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Browse files- .config/.last_opt_in_prompt.yaml +1 -0
- .config/.last_survey_prompt.yaml +1 -0
- .config/.last_update_check.json +1 -0
- .config/active_config +1 -0
- .config/config_sentinel +0 -0
- .config/configurations/config_default +6 -0
- .config/default_configs.db +0 -0
- .config/gce +1 -0
- .config/hidden_gcloud_config_universe_descriptor_data_cache_configs.db +0 -0
- .config/logs/2025.02.18/14.18.50.396027.log +764 -0
- .config/logs/2025.02.18/14.19.21.783246.log +5 -0
- .config/logs/2025.02.18/14.19.31.209860.log +152 -0
- .config/logs/2025.02.18/14.19.35.876527.log +5 -0
- .config/logs/2025.02.18/14.19.45.014979.log +8 -0
- .config/logs/2025.02.18/14.19.45.736719.log +8 -0
- .gitattributes +2 -0
- .gradio/certificate.pem +31 -0
- README.md +2 -8
- iti110_birds_cnn_resnet_gpt_4o.py +321 -0
- sample_data/README.md +19 -0
- sample_data/anscombe.json +49 -0
- sample_data/california_housing_test.csv +0 -0
- sample_data/california_housing_train.csv +0 -0
- sample_data/mnist_test.csv +3 -0
- sample_data/mnist_train_small.csv +3 -0
.config/.last_opt_in_prompt.yaml
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{}
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.config/.last_survey_prompt.yaml
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last_prompt_time: 1739888370.5059795
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.config/.last_update_check.json
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{"last_update_check_time": 1739888375.3515687, "last_update_check_revision": 20250210213649, "notifications": [], "last_nag_times": {}}
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.config/active_config
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default
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.config/config_sentinel
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.config/configurations/config_default
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[component_manager]
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disable_update_check = true
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[compute]
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gce_metadata_read_timeout_sec = 0
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.config/default_configs.db
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False
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.config/hidden_gcloud_config_universe_descriptor_data_cache_configs.db
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.config/logs/2025.02.18/14.18.50.396027.log
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2025-02-18 14:19:02,421 DEBUG root Loaded Command Group: ['gcloud', 'components']
|
| 2 |
+
2025-02-18 14:19:02,425 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
|
| 3 |
+
2025-02-18 14:19:02,427 DEBUG root Running [gcloud.components.update] with arguments: [--compile-python: "True", --quiet: "True", COMPONENT-IDS:6: "['core', 'gcloud-deps', 'bq', 'gcloud', 'gcloud-crc32c', 'gsutil']"]
|
| 4 |
+
2025-02-18 14:19:02,428 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
|
| 5 |
+
|
| 6 |
+
2025-02-18 14:19:02,467 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
|
| 7 |
+
2025-02-18 14:19:03,510 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/11" 200 227832
|
| 8 |
+
2025-02-18 14:19:03,525 INFO ___FILE_ONLY___
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| 9 |
+
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| 10 |
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2025-02-18 14:19:03,525 INFO ___FILE_ONLY___
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| 11 |
+
Your current Google Cloud CLI version is: 510.0.0
|
| 12 |
+
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| 13 |
+
2025-02-18 14:19:03,525 INFO ___FILE_ONLY___ Installing components from version: 510.0.0
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| 14 |
+
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| 15 |
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2025-02-18 14:19:03,525 INFO ___FILE_ONLY___
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| 16 |
+
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| 17 |
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2025-02-18 14:19:03,526 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)
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| 18 |
+
2025-02-18 14:19:03,526 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)
|
| 19 |
+
2025-02-18 14:19:03,527 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)
|
| 20 |
+
2025-02-18 14:19:03,564 INFO ___FILE_ONLY___ ┌─────────────────────────────────────────────────────────────────────────────┐
|
| 21 |
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2025-02-18 14:19:03,564 INFO ___FILE_ONLY___
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| 22 |
+
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| 23 |
+
2025-02-18 14:19:03,564 INFO ___FILE_ONLY___ │ These components will be installed. │
|
| 24 |
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2025-02-18 14:19:03,564 INFO ___FILE_ONLY___
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+
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2025-02-18 14:19:03,564 INFO ___FILE_ONLY___ ├─────────────────────────────────────────────────────┬────────────┬──────────┤
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2025-02-18 14:19:03,564 INFO ___FILE_ONLY___
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2025-02-18 14:19:03,564 INFO ___FILE_ONLY___ │ Name │ Version │ Size │
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| 30 |
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2025-02-18 14:19:03,564 INFO ___FILE_ONLY___
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2025-02-18 14:19:03,564 INFO ___FILE_ONLY___ ├─────────────────────────────────────────────────────┼────────────┼──────────┤
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2025-02-18 14:19:03,564 INFO ___FILE_ONLY___
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| 34 |
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| 35 |
+
2025-02-18 14:19:03,564 INFO ___FILE_ONLY___ │
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| 36 |
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2025-02-18 14:19:03,564 INFO ___FILE_ONLY___ BigQuery Command Line Tool
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| 37 |
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2025-02-18 14:19:03,564 INFO ___FILE_ONLY___
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| 38 |
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2025-02-18 14:19:03,564 INFO ___FILE_ONLY___ │
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| 39 |
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2025-02-18 14:19:03,565 INFO ___FILE_ONLY___ 2.1.12
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| 40 |
