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  1. .config/.last_opt_in_prompt.yaml +1 -0
  2. .config/.last_survey_prompt.yaml +1 -0
  3. .config/.last_update_check.json +1 -0
  4. .config/active_config +1 -0
  5. .config/config_sentinel +0 -0
  6. .config/configurations/config_default +6 -0
  7. .config/default_configs.db +0 -0
  8. .config/gce +1 -0
  9. .config/logs/2024.05.22/13.21.57.343141.log +534 -0
  10. .config/logs/2024.05.22/13.22.20.854986.log +5 -0
  11. .config/logs/2024.05.22/13.22.30.478494.log +169 -0
  12. .config/logs/2024.05.22/13.22.38.057709.log +5 -0
  13. .config/logs/2024.05.22/13.22.48.205383.log +8 -0
  14. .config/logs/2024.05.22/13.22.48.809799.log +8 -0
  15. .gitattributes +2 -0
  16. README.md +2 -8
  17. app.py +198 -0
  18. sample_data/README.md +19 -0
  19. sample_data/anscombe.json +49 -0
  20. sample_data/california_housing_test.csv +0 -0
  21. sample_data/california_housing_train.csv +0 -0
  22. sample_data/mnist_test.csv +3 -0
  23. sample_data/mnist_train_small.csv +3 -0
.config/.last_opt_in_prompt.yaml ADDED
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+ {}
.config/.last_survey_prompt.yaml ADDED
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+ last_prompt_time: 1716384149.946676
.config/.last_update_check.json ADDED
@@ -0,0 +1 @@
 
 
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+ {"last_update_check_time": 1716384157.623851, "last_update_check_revision": 20240517151541, "notifications": [], "last_nag_times": {}}
.config/active_config ADDED
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+ default
.config/config_sentinel ADDED
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.config/configurations/config_default ADDED
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+ [component_manager]
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+ disable_update_check = true
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+
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+ [compute]
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+ gce_metadata_read_timeout_sec = 0
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+
.config/default_configs.db ADDED
Binary file (12.3 kB). View file
 
.config/gce ADDED
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+ False
.config/logs/2024.05.22/13.21.57.343141.log ADDED
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+ 2024-05-22 13:22:09,368 DEBUG root Loaded Command Group: ['gcloud', 'components']
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+ 2024-05-22 13:22:09,372 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
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+ 2024-05-22 13:22:09,376 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
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+ 2024-05-22 13:22:09,493 DEBUG root Chosen display Format:table[box,title="These components will be updated."](details.display_name:label=Name:align=left,version.version_string:label=Version:align=right,data.size.size(zero="",min=1048576):label=Size:align=right)
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+ 2024-05-22 13:22:09,782 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
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+ 2024-05-22 13:22:09,784 INFO ___FILE_ONLY___ ╠═ Creating update staging area ═╣
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354
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421
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423
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426
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427
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428
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431
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432
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433
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434
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443
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444
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445
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446
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448
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449
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452
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454
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457
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460
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461
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462
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463
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465
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466
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467
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470
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471
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484
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485
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489
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490
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491
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492
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493
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494
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495
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496
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497
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498
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499
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500
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501
+
502
+ 2024-05-22 13:22:20,293 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies ═╣
503
+
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505
+ 2024-05-22 13:22:20,297 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
506
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507
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509
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510
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511
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512
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513
+ 2024-05-22 13:22:20,421 INFO ___FILE_ONLY___ ╠═ Creating backup and activating new installation ═╣
514
+
515
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516
+ 2024-05-22 13:22:20,422 DEBUG root Attempting to move directory [/tools/google-cloud-sdk] to [/tools/google-cloud-sdk.staging/.install/.backup]
517
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518
+ 2024-05-22 13:22:20,422 DEBUG root Attempting to move directory [/tools/google-cloud-sdk.staging] to [/tools/google-cloud-sdk]
519
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520
+ 2024-05-22 13:22:20,422 INFO ___FILE_ONLY___ ╝
521
+
522
+ 2024-05-22 13:22:20,425 DEBUG root Updating notification cache...
523
+ 2024-05-22 13:22:20,426 INFO ___FILE_ONLY___
524
+
525
+ 2024-05-22 13:22:20,428 INFO ___FILE_ONLY___ Performing post processing steps...
526
+ 2024-05-22 13:22:20,428 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
527
+ 2024-05-22 13:22:29,905 DEBUG ___FILE_ONLY___
528
+ 2024-05-22 13:22:29,906 DEBUG ___FILE_ONLY___
529
+ 2024-05-22 13:22:29,942 INFO ___FILE_ONLY___
530
+ Update done!
