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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/gce +1 -0
- .config/logs/2023.06.08/18.16.24.257811.log +596 -0
- .config/logs/2023.06.08/18.16.49.384175.log +5 -0
- .config/logs/2023.06.08/18.17.13.539321.log +169 -0
- .config/logs/2023.06.08/18.17.21.262808.log +5 -0
- .config/logs/2023.06.08/18.17.46.423408.log +8 -0
- .config/logs/2023.06.08/18.17.47.134973.log +8 -0
- .gitattributes +2 -0
- README.md +2 -8
- app.py +156 -0
- instruct_pipeline.py +244 -0
- requirements.txt +10 -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: 1686248232.8669765
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.config/.last_update_check.json
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{"last_update_check_time": 1686248240.694816, "last_update_check_revision": 20230602161805, "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/gce
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.config/logs/2023.06.08/18.16.24.257811.log
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| 1 |
+
2023-06-08 18:16:24,262 DEBUG root Loaded Command Group: ['gcloud', 'components']
|
| 2 |
+
2023-06-08 18:16:24,266 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
|
| 3 |
+
2023-06-08 18:16:24,268 DEBUG root Running [gcloud.components.update] with arguments: [--allow-no-backup: "True", --compile-python: "True", --quiet: "True", COMPONENT-IDS:7: "['core', 'gcloud-deps', 'bq', 'gcloud', 'gcloud-crc32c', 'gsutil', 'anthoscli']"]
|
| 4 |
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2023-06-08 18:16:24,269 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
|
| 5 |
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|
| 6 |
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2023-06-08 18:16:36,297 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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| 7 |
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2023-06-08 18:16:36,319 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 206160
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| 8 |
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2023-06-08 18:16:36,336 INFO ___FILE_ONLY___
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| 9 |
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| 10 |
+
2023-06-08 18:16:36,337 INFO ___FILE_ONLY___
|
| 11 |
+
Your current Google Cloud CLI version is: 434.0.0
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| 12 |
+
|
| 13 |
+
2023-06-08 18:16:36,337 INFO ___FILE_ONLY___ Installing components from version: 434.0.0
|
| 14 |
+
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| 15 |
+
2023-06-08 18:16:36,337 INFO ___FILE_ONLY___
|
| 16 |
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| 17 |
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2023-06-08 18:16:36,337 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)
|
| 18 |
+
2023-06-08 18:16:36,338 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 |
+
2023-06-08 18:16:36,339 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 |
+
2023-06-08 18:16:36,346 INFO ___FILE_ONLY___ ┌─────────────────────────────────────────────────────────────────────────────┐
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| 21 |
+
2023-06-08 18:16:36,346 INFO ___FILE_ONLY___
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| 22 |
+
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| 23 |
+
2023-06-08 18:16:36,346 INFO ___FILE_ONLY___ │ These components will be installed. │
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| 24 |
+
2023-06-08 18:16:36,346 INFO ___FILE_ONLY___
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| 25 |
+
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| 26 |
+
2023-06-08 18:16:36,346 INFO ___FILE_ONLY___ ├─────────────────────────────────────────────────────┬────────────┬──────────┤
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| 27 |
+
2023-06-08 18:16:36,346 INFO ___FILE_ONLY___
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| 28 |
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| 29 |
+
2023-06-08 18:16:36,347 INFO ___FILE_ONLY___ │ Name │ Version │ Size │
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| 30 |
+
2023-06-08 18:16:36,347 INFO ___FILE_ONLY___
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| 31 |
+
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| 32 |
+
2023-06-08 18:16:36,347 INFO ___FILE_ONLY___ ├─────────────────────────────────────────────────────┼────────────┼──────────┤
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| 33 |
+
2023-06-08 18:16:36,347 INFO ___FILE_ONLY___
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| 34 |
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| 35 |
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2023-06-08 18:16:36,347 INFO ___FILE_ONLY___ │
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| 36 |
+
2023-06-08 18:16:36,347 INFO ___FILE_ONLY___ BigQuery Command Line Tool
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| 37 |
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2023-06-08 18:16:36,347 INFO ___FILE_ONLY___
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| 38 |
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2023-06-08 18:16:36,347 INFO ___FILE_ONLY___ │
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| 39 |
+
2023-06-08 18:16:36,347 INFO ___FILE_ONLY___ 2.0.93
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| 40 |
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2023-06-08 18:16:36,347 INFO ___FILE_ONLY___
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| 41 |
+
2023-06-08 18:16:36,347 INFO ___FILE_ONLY___ │
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| 42 |
+
2023-06-08 18:16:36,347 INFO ___FILE_ONLY___ 1.6 MiB
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| 43 |
+
2023-06-08 18:16:36,347 INFO ___FILE_ONLY___
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| 44 |
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2023-06-08 18:16:36,347 INFO ___FILE_ONLY___ │
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+