+
2025-02-18 14:19:03,565 INFO ___FILE_ONLY___
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| 41 |
+
2025-02-18 14:19:03,565 INFO ___FILE_ONLY___ │
|
| 42 |
+
2025-02-18 14:19:03,565 INFO ___FILE_ONLY___ 1.8 MiB
|
| 43 |
+
2025-02-18 14:19:03,565 INFO ___FILE_ONLY___
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| 44 |
+
2025-02-18 14:19:03,565 INFO ___FILE_ONLY___ │
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| 45 |
+
2025-02-18 14:19:03,565 INFO ___FILE_ONLY___
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| 46 |
+
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| 47 |
+
2025-02-18 14:19:03,565 INFO ___FILE_ONLY___ │
|
| 48 |
+
2025-02-18 14:19:03,565 INFO ___FILE_ONLY___ BigQuery Command Line Tool (Platform Specific)
|
| 49 |
+
2025-02-18 14:19:03,565 INFO ___FILE_ONLY___
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| 50 |
+
2025-02-18 14:19:03,565 INFO ___FILE_ONLY___ │
|
| 51 |
+
2025-02-18 14:19:03,565 INFO ___FILE_ONLY___ 2.1.8
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| 52 |
+
2025-02-18 14:19:03,565 INFO ___FILE_ONLY___
|
| 53 |
+
2025-02-18 14:19:03,565 INFO ___FILE_ONLY___ │
|
| 54 |
+
2025-02-18 14:19:03,565 INFO ___FILE_ONLY___ < 1 MiB
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| 55 |
+
2025-02-18 14:19:03,565 INFO ___FILE_ONLY___
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| 56 |
+
2025-02-18 14:19:03,565 INFO ___FILE_ONLY___ │
|
| 57 |
+
2025-02-18 14:19:03,565 INFO ___FILE_ONLY___
|
| 58 |
+
|
| 59 |
+
2025-02-18 14:19:03,566 INFO ___FILE_ONLY___ │
|
| 60 |
+
2025-02-18 14:19:03,566 INFO ___FILE_ONLY___ Bundled Python 3.12 (Platform Specific)
|
| 61 |
+
2025-02-18 14:19:03,566 INFO ___FILE_ONLY___
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| 62 |
+
2025-02-18 14:19:03,566 INFO ___FILE_ONLY___ │
|
| 63 |
+
2025-02-18 14:19:03,566 INFO ___FILE_ONLY___ 3.12.8
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| 64 |
+
2025-02-18 14:19:03,566 INFO ___FILE_ONLY___
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| 65 |
+
2025-02-18 14:19:03,566 INFO ___FILE_ONLY___ │
|
| 66 |
+
2025-02-18 14:19:03,566 INFO ___FILE_ONLY___ 89.2 MiB
|
| 67 |
+
2025-02-18 14:19:03,566 INFO ___FILE_ONLY___
|
| 68 |
+
2025-02-18 14:19:03,566 INFO ___FILE_ONLY___ │
|
| 69 |
+
2025-02-18 14:19:03,566 INFO ___FILE_ONLY___
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| 70 |
+
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| 71 |
+
2025-02-18 14:19:03,566 INFO ___FILE_ONLY___ │
|
| 72 |
+
2025-02-18 14:19:03,566 INFO ___FILE_ONLY___ Cloud Storage Command Line Tool
|
| 73 |
+
2025-02-18 14:19:03,566 INFO ___FILE_ONLY___
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| 74 |
+
2025-02-18 14:19:03,566 INFO ___FILE_ONLY___ │
|
| 75 |
+
2025-02-18 14:19:03,566 INFO ___FILE_ONLY___ 5.33
|
| 76 |
+
2025-02-18 14:19:03,566 INFO ___FILE_ONLY___
|
| 77 |
+
2025-02-18 14:19:03,566 INFO ___FILE_ONLY___ │
|
| 78 |
+
2025-02-18 14:19:03,566 INFO ___FILE_ONLY___ 11.8 MiB
|
| 79 |
+
2025-02-18 14:19:03,566 INFO ___FILE_ONLY___
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| 80 |
+
2025-02-18 14:19:03,566 INFO ___FILE_ONLY___ │
|
| 81 |
+
2025-02-18 14:19:03,567 INFO ___FILE_ONLY___
|
| 82 |
+
|
| 83 |
+
2025-02-18 14:19:03,567 INFO ___FILE_ONLY___ │
|
| 84 |
+
2025-02-18 14:19:03,567 INFO ___FILE_ONLY___ Cloud Storage Command Line Tool (Platform Specific)
|
| 85 |
+
2025-02-18 14:19:03,567 INFO ___FILE_ONLY___
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| 86 |
+
2025-02-18 14:19:03,567 INFO ___FILE_ONLY___ │
|
| 87 |
+
2025-02-18 14:19:03,567 INFO ___FILE_ONLY___ 5.30
|
| 88 |
+
2025-02-18 14:19:03,567 INFO ___FILE_ONLY___
|
| 89 |
+
2025-02-18 14:19:03,567 INFO ___FILE_ONLY___ │
|
| 90 |
+
2025-02-18 14:19:03,567 INFO ___FILE_ONLY___ < 1 MiB
|
| 91 |
+
2025-02-18 14:19:03,567 INFO ___FILE_ONLY___
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| 92 |
+
2025-02-18 14:19:03,567 INFO ___FILE_ONLY___ │
|
| 93 |
+
2025-02-18 14:19:03,567 INFO ___FILE_ONLY___
|
| 94 |
+
|
| 95 |
+
2025-02-18 14:19:03,567 INFO ___FILE_ONLY___ │
|
| 96 |
+
2025-02-18 14:19:03,567 INFO ___FILE_ONLY___ Google Cloud CLI Core Libraries (Platform Specific)
|
| 97 |
+
2025-02-18 14:19:03,567 INFO ___FILE_ONLY___
|
| 98 |
+
2025-02-18 14:19:03,567 INFO ___FILE_ONLY___ │
|
| 99 |
+
2025-02-18 14:19:03,567 INFO ___FILE_ONLY___ 2024.08.30
|
| 100 |
+
2025-02-18 14:19:03,567 INFO ___FILE_ONLY___
|
| 101 |
+
2025-02-18 14:19:03,567 INFO ___FILE_ONLY___ │
|
| 102 |
+
2025-02-18 14:19:03,567 INFO ___FILE_ONLY___ < 1 MiB
|
| 103 |
+
2025-02-18 14:19:03,567 INFO ___FILE_ONLY___
|
| 104 |
+
2025-02-18 14:19:03,567 INFO ___FILE_ONLY___ │
|
| 105 |
+
2025-02-18 14:19:03,568 INFO ___FILE_ONLY___
|
| 106 |
+
|
| 107 |
+
2025-02-18 14:19:03,568 INFO ___FILE_ONLY___ │
|
| 108 |
+
2025-02-18 14:19:03,568 INFO ___FILE_ONLY___ Google Cloud CRC32C Hash Tool (Platform Specific)
|
| 109 |
+
2025-02-18 14:19:03,568 INFO ___FILE_ONLY___
|
| 110 |
+
2025-02-18 14:19:03,568 INFO ___FILE_ONLY___ │
|
| 111 |
+
2025-02-18 14:19:03,568 INFO ___FILE_ONLY___ 1.0.0
|
| 112 |
+
2025-02-18 14:19:03,568 INFO ___FILE_ONLY___
|
| 113 |
+
2025-02-18 14:19:03,568 INFO ___FILE_ONLY___ │
|
| 114 |
+
2025-02-18 14:19:03,568 INFO ___FILE_ONLY___ 1.4 MiB
|
| 115 |
+
2025-02-18 14:19:03,568 INFO ___FILE_ONLY___
|
| 116 |
+
2025-02-18 14:19:03,568 INFO ___FILE_ONLY___ │
|
| 117 |
+
2025-02-18 14:19:03,568 INFO ___FILE_ONLY___
|
| 118 |
+
|
| 119 |
+
2025-02-18 14:19:03,568 INFO ___FILE_ONLY___ │
|
| 120 |
+
2025-02-18 14:19:03,568 INFO ___FILE_ONLY___ gcloud cli dependencies (Platform Specific)
|
| 121 |
+
2025-02-18 14:19:03,568 INFO ___FILE_ONLY___
|
| 122 |
+
2025-02-18 14:19:03,568 INFO ___FILE_ONLY___ │
|
| 123 |
+
2025-02-18 14:19:03,568 INFO ___FILE_ONLY___ 2021.04.16
|
| 124 |
+
2025-02-18 14:19:03,568 INFO ___FILE_ONLY___
|
| 125 |
+
2025-02-18 14:19:03,568 INFO ___FILE_ONLY___ │
|
| 126 |
+
2025-02-18 14:19:03,568 INFO ___FILE_ONLY___ < 1 MiB
|
| 127 |
+
2025-02-18 14:19:03,568 INFO ___FILE_ONLY___
|
| 128 |
+
2025-02-18 14:19:03,569 INFO ___FILE_ONLY___ │
|
| 129 |
+
2025-02-18 14:19:03,569 INFO ___FILE_ONLY___
|
| 130 |
+
|
| 131 |
+
2025-02-18 14:19:03,569 INFO ___FILE_ONLY___ └─────────────────────────────────────────────────────┴────────────┴──────────┘
|
| 132 |
+
2025-02-18 14:19:03,569 INFO ___FILE_ONLY___
|
| 133 |
+
|
| 134 |
+
2025-02-18 14:19:03,569 INFO ___FILE_ONLY___
|
| 135 |
+
|
| 136 |
+
2025-02-18 14:19:03,572 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
|
| 137 |
+
2025-02-18 14:19:04,678 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/11" 200 1354946
|
| 138 |
+
2025-02-18 14:19:05,123 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
|
| 139 |
+
https://cloud.google.com/sdk/release_notes
|
| 140 |
+
|
| 141 |
+
|
| 142 |
+
2025-02-18 14:19:05,124 INFO ___FILE_ONLY___ Performing in place update...