531
+
532
+
533
+ 2024-05-22 13:22:29,945 DEBUG root Chosen display Format:none
534
+ 2024-05-22 13:22:29,945 INFO root Display format: "none"
.config/logs/2024.05.22/13.22.20.854986.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-05-22 13:22:20,855 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-05-22 13:22:20,858 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-05-22 13:22:20,860 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-05-22 13:22:29,816 DEBUG root Chosen display Format:none
5
+ 2024-05-22 13:22:29,817 INFO root Display format: "none"
.config/logs/2024.05.22/13.22.30.478494.log ADDED
@@ -0,0 +1,169 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-05-22 13:22:30,479 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-05-22 13:22:30,481 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2024-05-22 13:22:30,484 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2024-05-22 13:22:30,485 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2024-05-22 13:22:30,492 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2024-05-22 13:22:30,610 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 222652
8
+ 2024-05-22 13:22:30,630 WARNING root Component [preview] no longer exists.
9
+ 2024-05-22 13:22:30,630 WARNING root Component [compute] no longer exists.
10
+ 2024-05-22 13:22:30,631 INFO ___FILE_ONLY___
11
+
12
+ 2024-05-22 13:22:30,631 INFO ___FILE_ONLY___
13
+ Your current Google Cloud CLI version is: 477.0.0
14
+
15
+ 2024-05-22 13:22:30,631 INFO ___FILE_ONLY___ Installing components from version: 477.0.0
16
+
17
+ 2024-05-22 13:22:30,631 INFO ___FILE_ONLY___
18
+
19
+ 2024-05-22 13:22:30,632 DEBUG root Chosen display Format:table[box,title="These components will be removed."](details.display_name:label=Name:align=left,version.version_string:label=Version:align=right,data.size.size(zero="",min=1048576):label=Size:align=right)
20
+ 2024-05-22 13:22:30,632 DEBUG root Chosen display Format:table[box,title="These components will be updated."](details.display_name:label=Name:align=left,version.version_string:label=Version:align=right,data.size.size(zero="",min=1048576):label=Size:align=right)
21
+ 2024-05-22 13:22:30,633 DEBUG root Chosen display Format:table[box,title="These components will be installed."](details.display_name:label=Name:align=left,version.version_string:label=Version:align=right,data.size.size(zero="",min=1048576):label=Size:align=right)
22
+ 2024-05-22 13:22:30,667 INFO ___FILE_ONLY___ ┌──────────────────────────────────────────────┐
23
+ 2024-05-22 13:22:30,668 INFO ___FILE_ONLY___
24
+
25
+ 2024-05-22 13:22:30,668 INFO ___FILE_ONLY___ │ These components will be installed. │
26
+ 2024-05-22 13:22:30,668 INFO ___FILE_ONLY___
27
+
28
+ 2024-05-22 13:22:30,668 INFO ___FILE_ONLY___ ├───────────────────────┬────────────┬─────────┤
29
+ 2024-05-22 13:22:30,668 INFO ___FILE_ONLY___
30
+
31
+ 2024-05-22 13:22:30,668 INFO ___FILE_ONLY___ │ Name │ Version │ Size │
32
+ 2024-05-22 13:22:30,668 INFO ___FILE_ONLY___
33
+
34
+ 2024-05-22 13:22:30,668 INFO ___FILE_ONLY___ ├───────────────────────┼────────────┼─────────┤
35
+ 2024-05-22 13:22:30,668 INFO ___FILE_ONLY___
36
+
37
+ 2024-05-22 13:22:30,668 INFO ___FILE_ONLY___ │
38
+ 2024-05-22 13:22:30,668 INFO ___FILE_ONLY___ gcloud Alpha Commands
39
+ 2024-05-22 13:22:30,668 INFO ___FILE_ONLY___
40
+ 2024-05-22 13:22:30,668 INFO ___FILE_ONLY___ │
41