2023-06-08 18:16:36,348 INFO ___FILE_ONLY___
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+
2023-06-08 18:16:36,348 INFO ___FILE_ONLY___ │
|
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+
2023-06-08 18:16:36,348 INFO ___FILE_ONLY___ BigQuery Command Line Tool (Platform Specific)
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+
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+
2023-06-08 18:16:36,348 INFO ___FILE_ONLY___ │
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+
2023-06-08 18:16:36,348 INFO ___FILE_ONLY___ 2.0.77
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+
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+
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|
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+
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+
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2023-06-08 18:16:36,348 INFO ___FILE_ONLY___ │
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2023-06-08 18:16:36,348 INFO ___FILE_ONLY___ Bundled Python 3.9
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+
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+
2023-06-08 18:16:36,349 INFO ___FILE_ONLY___ 3.9.16
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+
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+
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+
2023-06-08 18:16:36,349 INFO ___FILE_ONLY___ 63.5 MiB
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+
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2023-06-08 18:16:36,349 INFO ___FILE_ONLY___ │
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2023-06-08 18:16:36,349 INFO ___FILE_ONLY___ Cloud Storage Command Line Tool
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+
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2023-06-08 18:16:36,349 INFO ___FILE_ONLY___ │
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2023-06-08 18:16:36,349 INFO ___FILE_ONLY___ 5.24
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+
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+
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2023-06-08 18:16:36,350 INFO ___FILE_ONLY___ │
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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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+
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2023-06-08 18:16:36,354 INFO ___FILE_ONLY___ └─────────────────────────────────────────────────────┴────────────┴──────────┘
|
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+
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+
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+
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+
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+
2023-06-08 18:16:36,356 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+
2023-06-08 18:16:36,375 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/1.1" 200 1011317
|
| 150 |
+
2023-06-08 18:16:36,434 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
|
| 151 |
+
https://cloud.google.com/sdk/release_notes
|
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+
|
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+
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+
2023-06-08 18:16:36,436 INFO ___FILE_ONLY___ ╔═════════════════════════════════════════���══════════════════╗
|
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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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+
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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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+
2023-06-08 18:16:38,915 INFO ___FILE_ONLY___ ╝
|
| 205 |
+
|
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+
2023-06-08 18:16:39,114 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
|
| 207 |
+
|
| 208 |
+
2023-06-08 18:16:39,114 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool ═╣
|
| 209 |
+
|
| 210 |
+
2023-06-08 18:16:39,114 INFO ___FILE_ONLY___ ╚
|
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+
2023-06-08 18:16:39,117 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
|
| 212 |
+
2023-06-08 18:16:39,143 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bq-20230519173220.tar.gz HTTP/1.1" 200 1681057
|
| 213 |
+
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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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|
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+
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|
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+
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|
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+
2023-06-08 18:16:39,161 INFO ___FILE_ONLY___ ═
|
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+
2023-06-08 18:16:39,161 INFO ___FILE_ONLY___ ═
|
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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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+
2023-06-08 18:16:39,162 INFO ___FILE_ONLY___ ═
|
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+
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|
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+
2023-06-08 18:16:39,162 INFO ___FILE_ONLY___ ═
|
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+
2023-06-08 18:16:39,162 INFO ___FILE_ONLY___ ═
|
| 239 |
+
2023-06-08 18:16:39,163 INFO ___FILE_ONLY___ ═
|
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+
2023-06-08 18:16:39,163 INFO ___FILE_ONLY___ ═
|
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+
2023-06-08 18:16:39,163 INFO ___FILE_ONLY___ ═
|
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+
2023-06-08 18:16:39,163 INFO ___FILE_ONLY___ ═
|
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+
2023-06-08 18:16:39,293 INFO ___FILE_ONLY___ ═
|
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+
2023-06-08 18:16:39,298 INFO ___FILE_ONLY___ ═
|
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+