|
| 143 |
+
|
| 144 |
+
|
| 145 |
+
2025-02-18 14:19:05,126 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
|
| 146 |
+
|
| 147 |
+
2025-02-18 14:19:05,126 INFO ___FILE_ONLY___ ╠═ Downloading: BigQuery Command Line Tool ═╣
|
| 148 |
+
|
| 149 |
+
2025-02-18 14:19:05,126 INFO ___FILE_ONLY___ ╚
|
| 150 |
+
2025-02-18 14:19:05,129 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
|
| 151 |
+
2025-02-18 14:19:06,222 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bq-20250117151628.tar.gz HTTP/11" 200 1853621
|
| 152 |
+
2025-02-18 14:19:06,239 INFO ___FILE_ONLY___ ═
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+
2025-02-18 14:19:06,239 INFO ___FILE_ONLY___ ═
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+
2025-02-18 14:19:06,239 INFO ___FILE_ONLY___ ═
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+
2025-02-18 14:19:06,239 INFO ___FILE_ONLY___ ═
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+
2025-02-18 14:19:06,239 INFO ___FILE_ONLY___ ═
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2025-02-18 14:19:06,239 INFO ___FILE_ONLY___ ═
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2025-02-18 14:19:06,239 INFO ___FILE_ONLY___ ═
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2025-02-18 14:19:06,240 INFO ___FILE_ONLY___ ═
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2025-02-18 14:19:06,240 INFO ___FILE_ONLY___ ═
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2025-02-18 14:19:06,240 INFO ___FILE_ONLY___ ═
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2025-02-18 14:19:06,240 INFO ___FILE_ONLY___ ═
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2025-02-18 14:19:06,240 INFO ___FILE_ONLY___ ═
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2025-02-18 14:19:06,240 INFO ___FILE_ONLY___ ═
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2025-02-18 14:19:06,240 INFO ___FILE_ONLY___ ═
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2025-02-18 14:19:06,240 INFO ___FILE_ONLY___ ═
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2025-02-18 14:19:06,240 INFO ___FILE_ONLY___ ═
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2025-02-18 14:19:06,241 INFO ___FILE_ONLY___ ═
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2025-02-18 14:19:06,242 INFO ___FILE_ONLY___ ═
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2025-02-18 14:19:06,242 INFO ___FILE_ONLY___ ═
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+
2025-02-18 14:19:06,242 INFO ___FILE_ONLY___ ═
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+
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2025-02-18 14:19:06,242 INFO ___FILE_ONLY___ ═
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2025-02-18 14:19:06,242 INFO ___FILE_ONLY___ ═
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+
2025-02-18 14:19:06,242 INFO ___FILE_ONLY___ ═
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+
2025-02-18 14:19:06,243 INFO ___FILE_ONLY___ ═
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+
2025-02-18 14:19:06,243 INFO ___FILE_ONLY___ ═
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+
2025-02-18 14:19:06,243 INFO ___FILE_ONLY___ ═
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+
2025-02-18 14:19:06,243 INFO ___FILE_ONLY___ ═
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+
2025-02-18 14:19:06,243 INFO ___FILE_ONLY___ ═
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+
2025-02-18 14:19:06,243 INFO ___FILE_ONLY___ ═
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+
2025-02-18 14:19:06,243 INFO ___FILE_ONLY___ ═
|
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+
2025-02-18 14:19:06,243 INFO ___FILE_ONLY___ ═
|
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+
2025-02-18 14:19:06,243 INFO ___FILE_ONLY___ ═
|
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+
2025-02-18 14:19:06,243 INFO ___FILE_ONLY___ ═
|
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+
2025-02-18 14:19:06,243 INFO ___FILE_ONLY___ ═
|
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+
2025-02-18 14:19:06,243 INFO ___FILE_ONLY___ ═
|
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+
2025-02-18 14:19:06,244 INFO ___FILE_ONLY___ ═
|
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+
2025-02-18 14:19:06,244 INFO ___FILE_ONLY___ ═
|
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+
2025-02-18 14:19:06,244 INFO ___FILE_ONLY___ ═
|
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+
2025-02-18 14:19:06,244 INFO ___FILE_ONLY___ ═
|
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+
2025-02-18 14:19:06,244 INFO ___FILE_ONLY___ ═
|
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+
2025-02-18 14:19:06,244 INFO ___FILE_ONLY___ ═
|
| 212 |
+
2025-02-18 14:19:06,244 INFO ___FILE_ONLY___ ╝
|
| 213 |
+
|
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+
2025-02-18 14:19:06,246 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
|
| 215 |
+
|
| 216 |
+
2025-02-18 14:19:06,246 INFO ___FILE_ONLY___ ╠═ Downloading: BigQuery Command Line Tool (Platform Spe... ═╣
|
| 217 |
+
|
| 218 |
+
2025-02-18 14:19:06,246 INFO ___FILE_ONLY___ ╚
|
| 219 |
+
2025-02-18 14:19:06,250 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
|
| 220 |
+
2025-02-18 14:19:07,370 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bq-nix-20240830134514.tar.gz HTTP/11" 200 1914
|
| 221 |
+
2025-02-18 14:19:07,371 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
|
| 222 |
+
2025-02-18 14:19:07,371 INFO ___FILE_ONLY___ ╝
|
| 223 |
+
|
| 224 |
+
2025-02-18 14:19:07,374 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
|
| 225 |
+
|
| 226 |
+
2025-02-18 14:19:07,374 INFO ___FILE_ONLY___ ╠═ Downloading: Bundled Python 3.12 ═╣
|
| 227 |
+
|
| 228 |
+
2025-02-18 14:19:07,374 INFO ___FILE_ONLY___ ╚
|
| 229 |
+
2025-02-18 14:19:07,374 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
|
| 230 |
+
2025-02-18 14:19:07,374 INFO ___FILE_ONLY___ ╝
|
| 231 |
+
|
| 232 |
+
2025-02-18 14:19:07,376 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════���═══════════════╗
|
| 233 |
+
|
| 234 |
+
2025-02-18 14:19:07,376 INFO ___FILE_ONLY___ ╠═ Downloading: Bundled Python 3.12 (Platform Specific) ═╣
|
| 235 |
+
|
| 236 |
+
2025-02-18 14:19:07,377 INFO ___FILE_ONLY___ ╚
|
| 237 |
+
2025-02-18 14:19:07,382 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
|
| 238 |
+
2025-02-18 14:19:08,477 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bundled-python3-unix-linux-x86_64-20250131143518.tar.gz HTTP/11" 200 93520256
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+
2025-02-18 14:19:08,886 INFO ___FILE_ONLY___ ╠═ Downloading: Cloud Storage Command Line Tool ═╣
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2025-02-18 14:19:08,890 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+
2025-02-18 14:19:10,007 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-20241213184646.tar.gz HTTP/11" 200 12368759
|
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+
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2025-02-18 14:19:10,072 INFO ___FILE_ONLY___ ╠═ Downloading: Cloud Storage Command Line Tool (Platfor... ═╣
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+
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+
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+
2025-02-18 14:19:10,075 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
|
| 376 |
+
2025-02-18 14:19:11,190 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-nix-20240830134514.tar.gz HTTP/11" 200 1928
|
| 377 |
+
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|
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+
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+
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|
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+
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+
2025-02-18 14:19:11,193 INFO ___FILE_ONLY___ ╠═ Downloading: Default set of gcloud commands ═╣
|
| 383 |
+
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+
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+
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|
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+
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+
2025-02-18 14:19:11,195 INFO ___FILE_ONLY___ ╠═ Downloading: Google Cloud CLI Core Libraries (Platfor... ═╣
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+
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+
2025-02-18 14:19:11,195 INFO ___FILE_ONLY___ ╚
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+
2025-02-18 14:19:11,198 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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| 394 |
+
2025-02-18 14:19:12,267 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-core-nix-20240830134514.tar.gz HTTP/11" 200 2306
|
| 395 |
+
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+
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+
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+
