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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/hidden_gcloud_config_universe_descriptor_data_cache_configs.db +0 -0
  10. .config/logs/2025.10.10/13.35.31.347850.log +765 -0
  11. .config/logs/2025.10.10/13.35.51.839716.log +5 -0
  12. .config/logs/2025.10.10/13.36.00.745649.log +153 -0
  13. .config/logs/2025.10.10/13.36.01.945525.log +5 -0
  14. .config/logs/2025.10.10/13.36.10.325401.log +8 -0
  15. .config/logs/2025.10.10/13.36.11.036806.log +8 -0
  16. .gitattributes +2 -0
  17. .gradio/certificate.pem +31 -0
  18. README.md +2 -8
  19. sample_data/README.md +19 -0
  20. sample_data/anscombe.json +49 -0
  21. sample_data/california_housing_test.csv +0 -0
  22. sample_data/california_housing_train.csv +0 -0
  23. sample_data/mnist_test.csv +3 -0
  24. sample_data/mnist_train_small.csv +3 -0
  25. sample_data/untitled4.py +206 -0
  26. untitled4.py +206 -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: 1760103360.1409044
.config/.last_update_check.json ADDED
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+ {"last_update_check_time": 1760103361.450743, "last_update_check_revision": 20251003162623, "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/hidden_gcloud_config_universe_descriptor_data_cache_configs.db ADDED
Binary file (12.3 kB). View file
 
.config/logs/2025.10.10/13.35.31.347850.log ADDED
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+ 2025-10-10 13:35:43,368 DEBUG root Loaded Command Group: ['gcloud', 'components']
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+ 2025-10-10 13:35:43,372 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
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+ 2025-10-10 13:35:43,375 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
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+ 2025-10-10 13:35:43,409 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+ 2025-10-10 13:35:44,012 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
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480
+ 2025-10-10 13:35:44,664 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
481
+ 2025-10-10 13:35:44,673 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gcloud-deps-linux-x86_64-20210416153011.tar.gz HTTP/11" 200 104
482
+ 2025-10-10 13:35:44,674 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
483
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484
+
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+ 2025-10-10 13:35:44,676 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
486
+
487
+ 2025-10-10 13:35:44,676 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool ═╣
488
+
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+ 2025-10-10 13:35:44,676 INFO ___FILE_ONLY___ β•š
490
+ 2025-10-10 13:35:44,768 INFO ___FILE_ONLY___ ═
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536
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537
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541
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542
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543
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544
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545
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546
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547
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548
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549
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550
+ 2025-10-10 13:35:44,905 INFO ___FILE_ONLY___ ╝
551
+
552
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553
+
554
+ 2025-10-10 13:35:44,913 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
555
+
556
+ 2025-10-10 13:35:44,913 INFO ___FILE_ONLY___ β•š
557
+ 2025-10-10 13:35:44,913 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
558
+ 2025-10-10 13:35:44,914 INFO ___FILE_ONLY___ ╝
559
+
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561
+
562
+ 2025-10-10 13:35:44,918 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.12 ═╣
563
+
564
+ 2025-10-10 13:35:44,918 INFO ___FILE_ONLY___ β•š
565
+ 2025-10-10 13:35:44,920 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
566
+ 2025-10-10 13:35:44,920 INFO ___FILE_ONLY___ ╝
567
+
568
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569
+
570
+ 2025-10-10 13:35:44,922 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.12 (Platform Specific) ═╣
571
+
572
+ 2025-10-10 13:35:44,922 INFO ___FILE_ONLY___ β•š
573
+ 2025-10-10 13:35:47,055 INFO ___FILE_ONLY___ ═
574
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575
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576
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577
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578
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579
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580
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581
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582
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583
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592
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595
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601
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602
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603
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604
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605
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607
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608
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609
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610
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611
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612
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613