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|
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+
2023-06-08 18:16:39,307 INFO ___FILE_ONLY___ ═
|
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+
2023-06-08 18:16:39,312 INFO ___FILE_ONLY___ ═
|
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+
2023-06-08 18:16:39,315 INFO ___FILE_ONLY___ ═
|
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+
2023-06-08 18:16:39,319 INFO ___FILE_ONLY___ ═
|
| 250 |
+
2023-06-08 18:16:39,323 INFO ___FILE_ONLY___ ═
|
| 251 |
+
2023-06-08 18:16:39,327 INFO ___FILE_ONLY___ ═
|
| 252 |
+
2023-06-08 18:16:39,331 INFO ___FILE_ONLY___ ═
|
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+
2023-06-08 18:16:39,336 INFO ___FILE_ONLY___ ═
|
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+
2023-06-08 18:16:39,340 INFO ___FILE_ONLY___ ═
|
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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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+
2023-06-08 18:16:39,364 INFO ___FILE_ONLY___ ═
|
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+
2023-06-08 18:16:39,368 INFO ___FILE_ONLY___ ═
|
| 262 |
+
2023-06-08 18:16:39,371 INFO ___FILE_ONLY___ ═
|
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+
2023-06-08 18:16:39,375 INFO ___FILE_ONLY___ ═
|
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+
2023-06-08 18:16:39,379 INFO ___FILE_ONLY___ ═
|
| 265 |
+
2023-06-08 18:16:39,382 INFO ___FILE_ONLY___ ═
|
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+
2023-06-08 18:16:39,386 INFO ___FILE_ONLY___ ═
|
| 267 |
+
2023-06-08 18:16:39,390 INFO ___FILE_ONLY___ ═
|
| 268 |
+
2023-06-08 18:16:39,396 INFO ___FILE_ONLY___ ═
|
| 269 |
+
2023-06-08 18:16:39,400 INFO ___FILE_ONLY___ ═
|
| 270 |
+
2023-06-08 18:16:39,404 INFO ___FILE_ONLY___ ═
|
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+
2023-06-08 18:16:39,407 INFO ___FILE_ONLY___ ═
|
| 272 |
+
2023-06-08 18:16:39,411 INFO ___FILE_ONLY___ ═
|
| 273 |
+
2023-06-08 18:16:39,411 INFO ___FILE_ONLY___ ╝
|
| 274 |
+
|
| 275 |
+
2023-06-08 18:16:39,427 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
|
| 276 |
+
|
| 277 |
+
2023-06-08 18:16:39,427 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
|
| 278 |
+
|
| 279 |
+
2023-06-08 18:16:39,427 INFO ___FILE_ONLY___ ╚
|
| 280 |
+
2023-06-08 18:16:39,430 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
|
| 281 |
+
2023-06-08 18:16:39,444 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bq-nix-20220920185015.tar.gz HTTP/1.1" 200 1837
|
| 282 |
+
2023-06-08 18:16:39,444 INFO ___FILE_ONLY___ ══════════════════════════════
|
| 283 |
+
2023-06-08 18:16:39,445 INFO ___FILE_ONLY___ ══════════════════════════════
|
| 284 |
+
2023-06-08 18:16:39,445 INFO ___FILE_ONLY___ ╝
|
| 285 |
+
|
| 286 |
+
2023-06-08 18:16:39,453 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
|
| 287 |
+
|
| 288 |
+
2023-06-08 18:16:39,453 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.9 ═╣
|
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2023-06-08 18:16:39,479 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bundled-python3-unix-linux-x86_64-20230428152336.tar.gz HTTP/1.1" 200 66615539
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+
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+
2023-06-08 18:16:43,924 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.9 ═╣
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+
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+
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+
2023-06-08 18:16:43,931 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
|
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+
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+
2023-06-08 18:16:43,934 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+
2023-06-08 18:16:43,959 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-20230526134617.tar.gz HTTP/1.1" 200 11815391
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|
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+
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+
2023-06-08 18:16:45,738 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
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+
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+
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+
2023-06-08 18:16:45,741 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
|
| 438 |
+
2023-06-08 18:16:45,757 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-nix-20220920185015.tar.gz HTTP/1.1" 200 1851
|
| 439 |
+
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|
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+
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| 444 |
+
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+
2023-06-08 18:16:45,767 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
|
| 446 |
+
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+
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|
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+
2023-06-08 18:16:45,775 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
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+
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2023-06-08 18:16:45,777 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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| 457 |
+
2023-06-08 18:16:45,796 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-core-nix-20220920185015.tar.gz HTTP/1.1" 200 2221
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+
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+
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|
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+
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+
2023-06-08 18:16:45,807 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
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+
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+
2023-06-08 18:16:45,807 INFO ___FILE_ONLY___ ╚
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+