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+
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+
2025-02-18 14:19:12,270 INFO ___FILE_ONLY___ ╠═ Downloading: Google Cloud CRC32C Hash Tool ═╣
|
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+
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+
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+
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+
2025-02-18 14:19:12,272 INFO ___FILE_ONLY___ ╠═ Downloading: Google Cloud CRC32C Hash Tool (Platform ... ═╣
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+
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+
2025-02-18 14:19:12,272 INFO ___FILE_ONLY___ ╚
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+
2025-02-18 14:19:12,275 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+
2025-02-18 14:19:13,296 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gcloud-crc32c-linux-x86_64-20250110133808.tar.gz HTTP/11" 200 1478989
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
2025-02-18 14:19:13,312 INFO ___FILE_ONLY___ ═
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+
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+
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+
2025-02-18 14:19:13,312 INFO ___FILE_ONLY___ ═
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+
2025-02-18 14:19:13,312 INFO ___FILE_ONLY___ ═
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+
2025-02-18 14:19:13,312 INFO ___FILE_ONLY___ ═
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+
2025-02-18 14:19:13,312 INFO ___FILE_ONLY___ ═
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+
2025-02-18 14:19:13,312 INFO ___FILE_ONLY___ ═
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+
2025-02-18 14:19:13,312 INFO ___FILE_ONLY___ ═
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+
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+
2025-02-18 14:19:13,313 INFO ___FILE_ONLY___ ═
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+
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+
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+
2025-02-18 14:19:13,316 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud cli dependencies (Platform Specific) ═╣
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+
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+
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+
2025-02-18 14:19:13,320 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
|
| 481 |
+
2025-02-18 14:19:14,360 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
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2025-02-18 14:19:14,363 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool ═╣
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|
| 553 |
+
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| 554 |
+
2025-02-18 14:19:14,639 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
|
| 555 |
+
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+
2025-02-18 14:19:14,639 INFO ___FILE_ONLY___ ╚
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2025-02-18 14:19:14,639 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
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|
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+
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+
2025-02-18 14:19:14,644 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.12 ═╣
|
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+
2025-02-18 14:19:14,648 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.12 (Platform Specific) ═╣
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2025-02-18 14:19:19,844 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
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2025-02-18 14:19:21,125 INFO ___FILE_ONLY___ ═
|
| 700 |
+
2025-02-18 14:19:21,125 INFO ___FILE_ONLY___ ╝
|
| 701 |
+
|
| 702 |
+
2025-02-18 14:19:21,156 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
|
| 703 |
+
|
| 704 |
+
2025-02-18 14:19:21,156 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
|
| 705 |
+
|
| 706 |
+
2025-02-18 14:19:21,156 INFO ___FILE_ONLY___ ╚
|
| 707 |
+
2025-02-18 14:19:21,157 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
|
| 708 |
+
2025-02-18 14:19:21,157 INFO ___FILE_ONLY___ ╝
|
| 709 |
+
|
| 710 |
+
2025-02-18 14:19:21,161 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
|
| 711 |
+
|
| 712 |
+
2025-02-18 14:19:21,161 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
|
| 713 |
+
|
| 714 |
+
2025-02-18 14:19:21,161 INFO ___FILE_ONLY___ ╚
|
| 715 |
+
2025-02-18 14:19:21,164 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
|
| 716 |
+
2025-02-18 14:19:21,164 INFO ___FILE_ONLY___ ╝
|
| 717 |
+
|
| 718 |
+
2025-02-18 14:19:21,166 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
|
| 719 |
+
|
| 720 |
+
2025-02-18 14:19:21,166 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
|
| 721 |
+
|
| 722 |
+
2025-02-18 14:19:21,166 INFO ___FILE_ONLY___ ╚
|
| 723 |
+
2025-02-18 14:19:21,167 INFO ___FILE_ONLY___ ══════════════════════════════
|
| 724 |
+
2025-02-18 14:19:21,167 INFO ___FILE_ONLY___ ══════════════════════════════
|
| 725 |
+
2025-02-18 14:19:21,167 INFO ___FILE_ONLY___ ╝
|
| 726 |
+
|
| 727 |
+
2025-02-18 14:19:21,172 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
|
| 728 |
+
|
| 729 |
+
2025-02-18 14:19:21,172 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
|
| 730 |
+
|
| 731 |
+
2025-02-18 14:19:21,172 INFO ___FILE_ONLY___ ╚
|
| 732 |
+
2025-02-18 14:19:21,174 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
|
| 733 |
+
2025-02-18 14:19:21,174 INFO ___FILE_ONLY___ ╝
|
| 734 |
+
|
| 735 |
+
2025-02-18 14:19:21,176 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
|
| 736 |
+
|
| 737 |
+
2025-02-18 14:19:21,176 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool (Platform S... ═╣
|
| 738 |
+
|
| 739 |
+
2025-02-18 14:19:21,176 INFO ___FILE_ONLY___ ╚
|
| 740 |
+
2025-02-18 14:19:21,214 INFO ___FILE_ONLY___ ══════════════════════════════
|
| 741 |
+
2025-02-18 14:19:21,215 INFO ___FILE_ONLY___ ══════════════════════════════
|
| 742 |
+
2025-02-18 14:19:21,215 INFO ___FILE_ONLY___ ╝
|
| 743 |
+
|
| 744 |
+
2025-02-18 14:19:21,220 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
|
| 745 |
+
|
| 746 |
+
2025-02-18 14:19:21,220 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies (Platform Specific) ═╣
|
| 747 |
+
|
| 748 |
+
2025-02-18 14:19:21,220 INFO ___FILE_ONLY___ ╚
|
| 749 |
+
2025-02-18 14:19:21,220 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
|
| 750 |
+
2025-02-18 14:19:21,220 INFO ___FILE_ONLY___ ╝
|
| 751 |
+
|
| 752 |
+
2025-02-18 14:19:21,225 DEBUG root Updating notification cache...
|
| 753 |
+
2025-02-18 14:19:21,226 INFO ___FILE_ONLY___
|
| 754 |
+
|
| 755 |
+
2025-02-18 14:19:21,228 INFO ___FILE_ONLY___ Performing post processing steps...
|
| 756 |
+
2025-02-18 14:19:21,228 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
|
| 757 |
+
2025-02-18 14:19:30,331 DEBUG ___FILE_ONLY___
|
| 758 |
+
2025-02-18 14:19:30,331 DEBUG ___FILE_ONLY___
|
| 759 |
+
2025-02-18 14:19:30,502 INFO ___FILE_ONLY___
|
| 760 |
+
Update done!
|
| 761 |
+
|
| 762 |
+
|
| 763 |
+
2025-02-18 14:19:30,505 DEBUG root Chosen display Format:none
|
| 764 |
+
2025-02-18 14:19:30,505 INFO root Display format: "none"
|
.config/logs/2025.02.18/14.19.21.783246.log
ADDED
|
@@ -0,0 +1,5 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
2025-02-18 14:19:21,784 DEBUG root Loaded Command Group: ['gcloud', 'components']
|
| 2 |
+
2025-02-18 14:19:21,786 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
|
| 3 |
+
2025-02-18 14:19:21,787 DEBUG root Running [gcloud.components.post-process] with arguments: []
|
| 4 |
+
2025-02-18 14:19:30,183 DEBUG root Chosen display Format:none
|
| 5 |
+
2025-02-18 14:19:30,184 INFO root Display format: "none"
|
.config/logs/2025.02.18/14.19.31.209860.log
ADDED
|
@@ -0,0 +1,152 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
2025-02-18 14:19:31,210 DEBUG root Loaded Command Group: ['gcloud', 'components']
|
| 2 |
+
2025-02-18 14:19:31,212 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
|
| 3 |
+
2025-02-18 14:19:31,214 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
|
| 4 |
+
2025-02-18 14:19:31,215 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
|
| 5 |
+
|
| 6 |
+
2025-02-18 14:19:31,224 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
|
| 7 |
+
2025-02-18 14:19:32,265 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/11" 200 227832
|
| 8 |
+
2025-02-18 14:19:32,278 WARNING root Component [compute] no longer exists.
|
| 9 |
+
2025-02-18 14:19:32,279 INFO ___FILE_ONLY___
|
| 10 |
+
|
| 11 |
+
2025-02-18 14:19:32,280 INFO ___FILE_ONLY___
|
| 12 |
+
Your current Google Cloud CLI version is: 510.0.0
|
| 13 |
+
|
| 14 |
+
2025-02-18 14:19:32,280 INFO ___FILE_ONLY___ Installing components from version: 510.0.0
|
| 15 |
+
|
| 16 |
+