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614
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615
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616
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617
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618
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619
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620
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621
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622
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623
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624
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625
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626
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627
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628
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629
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630
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631
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632
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633
+ 2025-10-10 13:35:49,877 INFO ___FILE_ONLY___ ╝
634
+
635
+ 2025-10-10 13:35:49,927 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
636
+
637
+ 2025-10-10 13:35:49,928 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
638
+
639
+ 2025-10-10 13:35:49,928 INFO ___FILE_ONLY___ β•š
640
+ 2025-10-10 13:35:50,465 INFO ___FILE_ONLY___ ═
641
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642
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657
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658
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660
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664
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+ 2025-10-10 13:35:51,194 INFO ___FILE_ONLY___ ═
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+ 2025-10-10 13:35:51,230 INFO ___FILE_ONLY___ ═
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+ 2025-10-10 13:35:51,247 INFO ___FILE_ONLY___ ═
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+ 2025-10-10 13:35:51,247 INFO ___FILE_ONLY___ ╝
701
+
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+ 2025-10-10 13:35:51,277 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
703
+
704
+ 2025-10-10 13:35:51,277 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
705
+
706
+ 2025-10-10 13:35:51,277 INFO ___FILE_ONLY___ β•š
707
+ 2025-10-10 13:35:51,278 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
708
+ 2025-10-10 13:35:51,278 INFO ___FILE_ONLY___ ╝
709
+
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+ 2025-10-10 13:35:51,282 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
711
+
712
+ 2025-10-10 13:35:51,282 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
713
+
714
+ 2025-10-10 13:35:51,282 INFO ___FILE_ONLY___ β•š
715
+ 2025-10-10 13:35:51,284 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
716
+ 2025-10-10 13:35:51,284 INFO ___FILE_ONLY___ ╝
717
+
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+ 2025-10-10 13:35:51,286 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
719
+
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+ 2025-10-10 13:35:51,286 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
721
+
722
+ 2025-10-10 13:35:51,286 INFO ___FILE_ONLY___ β•š
723
+ 2025-10-10 13:35:51,287 INFO ___FILE_ONLY___ ══════════════════════════════
724
+ 2025-10-10 13:35:51,287 INFO ___FILE_ONLY___ ══════════════════════════════
725
+ 2025-10-10 13:35:51,287 INFO ___FILE_ONLY___ ╝
726
+
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+ 2025-10-10 13:35:51,291 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
728
+
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+ 2025-10-10 13:35:51,291 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
730
+
731
+ 2025-10-10 13:35:51,291 INFO ___FILE_ONLY___ β•š
732
+ 2025-10-10 13:35:51,293 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
733
+ 2025-10-10 13:35:51,293 INFO ___FILE_ONLY___ ╝
734
+
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+ 2025-10-10 13:35:51,295 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
736
+
737
+ 2025-10-10 13:35:51,295 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool (Platform S... ═╣
738
+
739
+ 2025-10-10 13:35:51,295 INFO ___FILE_ONLY___ β•š
740
+ 2025-10-10 13:35:51,332 INFO ___FILE_ONLY___ ══════════════════════════════
741
+ 2025-10-10 13:35:51,332 INFO ___FILE_ONLY___ ══════════════════════════════
742
+ 2025-10-10 13:35:51,332 INFO ___FILE_ONLY___ ╝
743
+
744
+ 2025-10-10 13:35:51,337 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
745
+
746
+ 2025-10-10 13:35:51,337 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies (Platform Specific) ═╣
747
+
748
+ 2025-10-10 13:35:51,337 INFO ___FILE_ONLY___ β•š
749
+ 2025-10-10 13:35:51,337 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
750
+ 2025-10-10 13:35:51,337 INFO ___FILE_ONLY___ ╝
751
+
752
+ 2025-10-10 13:35:51,342 DEBUG root Updating notification cache...
753
+ 2025-10-10 13:35:51,342 INFO ___FILE_ONLY___
754
+
755
+ 2025-10-10 13:35:51,344 INFO ___FILE_ONLY___ Performing post processing steps...
756
+ 2025-10-10 13:35:51,344 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
757
+ 2025-10-10 13:35:59,914 DEBUG ___FILE_ONLY___
758
+ 2025-10-10 13:35:59,914 DEBUG ___FILE_ONLY___
759
+ 2025-10-10 13:36:00,136 INFO root descriptor_list: [{'universeDomain': 'googleapis.com', 'universeShortName': '', 'authenticationDomain': 'auth.cloud.google.com', 'projectPrefix': '', 'cloudWebDomain': 'cloud.google.com', 'documentationDomain': 'cloud.google.com', 'version': '1.0.0', 'state': 'primary', 'artifactRegistryDomain': 'pkg.dev'}]
760
+ 2025-10-10 13:36:00,137 INFO ___FILE_ONLY___
761
+ Update done!
