Sentence Similarity
sentence-transformers
PyTorch
English
bert
feature-extraction
mteb
custom_code
Eval Results
text-embeddings-inference
6 papers
File size: 39,879 Bytes
64ae4c7
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3f9ce240-fd1a-4550-83c7-8cf9658b1d3a",
   "metadata": {},
   "source": [
    "# Dataloading (1B+ Training Pairs)\n",
    "\n",
    "## This notebook collects and uploads all 50 relevant sentence embedding datasets to S3 as .json.gz files where each line contains one training record"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "d7af8d0e-b3ed-4007-abdd-5952d775e119",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "\n",
    "os.chdir('/home/ec2-user/SageMaker')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "686699fb-d2c9-4653-afca-580aef343451",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded plugins: dkms-build-requires, extras_suggestions, langpacks, priorities,\n",
      "              : update-motd, versionlock\n",
      "Cleaning repos: amzn2-core amzn2extra-docker amzn2extra-epel\n",
      "              : amzn2extra-kernel-5.10 amzn2extra-python3.8 centos-extras\n",
      "              : copr:copr.fedorainfracloud.org:vbatts:shadow-utils-newxidmap\n",
      "              : docker-ce-stable libnvidia-container neuron\n",
      "21 metadata files removed\n",
      "15 sqlite files removed\n",
      "0 metadata files removed\n",
      "Loaded plugins: dkms-build-requires, extras_suggestions, langpacks, priorities,\n",
      "              : update-motd, versionlock\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "https://download.docker.com/linux/centos/2/x86_64/stable/repodata/repomd.xml: [Errno 14] HTTPS Error 404 - Not Found\n",
      "Trying other mirror.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "62 packages excluded due to repository priority protections\n",
      "Resolving Dependencies\n",
      "--> Running transaction check\n",
      "---> Package epel-release.noarch 0:7-11 will be installed\n",
      "--> Finished Dependency Resolution\n",
      "\n",
      "Dependencies Resolved\n",
      "\n",
      "================================================================================\n",
      " Package              Arch           Version      Repository               Size\n",
      "================================================================================\n",
      "Installing:\n",
      " epel-release         noarch         7-11         amzn2extra-epel          15 k\n",
      "\n",
      "Transaction Summary\n",
      "================================================================================\n",
      "Install  1 Package\n",
      "\n",
      "Total download size: 15 k\n",
      "Installed size: 24 k\n",
      "Downloading packages:\n",
      "Running transaction check\n",
      "Running transaction test\n",
      "Transaction test succeeded\n",
      "Running transaction\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning: RPMDB altered outside of yum.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Installing : epel-release-7-11.noarch                                     1/1 \n",
      "  Verifying  : epel-release-7-11.noarch                                     1/1 \n",
      "\n",
      "Installed:\n",
      "  epel-release.noarch 0:7-11                                                    \n",
      "\n",
      "Complete!\n",
      "Installing epel-release\n",
      "  0  ansible2                 available    \\\n",
      "        [ =2.4.2  =2.4.6  =2.8  =stable ]\n",
      "  2  httpd_modules            available    [ =1.0  =stable ]\n",
      "  3  memcached1.5             available    \\\n",
      "        [ =1.5.1  =1.5.16  =1.5.17 ]\n",
      "  6  postgresql10             available    [ =10  =stable ]\n",
      "  9  R3.4                     available    [ =3.4.3  =stable ]\n",
      " 10  rust1                    available    \\\n",
      "        [ =1.22.1  =1.26.0  =1.26.1  =1.27.2  =1.31.0  =1.38.0\n",
      "          =stable ]\n",
      " 18  libreoffice              available    \\\n",
      "        [ =5.0.6.2_15  =5.3.6.1  =stable ]\n",
      " 19  gimp                     available    [ =2.8.22 ]\n",
      " 20  docker=latest            enabled      \\\n",
      "        [ =17.12.1  =18.03.1  =18.06.1  =18.09.9  =stable ]\n",
      " 21  mate-desktop1.x          available    \\\n",
      "        [ =1.19.0  =1.20.0  =stable ]\n",