2025-02-18 14:19:32,280 INFO ___FILE_ONLY___
|
| 17 |
+
|
| 18 |
+
2025-02-18 14:19:32,280 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 |
+
2025-02-18 14:19:32,281 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 |
+
2025-02-18 14:19:32,281 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 |
+
2025-02-18 14:19:32,296 INFO ___FILE_ONLY___ ┌────────────────────────────────────────────────┐
|
| 22 |
+
2025-02-18 14:19:32,296 INFO ___FILE_ONLY___
|
| 23 |
+
|
| 24 |
+
2025-02-18 14:19:32,296 INFO ___FILE_ONLY___ │ These components will be installed. │
|
| 25 |
+
2025-02-18 14:19:32,296 INFO ___FILE_ONLY___
|
| 26 |
+
|
| 27 |
+
2025-02-18 14:19:32,296 INFO ___FILE_ONLY___ ├─────────────────────────┬────────────┬─────────┤
|
| 28 |
+
2025-02-18 14:19:32,296 INFO ___FILE_ONLY___
|
| 29 |
+
|
| 30 |
+
2025-02-18 14:19:32,296 INFO ___FILE_ONLY___ │ Name │ Version │ Size │
|
| 31 |
+
2025-02-18 14:19:32,296 INFO ___FILE_ONLY___
|
| 32 |
+
|
| 33 |
+
2025-02-18 14:19:32,296 INFO ___FILE_ONLY___ ├─────────────────────────┼────────────┼─────────┤
|
| 34 |
+
2025-02-18 14:19:32,297 INFO ___FILE_ONLY___
|
| 35 |
+
|
| 36 |
+
2025-02-18 14:19:32,297 INFO ___FILE_ONLY___ │
|
| 37 |
+
2025-02-18 14:19:32,297 INFO ___FILE_ONLY___ gcloud Alpha Commands
|
| 38 |
+
2025-02-18 14:19:32,297 INFO ___FILE_ONLY___
|
| 39 |
+
2025-02-18 14:19:32,297 INFO ___FILE_ONLY___ │
|
| 40 |
+
2025-02-18 14:19:32,297 INFO ___FILE_ONLY___ 2025.02.10
|
| 41 |
+
2025-02-18 14:19:32,297 INFO ___FILE_ONLY___
|
| 42 |
+
2025-02-18 14:19:32,297 INFO ___FILE_ONLY___ │
|
| 43 |
+
2025-02-18 14:19:32,297 INFO ___FILE_ONLY___ < 1 MiB
|
| 44 |
+
2025-02-18 14:19:32,297 INFO ___FILE_ONLY___
|
| 45 |
+
2025-02-18 14:19:32,297 INFO ___FILE_ONLY___ │
|
| 46 |
+
2025-02-18 14:19:32,297 INFO ___FILE_ONLY___
|
| 47 |
+
|
| 48 |
+
2025-02-18 14:19:32,297 INFO ___FILE_ONLY___ │
|
| 49 |
+
2025-02-18 14:19:32,297 INFO ___FILE_ONLY___ gcloud Beta Commands
|
| 50 |
+
2025-02-18 14:19:32,298 INFO ___FILE_ONLY___
|
| 51 |
+
2025-02-18 14:19:32,298 INFO ___FILE_ONLY___ │
|
| 52 |
+
2025-02-18 14:19:32,298 INFO ___FILE_ONLY___ 2025.02.10
|
| 53 |
+
2025-02-18 14:19:32,298 INFO ___FILE_ONLY___
|
| 54 |
+
2025-02-18 14:19:32,298 INFO ___FILE_ONLY___ │
|
| 55 |
+
2025-02-18 14:19:32,298 INFO ___FILE_ONLY___ < 1 MiB
|
| 56 |
+
2025-02-18 14:19:32,298 INFO ___FILE_ONLY___
|
| 57 |
+
2025-02-18 14:19:32,298 INFO ___FILE_ONLY___ │
|
| 58 |
+
2025-02-18 14:19:32,298 INFO ___FILE_ONLY___
|
| 59 |
+
|
| 60 |
+
2025-02-18 14:19:32,298 INFO ___FILE_ONLY___ │
|
| 61 |
+
2025-02-18 14:19:32,298 INFO ___FILE_ONLY___ gcloud Preview Commands
|
| 62 |
+
2025-02-18 14:19:32,298 INFO ___FILE_ONLY___
|
| 63 |
+
2025-02-18 14:19:32,298 INFO ___FILE_ONLY___ │
|
| 64 |
+
2025-02-18 14:19:32,298 INFO ___FILE_ONLY___
|
| 65 |
+
2025-02-18 14:19:32,299 INFO ___FILE_ONLY___
|
| 66 |
+
2025-02-18 14:19:32,299 INFO ___FILE_ONLY___ │
|
| 67 |
+
2025-02-18 14:19:32,299 INFO ___FILE_ONLY___ < 1 MiB
|
| 68 |
+
2025-02-18 14:19:32,299 INFO ___FILE_ONLY___
|
| 69 |
+
2025-02-18 14:19:32,299 INFO ___FILE_ONLY___ │
|
| 70 |
+
2025-02-18 14:19:32,299 INFO ___FILE_ONLY___
|
| 71 |
+
|
| 72 |
+
2025-02-18 14:19:32,299 INFO ___FILE_ONLY___ └─────────────────────────┴────────────┴─────────┘
|
| 73 |
+
2025-02-18 14:19:32,299 INFO ___FILE_ONLY___
|
| 74 |
+
|
| 75 |
+
2025-02-18 14:19:32,299 INFO ___FILE_ONLY___
|
| 76 |
+
|
| 77 |
+
2025-02-18 14:19:32,303 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
|
| 78 |
+
2025-02-18 14:19:32,506 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/11" 200 1354946
|
| 79 |
+
2025-02-18 14:19:32,952 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
|
| 80 |
+
https://cloud.google.com/sdk/release_notes
|
| 81 |
+
|
| 82 |
+
|
| 83 |
+
2025-02-18 14:19:32,953 INFO ___FILE_ONLY___ Performing in place update...
|
| 84 |
+
|
| 85 |
+
|
| 86 |
+
2025-02-18 14:19:32,955 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
|
| 87 |
+
|
| 88 |
+
2025-02-18 14:19:32,955 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Alpha Commands ═╣
|
| 89 |
+
|
| 90 |
+
2025-02-18 14:19:32,955 INFO ___FILE_ONLY___ ╚
|
| 91 |
+
2025-02-18 14:19:32,959 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
|
| 92 |
+
2025-02-18 14:19:34,089 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-alpha-20250210213649.tar.gz HTTP/11" 200 800
|
| 93 |
+
2025-02-18 14:19:34,090 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
|
| 94 |
+
2025-02-18 14:19:34,090 INFO ___FILE_ONLY___ ╝
|
| 95 |
+
|
| 96 |
+
2025-02-18 14:19:34,092 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
|
| 97 |
+
|
| 98 |
+
2025-02-18 14:19:34,092 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Beta Commands ═╣
|
| 99 |
+
|
| 100 |
+
2025-02-18 14:19:34,092 INFO ___FILE_ONLY___ ╚
|
| 101 |
+
2025-02-18 14:19:34,096 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
|
| 102 |
+
2025-02-18 14:19:34,275 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-beta-20250210213649.tar.gz HTTP/11" 200 797
|
| 103 |
+
2025-02-18 14:19:34,275 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
|
| 104 |
+
2025-02-18 14:19:34,276 INFO ___FILE_ONLY___ ╝
|
| 105 |
+
|
| 106 |
+
2025-02-18 14:19:34,277 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
|
| 107 |
+
|
| 108 |
+
2025-02-18 14:19:34,278 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Preview Commands ═╣
|
| 109 |
+
|
| 110 |
+
2025-02-18 14:19:34,278 INFO ___FILE_ONLY___ ╚
|
| 111 |
+
2025-02-18 14:19:34,281 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
|
| 112 |
+
2025-02-18 14:19:35,329 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 |
+
2025-02-18 14:19:35,330 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
|
| 114 |
+
2025-02-18 14:19:35,330 INFO ___FILE_ONLY___ ╝
|
| 115 |
+
|
| 116 |
+
2025-02-18 14:19:35,332 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
|
| 117 |
+
|
| 118 |
+
2025-02-18 14:19:35,332 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Alpha Commands ═╣
|
| 119 |
+
|
| 120 |
+
2025-02-18 14:19:35,332 INFO ___FILE_ONLY___ ╚
|
| 121 |
+
2025-02-18 14:19:35,333 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
|
| 122 |
+
2025-02-18 14:19:35,333 INFO ___FILE_ONLY___ ╝
|
| 123 |
+
|
| 124 |
+
2025-02-18 14:19:35,339 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
|
| 125 |
+
|
| 126 |
+
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| 127 |
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| 135 |
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| 138 |
+
2025-02-18 14:19:35,346 INFO ___FILE_ONLY___ ╝
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| 140 |
+
2025-02-18 14:19:35,351 DEBUG root Updating notification cache...
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| 141 |
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| 142 |
+
|
| 143 |
+
2025-02-18 14:19:35,353 INFO ___FILE_ONLY___ Performing post processing steps...
|
| 144 |
+
2025-02-18 14:19:35,354 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
|
| 145 |
+
2025-02-18 14:19:44,113 DEBUG ___FILE_ONLY___
|
| 146 |
+
2025-02-18 14:19:44,113 DEBUG ___FILE_ONLY___
|
| 147 |
+
2025-02-18 14:19:44,374 INFO ___FILE_ONLY___
|
| 148 |
+
Update done!
|
| 149 |
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| 150 |
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| 151 |
+
2025-02-18 14:19:44,376 DEBUG root Chosen display Format:none
|
| 152 |
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2025-02-18 14:19:44,376 INFO root Display format: "none"
|
.config/logs/2025.02.18/14.19.35.876527.log
ADDED
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| 1 |
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2025-02-18 14:19:35,877 DEBUG root Loaded Command Group: ['gcloud', 'components']
|
| 2 |
+
2025-02-18 14:19:35,878 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
|
| 3 |
+
2025-02-18 14:19:35,880 DEBUG root Running [gcloud.components.post-process] with arguments: []
|
| 4 |
+
2025-02-18 14:19:43,996 DEBUG root Chosen display Format:none
|
| 5 |
+
2025-02-18 14:19:43,997 INFO root Display format: "none"
|
.config/logs/2025.02.18/14.19.45.014979.log
ADDED
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| 1 |
+
2025-02-18 14:19:45,016 DEBUG root Loaded Command Group: ['gcloud', 'config']
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| 2 |
+
2025-02-18 14:19:45,067 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
|
| 3 |
+
2025-02-18 14:19:45,069 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "component_manager/disable_update_check", VALUE: "true"]
|
| 4 |
+
2025-02-18 14:19:45,070 INFO ___FILE_ONLY___ Updated property [component_manager/disable_update_check].
|
| 5 |
+
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| 6 |
+
2025-02-18 14:19:45,071 DEBUG root Chosen display Format:default
|
| 7 |
+
2025-02-18 14:19:45,071 INFO root Display format: "default"
|
| 8 |
+
2025-02-18 14:19:45,072 DEBUG root SDK update checks are disabled.