762
+
763
+
764
+ 2025-10-10 13:36:00,140 DEBUG root Chosen display Format:none
765
+ 2025-10-10 13:36:00,140 INFO root Display format: "none"
.config/logs/2025.10.10/13.35.51.839716.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2025-10-10 13:35:51,840 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2025-10-10 13:35:51,842 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2025-10-10 13:35:51,843 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2025-10-10 13:35:59,812 DEBUG root Chosen display Format:none
5
+ 2025-10-10 13:35:59,812 INFO root Display format: "none"
.config/logs/2025.10.10/13.36.00.745649.log ADDED
@@ -0,0 +1,153 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2025-10-10 13:36:00,746 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2025-10-10 13:36:00,777 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2025-10-10 13:36:00,779 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2025-10-10 13:36:00,780 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2025-10-10 13:36:00,789 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2025-10-10 13:36:00,803 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/11" 200 233157
8
+ 2025-10-10 13:36:00,815 WARNING root Component [compute] no longer exists.
9
+ 2025-10-10 13:36:00,816 INFO ___FILE_ONLY___
10
+
11
+ 2025-10-10 13:36:00,816 INFO ___FILE_ONLY___
12
+ Your current Google Cloud CLI version is: 542.0.0
13
+
14
+ 2025-10-10 13:36:00,816 INFO ___FILE_ONLY___ Installing components from version: 542.0.0
15
+
16
+ 2025-10-10 13:36:00,816 INFO ___FILE_ONLY___
17
+
18
+ 2025-10-10 13:36:00,817 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)
19
+ 2025-10-10 13:36:00,817 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)
20
+ 2025-10-10 13:36:00,817 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)
21
+ 2025-10-10 13:36:00,832 INFO ___FILE_ONLY___ β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
22
+ 2025-10-10 13:36:00,832 INFO ___FILE_ONLY___
23
+
24
+ 2025-10-10 13:36:00,832 INFO ___FILE_ONLY___ β”‚ These components will be installed. β”‚
25
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+
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+ 2025-10-10 13:36:00,833 INFO ___FILE_ONLY___ β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€
28
+ 2025-10-10 13:36:00,833 INFO ___FILE_ONLY___
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+
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+ 2025-10-10 13:36:00,833 INFO ___FILE_ONLY___ β”‚ Name β”‚ Version β”‚ Size β”‚
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34
+ 2025-10-10 13:36:00,833 INFO ___FILE_ONLY___
35
+
36
+ 2025-10-10 13:36:00,833 INFO ___FILE_ONLY___ β”‚
37
+ 2025-10-10 13:36:00,833 INFO ___FILE_ONLY___ gcloud Alpha Commands
38
+ 2025-10-10 13:36:00,833 INFO ___FILE_ONLY___
39
+ 2025-10-10 13:36:00,833 INFO ___FILE_ONLY___ β”‚
40
+ 2025-10-10 13:36:00,833 INFO ___FILE_ONLY___ 2025.10.03
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+ 2025-10-10 13:36:00,834 INFO ___FILE_ONLY___ β”‚
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+ 2025-10-10 13:36:00,834 INFO ___FILE_ONLY___ < 1 MiB
44
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+ 2025-10-10 13:36:00,834 INFO ___FILE_ONLY___ β”‚
46
+ 2025-10-10 13:36:00,834 INFO ___FILE_ONLY___
47
+
48
+ 2025-10-10 13:36:00,834 INFO ___FILE_ONLY___ β”‚
49
+ 2025-10-10 13:36:00,834 INFO ___FILE_ONLY___ gcloud Beta Commands
50
+ 2025-10-10 13:36:00,834 INFO ___FILE_ONLY___
51
+ 2025-10-10 13:36:00,834 INFO ___FILE_ONLY___ β”‚
52
+ 2025-10-10 13:36:00,834 INFO ___FILE_ONLY___ 2025.10.03
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54
+ 2025-10-10 13:36:00,834 INFO ___FILE_ONLY___ β”‚
55
+ 2025-10-10 13:36:00,834 INFO ___FILE_ONLY___ < 1 MiB
56
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+ 2025-10-10 13:36:00,835 INFO ___FILE_ONLY___ β”‚
58
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+
60
+ 2025-10-10 13:36:00,835 INFO ___FILE_ONLY___ β”‚
61
+ 2025-10-10 13:36:00,835 INFO ___FILE_ONLY___ gcloud Preview Commands
62
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63
+ 2025-10-10 13:36:00,835 INFO ___FILE_ONLY___ β”‚
64
+ 2025-10-10 13:36:00,835 INFO ___FILE_ONLY___
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+ 2025-10-10 13:36:00,835 INFO ___FILE_ONLY___ < 1 MiB
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70
+ 2025-10-10 13:36:00,836 INFO ___FILE_ONLY___
71
+
72
+ 2025-10-10 13:36:00,836 INFO ___FILE_ONLY___ β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
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+ 2025-10-10 13:36:00,836 INFO ___FILE_ONLY___
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+
75
+ 2025-10-10 13:36:00,836 INFO ___FILE_ONLY___
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+
77
+ 2025-10-10 13:36:00,838 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+ 2025-10-10 13:36:00,854 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/11" 200 1495872
79
+ 2025-10-10 13:36:01,358 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
80
+ https://cloud.google.com/sdk/release_notes
81
+
82
+
83
+ 2025-10-10 13:36:01,359 INFO ___FILE_ONLY___ Performing in place update...