      " 22  GraphicsMagick1.3        available    \\\n",
      "        [ =1.3.29  =1.3.32  =1.3.34  =stable ]\n",
      " 23  tomcat8.5                available    \\\n",
      "        [ =8.5.31  =8.5.32  =8.5.38  =8.5.40  =8.5.42  =8.5.50\n",
      "          =stable ]\n",
      " 24  epel=latest              enabled      [ =7.11  =stable ]\n",
      " 25  testing                  available    [ =1.0  =stable ]\n",
      " 26  ecs                      available    [ =stable ]\n",
      " 27  corretto8                available    \\\n",
      "        [ =1.8.0_192  =1.8.0_202  =1.8.0_212  =1.8.0_222  =1.8.0_232\n",
      "          =1.8.0_242  =stable ]\n",
      " 29  golang1.11               available    \\\n",
      "        [ =1.11.3  =1.11.11  =1.11.13  =stable ]\n",
      " 30  squid4                   available    [ =4  =stable ]\n",
      " 32  lustre2.10               available    \\\n",
      "        [ =2.10.5  =2.10.8  =stable ]\n",
      " 33  java-openjdk11           available    [ =11  =stable ]\n",
      " 34  lynis                    available    [ =stable ]\n",
      " 36  BCC                      available    [ =0.x  =stable ]\n",
      " 37  mono                     available    [ =5.x  =stable ]\n",
      " 38  nginx1                   available    [ =stable ]\n",
      " 40  mock                     available    [ =stable ]\n",
      " 41  postgresql11             available    [ =11  =stable ]\n",
      " 43  livepatch                available    [ =stable ]\n",
      " 44  python3.8=latest         enabled      [ =stable ]\n",
      " 45  haproxy2                 available    [ =stable ]\n",
      " 46  collectd                 available    [ =stable ]\n",
      " 47  aws-nitro-enclaves-cli   available    [ =stable ]\n",
      " 48  R4                       available    [ =stable ]\n",
      "  _  kernel-5.4               available    [ =stable ]\n",
      " 50  selinux-ng               available    [ =stable ]\n",
      " 51  php8.0                   available    [ =stable ]\n",
      " 52  tomcat9                  available    [ =stable ]\n",
      " 53  unbound1.13              available    [ =stable ]\n",
      " 54  mariadb10.5              available    [ =stable ]\n",
      " 55  kernel-5.10=latest       enabled      [ =stable ]\n",
      " 56  redis6                   available    [ =stable ]\n",
      " 57  ruby3.0                  available    [ =stable ]\n",
      " 58  postgresql12             available    [ =stable ]\n",
      " 59  postgresql13             available    [ =stable ]\n",
      " 60  mock2                    available    [ =stable ]\n",
      " 61  dnsmasq2.85              available    [ =stable ]\n",
      " 62  kernel-5.15              available    [ =stable ]\n",
      " 63  postgresql14             available    [ =stable ]\n",
      " 64  firefox                  available    [ =stable ]\n",
      " 65  lustre                   available    [ =stable ]\n",
      " 66  php8.1                   available    [ =stable ]\n",
      " 67  awscli1                  available    [ =stable ]\n",
      " 68  php8.2                   available    [ =stable ]\n",
      " 69  dnsmasq                  available    [ =stable ]\n",
      " 70  unbound1.17              available    [ =stable ]\n",
      " 71  golang1.19               available    [ =stable ]\n",
      " 72  collectd-python3         available    [ =stable ]\n",
      "Loaded plugins: dkms-build-requires, extras_suggestions, langpacks, priorities,\n",
      "              : update-motd, versionlock\n",
      "================================== repo: epel ==================================\n",
      "[epel]\n",
      "async = True\n",
      "bandwidth = 0\n",
      "base_persistdir = /var/lib/yum/repos/x86_64/2\n",
      "baseurl = \n",
      "cache = 0\n",
      "cachedir = /var/cache/yum/x86_64/2/epel\n",
      "check_config_file_age = True\n",
      "compare_providers_priority = 80\n",
      "cost = 1000\n",
      "deltarpm_metadata_percentage = 100\n",
      "deltarpm_percentage = \n",
      "enabled = True\n",
      "enablegroups = True\n",
      "exclude = \n",
      "failovermethod = priority\n",
      "ftp_disable_epsv = False\n",
      "gpgcadir = /var/lib/yum/repos/x86_64/2/epel/gpgcadir\n",
      "gpgcakey = \n",
      "gpgcheck = True\n",
      "gpgdir = /var/lib/yum/repos/x86_64/2/epel/gpgdir\n",
      "gpgkey = file:///etc/pki/rpm-gpg/RPM-GPG-KEY-EPEL-7\n",
      "hdrdir = /var/cache/yum/x86_64/2/epel/headers\n",