2023-06-08 18:16:45,809 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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| 469 |
+
2023-06-08 18:16:45,834 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gcloud-crc32c-linux-x86_64-20230526134617.tar.gz HTTP/1.1" 200 1270213
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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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+
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|
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+
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|
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+
2023-06-08 18:16:45,882 INFO ___FILE_ONLY___ ═══════════════
|
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+
2023-06-08 18:16:45,883 INFO ___FILE_ONLY___ ═══════════════
|
| 502 |
+
2023-06-08 18:16:45,883 INFO ___FILE_ONLY___ ╝
|
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+
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+
2023-06-08 18:16:45,892 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
|
| 505 |
+
|
| 506 |
+
2023-06-08 18:16:45,892 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
|
| 507 |
+
|
| 508 |
+
2023-06-08 18:16:45,892 INFO ___FILE_ONLY___ ╚
|
| 509 |
+
2023-06-08 18:16:45,897 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
|
| 510 |
+
2023-06-08 18:16:45,897 INFO ___FILE_ONLY___ ╝
|
| 511 |
+
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+
2023-06-08 18:16:45,899 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
|
| 513 |
+
|
| 514 |
+
2023-06-08 18:16:45,899 INFO ___FILE_ONLY___ ╠═ Installing: anthoscli ═╣
|
| 515 |
+
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| 516 |
+
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|
| 517 |
+
2023-06-08 18:16:45,902 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
|
| 518 |
+
2023-06-08 18:16:45,932 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-anthoscli-linux-x86_64-20230417163046.tar.gz HTTP/1.1" 200 71766688
|
| 519 |
+
2023-06-08 18:16:46,537 INFO ___FILE_ONLY___ ═
|
| 520 |
+
2023-06-08 18:16:46,540 INFO ___FILE_ONLY___ ═
|
| 521 |
+
2023-06-08 18:16:46,543 INFO ___FILE_ONLY___ ═
|
| 522 |
+
2023-06-08 18:16:46,546 INFO ___FILE_ONLY___ ═
|
| 523 |
+
2023-06-08 18:16:46,549 INFO ___FILE_ONLY___ ═
|
| 524 |
+
2023-06-08 18:16:46,552 INFO ___FILE_ONLY___ ═
|
| 525 |
+
2023-06-08 18:16:46,555 INFO ___FILE_ONLY___ ═
|
| 526 |
+
2023-06-08 18:16:46,558 INFO ___FILE_ONLY___ ═
|
| 527 |
+
2023-06-08 18:16:46,561 INFO ___FILE_ONLY___ ═
|
| 528 |
+
2023-06-08 18:16:46,564 INFO ___FILE_ONLY___ ═
|
| 529 |
+
2023-06-08 18:16:46,567 INFO ___FILE_ONLY___ ═
|
| 530 |
+
2023-06-08 18:16:46,570 INFO ___FILE_ONLY___ ═
|
| 531 |
+
2023-06-08 18:16:46,574 INFO ___FILE_ONLY___ ═
|
| 532 |
+
2023-06-08 18:16:46,577 INFO ___FILE_ONLY___ ═
|
| 533 |
+
2023-06-08 18:16:46,580 INFO ___FILE_ONLY___ ═
|
| 534 |
+
2023-06-08 18:16:46,583 INFO ___FILE_ONLY___ ═
|
| 535 |
+
2023-06-08 18:16:46,586 INFO ___FILE_ONLY___ ═
|
| 536 |
+
2023-06-08 18:16:46,589 INFO ___FILE_ONLY___ ═
|
| 537 |
+
2023-06-08 18:16:46,592 INFO ___FILE_ONLY___ ═
|
| 538 |
+
2023-06-08 18:16:46,595 INFO ___FILE_ONLY___ ═
|
| 539 |
+
2023-06-08 18:16:46,598 INFO ___FILE_ONLY___ ═
|
| 540 |
+
2023-06-08 18:16:46,602 INFO ___FILE_ONLY___ ═
|
| 541 |
+
2023-06-08 18:16:46,605 INFO ___FILE_ONLY___ ═
|
| 542 |
+
2023-06-08 18:16:46,608 INFO ___FILE_ONLY___ ═
|
| 543 |
+
2023-06-08 18:16:46,611 INFO ___FILE_ONLY___ ═
|
| 544 |
+
2023-06-08 18:16:46,614 INFO ___FILE_ONLY___ ═
|
| 545 |
+
2023-06-08 18:16:46,618 INFO ___FILE_ONLY___ ═
|
| 546 |
+
2023-06-08 18:16:46,621 INFO ___FILE_ONLY___ ═
|
| 547 |
+
2023-06-08 18:16:46,624 INFO ___FILE_ONLY___ ═
|
| 548 |
+
2023-06-08 18:16:46,627 INFO ___FILE_ONLY___ ═
|
| 549 |
+
2023-06-08 18:16:48,724 INFO ___FILE_ONLY___ ══════════
|
| 550 |
+
2023-06-08 18:16:48,730 INFO ___FILE_ONLY___ ═════════
|
| 551 |
+
2023-06-08 18:16:48,757 INFO ___FILE_ONLY___ ═══════════
|
| 552 |
+
2023-06-08 18:16:48,757 INFO ___FILE_ONLY___ ╝
|
| 553 |
+
|
| 554 |
+
2023-06-08 18:16:48,780 INFO ___FILE_ONLY___ ╔═════════════════════════════════��══════════════════════════╗
|
| 555 |
+
|
| 556 |
+
2023-06-08 18:16:48,780 INFO ___FILE_ONLY___ ╠═ Installing: anthoscli ═╣
|
| 557 |
+
|
| 558 |
+
2023-06-08 18:16:48,780 INFO ___FILE_ONLY___ ╚
|
| 559 |
+
2023-06-08 18:16:48,785 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
|
| 560 |
+
2023-06-08 18:16:48,785 INFO ___FILE_ONLY___ ╝
|
| 561 |
+
|
| 562 |
+
2023-06-08 18:16:48,787 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
|
| 563 |
+
|
| 564 |
+
2023-06-08 18:16:48,787 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies ═╣
|
| 565 |
+
|
| 566 |
+
2023-06-08 18:16:48,787 INFO ___FILE_ONLY___ ╚
|
| 567 |
+
2023-06-08 18:16:48,790 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
|
| 568 |
+
2023-06-08 18:16:48,806 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/1.1" 200 104
|
| 569 |
+
2023-06-08 18:16:48,806 INFO ___FILE_ONLY___ ══════════════════════════════
|
| 570 |
+
2023-06-08 18:16:48,807 INFO ___FILE_ONLY___ ══════════════════════════════
|
| 571 |
+
2023-06-08 18:16:48,807 INFO ___FILE_ONLY___ ╝
|
| 572 |
+
|
| 573 |
+
2023-06-08 18:16:48,815 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
|
| 574 |
+
|
| 575 |
+
2023-06-08 18:16:48,815 INFO ___FILE_ONLY___ ╠═ Creating backup and activating new installation ═╣
|
| 576 |
+
|
| 577 |
+
2023-06-08 18:16:48,815 INFO ___FILE_ONLY___ ╚
|
| 578 |
+
2023-06-08 18:16:48,815 DEBUG root Attempting to move directory [/tools/google-cloud-sdk] to [/tools/google-cloud-sdk.staging/.install/.backup]
|
| 579 |
+
2023-06-08 18:16:48,815 INFO ___FILE_ONLY___ ══════════════════════════════
|
| 580 |
+
2023-06-08 18:16:48,816 DEBUG root Attempting to move directory [/tools/google-cloud-sdk.staging] to [/tools/google-cloud-sdk]
|
| 581 |
+
2023-06-08 18:16:48,816 INFO ___FILE_ONLY___ ══════════════════════════════
|
| 582 |
+
2023-06-08 18:16:48,816 INFO ___FILE_ONLY___ ╝
|
| 583 |
+
|
| 584 |
+
2023-06-08 18:16:48,820 DEBUG root Updating notification cache...