84
+
85
+
86
+ 2025-10-10 13:36:01,361 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
87
+
88
+ 2025-10-10 13:36:01,361 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Alpha Commands ═╣
89
+
90
+ 2025-10-10 13:36:01,361 INFO ___FILE_ONLY___ β•š
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+ 2025-10-10 13:36:01,363 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
92
+ 2025-10-10 13:36:01,373 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-alpha-20251003162623.tar.gz HTTP/11" 200 800
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+ 2025-10-10 13:36:01,373 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
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+
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+
98
+ 2025-10-10 13:36:01,375 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Beta Commands ═╣
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100
+ 2025-10-10 13:36:01,375 INFO ___FILE_ONLY___ β•š
101
+ 2025-10-10 13:36:01,378 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
102
+ 2025-10-10 13:36:01,385 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-beta-20251003162623.tar.gz HTTP/11" 200 797
103
+ 2025-10-10 13:36:01,386 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
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+ 2025-10-10 13:36:01,386 INFO ___FILE_ONLY___ ╝
105
+
106
+ 2025-10-10 13:36:01,387 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
107
+
108
+ 2025-10-10 13:36:01,388 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Preview Commands ═╣
109
+
110
+ 2025-10-10 13:36:01,388 INFO ___FILE_ONLY___ β•š
111
+ 2025-10-10 13:36:01,390 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
112
+ 2025-10-10 13:36:01,431 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-preview-20241115154308.tar.gz HTTP/11" 200 823
113
+ 2025-10-10 13:36:01,431 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
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+ 2025-10-10 13:36:01,432 INFO ___FILE_ONLY___ ╝
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+
116
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+
118
+ 2025-10-10 13:36:01,433 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Alpha Commands ═╣
119
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120
+ 2025-10-10 13:36:01,434 INFO ___FILE_ONLY___ β•š
121
+ 2025-10-10 13:36:01,435 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
122
+ 2025-10-10 13:36:01,435 INFO ___FILE_ONLY___ ╝
123
+
124
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125
+
126
+ 2025-10-10 13:36:01,440 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Beta Commands ═╣
127
+
128
+ 2025-10-10 13:36:01,440 INFO ___FILE_ONLY___ β•š
129
+ 2025-10-10 13:36:01,441 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
130
+ 2025-10-10 13:36:01,441 INFO ___FILE_ONLY___ ╝
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132
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133
+
134
+ 2025-10-10 13:36:01,445 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Preview Commands ═╣
135
+
136
+ 2025-10-10 13:36:01,445 INFO ___FILE_ONLY___ β•š
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138
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+
140
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141
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142
+
143
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146
+ 2025-10-10 13:36:09,670 DEBUG ___FILE_ONLY___
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148
+ 2025-10-10 13:36:09,724 INFO ___FILE_ONLY___
149
+ Update done!
150
+
151
+
152
+ 2025-10-10 13:36:09,726 DEBUG root Chosen display Format:none
153
+ 2025-10-10 13:36:09,726 INFO root Display format: "none"
.config/logs/2025.10.10/13.36.01.945525.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2025-10-10 13:36:01,946 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2025-10-10 13:36:01,948 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2025-10-10 13:36:01,950 DEBUG root Running [gcloud.components.post-process] with arguments: []
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.config/logs/2025.10.10/13.36.10.325401.log ADDED
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1
+ 2025-10-10 13:36:10,326 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
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4
+ 2025-10-10 13:36:10,417 INFO ___FILE_ONLY___ Updated property [component_manager/disable_update_check].