      "http_caching = all\n",
      "includepkgs = \n",
      "ip_resolve = \n",
      "keepalive = True\n",
      "keepcache = False\n",
      "mddownloadpolicy = sqlite\n",
      "mdpolicy = group:small\n",
      "mediaid = \n",
      "metadata_expire = 21600\n",
      "metadata_expire_filter = read-only:present\n",
      "metalink = https://mirrors.fedoraproject.org/metalink?repo=epel-7&arch=x86_64\n",
      "minrate = 0\n",
      "mirrorlist = \n",
      "mirrorlist_expire = 86400\n",
      "name = Extra Packages for Enterprise Linux 7 - x86_64\n",
      "old_base_cache_dir = \n",
      "password = \n",
      "persistdir = /var/lib/yum/repos/x86_64/2/epel\n",
      "pkgdir = /var/cache/yum/x86_64/2/epel/packages\n",
      "priority = 99\n",
      "proxy = False\n",
      "proxy_dict = \n",
      "proxy_password = \n",
      "proxy_username = \n",
      "repo_gpgcheck = False\n",
      "report_instanceid = False\n",
      "retries = 7\n",
      "skip_if_unavailable = False\n",
      "ssl_check_cert_permissions = True\n",
      "sslcacert = \n",
      "sslclientcert = \n",
      "sslclientkey = \n",
      "sslverify = True\n",
      "throttle = 0\n",
      "timeout = 5.0\n",
      "ui_id = epel/x86_64\n",
      "ui_repoid_vars = releasever,\n",
      "   basearch\n",
      "username = \n",
      "\n",
      "Loaded plugins: dkms-build-requires, extras_suggestions, langpacks, priorities,\n",
      "              : update-motd, versionlock\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "https://download.docker.com/linux/centos/2/x86_64/stable/repodata/repomd.xml: [Errno 14] HTTPS Error 404 - Not Found\n",
      "Trying other mirror.\n",
      "http://mirror.es.its.nyu.edu/epel/7/x86_64/repodata/repomd.xml: [Errno 12] Timeout on http://mirror.es.its.nyu.edu/epel/7/x86_64/repodata/repomd.xml: (28, 'Failed to connect to mirror.es.its.nyu.edu port 80 after 5001 ms: Timeout was reached')\n",
      "Trying other mirror.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "286 packages excluded due to repository priority protections\n",
      "Resolving Dependencies\n",
      "--> Running transaction check\n",
      "---> Package git-lfs.x86_64 0:2.10.0-2.el7 will be installed\n",
      "--> Finished Dependency Resolution\n",
      "\n",
      "Dependencies Resolved\n",
      "\n",
      "================================================================================\n",
      " Package           Arch             Version                Repository      Size\n",
      "================================================================================\n",
      "Installing:\n",
      " git-lfs           x86_64           2.10.0-2.el7           epel           3.7 M\n",
      "\n",
      "Transaction Summary\n",
      "================================================================================\n",
      "Install  1 Package\n",
      "\n",
      "Total download size: 3.7 M\n",
      "Installed size: 13 M\n",
      "Downloading packages:\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "warning: /var/cache/yum/x86_64/2/epel/packages/git-lfs-2.10.0-2.el7.x86_64.rpm: Header V4 RSA/SHA256 Signature, key ID 352c64e5: NOKEY\n",
      "Importing GPG key 0x352C64E5:\n",
      " Userid     : \"Fedora EPEL (7) <epel@fedoraproject.org>\"\n",
      " Fingerprint: 91e9 7d7c 4a5e 96f1 7f3e 888f 6a2f aea2 352c 64e5\n",
      " Package    : epel-release-7-11.noarch (@amzn2extra-epel)\n",
      " From       : /etc/pki/rpm-gpg/RPM-GPG-KEY-EPEL-7\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Public key for git-lfs-2.10.0-2.el7.x86_64.rpm is not installed\n",
      "Retrieving key from file:///etc/pki/rpm-gpg/RPM-GPG-KEY-EPEL-7\n",
      "Running transaction check\n",
      "Running transaction test\n",
      "Transaction test succeeded\n",
      "Running transaction\n",
      "  Installing : git-lfs-2.10.0-2.el7.x86_64                                  1/1 \n",
      "  Verifying  : git-lfs-2.10.0-2.el7.x86_64                                  1/1 \n",
      "\n",
      "Installed:\n",
      "  git-lfs.x86_64 0:2.10.0-2.el7                                                 \n",
      "\n",
      "Complete!\n",
      "Git LFS initialized.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# install git-lfs\n",
    "os.system('sudo amazon-linux-extras install epel -y')\n",
    "os.system('sudo yum-config-manager --enable epel')\n",
    "os.system('sudo yum install git-lfs -y')\n",