+ 2024-05-22 13:22:30,668 INFO ___FILE_ONLY___ 2024.05.17
42
+ 2024-05-22 13:22:30,669 INFO ___FILE_ONLY___
43
+ 2024-05-22 13:22:30,669 INFO ___FILE_ONLY___ │
44
+ 2024-05-22 13:22:30,669 INFO ___FILE_ONLY___ < 1 MiB
45
+ 2024-05-22 13:22:30,669 INFO ___FILE_ONLY___
46
+ 2024-05-22 13:22:30,669 INFO ___FILE_ONLY___ │
47
+ 2024-05-22 13:22:30,669 INFO ___FILE_ONLY___
48
+
49
+ 2024-05-22 13:22:30,669 INFO ___FILE_ONLY___ │
50
+ 2024-05-22 13:22:30,669 INFO ___FILE_ONLY___ gcloud Beta Commands
51
+ 2024-05-22 13:22:30,669 INFO ___FILE_ONLY___
52
+ 2024-05-22 13:22:30,669 INFO ___FILE_ONLY___ │
53
+ 2024-05-22 13:22:30,669 INFO ___FILE_ONLY___ 2024.05.17
54
+ 2024-05-22 13:22:30,669 INFO ___FILE_ONLY___
55
+ 2024-05-22 13:22:30,669 INFO ___FILE_ONLY___ │
56
+ 2024-05-22 13:22:30,669 INFO ___FILE_ONLY___ < 1 MiB
57
+ 2024-05-22 13:22:30,669 INFO ___FILE_ONLY___
58
+ 2024-05-22 13:22:30,669 INFO ___FILE_ONLY___ │
59
+ 2024-05-22 13:22:30,670 INFO ___FILE_ONLY___
60
+
61
+ 2024-05-22 13:22:30,670 INFO ___FILE_ONLY___ └───────────────────────┴────────────┴─────────┘
62
+ 2024-05-22 13:22:30,670 INFO ___FILE_ONLY___
63
+
64
+ 2024-05-22 13:22:30,670 INFO ___FILE_ONLY___
65
+
66
+ 2024-05-22 13:22:30,674 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
67
+ 2024-05-22 13:22:30,790 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/1.1" 200 1214727
68
+ 2024-05-22 13:22:30,826 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
69
+ https://cloud.google.com/sdk/release_notes
70
+
71
+
72
+ 2024-05-22 13:22:30,828 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
73
+
74
+ 2024-05-22 13:22:30,829 INFO ___FILE_ONLY___ ╠═ Creating update staging area ═╣
75
+
76
+ 2024-05-22 13:22:30,829 INFO ___FILE_ONLY___ ╚
77
+ 2024-05-22 13:22:30,829 INFO ___FILE_ONLY___ ══════
78
+ 2024-05-22 13:22:31,417 INFO ___FILE_ONLY___ ══════
79
+ 2024-05-22 13:22:31,418 INFO ___FILE_ONLY___ ══════
80
+ 2024-05-22 13:22:31,780 INFO ___FILE_ONLY___ ═
81
+ 2024-05-22 13:22:31,840 INFO ___FILE_ONLY___ ═
82
+ 2024-05-22 13:22:31,910 INFO ___FILE_ONLY___ ═
83
+ 2024-05-22 13:22:31,971 INFO ___FILE_ONLY___ ═
84
+ 2024-05-22 13:22:32,035 INFO ___FILE_ONLY___ ═
85
+ 2024-05-22 13:22:32,094 INFO ___FILE_ONLY___ ═
86
+ 2024-05-22 13:22:32,170 INFO ___FILE_ONLY___ ═
87
+ 2024-05-22 13:22:32,212 INFO ___FILE_ONLY___ ═
88
+ 2024-05-22 13:22:32,284 INFO ___FILE_ONLY___ ═
89
+ 2024-05-22 13:22:32,333 INFO ___FILE_ONLY___ ═
90
+ 2024-05-22 13:22:32,467 INFO ___FILE_ONLY___ ═
91
+ 2024-05-22 13:22:32,516 INFO ___FILE_ONLY___ ═
92
+ 2024-05-22 13:22:32,582 INFO ___FILE_ONLY___ ═
93
+ 2024-05-22 13:22:32,640 INFO ___FILE_ONLY___ ═
94
+ 2024-05-22 13:22:32,699 INFO ___FILE_ONLY___ ═
95
+ 2024-05-22 13:22:32,754 INFO ___FILE_ONLY___ ═
96
+ 2024-05-22 13:22:32,811 INFO ___FILE_ONLY___ ═
97
+ 2024-05-22 13:22:32,865 INFO ___FILE_ONLY___ ═
98
+ 2024-05-22 13:22:32,917 INFO ___FILE_ONLY___ ═
99
+ 2024-05-22 13:22:32,969 INFO ___FILE_ONLY___ ═
100
+ 2024-05-22 13:22:33,036 INFO ___FILE_ONLY___ ═
101
+ 2024-05-22 13:22:33,114 INFO ___FILE_ONLY___ ═
102
+ 2024-05-22 13:22:33,170 INFO ___FILE_ONLY___ ═
103
+ 2024-05-22 13:22:33,245 INFO ___FILE_ONLY___ ═
104
+ 2024-05-22 13:22:33,327 INFO ___FILE_ONLY___ ═
105
+ 2024-05-22 13:22:33,396 INFO ___FILE_ONLY___ ═
106
+ 2024-05-22 13:22:33,528 INFO ___FILE_ONLY___ ═
107
+ 2024-05-22 13:22:33,597 INFO ___FILE_ONLY___ ═
108
+ 2024-05-22 13:22:33,647 INFO ___FILE_ONLY___ ═