5
+
6
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8
+ 2025-10-10 13:36:10,423 DEBUG root SDK update checks are disabled.
.config/logs/2025.10.10/13.36.11.036806.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2025-10-10 13:36:11,038 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2025-10-10 13:36:11,120 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2025-10-10 13:36:11,122 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "compute/gce_metadata_read_timeout_sec", VALUE: "0"]
4
+ 2025-10-10 13:36:11,123 INFO ___FILE_ONLY___ Updated property [compute/gce_metadata_read_timeout_sec].
5
+
6
+ 2025-10-10 13:36:11,123 DEBUG root Chosen display Format:default
7
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+ 2025-10-10 13:36:11,129 DEBUG root SDK update checks are disabled.
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README.md CHANGED
@@ -1,12 +1,6 @@
1
  ---
2
  title: EO
3
- emoji: πŸƒ
4
- colorFrom: pink
5
- colorTo: yellow
6
  sdk: gradio
7
- sdk_version: 5.49.1
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: EO
3
+ app_file: untitled4.py
 
 
4
  sdk: gradio
5
+ sdk_version: 5.49.0
 
 
6
  ---
 
 
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://docs.google.com/document/d/e/2PACX-1vRhYtsvc5eOR2FWNCwaBiKL6suIOrxJig8LcSBbmCbyYsayia_DvPOOBlXZ4CAlQ5nlDD8kTaIDRwrN/pub
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
sample_data/untitled4.py ADDED
@@ -0,0 +1,206 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # -*- coding: utf-8 -*-
2
+ """Untitled4.ipynb
3
+
4
+ Automatically generated by Colab.
5
+
6
+ Original file is located at
7
+ https://colab.research.google.com/drive/1LWcAEqZ865KCYhK-crQ3RKcFJEcH4xhD
8
+ """
9
+
10
+ from huggingface_hub import login
11
+
12
+ login(token="hf_xxxx")
13
+
14
+ import torch
15
+ from transformers import Blip2Processor, Blip2ForConditionalGeneration
16
+ from PIL import Image
17
+ import gradio as gr
18
+ from io import BytesIO
19
+ import requests
20
+
21
+ # -----------------------------
22
+ # 1️⃣ Device and model setup
23
+ # -----------------------------
24
+ device = "cuda" if torch.cuda.is_available() else "cpu"
25
+ print(f"Using device: {device}")
26
+
27
+ # Use a smaller model for memory efficiency
28
+ model_name = "Salesforce/blip2-flan-t5-xl-coco" # Updated model with preprocessor_config.json
29
+ processor = Blip2Processor.from_pretrained(model_name)
30
+ model = Blip2ForConditionalGeneration.from_pretrained(model_name)
31
+ model.to(device)
32
+
33
+ # -----------------------------
34
+ # 2️⃣ Inference function
35
+ # -----------------------------
36
+ def analyze_eo_image(image, question):
37
+ """
38
+ Analyze Earth Observation (EO) image with a natural language question.
39
+ """
40
+ try:
41
+ if image is None or question.strip() == "":
42
+ return "Please upload an EO image and ask a question."
43
+
44
+ # Convert image to RGB if needed
45
+ if image.mode != "RGB":
46
+ image = image.convert("RGB")
47
+
48
+ # Prepare inputs
49
+ inputs = processor(image, question, return_tensors="pt").to(
50
+ device, torch.float16 if device == "cuda" else torch.float32
51
+ )
52
+
53
+ # Generate answer
54
+ out = model.generate(
55
+ **inputs,
56
+ max_new_tokens=80, # allow slightly longer explanations
57
+ do_sample=True,
58
+ temperature=0.7
59
+ )
60
+
61
+ # Decode and return
62
+ answer = processor.decode(out[0], skip_special_tokens=True)
63
+ return answer
64
+
65
+ except Exception as e:
66
+ return f"Error: {e}"
67
+
68
+ # -----------------------------
69
+ # 3️⃣ Optional: Analyze image from URL
70
+ # -----------------------------
71
+ def analyze_eo_url(url, question):
72
+ try:
73
+ response = requests.get(url)
74
+ image = Image.open(BytesIO(response.content)).convert("RGB")
75
+ return analyze_eo_image(image, question)
76
+ except Exception as e:
77
+ return f"Error loading image: {e}"
78
+
79
+ # -----------------------------
80
+ # 4️⃣ Gradio Interface
81
+ # -----------------------------
82
+ interface = gr.Interface(
83
+ fn=analyze_eo_image,
84
+ inputs=[
85
+ gr.Image(type="pil", label="Upload EO Image"),
86
+ gr.Textbox(label="Ask a Question about the EO Image")
87
+ ],
88
+ outputs="text",
89
+ title="🌍 EO Image Analysis with Multimodal GPT-OSS",
90
+ description="""
91
+ Ask questions about Earth Observation (EO) images.