|
.config/logs/2025.02.18/14.19.45.736719.log
ADDED
|
@@ -0,0 +1,8 @@
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| 1 |
+
2025-02-18 14:19:45,738 DEBUG root Loaded Command Group: ['gcloud', 'config']
|
| 2 |
+
2025-02-18 14:19:45,784 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
|
| 3 |
+
2025-02-18 14:19:45,787 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "compute/gce_metadata_read_timeout_sec", VALUE: "0"]
|
| 4 |
+
2025-02-18 14:19:45,788 INFO ___FILE_ONLY___ Updated property [compute/gce_metadata_read_timeout_sec].
|
| 5 |
+
|
| 6 |
+
2025-02-18 14:19:45,788 DEBUG root Chosen display Format:default
|
| 7 |
+
2025-02-18 14:19:45,789 INFO root Display format: "default"
|
| 8 |
+
2025-02-18 14:19:45,789 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
|
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|
| 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
|
.gradio/certificate.pem
ADDED
|
@@ -0,0 +1,31 @@
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|
| 1 |
+
-----BEGIN CERTIFICATE-----
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| 30 |
+
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|
| 31 |
+
-----END CERTIFICATE-----
|
README.md
CHANGED
|
@@ -1,12 +1,6 @@
|
|
| 1 |
---
|
| 2 |
-
title:
|
| 3 |
-
|
| 4 |
-
colorFrom: purple
|
| 5 |
-
colorTo: gray
|
| 6 |
sdk: gradio
|
| 7 |
sdk_version: 5.16.2
|
| 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: iti110_birds_cnn_resnet_gpt_4o.py
|
| 3 |
+
app_file: iti110_birds_cnn_resnet_gpt_4o.py
|
|
|
|
|
|
|
| 4 |
sdk: gradio
|
| 5 |
sdk_version: 5.16.2
|
|
|
|
|
|
|
| 6 |
---
|
|
|
|
|
|
iti110_birds_cnn_resnet_gpt_4o.py
ADDED
|
@@ -0,0 +1,321 @@
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|
| 1 |
+
# -*- coding: utf-8 -*-
|
| 2 |
+
"""ITI110-Birds-CNN-ResNet-GPT-4o.ipynb
|
| 3 |
+
|
| 4 |
+
Automatically generated by Colab.
|
| 5 |
+
|
| 6 |
+
Original file is located at
|
| 7 |
+
https://colab.research.google.com/drive/16uUvA-YukBceEUQd8qBCISg9K3raRmAh
|
| 8 |
+
|
| 9 |
+
Based on the above pipeline, write a python code to create a Gradio UI which performs the following: 1. An input text box for user to input the path to the dataset 2. An output text bx to display the distribution of samples across species 3. Automatically perform 1.2 Audio Processing 4. Put 3 checkboxes for enabling or disabling Pitch Shifting, Time Stretching, and Background Noise 5. Use bullet buttons to allow user to select using MFCC, Spectrograms or Chroma for Feature Extraction 6. Use bullet buttons to allow user to select building either RestNet50 or CNN model 7. Let the user press a button to train and save the model 8. Let the user press a button to evaluate the model, output the results 9. Let the user press a button to perform hyperparameter tuning and save the model file 10. Let the user press a button to perform Learning Rate Reduction Callback and save the model file 11. Let the user press a button to evaluate the two fine-tuned models, output the results
|
| 10 |
+
|
| 11 |
+
Below is the Python code to create a Gradio UI that performs the tasks as specified. This code assumes you have already installed Gradio (pip install gradio) and other necessary libraries.
|
| 12 |
+
"""
|
| 13 |
+
|
| 14 |
+
# Install pydub and ffmpeg
|
| 15 |
+
!pip install pydub
|
| 16 |
+
!apt-get install -y ffmpeg
|
| 17 |
+
|
| 18 |
+
# Install gradio
|
| 19 |
+
!pip install gradio
|
| 20 |
+
|
| 21 |
+
import os
|
| 22 |
+
import numpy as np
|
| 23 |
+
import pandas as pd
|
| 24 |
+
import librosa
|
| 25 |
+
import soundfile as sf
|
| 26 |
+
from pydub import AudioSegment
|
| 27 |
+
import gradio as gr
|
| 28 |
+
from sklearn.model_selection import train_test_split
|
| 29 |
+
from sklearn.preprocessing import LabelEncoder
|
| 30 |
+
from tensorflow.keras.utils import to_categorical
|
| 31 |
+
from tensorflow.keras.models import Sequential, load_model, Model
|
| 32 |
+
from tensorflow.keras.layers import Conv2D, MaxPooling2D, Flatten, Dense, Dropout, Input
|
| 33 |
+
from tensorflow.keras.applications import ResNet50
|
| 34 |
+
from tensorflow.keras.callbacks import ReduceLROnPlateau
|
| 35 |
+
import matplotlib.pyplot as plt
|
| 36 |
+
import seaborn as sns
|
| 37 |
+
from sklearn.metrics import classification_report, confusion_matrix
|
| 38 |
+
|
| 39 |
+
# Global variables
|
| 40 |
+
dataset_path = ''
|
| 41 |
+
species_folders = []
|
| 42 |
+
label_encoder = LabelEncoder()
|
| 43 |
+
X_train, X_test, y_train, y_test = None, None, None, None
|
| 44 |
+
history = None
|
| 45 |
+
model = None
|
| 46 |
+
|
| 47 |
+
def data_exploration(path):
|
| 48 |
+
global dataset_path, species_folders
|
| 49 |
+
dataset_path = path
|
| 50 |
+
species_folders = [f for f in os.listdir(dataset_path) if os.path.isdir(os.path.join(dataset_path, f))]
|
| 51 |
+
species_count = Counter()
|
| 52 |
+
for species in species_folders:
|
| 53 |
+
species_files = os.listdir(os.path.join(dataset_path, species))
|
| 54 |
+
species_count[species] = len(species_files)
|
| 55 |
+
species_df = pd.DataFrame(list(species_count.items()), columns=['Species', 'Count'])
|
| 56 |
+
species_df.to_csv('species_distribution.csv', index=False)
|
| 57 |
+
return species_df.to_string(index=False)
|
| 58 |
+
|
| 59 |
+
def audio_processing():
|
| 60 |
+
for species in species_folders:
|
| 61 |
+
species_folder = os.path.join(dataset_path, species)
|
| 62 |
+
for file_name in os.listdir(species_folder):
|
| 63 |
+
if file_name.endswith('.mp3'):
|
| 64 |
+
mp3_path = os.path.join(species_folder, file_name)
|
| 65 |
+
wav_path = os.path.join(species_folder, file_name.replace('.mp3', '.wav'))
|
| 66 |
+
convert_mp3_to_wav(mp3_path, wav_path)
|
| 67 |
+
os.remove(mp3_path)
|
| 68 |
+
for species in species_folders:
|
| 69 |
+
species_folder = os.path.join(dataset_path, species)
|
| 70 |
+
for file_name in os.listdir(species_folder):
|
| 71 |
+
if file_name.endswith('.wav'):
|
| 72 |
+
wav_path = os.path.join(species_folder, file_name)
|
| 73 |
+
preprocess_audio(wav_path, wav_path)
|
| 74 |
+
return "Audio processing completed."
|
| 75 |
+
|
| 76 |
+
def convert_mp3_to_wav(input_path, output_path):
|
| 77 |
+
audio = AudioSegment.from_mp3(input_path)
|
| 78 |
+
audio.export(output_path, format="wav")
|
| 79 |
+
|
| 80 |
+
def preprocess_audio(input_path, output_path, sample_rate=22050):
|
| 81 |
+
y, sr = librosa.load(input_path, sr=sample_rate)
|
| 82 |
+
y_trimmed, _ = librosa.effects.trim(y)
|
| 83 |
+
y_normalized = librosa.util.normalize(y_trimmed)
|
| 84 |
+
sf.write(output_path, y_normalized, sample_rate)
|
| 85 |
+
|
| 86 |
+
def data_augmentation(pitch_shifting, time_stretching, background_noise):
|
| 87 |
+
for species in species_folders:
|
| 88 |
+
species_folder = os.path.join(dataset_path, species)
|
| 89 |
+
if pitch_shifting:
|
| 90 |
+
apply_pitch_shift(species_folder)
|
| 91 |
+
if time_stretching:
|
| 92 |
+
apply_time_stretch(species_folder)
|
| 93 |
+
if background_noise:
|
| 94 |
+
apply_background_noise(species_folder)
|
| 95 |
+
return "Data augmentation completed."