|
| 585 |
+
2023-06-08 18:16:48,820 INFO ___FILE_ONLY___
|
| 586 |
+
|
| 587 |
+
2023-06-08 18:16:48,822 INFO ___FILE_ONLY___ Performing post processing steps...
|
| 588 |
+
2023-06-08 18:16:48,822 DEBUG root Executing command: ['python3', '-S', '/tools/google-cloud-sdk/lib/gcloud.py', 'components', 'post-process']
|
| 589 |
+
2023-06-08 18:17:12,821 DEBUG ___FILE_ONLY___
|
| 590 |
+
2023-06-08 18:17:12,822 DEBUG ___FILE_ONLY___
|
| 591 |
+
2023-06-08 18:17:12,861 INFO ___FILE_ONLY___
|
| 592 |
+
Update done!
|
| 593 |
+
|
| 594 |
+
|
| 595 |
+
2023-06-08 18:17:12,865 DEBUG root Chosen display Format:none
|
| 596 |
+
2023-06-08 18:17:12,866 INFO root Display format: "none"
|
.config/logs/2023.06.08/18.16.49.384175.log
ADDED
|
@@ -0,0 +1,5 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
2023-06-08 18:16:49,384 DEBUG root Loaded Command Group: ['gcloud', 'components']
|
| 2 |
+
2023-06-08 18:16:49,387 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
|
| 3 |
+
2023-06-08 18:16:49,389 DEBUG root Running [gcloud.components.post-process] with arguments: []
|
| 4 |
+
2023-06-08 18:17:12,722 DEBUG root Chosen display Format:none
|
| 5 |
+
2023-06-08 18:17:12,723 INFO root Display format: "none"
|
.config/logs/2023.06.08/18.17.13.539321.log
ADDED
|
@@ -0,0 +1,169 @@
|
|
|
|
|
|
|
|
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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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|
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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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|
|
|
|
|
| 1 |
+
2023-06-08 18:17:13,540 DEBUG root Loaded Command Group: ['gcloud', 'components']
|
| 2 |
+
2023-06-08 18:17:13,542 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
|
| 3 |
+
2023-06-08 18:17:13,545 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
|
| 4 |
+
2023-06-08 18:17:13,546 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
|
| 5 |
+
|
| 6 |
+
2023-06-08 18:17:13,549 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
|
| 7 |
+
2023-06-08 18:17:13,571 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 206160
|
| 8 |
+
2023-06-08 18:17:13,592 WARNING root Component [compute] no longer exists.
|
| 9 |
+
2023-06-08 18:17:13,593 WARNING root Component [preview] no longer exists.