92
+ Powered by BLIP-2 + FLAN-T5 (small, memory-efficient).
93
+ Examples: "Identify land cover types", "Where is the river?",
94
+ "Has urban area expanded?".
95
+ """,
96
+ allow_flagging="never"
97
+ )
98
+
99
+ # Launch the interface (shareable link)
100
+ interface.launch(share=True)
101
+
102
+ import torch
103
+ from transformers import Blip2Processor, Blip2ForConditionalGeneration
104
+ from PIL import Image
105
+ import gradio as gr
106
+ from io import BytesIO
107
+ import requests
108
+
109
+ # -----------------------------
110
+ # Device and Model Setup
111
+ # -----------------------------
112
+ device = "cuda" if torch.cuda.is_available() else "cpu"
113
+ print(f"Using device: {device}")
114
+
115
+ model_name = "Salesforce/blip2-flan-t5-xl-coco" # public model
116
+ processor = Blip2Processor.from_pretrained(model_name)
117
+ model = Blip2ForConditionalGeneration.from_pretrained(model_name)
118
+ model.to(device)
119
+
120
+ # -----------------------------
121
+ # Inference Function
122
+ # -----------------------------
123
+ def analyze_eo_image(image, question):
124
+ if image is None or question.strip() == "":
125
+ return "Please upload an EO image and ask a question."
126
+
127
+ if image.mode != "RGB":
128
+ image = image.convert("RGB")
129
+
130
+ inputs = processor(image, question, return_tensors="pt").to(
131
+ device, torch.float16 if device=="cuda" else torch.float32
132
+ )
133
+
134
+ out = model.generate(
135
+ **inputs,
136
+ max_new_tokens=80,
137
+ do_sample=True,
138
+ temperature=0.7
139
+ )
140
+
141
+ return processor.decode(out[0], skip_special_tokens=True)
142
+
143
+ # -----------------------------
144
+ # Optional: URL input
145
+ # -----------------------------
146
+ def analyze_eo_url(url, question):
147
+ try:
148
+ response = requests.get(url)
149
+ image = Image.open(BytesIO(response.content)).convert("RGB")
150
+ return analyze_eo_image(image, question)
151
+ except Exception as e:
152
+ return f"Error loading image: {e}"
153
+
154
+ # -----------------------------
155
+ # Beautiful Gradio Layout
156
+ # -----------------------------
157
+ with gr.Blocks(title="🌍 EO Image Analysis") as demo:
158
+
159
+ gr.Markdown(
160
+ """
161
+ # 🌍 Earth Observation Image Analysis
162
+ Ask questions about EO images using a multimodal AI model.
163
+ Powered by BLIP-2 + FLAN-T5.
164
+ **Examples:** "Identify land cover types", "Where is the river?", "Has urban area expanded?"
165
+ """
166
+ )
167
+
168
+ with gr.Tabs():
169
+ with gr.Tab("Upload Image"):
170
+ with gr.Row():
171
+ with gr.Column(scale=1):
172
+ img_input = gr.Image(type="pil", label="Upload EO Image")
173
+ question_input = gr.Textbox(label="Ask a question about the image", placeholder="E.g. Where is the river?")
174
+ submit_btn = gr.Button("Analyze 🌟")
175
+ with gr.Column(scale=1):
176
+ output_text = gr.Textbox(label="AI Answer", interactive=False)
177
+
178
+ submit_btn.click(analyze_eo_image, inputs=[img_input, question_input], outputs=output_text)
179
+
180
+ with gr.Tab("Use Image URL"):
181
+ with gr.Row():
182
+ with gr.Column(scale=1):
183
+ url_input = gr.Textbox(label="Enter Image URL")
184
+ url_question = gr.Textbox(label="Ask a question about the image")
185
+ url_btn = gr.Button("Analyze 🌟")
186
+ with gr.Column(scale=1):
187
+ url_output = gr.Textbox(label="AI Answer", interactive=False)
188
+
189
+ url_btn.click(analyze_eo_url, inputs=[url_input, url_question], outputs=url_output)
190
+
191
+ gr.Markdown(
192
+ "πŸ’‘ Tip: Use clear, simple questions for best results. Supports natural language queries about EO images."