109
+ 2024-05-22 13:22:33,684 INFO ___FILE_ONLY___ ═
110
+ 2024-05-22 13:22:33,722 INFO ___FILE_ONLY___ ═
111
+ 2024-05-22 13:22:33,760 INFO ___FILE_ONLY___ ═
112
+ 2024-05-22 13:22:33,859 INFO ___FILE_ONLY___ ═
113
+ 2024-05-22 13:22:33,897 INFO ___FILE_ONLY___ ═
114
+ 2024-05-22 13:22:33,960 INFO ___FILE_ONLY___ ═
115
+ 2024-05-22 13:22:34,050 INFO ___FILE_ONLY___ ═
116
+ 2024-05-22 13:22:34,337 INFO ___FILE_ONLY___ ═
117
+ 2024-05-22 13:22:34,390 INFO ___FILE_ONLY___ ═
118
+ 2024-05-22 13:22:34,446 INFO ___FILE_ONLY___ ═
119
+ 2024-05-22 13:22:34,501 INFO ___FILE_ONLY___ ═
120
+ 2024-05-22 13:22:34,563 INFO ___FILE_ONLY___ ═
121
+ 2024-05-22 13:22:34,617 INFO ___FILE_ONLY___ ═
122
+ 2024-05-22 13:22:34,618 INFO ___FILE_ONLY___ ╝
123
+
124
+ 2024-05-22 13:22:37,388 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
125
+
126
+ 2024-05-22 13:22:37,388 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Alpha Commands ═╣
127
+
128
+ 2024-05-22 13:22:37,388 INFO ___FILE_ONLY___ ╚
129
+ 2024-05-22 13:22:37,392 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
130
+ 2024-05-22 13:22:37,526 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-alpha-20240517151541.tar.gz HTTP/1.1" 200 800
131
+ 2024-05-22 13:22:37,527 INFO ___FILE_ONLY___ ══════════════════════════════
132
+ 2024-05-22 13:22:37,528 INFO ___FILE_ONLY___ ══════════════════════════════
133
+ 2024-05-22 13:22:37,528 INFO ___FILE_ONLY___ ╝
134
+
135
+ 2024-05-22 13:22:37,536 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
136
+
137
+ 2024-05-22 13:22:37,536 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Beta Commands ═╣
138
+
139
+ 2024-05-22 13:22:37,536 INFO ___FILE_ONLY___ ╚
140
+ 2024-05-22 13:22:37,540 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
141
+ 2024-05-22 13:22:37,610 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-beta-20240517151541.tar.gz HTTP/1.1" 200 797
142
+ 2024-05-22 13:22:37,610 INFO ___FILE_ONLY___ ══════════════════════════════
143
+ 2024-05-22 13:22:37,611 INFO ___FILE_ONLY___ ══════════════════════════════
144
+ 2024-05-22 13:22:37,611 INFO ___FILE_ONLY___ ╝
145
+
146
+ 2024-05-22 13:22:37,619 INFO ___FILE_ONLY___ ��════════════════════════════════════════════════════════════╗
147
+
148
+ 2024-05-22 13:22:37,619 INFO ___FILE_ONLY___ ╠═ Creating backup and activating new installation ═╣
149
+
150
+ 2024-05-22 13:22:37,619 INFO ___FILE_ONLY___ ╚
151
+ 2024-05-22 13:22:37,619 DEBUG root Attempting to move directory [/tools/google-cloud-sdk] to [/tools/google-cloud-sdk.staging/.install/.backup]
152
+ 2024-05-22 13:22:37,619 INFO ___FILE_ONLY___ ══════════════════════════════
153
+ 2024-05-22 13:22:37,620 DEBUG root Attempting to move directory [/tools/google-cloud-sdk.staging] to [/tools/google-cloud-sdk]
154
+ 2024-05-22 13:22:37,620 INFO ___FILE_ONLY___ ══════════════════════════════
155
+ 2024-05-22 13:22:37,620 INFO ___FILE_ONLY___ ╝
156
+
157
+ 2024-05-22 13:22:37,623 DEBUG root Updating notification cache...
158
+ 2024-05-22 13:22:37,624 INFO ___FILE_ONLY___
159
+
160
+ 2024-05-22 13:22:37,626 INFO ___FILE_ONLY___ Performing post processing steps...
161
+ 2024-05-22 13:22:37,626 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
162
+ 2024-05-22 13:22:47,557 DEBUG ___FILE_ONLY___
163
+ 2024-05-22 13:22:47,558 DEBUG ___FILE_ONLY___
164
+ 2024-05-22 13:22:47,640 INFO ___FILE_ONLY___
165
+ Update done!