    "os.system('git lfs install')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6595a6c5-9fae-4bd4-b096-53475ec98294",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Cloning into 'stackexchange_title_body_jsonl'...\n",
      "Cloning into 'stackexchange_titlebody_best_voted_answer_jsonl'...\n",
      "Cloning into 'stackexchange_title_best_voted_answer_jsonl'...\n",
      "Cloning into 'stackexchange_titlebody_best_and_down_voted_answer_jsonl'...\n",
      "Cloning into 'reddit-title-body'...\n",
      "Cloning into '1B_sentence_embeddings'...\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# clone relevant datasets' github repositories\n",
    "stacks = ['stackexchange_title_body_jsonl', #25.3M \n",
    "          'stackexchange_titlebody_best_voted_answer_jsonl', #4.75M\n",
    "          'stackexchange_title_best_voted_answer_jsonl', #4.75M\n",
    "          'stackexchange_titlebody_best_and_down_voted_answer_jsonl'] #210K\n",
    "\n",
    "os.environ['GIT_LFS_SKIP_SMUDGE'] = \"1\"\n",
    "\n",
    "# clone stackexchange repos\n",
    "for stack in stacks:\n",
    "    os.system(f'git clone https://huggingface.co/datasets/flax-sentence-embeddings/{stack}')\n",
    "# clone reddit repo\n",
    "os.system('git clone https://huggingface.co/datasets/sentence-transformers/reddit-title-body')\n",
    "# clone 1B+ sentence embeddings repo (this one is just for reference)\n",
    "os.system('git clone https://github.com/AntoineSimoulin/1B_sentence_embeddings')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "56438029-0f26-491c-b405-f92fb9caeff7",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading 4 StackExchange GitHub datasets into s3://lodestone-rnd/data/\n",
      "upload: ./networkengineering.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/networkengineering.stackexchange.com.json.gz\n",
      "upload: ./emacs.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/emacs.stackexchange.com.json.gz\n",
      "upload: ./christianity.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/christianity.stackexchange.com.json.gz\n",
      "upload: ./bitcoin.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/bitcoin.stackexchange.com.json.gz\n",
      "upload: ./academia.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/academia.stackexchange.com.json.gz\n",
      "upload: ./music.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/music.stackexchange.com.json.gz\n",
      "upload: ./biology.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/biology.stackexchange.com.json.gz\n",
      "upload: ./history.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/history.stackexchange.com.json.gz\n",
      "upload: ./skeptics.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/skeptics.stackexchange.com.json.gz\n",
      "upload: ./anime.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/anime.stackexchange.com.json.gz\n",
      "upload: ./quant.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/quant.stackexchange.com.json.gz\n",
      "upload: ./boardgames.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/boardgames.stackexchange.com.json.gz\n",
      "upload: ./judaism.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/judaism.stackexchange.com.json.gz\n",
      "upload: ./travel.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/travel.stackexchange.com.json.gz\n",
      "upload: ./gaming.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/gaming.stackexchange.com.json.gz\n",
      "upload: ./webapps.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/webapps.stackexchange.com.json.gz\n",
      "upload: ./stats.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/stats.stackexchange.com.json.gz\n",
      "upload: ./law.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/law.stackexchange.com.json.gz\n",
      "upload: ./scifi.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/scifi.stackexchange.com.json.gz\n",
      "upload: ./bicycles.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/bicycles.stackexchange.com.json.gz\n",
      "upload: ./datascience.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/datascience.stackexchange.com.json.gz\n",
      "upload: ./softwareengineering.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/softwareengineering.stackexchange.com.json.gz\n",
      "upload: ./islam.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/islam.stackexchange.com.json.gz\n",