193
+ )
194
+
195
+ demo.launch(share=True)
196
+
197
+ !pip install gradio huggingface_hub
198
+ from huggingface_hub import login
199
+
200
+ login(token="hf_xxxx")
201
+
202
+ from huggingface_hub import login
203
+
204
+ login(token="hf_yyyy")
205
+
206
+ ! gradio deploy
untitled4.py ADDED
@@ -0,0 +1,206 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # -*- coding: utf-8 -*-
2
+ """Untitled4.ipynb
3
+
4
+ Automatically generated by Colab.
5
+
6
+ Original file is located at
7
+ https://colab.research.google.com/drive/1LWcAEqZ865KCYhK-crQ3RKcFJEcH4xhD
8
+ """
9
+
10
+ from huggingface_hub import login
11
+
12
+ login(token="hf_xxxx")
13
+
14
+ import torch
15
+ from transformers import Blip2Processor, Blip2ForConditionalGeneration
16
+ from PIL import Image
17
+ import gradio as gr
18
+ from io import BytesIO
19
+ import requests
20
+
21
+ # -----------------------------
22
+ # 1️⃣ Device and model setup
23
+ # -----------------------------
24
+ device = "cuda" if torch.cuda.is_available() else "cpu"
25
+ print(f"Using device: {device}")
26
+
27
+ # Use a smaller model for memory efficiency
28
+ model_name = "Salesforce/blip2-flan-t5-xl-coco" # Updated model with preprocessor_config.json
29
+ processor = Blip2Processor.from_pretrained(model_name)
30
+ model = Blip2ForConditionalGeneration.from_pretrained(model_name)
31
+ model.to(device)
32
+
33
+ # -----------------------------
34
+ # 2️⃣ Inference function
35
+ # -----------------------------
36
+ def analyze_eo_image(image, question):
37
+ """
38
+ Analyze Earth Observation (EO) image with a natural language question.
39
+ """
40
+ try:
41
+ if image is None or question.strip() == "":
42
+ return "Please upload an EO image and ask a question."
43
+
44
+ # Convert image to RGB if needed
45
+ if image.mode != "RGB":
46
+ image = image.convert("RGB")
47
+
48
+ # Prepare inputs
49
+ inputs = processor(image, question, return_tensors="pt").to(
50
+ device, torch.float16 if device == "cuda" else torch.float32
51
+ )
52
+
53
+ # Generate answer
54
+ out = model.generate(
55
+ **inputs,
56
+ max_new_tokens=80, # allow slightly longer explanations
57
+ do_sample=True,
58
+ temperature=0.7
59
+ )
60
+
61
+ # Decode and return
62
+ answer = processor.decode(out[0], skip_special_tokens=True)
63
+ return answer
64
+
65
+ except Exception as e:
66
+ return f"Error: {e}"
67
+
68
+ # -----------------------------
69
+ # 3️⃣ Optional: Analyze image from URL
70
+ # -----------------------------
71
+ def analyze_eo_url(url, question):
72
+ try:
73
+ response = requests.get(url)
74
+ image = Image.open(BytesIO(response.content)).convert("RGB")
75
+ return analyze_eo_image(image, question)
76
+ except Exception as e:
77
+ return f"Error loading image: {e}"
78
+
79
+ # -----------------------------
80
+ # 4️⃣ Gradio Interface
81
+ # -----------------------------
82
+ interface = gr.Interface(
83
+ fn=analyze_eo_image,
84
+ inputs=[
85
+ gr.Image(type="pil", label="Upload EO Image"),
86
+ gr.Textbox(label="Ask a Question about the EO Image")
87
+ ],
88
+ outputs="text",
89
+ title="🌍 EO Image Analysis with Multimodal GPT-OSS",
90
+ description="""
91
+ Ask questions about Earth Observation (EO) images.
92
+ Powered by BLIP-2 + FLAN-T5 (small, memory-efficient).
93
+ Examples: "Identify land cover types", "Where is the river?",
94
+ "Has urban area expanded?".