166
+
167
+
168
+ 2024-05-22 13:22:47,643 DEBUG root Chosen display Format:none
169
+ 2024-05-22 13:22:47,644 INFO root Display format: "none"
.config/logs/2024.05.22/13.22.38.057709.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-05-22 13:22:38,058 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-05-22 13:22:38,060 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-05-22 13:22:38,062 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-05-22 13:22:47,465 DEBUG root Chosen display Format:none
5
+ 2024-05-22 13:22:47,466 INFO root Display format: "none"
.config/logs/2024.05.22/13.22.48.205383.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2024-05-22 13:22:48,207 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2024-05-22 13:22:48,256 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2024-05-22 13:22:48,259 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "component_manager/disable_update_check", VALUE: "true"]
4
+ 2024-05-22 13:22:48,260 INFO ___FILE_ONLY___ Updated property [component_manager/disable_update_check].
5
+
6
+ 2024-05-22 13:22:48,261 DEBUG root Chosen display Format:default
7
+ 2024-05-22 13:22:48,262 INFO root Display format: "default"
8
+ 2024-05-22 13:22:48,262 DEBUG root SDK update checks are disabled.
.config/logs/2024.05.22/13.22.48.809799.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2024-05-22 13:22:48,812 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2024-05-22 13:22:48,863 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2024-05-22 13:22:48,866 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "compute/gce_metadata_read_timeout_sec", VALUE: "0"]
4
+ 2024-05-22 13:22:48,867 INFO ___FILE_ONLY___ Updated property [compute/gce_metadata_read_timeout_sec].
5
+
6
+ 2024-05-22 13:22:48,868 DEBUG root Chosen display Format:default
7
+ 2024-05-22 13:22:48,868 INFO root Display format: "default"
8
+ 2024-05-22 13:22:48,869 DEBUG root SDK update checks are disabled.
.gitattributes CHANGED
@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
 
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
36
+ sample_data/mnist_test.csv filter=lfs diff=lfs merge=lfs -text
37
+ sample_data/mnist_train_small.csv filter=lfs diff=lfs merge=lfs -text
README.md CHANGED
@@ -1,12 +1,6 @@
1
  ---
2
- title: Synthia Leaderboard
3
- emoji: 🚀
4
- colorFrom: purple
5
- colorTo: indigo
6
  sdk: gradio
7
  sdk_version: 4.31.5
8
- app_file: app.py
9
- pinned: false
10
  ---
11
-
12
- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
1
  ---
2
+ title: Synthia_Leaderboard
3
+ app_file: app.py
 
 
4
  sdk: gradio
5
  sdk_version: 4.31.5
 
 
6
  ---
 
 
app.py ADDED
@@ -0,0 +1,198 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import gradio as gr
2
+ import requests
3
+ import asyncio
4
+ from typing import Any, Iterable
5
+ from gradio.themes.base import Base
6
+ from gradio.themes.utils import colors, fonts, sizes
7
+ from gradio.themes.utils.colors import Color
8
+ from communex.client import CommuneClient
9
+ import aiohttp
10
+
11
+ FONT = """<link href="https://fonts.googleapis.com/css2?family=Roboto+Mono&display=swap" rel="stylesheet">"""
12
+ IMAGE = """<p align="center" style="font-size: 72px;">𐌔𐌙𐌍𐌕𐋅𐌉𐌀</p>"""
13
+ HEADER = """
14
+ <h2 align="center" class="typewriter">Welcome to the Synthia Commune Leaderboard!</h2>
15
+ <p align="center">This leaderboard showcases the top-performing miners in the Synthia Commune Subnet. The models are ranked based on their daily rewards.</p>
16
