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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/2024.10.10/13.26.25.783858.log +764 -0
  11. .config/logs/2024.10.10/13.26.46.881826.log +5 -0
  12. .config/logs/2024.10.10/13.26.58.771318.log +123 -0
  13. .config/logs/2024.10.10/13.26.59.806229.log +5 -0
  14. .config/logs/2024.10.10/13.27.11.475580.log +8 -0
  15. .config/logs/2024.10.10/13.27.12.169572.log +8 -0
  16. .gitattributes +2 -0
  17. README.md +2 -8
  18. app.py +23 -0
  19. requirements.txt +5 -0
  20. sample_data/README.md +19 -0
  21. sample_data/anscombe.json +49 -0
  22. sample_data/california_housing_test.csv +0 -0
  23. sample_data/california_housing_train.csv +0 -0
  24. sample_data/mnist_test.csv +3 -0
  25. sample_data/mnist_train_small.csv +3 -0
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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
+ 2024-10-10 13:26:39,952 INFO ___FILE_ONLY___ ═
550
+ 2024-10-10 13:26:39,952 INFO ___FILE_ONLY___ ╝
551
+
552
+ 2024-10-10 13:26:39,964 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
553
+
554
+ 2024-10-10 13:26:39,965 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
555
+
556
+ 2024-10-10 13:26:39,965 INFO ___FILE_ONLY___ ╚
557
+ 2024-10-10 13:26:39,966 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
558
+ 2024-10-10 13:26:39,966 INFO ___FILE_ONLY___ ╝
559
+
560
+ 2024-10-10 13:26:39,972 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
561
+
562
+ 2024-10-10 13:26:39,972 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
563
+
564
+ 2024-10-10 13:26:39,972 INFO ___FILE_ONLY___ ╚
565
+ 2024-10-10 13:26:39,977 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
566
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567
+
568
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569
+
570
+ 2024-10-10 13:26:39,979 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 (Platform Specific) ═╣
571
+
572
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573
+ 2024-10-10 13:26:42,119 INFO ___FILE_ONLY___ ═
574
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575
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578
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579
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580
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603
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604
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605
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606
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608
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610
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611
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613
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614
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615
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617
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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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631
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632
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633
+ 2024-10-10 13:26:44,741 INFO ___FILE_ONLY___ ╝
634
+
635
+ 2024-10-10 13:26:44,819 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
636
+
637
+ 2024-10-10 13:26:44,819 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
638
+
639
+ 2024-10-10 13:26:44,819 INFO ___FILE_ONLY___ ╚
640
+ 2024-10-10 13:26:45,453 INFO ___FILE_ONLY___ ═
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642
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644
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648
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657
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658
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659
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660
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661
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662
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663
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664
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665
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668
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669
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670
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671
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672
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673
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675
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677
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678
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680
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681
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682
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683
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684
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685
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686
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687
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688
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689
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690
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691
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692
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693
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694
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695
+ 2024-10-10 13:26:46,199 INFO ___FILE_ONLY___ ═
696
+ 2024-10-10 13:26:46,208 INFO ___FILE_ONLY___ ═
697
+ 2024-10-10 13:26:46,229 INFO ___FILE_ONLY___ ═
698
+ 2024-10-10 13:26:46,246 INFO ___FILE_ONLY___ ═
699
+ 2024-10-10 13:26:46,265 INFO ___FILE_ONLY___ ═
700
+ 2024-10-10 13:26:46,265 INFO ___FILE_ONLY___ ╝
701
+
702
+ 2024-10-10 13:26:46,317 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
703
+
704
+ 2024-10-10 13:26:46,317 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
705
+
706
+ 2024-10-10 13:26:46,317 INFO ___FILE_ONLY___ ╚
707
+ 2024-10-10 13:26:46,318 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
708
+ 2024-10-10 13:26:46,319 INFO ___FILE_ONLY___ ╝
709
+
710
+ 2024-10-10 13:26:46,325 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
711
+
712
+ 2024-10-10 13:26:46,325 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
713
+
714
+ 2024-10-10 13:26:46,325 INFO ___FILE_ONLY___ ╚
715
+ 2024-10-10 13:26:46,330 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
716
+ 2024-10-10 13:26:46,330 INFO ___FILE_ONLY___ ╝
717
+
718
+ 2024-10-10 13:26:46,332 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
719
+
720
+ 2024-10-10 13:26:46,332 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
721
+
722
+ 2024-10-10 13:26:46,332 INFO ___FILE_ONLY___ ╚
723
+ 2024-10-10 13:26:46,333 INFO ___FILE_ONLY___ ══════════════════════════════
724
+ 2024-10-10 13:26:46,333 INFO ___FILE_ONLY___ ══════════════════════════════
725
+ 2024-10-10 13:26:46,333 INFO ___FILE_ONLY___ ╝
726
+
727
+ 2024-10-10 13:26:46,340 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
728
+
729
+ 2024-10-10 13:26:46,340 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
730
+
731
+ 2024-10-10 13:26:46,340 INFO ___FILE_ONLY___ ╚
732
+ 2024-10-10 13:26:46,344 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
733
+ 2024-10-10 13:26:46,344 INFO ___FILE_ONLY___ ╝
734
+
735
+ 2024-10-10 13:26:46,346 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
736
+
737
+ 2024-10-10 13:26:46,346 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool (Platform S... ═╣
738
+
739
+ 2024-10-10 13:26:46,346 INFO ___FILE_ONLY___ ╚
740
+ 2024-10-10 13:26:46,382 INFO ___FILE_ONLY___ ══════════════════════════════
741
+ 2024-10-10 13:26:46,382 INFO ___FILE_ONLY___ ══════════════════════════════
742
+ 2024-10-10 13:26:46,383 INFO ___FILE_ONLY___ ╝
743
+
744
+ 2024-10-10 13:26:46,389 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
745
+
746
+ 2024-10-10 13:26:46,390 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies (Platform Specific) ═╣
747
+
748
+ 2024-10-10 13:26:46,390 INFO ___FILE_ONLY___ ╚
749
+ 2024-10-10 13:26:46,390 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
750
+ 2024-10-10 13:26:46,390 INFO ___FILE_ONLY___ ╝
751
+
752
+ 2024-10-10 13:26:46,398 DEBUG root Updating notification cache...