|
| 10 |
+
2023-06-08 18:17:13,594 INFO ___FILE_ONLY___
|
| 11 |
+
|
| 12 |
+
2023-06-08 18:17:13,594 INFO ___FILE_ONLY___
|
| 13 |
+
Your current Google Cloud CLI version is: 434.0.0
|
| 14 |
+
|
| 15 |
+
2023-06-08 18:17:13,595 INFO ___FILE_ONLY___ Installing components from version: 434.0.0
|
| 16 |
+
|
| 17 |
+
2023-06-08 18:17:13,595 INFO ___FILE_ONLY___
|
| 18 |
+
|
| 19 |
+
2023-06-08 18:17:13,595 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 |
+
2023-06-08 18:17:13,596 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 |
+
2023-06-08 18:17:13,597 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 |
+
2023-06-08 18:17:13,599 INFO ___FILE_ONLY___ ┌──────────────────────────────────────────────┐
|
| 23 |
+
2023-06-08 18:17:13,599 INFO ___FILE_ONLY___
|
| 24 |
+
|
| 25 |
+
2023-06-08 18:17:13,599 INFO ___FILE_ONLY___ │ These components will be installed. │
|
| 26 |
+
2023-06-08 18:17:13,599 INFO ___FILE_ONLY___
|
| 27 |
+
|
| 28 |
+
2023-06-08 18:17:13,599 INFO ___FILE_ONLY___ ├───────────────────────┬────────────┬─────────┤
|
| 29 |
+
2023-06-08 18:17:13,599 INFO ___FILE_ONLY___
|
| 30 |
+
|
| 31 |
+
2023-06-08 18:17:13,599 INFO ___FILE_ONLY___ │ Name │ Version │ Size │
|
| 32 |
+
2023-06-08 18:17:13,599 INFO ___FILE_ONLY___
|
| 33 |
+
|
| 34 |
+
2023-06-08 18:17:13,600 INFO ___FILE_ONLY___ ├───────────────────────┼────────────┼─────────┤
|
| 35 |
+
2023-06-08 18:17:13,600 INFO ___FILE_ONLY___
|
| 36 |
+
|
| 37 |
+
2023-06-08 18:17:13,600 INFO ___FILE_ONLY___ │
|
| 38 |
+
2023-06-08 18:17:13,600 INFO ___FILE_ONLY___ gcloud Alpha Commands
|
| 39 |
+
2023-06-08 18:17:13,600 INFO ___FILE_ONLY___
|
| 40 |
+
2023-06-08 18:17:13,600 INFO ___FILE_ONLY___ │
|
| 41 |
+
2023-06-08 18:17:13,600 INFO ___FILE_ONLY___ 2023.06.02
|
| 42 |
+
2023-06-08 18:17:13,600 INFO ___FILE_ONLY___
|
| 43 |
+
2023-06-08 18:17:13,600 INFO ___FILE_ONLY___ │
|
| 44 |
+
2023-06-08 18:17:13,600 INFO ___FILE_ONLY___ < 1 MiB
|
| 45 |
+
2023-06-08 18:17:13,600 INFO ___FILE_ONLY___
|
| 46 |
+
2023-06-08 18:17:13,600 INFO ___FILE_ONLY___ │
|
| 47 |
+
2023-06-08 18:17:13,600 INFO ___FILE_ONLY___
|
| 48 |
+
|
| 49 |
+
2023-06-08 18:17:13,601 INFO ___FILE_ONLY___ │
|
| 50 |
+
2023-06-08 18:17:13,601 INFO ___FILE_ONLY___ gcloud Beta Commands
|
| 51 |
+
2023-06-08 18:17:13,601 INFO ___FILE_ONLY___
|
| 52 |
+
2023-06-08 18:17:13,601 INFO ___FILE_ONLY___ │
|
| 53 |
+
2023-06-08 18:17:13,601 INFO ___FILE_ONLY___ 2023.06.02
|
| 54 |
+
2023-06-08 18:17:13,601 INFO ___FILE_ONLY___
|
| 55 |
+
2023-06-08 18:17:13,601 INFO ___FILE_ONLY___ │
|
| 56 |
+
2023-06-08 18:17:13,601 INFO ___FILE_ONLY___ < 1 MiB
|
| 57 |
+
2023-06-08 18:17:13,601 INFO ___FILE_ONLY___
|
| 58 |
+
2023-06-08 18:17:13,601 INFO ___FILE_ONLY___ │
|
| 59 |
+
2023-06-08 18:17:13,601 INFO ___FILE_ONLY___
|
| 60 |
+
|
| 61 |
+
2023-06-08 18:17:13,601 INFO ___FILE_ONLY___ └───────────────────────┴────────────┴─────────┘
|
| 62 |
+
2023-06-08 18:17:13,601 INFO ___FILE_ONLY___
|
| 63 |
+
|
| 64 |
+
2023-06-08 18:17:13,602 INFO ___FILE_ONLY___
|
| 65 |
+
|
| 66 |
+
2023-06-08 18:17:13,604 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
|
| 67 |
+
2023-06-08 18:17:13,625 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/1.1" 200 1011317
|
| 68 |
+
2023-06-08 18:17:13,682 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
|
| 69 |
+
https://cloud.google.com/sdk/release_notes
|
| 70 |
+
|
| 71 |
+
|
| 72 |
+
2023-06-08 18:17:13,685 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
|
| 73 |
+
|
| 74 |
+
2023-06-08 18:17:13,685 INFO ___FILE_ONLY___ ╠═ Creating update staging area ═╣
|
| 75 |
+
|
| 76 |
+
2023-06-08 18:17:13,685 INFO ___FILE_ONLY___ ╚
|
| 77 |
+
2023-06-08 18:17:13,685 INFO ___FILE_ONLY___ ══════
|
| 78 |
+
2023-06-08 18:17:14,307 INFO ___FILE_ONLY___ ══════
|
| 79 |
+
2023-06-08 18:17:14,307 INFO ___FILE_ONLY___ ══════
|
| 80 |
+