+ <p align="center">The Synthia subnet leverages Commune's incentives to create a permissionless mining market around distilling knowledge out of SOTA closed-source model APIs into a public dataset to accelerate the OpenSource AI space. Targeted models and strategy will adapt based on the current SOTA.</p>
17
+ """
18
+ EVALUATION_HEADER = """<h3 align="center">Evaluation Details</h3>"""
19
+ EVALUATION_DETAILS = """<p align="center"><b>Name</b> represents the model name. <b>Rewards / Day</b> indicates the expected daily rewards for each model in <b>$COMAI</b>. <b>UID</b> is the unique identifier of the miner. <b>$USD Value</b> is the estimated dollar value of the daily rewards.</p>"""
20
+ netuid = 3
21
+ node_url = "wss://commune-api-node-2.communeai.net"
22
+
23
+ async def get_com_price(session: aiohttp.ClientSession) -> Any:
24
+ retries = 5
25
+ for i in range(retries):
26
+ try:
27
+ async with session.get("https://api.mexc.com/api/v3/avgPrice?symbol=COMAIUSDT") as response:
28
+ response.raise_for_status()
29
+ price = float((await response.json())["price"])
30
+ print(f"Fetched COM price: {price}")
31
+ return price
32
+ except Exception as e:
33
+ print(f"Error fetching COM price: {e}")
34
+ await asyncio.sleep(retries)
35
+ raise RuntimeError("Failed to fetch COM price")
36
+
37
+ async def make_query(client: CommuneClient) -> tuple[dict[int, int], dict[int, str]]:
38
+ request_dict = {
39
+ "SubspaceModule": [
40
+ ("Name", [netuid]),
41
+ ("Emission", []),
42
+ ("Incentive", []),
43
+ ("Dividends", []),
44
+ ],
45
+ }
46
+ emission_dict = {}
47
+ name_dict = {}
48
+ result = client.query_batch_map(request_dict)
49
+
50
+ emission = result["Emission"]
51
+ netuid_emission = emission[netuid]
52
+ incentive = result["Incentive"]
53
+ netuid_incentive = incentive[netuid]
54
+ dividends = result["Dividends"]
55
+ netuid_dividends = dividends[netuid]
56
+
57
+ names = result["Name"]
58
+ highest_uid = max(names.keys())
59
+ for uid in range(highest_uid + 1):
60
+ emission = netuid_emission[uid]
61
+ if emission != 0:
62
+ incentive = netuid_incentive[uid]
63
+ dividends = netuid_dividends[uid]
64
+ if incentive > 0:
65
+ emission_dict[uid] = netuid_emission[uid]
66
+ name_dict[uid] = names[uid]
67
+ return emission_dict, name_dict
68
+
69
+ async def get_leaderboard_data():
70
+ async with aiohttp.ClientSession() as session:
71
+ try:
72
+ com_price = await get_com_price(session)
73
+ blocks_in_day = 10_800
74
+ client = CommuneClient(node_url)
75
+ emission_dict, name_dict = await make_query(client)
76
+ print("got the emission")
77
+ scores = {}
78
+ for uid, emi in emission_dict.items():
79
+ scores[uid] = (emi / 10**11) * blocks_in_day
80
+ sorted_scores = sorted(scores.items(), key=lambda x: x[1], reverse=True)
81
+ leaderboard_data = []
82
+ for rank, (uid, score) in enumerate(sorted_scores, start=1):
83
+ name = name_dict[uid]
84
+ units = score
85
+ usd_value = score * com_price
86
+ leaderboard_data.append((rank, uid, name, units, f"${usd_value:.2f}"))
87
+ return leaderboard_data
88
+ except Exception as e:
89
+ print(f"Error fetching leaderboard data: {e}")
90
+ return []
91
+
92
+ async def update_leaderboard_table():
93
+ leaderboard_data = await get_leaderboard_data()
94
+ leaderboard_data = [list(row) for row in leaderboard_data]
95
+ for row in leaderboard_data:
96
+ row[0] = f"{row[0]} 🏆"
97
+ total_usd_value = sum(float(row[4][1:]) for row in leaderboard_data)
98
+ rewards_per_week = total_usd_value * 7
99