|
| 96 |
+
|
| 97 |
+
def apply_pitch_shift(species_folder):
|
| 98 |
+
for file_name in os.listdir(species_folder):
|
| 99 |
+
if file_name.endswith('.wav'):
|
| 100 |
+
wav_path = os.path.join(species_folder, file_name)
|
| 101 |
+
y, sr = librosa.load(wav_path, sr=None)
|
| 102 |
+
y_shifted = librosa.effects.pitch_shift(y, sr, n_steps=2)
|
| 103 |
+
shifted_path = wav_path.replace('.wav', '_pitch_shifted.wav')
|
| 104 |
+
sf.write(shifted_path, y_shifted, sr)
|
| 105 |
+
|
| 106 |
+
def apply_time_stretch(species_folder):
|
| 107 |
+
for file_name in os.listdir(species_folder):
|
| 108 |
+
if file_name.endswith('.wav'):
|
| 109 |
+
wav_path = os.path.join(species_folder, file_name)
|
| 110 |
+
y, sr = librosa.load(wav_path, sr=None)
|
| 111 |
+
y_stretched = librosa.effects.time_stretch(y, rate=1.2)
|
| 112 |
+
stretched_path = wav_path.replace('.wav', '_time_stretched.wav')
|
| 113 |
+
sf.write(stretched_path, y_stretched, sr)
|
| 114 |
+
|
| 115 |
+
def apply_background_noise(species_folder):
|
| 116 |
+
for file_name in os.listdir(species_folder):
|
| 117 |
+
if file_name.endswith('.wav'):
|
| 118 |
+
wav_path = os.path.join(species_folder, file_name)
|
| 119 |
+
y, sr = librosa.load(wav_path, sr=None)
|
| 120 |
+
noise = np.random.randn(len(y))
|
| 121 |
+
y_noisy = y + 0.005 * noise
|
| 122 |
+
noisy_path = wav_path.replace('.wav', '_noisy.wav')
|
| 123 |
+
sf.write(noisy_path, y_noisy, sr)
|
| 124 |
+
|
| 125 |
+
def feature_extraction(feature_type):
|
| 126 |
+
output_folder = f'path_to_output_{feature_type.lower()}'
|
| 127 |
+
if feature_type == 'MFCC':
|
| 128 |
+
extract_features = extract_mfcc
|
| 129 |
+
elif feature_type == 'Spectrogram':
|
| 130 |
+
extract_features = extract_spectrogram
|
| 131 |
+
elif feature_type == 'Chroma':
|
| 132 |
+
extract_features = extract_chroma_features
|
| 133 |
+
|
| 134 |
+
for species in species_folders:
|
| 135 |
+
species_folder = os.path.join(dataset_path, species)
|
| 136 |
+
species_output_folder = os.path.join(output_folder, species)
|
| 137 |
+
extract_features(species_folder, species_output_folder)
|
| 138 |
+
|
| 139 |
+
return f"{feature_type} features extracted and saved."
|
| 140 |
+
|
| 141 |
+
def extract_mfcc(species_folder, output_folder):
|
| 142 |
+
if not os.path.exists(output_folder):
|
| 143 |
+
os.makedirs(output_folder)
|
| 144 |
+
for file_name in os.listdir(species_folder):
|
| 145 |
+
if file_name.endswith('.wav'):
|
| 146 |
+
wav_path = os.path.join(species_folder, file_name)
|
| 147 |
+
y, sr = librosa.load(wav_path, sr=None)
|
| 148 |
+
mfccs = librosa.feature.mfcc(y=y, sr=sr, n_mfcc=13)
|
| 149 |
+
feature_path = os.path.join(output_folder, file_name.replace('.wav', '.npy'))
|
| 150 |
+
np.save(feature_path, mfccs)
|
| 151 |
+
|
| 152 |
+
def extract_spectrogram(species_folder, output_folder):
|
| 153 |
+
if not os.path.exists(output_folder):
|
| 154 |
+
os.makedirs(output_folder)
|
| 155 |
+
for file_name in os.listdir(species_folder):
|
| 156 |
+
if file_name.endswith('.wav'):
|
| 157 |
+
wav_path = os.path.join(species_folder, file_name)
|
| 158 |
+
y, sr = librosa.load(wav_path, sr=None)
|
| 159 |
+
S = librosa.feature.melspectrogram(y=y, sr=sr)
|
| 160 |
+
S_DB = librosa.power_to_db(S, ref=np.max)
|
| 161 |
+
feature_path = os.path.join(output_folder, file_name.replace('.wav', '.npy'))
|
| 162 |
+
np.save(feature_path, S_DB)
|
| 163 |
+
|
| 164 |
+
def extract_chroma_features(species_folder, output_folder):
|
| 165 |
+
if not os.path.exists(output_folder):
|
| 166 |
+
os.makedirs(output_folder)
|
| 167 |
+
for file_name in os.listdir(species_folder):
|
| 168 |
+
if file_name.endswith('.wav'):
|
| 169 |
+
wav_path = os.path.join(species_folder, file_name)
|
| 170 |
+
y, sr = librosa.load(wav_path, sr=None)
|
| 171 |
+
chroma = librosa.feature.chroma_stft(y=y, sr=sr)
|
| 172 |
+
feature_path = os.path.join(output_folder, file_name.replace('.wav', '_chroma.npy'))
|
| 173 |
+
np.save(feature_path, chroma)
|
| 174 |
+
|
| 175 |
+
def load_features_and_labels(feature_folder):
|
| 176 |
+
X = []
|
| 177 |
+
y = []
|
| 178 |
+
species_list = os.listdir(feature_folder)
|
| 179 |
+
for species in species_list:
|
| 180 |
+
species_folder = os.path.join(feature_folder, species)
|
| 181 |
+
for file_name in os.listdir(species_folder):
|
| 182 |
+
if file_name.endswith('.npy'):
|
| 183 |
+
feature_path = os.path.join(species_folder, file_name)
|
| 184 |
+
features = np.load(feature_path)
|
| 185 |
+
X.append(features)
|
| 186 |
+
y.append(species)
|
| 187 |
+
return np.array(X), np.array(y)
|
| 188 |
+
|
| 189 |
+
def build_model(model_type, feature_type):
|
| 190 |
+
global X_train, X_test, y_train, y_test, label_encoder, model
|
| 191 |
+
feature_folder = f'path_to_output_{feature_type.lower()}'
|
| 192 |
+
X, y = load_features_and_labels(feature_folder)
|
| 193 |
+
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
|
| 194 |
+
label_encoder = LabelEncoder()
|
| 195 |
+
y_train_encoded = label_encoder.fit_transform(y_train)
|
| 196 |
+
y_test_encoded = label_encoder.transform(y_test)
|
| 197 |
+
y_train_categorical = to_categorical(y_train_encoded)
|
| 198 |
+
y_test_categorical = to_categorical(y_test_encoded)
|
| 199 |
+
np.save('classes.npy', label_encoder.classes_)
|
| 200 |
+
X_train_reshaped = np.stack([np.repeat(x[..., np.newaxis], 3, axis=-1) for x in X_train])
|
| 201 |
+
X_test_reshaped = np.stack([np.repeat(x[..., np.newaxis], 3, axis=-1) for x in X_test])
|
| 202 |
+
|
| 203 |
+
if model_type == 'ResNet50':
|
| 204 |
+
input_tensor = Input(shape=(X_train.shape[1], X_train.shape[2], 3))
|
| 205 |
+
base_model = ResNet50(include_top=False, weights='imagenet', input_tensor=input_tensor)
|
| 206 |
+
x = Flatten()(base_model.output)
|
| 207 |
+
x = Dense(128, activation='relu')(x)
|
| 208 |
+
x = Dropout(0.3)(x)
|
| 209 |
+
output_tensor = Dense(len(label_encoder.classes_), activation='softmax')(x)
|
| 210 |
+
model = Model(inputs=input_tensor, outputs=output_tensor)
|
| 211 |
+
else:
|
| 212 |
+
model = Sequential([
|
| 213 |
+
Conv2D(32, (3, 3), activation='relu', input_shape=(X_train.shape[1], X_train.shape[2], 3)),
|
| 214 |
+
MaxPooling2D((2, 2)),
|
| 215 |
+
Dropout(0.3),
|
| 216 |
+
Conv2D(64, (3, 3), activation='relu'),
|
| 217 |
+
MaxPooling2D((2, 2)),
|
| 218 |
+
Dropout(0.3),
|
| 219 |
+
Flatten(),
|
| 220 |
+
Dense(128, activation='relu'),
|
| 221 |
+
Dropout(0.3),
|
| 222 |
+
Dense(len(label_encoder.classes_), activation='softmax')
|
| 223 |
+
])
|
| 224 |
+
|
| 225 |
+
model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])
|
| 226 |
+
model.summary()
|
| 227 |
+
return "Model built."