2023-06-08 18:17:14,889 INFO ___FILE_ONLY___ ═
|
| 81 |
+
2023-06-08 18:17:14,991 INFO ___FILE_ONLY___ ═
|
| 82 |
+
2023-06-08 18:17:15,121 INFO ___FILE_ONLY___ ═
|
| 83 |
+
2023-06-08 18:17:15,260 INFO ___FILE_ONLY___ ═
|
| 84 |
+
2023-06-08 18:17:15,394 INFO ___FILE_ONLY___ ═
|
| 85 |
+
2023-06-08 18:17:15,475 INFO ___FILE_ONLY___ ═
|
| 86 |
+
2023-06-08 18:17:15,550 INFO ___FILE_ONLY___ ═
|
| 87 |
+
2023-06-08 18:17:15,657 INFO ___FILE_ONLY___ ═
|
| 88 |
+
2023-06-08 18:17:15,758 INFO ___FILE_ONLY___ ═
|
| 89 |
+
2023-06-08 18:17:15,840 INFO ___FILE_ONLY___ ═
|
| 90 |
+
2023-06-08 18:17:15,904 INFO ___FILE_ONLY___ ═
|
| 91 |
+
2023-06-08 18:17:16,008 INFO ___FILE_ONLY___ ═
|
| 92 |
+
2023-06-08 18:17:16,098 INFO ___FILE_ONLY___ ═
|
| 93 |
+
2023-06-08 18:17:16,150 INFO ___FILE_ONLY___ ═
|
| 94 |
+
2023-06-08 18:17:16,207 INFO ___FILE_ONLY___ ═
|
| 95 |
+
2023-06-08 18:17:16,266 INFO ___FILE_ONLY___ ═
|
| 96 |
+
2023-06-08 18:17:16,343 INFO ___FILE_ONLY___ ═
|
| 97 |
+
2023-06-08 18:17:16,392 INFO ___FILE_ONLY___ ═
|
| 98 |
+
2023-06-08 18:17:16,450 INFO ___FILE_ONLY___ ═
|
| 99 |
+
2023-06-08 18:17:16,504 INFO ___FILE_ONLY___ ═
|
| 100 |
+
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|
| 125 |
+
|
| 126 |
+
2023-06-08 18:17:20,629 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Alpha Commands ═╣
|
| 127 |
+
|
| 128 |
+
2023-06-08 18:17:20,629 INFO ___FILE_ONLY___ ╚
|
| 129 |
+
2023-06-08 18:17:20,631 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
|
| 130 |
+
2023-06-08 18:17:20,650 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-alpha-20230602161805.tar.gz HTTP/1.1" 200 800
|
| 131 |
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|
| 134 |
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+
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|
| 136 |
+
|
| 137 |
+
2023-06-08 18:17:20,660 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Beta Commands ═╣
|
| 138 |
+
|
| 139 |
+
2023-06-08 18:17:20,660 INFO ___FILE_ONLY___ ╚
|
| 140 |
+
2023-06-08 18:17:20,662 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
|
| 141 |
+
2023-06-08 18:17:20,680 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-beta-20230602161805.tar.gz HTTP/1.1" 200 797
|
| 142 |
+
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|
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+
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+
2023-06-08 18:17:20,689 INFO ___FILE_ONLY___ ��════════════════════════════════════════════════════════════╗
|
| 147 |
+
|
| 148 |
+
2023-06-08 18:17:20,689 INFO ___FILE_ONLY___ ╠═ Creating backup and activating new installation ═╣
|
| 149 |
+
|
| 150 |
+
2023-06-08 18:17:20,689 INFO ___FILE_ONLY___ ╚
|
| 151 |
+
2023-06-08 18:17:20,689 DEBUG root Attempting to move directory [/tools/google-cloud-sdk] to [/tools/google-cloud-sdk.staging/.install/.backup]
|
| 152 |
+
2023-06-08 18:17:20,689 INFO ___FILE_ONLY___ ══════════════════════════════
|
| 153 |
+
2023-06-08 18:17:20,690 DEBUG root Attempting to move directory [/tools/google-cloud-sdk.staging] to [/tools/google-cloud-sdk]
|
| 154 |
+
2023-06-08 18:17:20,690 INFO ___FILE_ONLY___ ══════════════════════════════
|
| 155 |
+
2023-06-08 18:17:20,690 INFO ___FILE_ONLY___ ╝
|
| 156 |
+
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| 157 |
+
2023-06-08 18:17:20,694 DEBUG root Updating notification cache...
|
| 158 |
+
2023-06-08 18:17:20,695 INFO ___FILE_ONLY___
|
| 159 |
+
|
| 160 |
+
2023-06-08 18:17:20,696 INFO ___FILE_ONLY___ Performing post processing steps...
|
| 161 |
+
2023-06-08 18:17:20,697 DEBUG root Executing command: ['python3', '-S', '/tools/google-cloud-sdk/lib/gcloud.py', 'components', 'post-process']
|
| 162 |
+
2023-06-08 18:17:45,560 DEBUG ___FILE_ONLY___
|
| 163 |
+
2023-06-08 18:17:45,560 DEBUG ___FILE_ONLY___
|
| 164 |
+
2023-06-08 18:17:45,738 INFO ___FILE_ONLY___
|
| 165 |
+
Update done!