+ rewards_per_month = total_usd_value * 30
100
+ return leaderboard_data, f'''
101
+ <div style="display: flex; justify-content: space-between; align-items: center; font-size: 16px; font-weight: bold;">
102
+ <div>𝙏𝙤𝙩𝙖𝙡 $ 𝙈𝙞𝙣𝙞𝙣𝙜 𝙍𝙚𝙬𝙖𝙧𝙙𝙨 𝙋𝙚𝙧 𝙒𝙚𝙚𝙠: ${rewards_per_week:,.0f}</div>
103
+ <div>𝙏𝙤𝙩𝙖𝙡 $ 𝙈𝙞𝙣𝙞𝙣𝙜 𝙍𝙚𝙬𝙖𝙧𝙙𝙨 𝙋𝙚𝙧 𝘿𝙖𝙮: ${total_usd_value:,.0f}</div>
104
+ <div>𝙏𝙤𝙩𝙖𝙡 $ 𝙈𝙞𝙣𝙞��𝙜 𝙍𝙚𝙬𝙖𝙧𝙙𝙨 𝙋𝙚𝙧 𝙈𝙤𝙣𝙩𝙝: ${rewards_per_month:,.0f}</div>
105
+ </div>
106
+ '''
107
+
108
+ stone_gray = Color(
109
+ name="stone_gray",
110
+ c50="#f5f5f5",
111
+ c100="#e9e9e9",
112
+ c200="#d9d9d9",
113
+ c300="#c4c4c4",
114
+ c400="#a6a6a6",
115
+ c500="#8f8f8f",
116
+ c600="#737373",
117
+ c700="#595959",
118
+ c800="#464646",
119
+ c900="#262626",
120
+ c950="#1a1a1a",
121
+ )
122
+
123
+ class Seafoam(Base):
124
+ def __init__(
125
+ self,
126
+ primary_hue: colors.Color | str = stone_gray,
127
+ secondary_hue: colors.Color | str = stone_gray,
128
+ neutral_hue: colors.Color | str = stone_gray,
129
+ spacing_size: sizes.Size | str = sizes.spacing_md,
130
+ radius_size: sizes.Size | str = sizes.radius_md,
131
+ text_size: sizes.Size | str = sizes.text_lg,
132
+ font: fonts.Font | str | Iterable[fonts.Font | str] = (
133
+ fonts.GoogleFont("Quicksand"),
134
+ "ui-sans-serif",
135
+ "sans-serif",
136
+ ),
137
+ font_mono: fonts.Font | str | Iterable[fonts.Font | str] = (
138
+ fonts.GoogleFont("IBM Plex Mono"),
139
+ "ui-monospace",
140
+ "monospace",
141
+ ),
142
+ ):
143
+ super().__init__(
144
+ primary_hue=primary_hue,
145
+ secondary_hue=secondary_hue,
146
+ neutral_hue=neutral_hue,
147
+ spacing_size=spacing_size,
148
+ radius_size=radius_size,
149
+ text_size=text_size,
150
+ font=font,
151
+ font_mono=font_mono,
152
+ )
153
+ super().set(
154
+ block_title_text_weight="600",
155
+ block_border_width="3px",
156
+ block_shadow="*shadow_drop_lg",
157
+ button_shadow="*shadow_drop_lg",
158
+ button_large_padding="32px",
159
+ button_primary_background_fill_hover="*button_primary_background_fill",
160
+ button_primary_background_fill="#333333",
161
+ button_primary_text_color="#ffffff",
162
+ )
163
+
164
+ seafoam = Seafoam()
165
+
166
+ with gr.Blocks(theme=seafoam, analytics_enabled=True) as demo:
167
+ gr.HTML(FONT)
168
+ gr.HTML(IMAGE)
169
+ gr.HTML(HEADER)
170
+ gr.HTML(EVALUATION_HEADER)
171
+ gr.HTML(EVALUATION_DETAILS)
172
+
173
+ total_usd_value_html = gr.HTML(
174
+ elem_id="total-usd-value",
175
+ value='''
176
+ <div style="display: flex; justify-content: space-between; align-items: center; font-size: 16px; font-weight: bold;">
177
+ <div>𝙏𝙤𝙩𝙖𝙡 $ 𝙈𝙞𝙣𝙞𝙣𝙜 𝙍𝙚𝙬𝙖𝙧𝙙𝙨 𝙋𝙚𝙧 𝙒𝙚𝙚𝙠: $0.00</div>
178
+ <div>𝙏𝙤𝙩𝙖𝙡 $ 𝙈𝙞𝙣𝙞𝙣𝙜 𝙍𝙚𝙬𝙖𝙧𝙙𝙨 𝙋𝙚𝙧 𝘿𝙖𝙮: $0.00</div>
179
+ <div>𝙏𝙤𝙩𝙖𝙡 $ 𝙈𝙞𝙣𝙞𝙣𝙜 𝙍𝙚𝙬𝙖𝙧𝙙𝙨 𝙋𝙚𝙧 𝙈𝙤𝙣𝙩𝙝: $0.00</div>
180
+ </div>
181
+ '''
182
+ )
183
+ leaderboard_table = gr.components.Dataframe(
184
+ headers=["Rank 🏆", "UID", "Name", "Rewards / Day", "$USD Value"],
185
+ datatype=["str", "str", "str"],
186
+ interactive=False,
187
+ visible=True,
188
+ elem_id="leaderboard-table",
189
+ )
190
+ refresh_button = gr.Button("Refresh Leaderboard")
191
+ refresh_button.click(fn=update_leaderboard_table, outputs=[
192
+ leaderboard_table, total_usd_value_html])
193
+
194
+ demo.load(update_leaderboard_table, inputs=None, outputs=[
195
+ leaderboard_table, total_usd_value_html])
196
+
197
+ if __name__ == "__main__":
198
+ demo.launch()
sample_data/README.md ADDED
@@ -0,0 +1,19 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ This directory includes a few sample datasets to get you started.