      "upload: ./craftcms.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/craftcms.stackexchange.com.json.gz\n",
      "upload: ./diy.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/diy.stackexchange.com.json.gz\n",
      "upload: ./arduino.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/arduino.stackexchange.com.json.gz\n",
      "upload: ./raspberrypi.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/raspberrypi.stackexchange.com.json.gz\n",
      "upload: ./wordpress.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/wordpress.stackexchange.com.json.gz\n",
      "upload: ./dba.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/dba.stackexchange.com.json.gz\n",
      "upload: ./apple.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/apple.stackexchange.com.json.gz\n",
      "upload: ./hinduism.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/hinduism.stackexchange.com.json.gz\n",
      "upload: ./mechanics.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/mechanics.stackexchange.com.json.gz\n",
      "upload: ./gamedev.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/gamedev.stackexchange.com.json.gz\n",
      "upload: ./writers.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/writers.stackexchange.com.json.gz\n",
      "upload: ./mathematica.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/mathematica.stackexchange.com.json.gz\n",
      "upload: ./unix.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/unix.stackexchange.com.json.gz\n",
      "upload: ./magento.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/magento.stackexchange.com.json.gz\n",
      "upload: ./ethereum.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/ethereum.stackexchange.com.json.gz\n",
      "upload: ./electronics.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/electronics.stackexchange.com.json.gz\n",
      "upload: ./cs.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/cs.stackexchange.com.json.gz\n",
      "upload: ./blender.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/blender.stackexchange.com.json.gz\n",
      "upload: ./drupal.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/drupal.stackexchange.com.json.gz\n",
      "upload: ./small_stackexchanges.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/small_stackexchanges.json.gz\n",
      "upload: ./photo.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/photo.stackexchange.com.json.gz\n",
      "upload: ./engineering.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/engineering.stackexchange.com.json.gz\n",
      "upload: ./ux.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/ux.stackexchange.com.json.gz\n",
      "upload: ./german.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/german.stackexchange.com.json.gz\n",
      "upload: ./japanese.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/japanese.stackexchange.com.json.gz\n",
      "upload: ./civicrm.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/civicrm.stackexchange.com.json.gz\n",
      "upload: ./sharepoint.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/sharepoint.stackexchange.com.json.gz\n",
      "upload: ./mathoverflow.net.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/mathoverflow.net.json.gz\n",
      "upload: ./meta.stackoverflow.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/meta.stackoverflow.com.json.gz\n",
      "upload: ./rpg.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/rpg.stackexchange.com.json.gz\n",
      "upload: ./crypto.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/crypto.stackexchange.com.json.gz\n",
      "upload: ./vi.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/vi.stackexchange.com.json.gz\n",
      "upload: ./graphicdesign.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/graphicdesign.stackexchange.com.json.gz\n",
      "upload: ./cooking.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/cooking.stackexchange.com.json.gz\n",
      "upload: ./math.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/math.stackexchange.com.json.gz\n",
      "upload: ./expressionengine.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/expressionengine.stackexchange.com.json.gz\n",
      "upload: ./movies.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/movies.stackexchange.com.json.gz\n",
      "upload: ./salesforce.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/salesforce.stackexchange.com.json.gz\n",