|
| 228 |
+
|
| 229 |
+
def train_model():
|
| 230 |
+
global history
|
| 231 |
+
history = model.fit(X_train_reshaped, y_train_categorical, epochs=30, batch_size=32, validation_data=(X_test_reshaped, y_test_categorical))
|
| 232 |
+
model.save('bird_species_model.h5')
|
| 233 |
+
return "Model training completed and saved as 'bird_species_model.h5'."
|
| 234 |
+
|
| 235 |
+
def evaluate_model():
|
| 236 |
+
test_loss, test_accuracy = model.evaluate(X_test_reshaped, y_test_categorical)
|
| 237 |
+
y_pred = model.predict(X_test_reshaped)
|
| 238 |
+
y_pred_classes = np.argmax(y_pred, axis=1)
|
| 239 |
+
y_true_classes = np.argmax(y_test_categorical, axis=1)
|
| 240 |
+
report = classification_report(y_true_classes, y_pred_classes, target_names=label_encoder.classes_)
|
| 241 |
+
conf_matrix = confusion_matrix(y_true_classes, y_pred_classes)
|
| 242 |
+
plt.figure(figsize=(12, 8))
|
| 243 |
+
sns.heatmap(conf_matrix, annot=True, fmt='d', cmap='Blues', xticklabels=label_encoder.classes_, yticklabels=label_encoder.classes_)
|
| 244 |
+
plt.xlabel('Predicted Label')
|
| 245 |
+
plt.ylabel('True Label')
|
| 246 |
+
plt.title('Confusion Matrix')
|
| 247 |
+
plt.show()
|
| 248 |
+
return f"Test Loss: {test_loss}\nTest Accuracy: {test_accuracy}\n\nClassification Report:\n{report}"
|
| 249 |
+
|
| 250 |
+
def hyperparameter_tuning():
|
| 251 |
+
global history
|
| 252 |
+
reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.001)
|
| 253 |
+
history = model.fit(X_train_reshaped, y_train_categorical, epochs=50, batch_size=32, validation_data=(X_test_reshaped, y_test_categorical), callbacks=[reduce_lr])
|
| 254 |
+
model.save('bird_species_model_fine_tuned_v1.h5')
|
| 255 |
+
return "Model hyperparameter tuning completed and saved as 'bird_species_model_fine_tuned_v1.h5'."
|
| 256 |
+
|
| 257 |
+
def learning_rate_reduction():
|
| 258 |
+
global history
|
| 259 |
+
reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.001)
|
| 260 |
+
history = model.fit(X_train_reshaped, y_train_categorical, epochs=50, batch_size=32, validation_data=(X_test_reshaped, y_test_categorical), callbacks=[reduce_lr])
|
| 261 |
+
model.save('bird_species_model_fine_tuned_v2.h5')
|
| 262 |
+
return "Model learning rate reduction completed and saved as 'bird_species_model_fine_tuned_v2.h5'."
|
| 263 |
+
|
| 264 |
+
def evaluate_fine_tuned_models():
|
| 265 |
+
model_v1 = load_model('bird_species_model_fine_tuned_v1.h5')
|
| 266 |
+
model_v2 = load_model('bird_species_model_fine_tuned_v2.h5')
|
| 267 |
+
|
| 268 |
+
test_loss_v1, test_accuracy_v1 = model_v1.evaluate(X_test_reshaped, y_test_categorical)
|
| 269 |
+
y_pred_v1 = model_v1.predict(X_test_reshaped)
|
| 270 |
+
y_pred_classes_v1 = np.argmax(y_pred_v1, axis=1)
|
| 271 |
+
y_true_classes_v1 = np.argmax(y_test_categorical, axis=1)
|
| 272 |
+
report_v1 = classification_report(y_true_classes_v1, y_pred_classes_v1, target_names=label_encoder.classes_)
|
| 273 |
+
|
| 274 |
+
test_loss_v2, test_accuracy_v2 = model_v2.evaluate(X_test_reshaped, y_test_categorical)
|
| 275 |
+
y_pred_v2 = model_v2.predict(X_test_reshaped)
|
| 276 |
+
y_pred_classes_v2 = np.argmax(y_pred_v2, axis=1)
|
| 277 |
+
y_true_classes_v2 = np.argmax(y_test_categorical, axis=1)
|
| 278 |
+
report_v2 = classification_report(y_true_classes_v2, y_pred_classes_v2, target_names=label_encoder.classes_)
|
| 279 |
+
|
| 280 |
+
return f"Fine-Tuned Model V1:\nTest Loss: {test_loss_v1}\nTest Accuracy: {test_accuracy_v1}\n\nClassification Report:\n{report_v1}\n\n" \
|
| 281 |
+
f"Fine-Tuned Model V2:\nTest Loss: {test_loss_v2}\nTest Accuracy: {test_accuracy_v2}\n\nClassification Report:\n{report_v2}"
|
| 282 |
+
|
| 283 |
+
# Gradio UI
|
| 284 |
+
with gr.Blocks() as demo:
|
| 285 |
+
with gr.Row():
|
| 286 |
+
dataset_path_input = gr.Textbox(label="Dataset Path")
|
| 287 |
+
data_exploration_output = gr.Textbox(label="Data Exploration Output")
|
| 288 |
+
with gr.Row():
|
| 289 |
+
audio_processing_button = gr.Button("Perform Audio Processing")
|
| 290 |
+
with gr.Row():
|
| 291 |
+
pitch_shifting_checkbox = gr.Checkbox(label="Enable Pitch Shifting")
|
| 292 |
+
time_stretching_checkbox = gr.Checkbox(label="Enable Time Stretching")
|
| 293 |
+
background_noise_checkbox = gr.Checkbox(label="Enable Background Noise")
|
| 294 |
+
data_augmentation_button = gr.Button("Perform Data Augmentation")
|
| 295 |
+
with gr.Row():
|
| 296 |
+
feature_extraction_radio = gr.Radio(["MFCC", "Spectrogram", "Chroma"], label="Feature Extraction")
|
| 297 |
+
feature_extraction_button = gr.Button("Perform Feature Extraction")
|
| 298 |
+
with gr.Row():
|
| 299 |
+
model_type_radio = gr.Radio(["ResNet50", "CNN"], label="Model Type")
|
| 300 |
+
build_model_button = gr.Button("Build Model")
|
| 301 |
+
with gr.Row():
|
| 302 |
+
train_model_button = gr.Button("Train and Save Model")
|
| 303 |
+
evaluate_model_button = gr.Button("Evaluate Model")
|
| 304 |
+
with gr.Row():
|
| 305 |
+
hyperparameter_tuning_button = gr.Button("Hyperparameter Tuning")
|
| 306 |
+
learning_rate_reduction_button = gr.Button("Learning Rate Reduction")
|
| 307 |
+
with gr.Row():
|
| 308 |
+
evaluate_fine_tuned_models_button = gr.Button("Evaluate Fine-Tuned Models")
|
| 309 |
+
|
| 310 |
+
dataset_path_input.change(data_exploration, inputs=dataset_path_input, outputs=data_exploration_output)
|
| 311 |
+
audio_processing_button.click(audio_processing, outputs=None)
|
| 312 |
+
data_augmentation_button.click(data_augmentation, inputs=[pitch_shifting_checkbox, time_stretching_checkbox, background_noise_checkbox], outputs=None)
|
| 313 |
+
feature_extraction_button.click(feature_extraction, inputs=feature_extraction_radio, outputs=None)
|
| 314 |
+
build_model_button.click(build_model, inputs=[model_type_radio, feature_extraction_radio], outputs=None)
|
| 315 |
+
train_model_button.click(train_model, outputs=None)
|
| 316 |
+
evaluate_model_button.click(evaluate_model, outputs=None)
|
| 317 |
+
hyperparameter_tuning_button.click(hyperparameter_tuning, outputs=None)
|
| 318 |
+
learning_rate_reduction_button.click(learning_rate_reduction, outputs=None)
|
| 319 |
+
evaluate_fine_tuned_models_button.click(evaluate_fine_tuned_models, outputs=None)
|
| 320 |
+
|
| 321 |
+
demo.launch()
|
sample_data/README.md
ADDED
|
@@ -0,0 +1,19 @@
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|
| 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 @@
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|
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|
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|
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|
|
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|
|
|
| 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
|
| 2 |
+
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
|
| 2 |
+
oid sha256:1ef64781aa03180f4f5ce504314f058f5d0227277df86060473d973cf43b033e
|
| 3 |
+
size 36523880
|