2
+
3
+ * `california_housing_data*.csv` is California housing data from the 1990 US
4
+ Census; more information is available at:
5
+ https://developers.google.com/machine-learning/crash-course/california-housing-data-description
6
+
7
+ * `mnist_*.csv` is a small sample of the
8
+ [MNIST database](https://en.wikipedia.org/wiki/MNIST_database), which is
9
+ described at: http://yann.lecun.com/exdb/mnist/
10
+
11
+ * `anscombe.json` contains a copy of
12
+ [Anscombe's quartet](https://en.wikipedia.org/wiki/Anscombe%27s_quartet); it
13
+ was originally described in
14
+
15
+ Anscombe, F. J. (1973). 'Graphs in Statistical Analysis'. American
16
+ Statistician. 27 (1): 17-21. JSTOR 2682899.
17
+
18
+ and our copy was prepared by the
19
+ [vega_datasets library](https://github.com/altair-viz/vega_datasets/blob/4f67bdaad10f45e3549984e17e1b3088c731503d/vega_datasets/_data/anscombe.json).
sample_data/anscombe.json ADDED
@@ -0,0 +1,49 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {"Series":"I", "X":10.0, "Y":8.04},
3
+ {"Series":"I", "X":8.0, "Y":6.95},
4
+ {"Series":"I", "X":13.0, "Y":7.58},
5
+ {"Series":"I", "X":9.0, "Y":8.81},
6
+ {"Series":"I", "X":11.0, "Y":8.33},
7
+ {"Series":"I", "X":14.0, "Y":9.96},
8
+ {"Series":"I", "X":6.0, "Y":7.24},
9
+ {"Series":"I", "X":4.0, "Y":4.26},
10
+ {"Series":"I", "X":12.0, "Y":10.84},
11
+ {"Series":"I", "X":7.0, "Y":4.81},
12
+ {"Series":"I", "X":5.0, "Y":5.68},
13
+
14
+ {"Series":"II", "X":10.0, "Y":9.14},
15
+ {"Series":"II", "X":8.0, "Y":8.14},
16
+ {"Series":"II", "X":13.0, "Y":8.74},
17
+ {"Series":"II", "X":9.0, "Y":8.77},
18
+ {"Series":"II", "X":11.0, "Y":9.26},
19
+ {"Series":"II", "X":14.0, "Y":8.10},
20
+ {"Series":"II", "X":6.0, "Y":6.13},
21
+ {"Series":"II", "X":4.0, "Y":3.10},
22
+ {"Series":"II", "X":12.0, "Y":9.13},
23
+ {"Series":"II", "X":7.0, "Y":7.26},
24
+ {"Series":"II", "X":5.0, "Y":4.74},
25
+
26
+ {"Series":"III", "X":10.0, "Y":7.46},
27
+ {"Series":"III", "X":8.0, "Y":6.77},
28
+ {"Series":"III", "X":13.0, "Y":12.74},
29
+ {"Series":"III", "X":9.0, "Y":7.11},
30
+ {"Series":"III", "X":11.0, "Y":7.81},
31
+ {"Series":"III", "X":14.0, "Y":8.84},
32
+ {"Series":"III", "X":6.0, "Y":6.08},
33
+ {"Series":"III", "X":4.0, "Y":5.39},
34
+ {"Series":"III", "X":12.0, "Y":8.15},
35
+ {"Series":"III", "X":7.0, "Y":6.42},
36
+ {"Series":"III", "X":5.0, "Y":5.73},
37
+
38
+ {"Series":"IV", "X":8.0, "Y":6.58},
39
+ {"Series":"IV", "X":8.0, "Y":5.76},
40
+ {"Series":"IV", "X":8.0, "Y":7.71},
41
+ {"Series":"IV", "X":8.0, "Y":8.84},
42
+ {"Series":"IV", "X":8.0, "Y":8.47},
43
+ {"Series":"IV", "X":8.0, "Y":7.04},
44
+ {"Series":"IV", "X":8.0, "Y":5.25},
45
+ {"Series":"IV", "X":19.0, "Y":12.50},
46
+ {"Series":"IV", "X":8.0, "Y":5.56},
47
+ {"Series":"IV", "X":8.0, "Y":7.91},
48
+ {"Series":"IV", "X":8.0, "Y":6.89}
49
+ ]
sample_data/california_housing_test.csv ADDED
The diff for this file is too large to render. See raw diff
 
sample_data/california_housing_train.csv ADDED
The diff for this file is too large to render. See raw diff
 
sample_data/mnist_test.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:51c292478d94ec3a01461bdfa82eb0885d262eb09e615679b2d69dedb6ad09e7
3
+ size 18289443
sample_data/mnist_train_small.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:1ef64781aa03180f4f5ce504314f058f5d0227277df86060473d973cf43b033e
3
+ size 36523880