      "upload: ./physics.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/physics.stackexchange.com.json.gz\n",
      "upload: ./aviation.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/aviation.stackexchange.com.json.gz\n",
      "upload: ./gardening.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/gardening.stackexchange.com.json.gz\n",
      "upload: ./english.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/english.stackexchange.com.json.gz\n",
      "upload: ./askubuntu.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/askubuntu.com.json.gz\n",
      "upload: ./french.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/french.stackexchange.com.json.gz\n",
      "upload: ./codereview.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/codereview.stackexchange.com.json.gz\n",
      "upload: ./softwarerecs.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/softwarerecs.stackexchange.com.json.gz\n",
      "upload: ./rus.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/rus.stackexchange.com.json.gz\n",
      "upload: ./money.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/money.stackexchange.com.json.gz\n",
      "upload: ./philosophy.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/philosophy.stackexchange.com.json.gz\n",
      "upload: ./chemistry.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/chemistry.stackexchange.com.json.gz\n",
      "upload: ./meta.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/meta.stackexchange.com.json.gz\n",
      "upload: ./cstheory.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/cstheory.stackexchange.com.json.gz\n",
      "upload: ./space.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/space.stackexchange.com.json.gz\n",
      "upload: ./politics.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/politics.stackexchange.com.json.gz\n",
      "upload: ./ell.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/ell.stackexchange.com.json.gz\n",
      "upload: ./puzzling.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/puzzling.stackexchange.com.json.gz\n",
      "upload: ./astronomy.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/astronomy.stackexchange.com.json.gz\n",
      "upload: ./worldbuilding.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/worldbuilding.stackexchange.com.json.gz\n",
      "upload: ./economics.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/economics.stackexchange.com.json.gz\n",
      "upload: ./workplace.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/workplace.stackexchange.com.json.gz\n",
      "upload: ./tex.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/tex.stackexchange.com.json.gz\n",
      "upload: ./android.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/android.stackexchange.com.json.gz\n",
      "upload: ./gis.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/gis.stackexchange.com.json.gz\n",
      "upload: ./dsp.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/dsp.stackexchange.com.json.gz\n",
      "upload: ./superuser.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_body_jsonl/superuser.com.json.gz\n",
      "upload: ./english.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_best_voted_answer_jsonl/english.stackexchange.com.json.gz\n",
      "upload: ./meta.serverfault.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_best_voted_answer_jsonl/meta.serverfault.com.json.gz\n",
      "upload: ./scicomp.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_best_voted_answer_jsonl/scicomp.stackexchange.com.json.gz\n",
      "upload: ./askubuntu.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_best_voted_answer_jsonl/askubuntu.com.json.gz\n",
      "upload: ./french.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_best_voted_answer_jsonl/french.stackexchange.com.json.gz\n",
      "upload: ./coffee.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_best_voted_answer_jsonl/coffee.stackexchange.com.json.gz\n",
      "upload: ./codereview.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_best_voted_answer_jsonl/codereview.stackexchange.com.json.gz\n",
      "upload: ./sound.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_best_voted_answer_jsonl/sound.stackexchange.com.json.gz\n",
      "upload: ./opensource.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_best_voted_answer_jsonl/opensource.stackexchange.com.json.gz\n",