95
+ """,
96
+ allow_flagging="never"
97
+ )
98
+
99
+ # Launch the interface (shareable link)
100
+ interface.launch(share=True)
101
+
102
+ import torch
103
+ from transformers import Blip2Processor, Blip2ForConditionalGeneration
104
+ from PIL import Image
105
+ import gradio as gr
106
+ from io import BytesIO
107
+ import requests
108
+
109
+ # -----------------------------
110
+ # Device and Model Setup
111
+ # -----------------------------
112
+ device = "cuda" if torch.cuda.is_available() else "cpu"
113
+ print(f"Using device: {device}")
114
+
115
+ model_name = "Salesforce/blip2-flan-t5-xl-coco" # public model
116
+ processor = Blip2Processor.from_pretrained(model_name)
117
+ model = Blip2ForConditionalGeneration.from_pretrained(model_name)
118
+ model.to(device)
119
+
120
+ # -----------------------------
121
+ # Inference Function
122
+ # -----------------------------
123
+ def analyze_eo_image(image, question):
124
+ if image is None or question.strip() == "":
125
+ return "Please upload an EO image and ask a question."
126
+
127
+ if image.mode != "RGB":
128
+ image = image.convert("RGB")
129
+
130
+ inputs = processor(image, question, return_tensors="pt").to(
131
+ device, torch.float16 if device=="cuda" else torch.float32
132
+ )
133
+
134
+ out = model.generate(
135
+ **inputs,
136
+ max_new_tokens=80,
137
+ do_sample=True,
138
+ temperature=0.7
139
+ )
140
+
141
+ return processor.decode(out[0], skip_special_tokens=True)
142
+
143
+ # -----------------------------
144
+ # Optional: URL input
145
+ # -----------------------------
146
+ def analyze_eo_url(url, question):
147
+ try:
148
+ response = requests.get(url)
149
+ image = Image.open(BytesIO(response.content)).convert("RGB")
150
+ return analyze_eo_image(image, question)
151
+ except Exception as e:
152
+ return f"Error loading image: {e}"
153
+
154
+ # -----------------------------
155
+ # Beautiful Gradio Layout
156
+ # -----------------------------
157
+ with gr.Blocks(title="🌍 EO Image Analysis") as demo:
158
+
159
+ gr.Markdown(
160
+ """
161
+ # 🌍 Earth Observation Image Analysis
162
+ Ask questions about EO images using a multimodal AI model.
163
+ Powered by BLIP-2 + FLAN-T5.
164
+ **Examples:** "Identify land cover types", "Where is the river?", "Has urban area expanded?"
165
+ """
166
+ )
167
+
168
+ with gr.Tabs():
169
+ with gr.Tab("Upload Image"):
170
+ with gr.Row():
171
+ with gr.Column(scale=1):
172
+ img_input = gr.Image(type="pil", label="Upload EO Image")
173
+ question_input = gr.Textbox(label="Ask a question about the image", placeholder="E.g. Where is the river?")
174
+ submit_btn = gr.Button("Analyze 🌟")
175
+ with gr.Column(scale=1):
176
+ output_text = gr.Textbox(label="AI Answer", interactive=False)
177
+
178
+ submit_btn.click(analyze_eo_image, inputs=[img_input, question_input], outputs=output_text)
179
+
180
+ with gr.Tab("Use Image URL"):
181
+ with gr.Row():
182
+ with gr.Column(scale=1):
183
+ url_input = gr.Textbox(label="Enter Image URL")
184
+ url_question = gr.Textbox(label="Ask a question about the image")
185
+ url_btn = gr.Button("Analyze 🌟")
186
+ with gr.Column(scale=1):
187
+ url_output = gr.Textbox(label="AI Answer", interactive=False)
188
+
189
+ url_btn.click(analyze_eo_url, inputs=[url_input, url_question], outputs=url_output)
190
+
191
+ gr.Markdown(
192
+ "πŸ’‘ Tip: Use clear, simple questions for best results. Supports natural language queries about EO images."
193
+ )
194
+
195
+ demo.launch(share=True)
196
+
197
+ !pip install gradio huggingface_hub
198
+ from huggingface_hub import login
199
+
200
+ login(token="hf_xxxx")
201
+
202
+ from huggingface_hub import login
203
+
204
+ login(token="hf_yy")
205
+
206
+ ! gradio deploy