753
+ 2024-10-10 13:26:46,398 INFO ___FILE_ONLY___
754
+
755
+ 2024-10-10 13:26:46,400 INFO ___FILE_ONLY___ Performing post processing steps...
756
+ 2024-10-10 13:26:46,401 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
757
+ 2024-10-10 13:26:57,956 DEBUG ___FILE_ONLY___
758
+ 2024-10-10 13:26:57,956 DEBUG ___FILE_ONLY___
759
+ 2024-10-10 13:26:58,189 INFO ___FILE_ONLY___
760
+ Update done!
761
+
762
+
763
+ 2024-10-10 13:26:58,192 DEBUG root Chosen display Format:none
764
+ 2024-10-10 13:26:58,192 INFO root Display format: "none"
.config/logs/2024.10.10/13.26.46.881826.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-10-10 13:26:46,882 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-10-10 13:26:46,885 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-10-10 13:26:46,887 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-10-10 13:26:57,851 DEBUG root Chosen display Format:none
5
+ 2024-10-10 13:26:57,852 INFO root Display format: "none"
.config/logs/2024.10.10/13.26.58.771318.log ADDED
@@ -0,0 +1,123 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-10-10 13:26:58,772 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-10-10 13:26:58,774 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2024-10-10 13:26:58,777 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2024-10-10 13:26:58,778 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2024-10-10 13:26:58,787 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2024-10-10 13:26:58,908 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 227002
8
+ 2024-10-10 13:26:58,925 WARNING root Component [preview] no longer exists.
9
+ 2024-10-10 13:26:58,925 WARNING root Component [compute] no longer exists.
10
+ 2024-10-10 13:26:58,926 INFO ___FILE_ONLY___
11
+
12
+ 2024-10-10 13:26:58,927 INFO ___FILE_ONLY___
13
+ Your current Google Cloud CLI version is: 496.0.0
14
+
15
+ 2024-10-10 13:26:58,927 INFO ___FILE_ONLY___ Installing components from version: 496.0.0
16
+
17
+ 2024-10-10 13:26:58,927 INFO ___FILE_ONLY___
18
+
19
+ 2024-10-10 13:26:58,927 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
+ 2024-10-10 13:26:58,928 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
+ 2024-10-10 13:26:58,928 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
+ 2024-10-10 13:26:58,947 INFO ___FILE_ONLY___ ┌──────────────────────────────────────────────┐
23
+ 2024-10-10 13:26:58,947 INFO ___FILE_ONLY___
24
+
25
+ 2024-10-10 13:26:58,947 INFO ___FILE_ONLY___ │ These components will be installed. │
26
+ 2024-10-10 13:26:58,947 INFO ___FILE_ONLY___
27
+
28
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.gitattributes CHANGED
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README.md CHANGED
@@ -1,12 +1,6 @@
1
  ---
2
- title: ASR NNemo Model
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- emoji: 🦀
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- colorFrom: purple
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- colorTo: gray
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  sdk: gradio
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  sdk_version: 5.0.2
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- pinned: false
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  ---
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-
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- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
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  ---
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+ title: ASR_NNemo_Model
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  sdk: gradio
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  sdk_version: 5.0.2
 
 
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  ---
 
 
app.py ADDED
@@ -0,0 +1,23 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import nemo.collections.asr as nemo_asr
2
+ import gradio as gr
3
+
4
+
5
+ asr_model = nemo_asr.models.ASRModel.from_pretrained(model_name="QuartzNet15x5Base-En")
6
+
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+
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+ def transcribe(audio):
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+
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+ transcription = asr_model.transcribe([audio])
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+ return transcription[0]
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+
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+
14
+ iface = gr.Interface(
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+ fn=transcribe,
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+ inputs=gr.inputs.Audio(source="microphone", type="filepath"),
17
+ outputs="text",
18
+ title="ASR with NeMo",
19
+ description="Speak into your microphone and get a transcription using NVIDIA NeMo QuartzNet ASR."
20
+ )
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+
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+
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+ iface.launch()
requirements.txt ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ nemo_toolkit[all]
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+ torch
3
+ gradio
4
+ Cython
5
+ youtokentome
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
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+
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+ * `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).
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