/train.yaml:
  1087. PPI:
  1088. encoder_cls: gssl.batched.encoders.BatchedGAT
  1089. batch_sizes:
  1090. - 512
  1091. - 1024
  1092. inference_batch_size: 1024
  1093. use_pytorch_eval_model: false
  1094. use_train_mask: false
  1095. total_epochs: 500
  1096. warmup_epochs: 50
  1097. log_interval: 100
  1098. num_splits: 5
  1099. emb_dim: 512
  1100. lr_base: 0.005
  1101. outs:
  1102. - path: data/batched/train/PPI/
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  1104. size: 7578716222
  1105. nfiles: 93
  1106. batched_train@ogbn-arxiv:
  1107. cmd: PYTHONPATH=. python3 experiments/scripts/batched/train.py ogbn-arxiv
  1108. deps:
  1109. - path: data/datasets/ogbn-arxiv/
  1110. md5: a80de10eee83c6819a9bb073c33aa08e.dir
  1111. size: 191277877
  1112. nfiles: 16
  1113. - path: experiments/scripts/batched/train.py
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  1115. size: 6752
  1116. params:
  1117. data/full_batch/hps/ogbn-arxiv/best.json:
  1118. SAME:
  1119. accuracy: 0.6752463839680678
  1120. params:
  1121. p_x_1: 0.0
  1122. p_e_1: 0.2
  1123. p_x_2:
  1124. p_e_2:
  1125. experiments/configs/batched/train.yaml:
  1126. ogbn-arxiv:
  1127. encoder_cls: gssl.batched.encoders.BatchedThreeLayerGCN
  1128. batch_sizes:
  1129. - 1024
  1130. - 2048
  1131. inference_batch_size: 1024
  1132. use_pytorch_eval_model: true
  1133. use_train_mask: false
  1134. total_epochs: 500
  1135. warmup_epochs: 100
  1136. log_interval: 100
  1137. num_splits: 5
  1138. emb_dim: 256
  1139. lr_base: 0.001
  1140. outs:
  1141. - path: data/batched/train/ogbn-arxiv/
  1142. md5: 07f57ec42cb9eed05727cf6f9b79df96.dir
  1143. size: 10456440464
  1144. nfiles: 85
  1145. batched_train@Coauthor-Physics:
  1146. cmd: PYTHONPATH=. python3 experiments/scripts/batched/train.py Coauthor-Physics
  1147. deps:
  1148. - path: data/datasets/Coauthor-Physics/
  1149. md5: 3095b587964b691f75571c1088ab375d.dir
  1150. size: 1187693422
  1151. nfiles: 4
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  1153. md5: 9dd28a95bedc6a4074be429a8a3b5d7d
  1154. size: 6752
  1155. params:
  1156. data/full_batch/hps/Coauthor-Physics/best.json:
  1157. SAME:
  1158. accuracy: 0.9493730521127781
  1159. params:
  1160. p_x_1: 0.4
  1161. p_e_1: 0.1
  1162. p_x_2: 0.4
  1163. p_e_2: 0.1
  1164. experiments/configs/batched/train.yaml:
  1165. Coauthor-Physics:
  1166. encoder_cls: gssl.batched.encoders.BatchedTwoLayerGCN
  1167. batch_sizes:
  1168. - 256
  1169. - 512
  1170. - 1024
  1171. - 2048
  1172. inference_batch_size: 1024
  1173. use_pytorch_eval_model: false
  1174. use_train_mask: false
  1175. total_epochs: 1000
  1176. warmup_epochs: 100
  1177. log_interval: 100
  1178. num_splits: 5
  1179. emb_dim: 128
  1180. lr_base: 1e-05
  1181. outs:
  1182. - path: data/batched/train/Coauthor-Physics/
  1183. md5: 67d6393bf1806ee2f3a4a213464a2ea2.dir
  1184. size: 2235331437
  1185. nfiles: 134
  1186. evaluate_features_products:
  1187. cmd: PYTHONPATH=. python3 experiments/scripts/products/features.py
  1188. deps:
  1189. - path: data/datasets/ogbn-products/
  1190. md5: a5c0b54b7780d85213ff00693b66d26b.dir
  1191. size: 4464823315
  1192. nfiles: 15
  1193. - path: experiments/scripts/products/features.py
  1194. md5: 37ee2b227b8aba450a0908909d09d5c0
  1195. size: 1384
  1196. outs:
  1197. - path: data/products/features.json
  1198. md5: ba46307f286d6c9e9f0e418113b2eaa6
  1199. size: 149
  1200. evaluate_deepwalk_products:
  1201. cmd: PYTHONPATH=. python3 experiments/scripts/products/deepwalk.py
  1202. deps:
  1203. - path: data/datasets/ogbn-products/
  1204. md5: a5c0b54b7780d85213ff00693b66d26b.dir
  1205. size: 4464823315
  1206. nfiles: 15
  1207. - path: experiments/scripts/products/deepwalk.py
  1208. md5: 751012f7e2be47c491b565ef34677e28
  1209. size: 3181
  1210. outs:
  1211. - path: data/products/deepwalk.json
  1212. md5: a033ae792a624fed220b0cc92769e13d
  1213. size: 476
  1214. - path: data/products/deepwalk_features.json
  1215. md5: e56c14d833d07664d21a5366dae23050
  1216. size: 476
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