      "upload: ./woodworking.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_best_voted_answer_jsonl/woodworking.stackexchange.com.json.gz\n",
      "upload: ./outdoors.stackexchange.com.jsonl.gz to s3://lodestone-rnd/data/stackexchange_title_best_voted_answer_jsonl/outdoors.stackexchange.com.json.gz\n",
      "upload: ./reddit_title_text_2018.jsonl.gz to s3://lodestone-rnd/data/reddit-title-body/reddit_title_text_2018.json.gz\n",
      "upload: ./reddit_title_text_2011.jsonl.gz to s3://lodestone-rnd/data/reddit-title-body/reddit_title_text_2011.json.gz\n",
      "upload: ./reddit_title_text_2020.jsonl.gz to s3://lodestone-rnd/data/reddit-title-body/reddit_title_text_2020.json.gz\n",
      "upload: ./reddit_title_text_2012.jsonl.gz to s3://lodestone-rnd/data/reddit-title-body/reddit_title_text_2012.json.gz\n",
      "upload: ./reddit_title_text_2021.jsonl.gz to s3://lodestone-rnd/data/reddit-title-body/reddit_title_text_2021.json.gz\n",
      "upload: ./reddit_title_text_2019.jsonl.gz to s3://lodestone-rnd/data/reddit-title-body/reddit_title_text_2019.json.gz\n",
      "upload: ./reddit_title_text_2010.jsonl.gz to s3://lodestone-rnd/data/reddit-title-body/reddit_title_text_2010.json.gz\n",
      "upload: ./reddit_title_text_2014.jsonl.gz to s3://lodestone-rnd/data/reddit-title-body/reddit_title_text_2014.json.gz\n",
      "\u001b[32mDone\u001b[0m\n",
      "Total files uploaded: 12\n",
      "\n",
      "\n",
      "Downloading 9 HuggingFace datasets into s3://lodestone-rnd/data/\n",
      "Downloading dataset S2ORC_citations_abstracts (39,567,485 pairs) ... "
     ]
    }
   ],
   "source": [
    "# DOWNLOAD GITHUB DATASETS (STACKEXCHANGE (https://huggingface.co/flax-sentence-embeddings) & REDDIT (https://huggingface.co/datasets/sentence-transformers/reddit-title-body))\n",
    "\n",
    "# these are the files marked as unsafe by HuggingFace when viewing the each of the datasets' pages\n",
    "unsafe = [[\"serverfault.com.jsonl.gz\", \"security.stackexchange.com.jsonl.gz\"],\n",
    "          [\"monero.stackexchange.com.jsonl.gz\", \"serverfault.com.jsonl.gz\", \"security.stackexchange.com.jsonl.gz\"],\n",
    "          [\"elementaryos.stackexchange.com.jsonl.gz\", \"monero.stackexchange.com.jsonl.gz\", \"security.stackexchange.com.jsonl.gz\"],\n",
    "          [\"\"]]\n",
    "\n",
    "file_counts = []\n",
    "print('Downloading {:,} StackExchange GitHub datasets into s3://lodestone-rnd/data/'.format(len(stacks)))\n",
    "for i, stack in enumerate(stacks):\n",
    "    # get the names of all the files in the repository that are not unsafe\n",
    "    files = [file for file in os.listdir(f'/home/ec2-user/SageMaker/{stack}') if file.endswith(\".jsonl.gz\")==True if file not in unsafe[i]]\n",
    "    file_counts.append(len(files))\n",
    "    os.chdir(f'/home/ec2-user/SageMaker/{stack}')\n",
    "    print('Downloading dataset {} ({} files) ... '.format(stack, len(files)), end='', flush=True)\n",
    "    # sequentially pull each dataset from git lfs, stream it to S3, and then delete the local copy to free up disk memory\n",
    "    for file_name in files:\n",
    "        os.system(f'git lfs pull --include={file_name}')\n",
    "        os.system(f'aws s3 cp {file_name} s3://lodestone-rnd/data/{stack}/{file_name[:-9] + \".json.gz\"}')\n",
    "        os.remove(file_name)\n",
    "        os.system('rm -r .git/lfs/objects/*')\n",
    "        if len(os.listdir('.git/objects/pack')) == 4:\n",
    "            os.system('ls -t .git/objects/pack/* | head -2 | xargs rm --')\n",
    "    print('\\033[32m' + 'Done' + '\\033[0m')\n",
    "print(f'Total files uploaded: {sum(file_counts)}')\n",
    "\n",
    "print(\"\\n\")\n",
    "\n",
    "print('Downloading {:,} Reddit GitHub dataset into s3://lodestone-rnd/data/'.format(1))\n",
    "# get the names of all the files in the repository\n",
    "files = [file for file in os.listdir(f'/home/ec2-user/SageMaker/reddit-title-body') if file.endswith(\".jsonl.gz\")==True]\n",
    "os.chdir(f'/home/ec2-user/SageMaker/reddit-title-body')\n",
    "print('Downloading dataset {} ({} files) ... '.format(\"reddit-title-body\", len(files)), end='', flush=True)\n",
    "# sequentially pull each dataset from git lfs, stream it to S3, and then delete the local copy to free up disk memory\n",
    "for file_name in files:\n",
    "    os.system(f'git lfs pull --include={file_name}')\n",
    "    os.system(f'aws s3 cp {file_name} s3://lodestone-rnd/data/reddit-title-body/{file_name[:-9] + \".json.gz\"}')\n",
    "    os.remove(file_name)\n",
    "    os.system('rm -r .git/lfs/objects/*')\n",
    "    if len(os.listdir('.git/objects/pack')) == 4:\n",
    "            os.system('ls -t .git/objects/pack/* | head -2 | xargs rm --')\n",
    "print('\\033[32m' + 'Done' + '\\033[0m')\n",
    "print(f'Total files uploaded: {len(files)}')\n",
    "\n",
    "os.chdir('/home/ec2-user/SageMaker')\n",
    "\n",
    "print(\"\\n\")\n",
    "\n",
    "# DOWNLOAD HUGGINGFACE DATASETS (https://huggingface.co/datasets/sentence-transformers/embedding-training-data)\n",
    "\n",
    "# read dataset information from HuggingFace_datasets.tsv\n",
    "datasets = pd.read_csv(\n",
    "    'HuggingFace_datasets.tsv',\n",
    "    index_col=0,\n",
    "    sep='\\t',\n",
    "    dtype={\n",
    "          'Description': str,\n",
    "          'Size (#Pairs)': str,\n",
    "          'Performance': float,\n",
    "          'Download link': str,\n",
    "          'Source': str})\n",
    "datasets['Size (#Pairs)'] = datasets['Size (#Pairs)'].str.replace(',', '').astype(int)\n",
    "datasets = datasets.to_dict(orient='index')\n",
    "\n",
    "print('Downloading {:,} HuggingFace datasets into s3://lodestone-rnd/data/'.format(len(datasets)))\n",
    "\n",
    "# stream each of the datasets from the URL provided into S3\n",
    "# (note that S2ORC_citations_abstracts is larger than 50GB and therefore requires the expected size to be passed into the command line as well)\n",
    "for d in datasets.keys():\n",
    "    print('Downloading dataset {} ({:,} pairs) ... '.format(d, datasets[d]['Size (#Pairs)']), end='', flush=True)\n",
    "    if d == \"S2ORC_citations_abstracts\":\n",
    "        os.system(f'wget -qO- {datasets[d][\"Download link\"]} | aws s3 cp - s3://lodestone-rnd/data/{d + \".json.gz\"} --expected-size 120259084288')\n",
    "    else:\n",
    "        os.system(f'wget -qO- {datasets[d][\"Download link\"]} | aws s3 cp - s3://lodestone-rnd/data/{d + \".json.gz\"}')\n",
    "    print('\\033[32m' + 'Done' + '\\033[0m')\n",
    "\n",
    "print(\"\\n\")\n",
    "\n",
    "# DOWNLOAD GOOGLE SHEETS DATASETS (https://docs.google.com/spreadsheets/d/1vXJrIg38cEaKjOG5y4I4PQwAQFUmCkohbViJ9zj_Emg/edit#gid=0)\n",
    "\n",
    "# read dataset information from GoogleSheets_datasets.tsv\n",
    "datasets = pd.read_csv(\n",
    "    'GoogleSheets_datasets.tsv',\n",
    "    index_col=0,\n",
    "    sep='\\t',\n",
    "    dtype={\n",
    "          'Description': str,\n",
    "          'Size (#Pairs)': str,\n",
    "          'Performance': float,\n",
    "          'Download link': str,\n",
    "          'Source': str})\n",
    "datasets['Size (#Pairs)'] = datasets['Size (#Pairs)'].str.replace(',', '').astype(int)\n",
    "datasets = datasets.to_dict(orient='index')\n",
    "\n",
    "print('Downloading {:,} 1B+ Google Sheets datasets into s3://lodestone-rnd/data/'.format(len(datasets)))\n",
    "\n",
    "# stream each of the datasets from the URL provided into S3\n",
    "for d in datasets.keys():\n",
    "    print('Downloading dataset {} ({:,} pairs) ... '.format(d, datasets[d]['Size (#Pairs)']), end='', flush=True)\n",
    "    os.system(f'wget -qO- {datasets[d][\"Download link\"]} | aws s3 cp - s3://lodestone-rnd/data/{d + \".json.gz\"}')\n",
    "    print('\\033[32m' + 'Done' + '\\033[0m')\n",
    "\n",
    "print(\"\\n\")\n",
    "    \n",
    "print(f'Successfully downloaded 50 datasets and {621+12+9+36} files into s3://lodestone-rnd/data/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "216d4564-6b69-4688-94ec-a67287134a2d",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# clean up (remove the cloned repositories)\n",
    "import shutil\n",
    "shutil.rmtree(\"/home/ec2-user/SageMaker/stackexchange_title_body_jsonl\")\n",
    "shutil.rmtree(\"/home/ec2-user/SageMaker/stackexchange_titlebody_best_voted_answer_jsonl\")\n",
    "shutil.rmtree(\"/home/ec2-user/SageMaker/stackexchange_title_best_voted_answer_jsonl\")\n",
    "shutil.rmtree(\"/home/ec2-user/SageMaker/stackexchange_titlebody_best_and_down_voted_answer_jsonl\")\n",
    "shutil.rmtree(\"/home/ec2-user/SageMaker/reddit-title-body\")\n",
    "shutil.rmtree(\"/home/ec2-user/SageMaker/1B_sentence_embeddings\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "conda_pytorch_p310",
   "language": "python",
   "name": "conda_pytorch_p310"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}