|
| 166 |
+
|
| 167 |
+
|
| 168 |
+
2023-06-08 18:17:45,742 DEBUG root Chosen display Format:none
|
| 169 |
+
2023-06-08 18:17:45,742 INFO root Display format: "none"
|
.config/logs/2023.06.08/18.17.21.262808.log
ADDED
|
@@ -0,0 +1,5 @@
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
2023-06-08 18:17:21,263 DEBUG root Loaded Command Group: ['gcloud', 'components']
|
| 2 |
+
2023-06-08 18:17:21,265 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
|
| 3 |
+
2023-06-08 18:17:21,268 DEBUG root Running [gcloud.components.post-process] with arguments: []
|
| 4 |
+
2023-06-08 18:17:45,455 DEBUG root Chosen display Format:none
|
| 5 |
+
2023-06-08 18:17:45,455 INFO root Display format: "none"
|
.config/logs/2023.06.08/18.17.46.423408.log
ADDED
|
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
| 1 |
+
2023-06-08 18:17:46,425 DEBUG root Loaded Command Group: ['gcloud', 'config']
|
| 2 |
+
2023-06-08 18:17:46,453 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
|
| 3 |
+
2023-06-08 18:17:46,456 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "component_manager/disable_update_check", VALUE: "true"]
|
| 4 |
+
2023-06-08 18:17:46,457 INFO ___FILE_ONLY___ Updated property [component_manager/disable_update_check].
|
| 5 |
+
|
| 6 |
+
2023-06-08 18:17:46,458 DEBUG root Chosen display Format:default
|
| 7 |
+
2023-06-08 18:17:46,458 INFO root Display format: "default"
|
| 8 |
+
2023-06-08 18:17:46,459 DEBUG root SDK update checks are disabled.
|
.config/logs/2023.06.08/18.17.47.134973.log
ADDED
|
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
2023-06-08 18:17:47,137 DEBUG root Loaded Command Group: ['gcloud', 'config']
|
| 2 |
+
2023-06-08 18:17:47,165 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
|
| 3 |
+
2023-06-08 18:17:47,168 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "compute/gce_metadata_read_timeout_sec", VALUE: "0"]
|
| 4 |
+
2023-06-08 18:17:47,169 INFO ___FILE_ONLY___ Updated property [compute/gce_metadata_read_timeout_sec].
|
| 5 |
+
|
| 6 |
+
2023-06-08 18:17:47,170 DEBUG root Chosen display Format:default
|
| 7 |
+
2023-06-08 18:17:47,170 INFO root Display format: "default"
|
| 8 |
+
2023-06-08 18:17:47,171 DEBUG root SDK update checks are disabled.
|
.gitattributes
CHANGED
|
@@ -32,3 +32,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
|
| 32 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
| 33 |
*.zst filter=lfs diff=lfs merge=lfs -text
|
| 34 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
|
|
|
|
|
|
|
|
| 32 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
| 33 |
*.zst filter=lfs diff=lfs merge=lfs -text
|
| 34 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
| 35 |
+
sample_data/mnist_test.csv filter=lfs diff=lfs merge=lfs -text
|
| 36 |
+
sample_data/mnist_train_small.csv filter=lfs diff=lfs merge=lfs -text
|
README.md
CHANGED
|
@@ -1,12 +1,6 @@
|
|
| 1 |
---
|
| 2 |
-
title:
|
| 3 |
-
|
| 4 |
-
colorFrom: red
|
| 5 |
-
colorTo: purple
|
| 6 |
sdk: gradio
|
| 7 |
sdk_version: 3.34.0
|
| 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: dolly-expert-builder
|
| 3 |
+
app_file: app.py
|
|
|
|
|
|
|
| 4 |
sdk: gradio
|
| 5 |
sdk_version: 3.34.0
|
|
|
|
|
|
|
| 6 |
---
|
|
|
|
|
|
app.py
ADDED
|
@@ -0,0 +1,156 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import gradio as gr
|
| 2 |
+
|
| 3 |
+
from langchain.chains import RetrievalQA
|
| 4 |
+
from langchain.embeddings import HuggingFaceEmbeddings
|
| 5 |
+
from langchain.llms import HuggingFacePipeline
|
| 6 |
+
from langchain.memory import ConversationBufferWindowMemory
|
| 7 |
+
from langchain.vectorstores import Chroma
|
| 8 |
+
from langchain import PromptTemplate, LLMChain
|
| 9 |
+
|
| 10 |
+
from transformers import AutoTokenizer, pipeline
|
| 11 |
+
|
| 12 |
+
from typing import Dict, Any
|
| 13 |
+
|
| 14 |
+
import torch
|
| 15 |
+
|
| 16 |
+
|
| 17 |
+
# class AnswerConversationBufferMemory(ConversationBufferMemory):
|
| 18 |
+
class AnswerConversationBufferMemory(ConversationBufferWindowMemory):
|
| 19 |
+
def save_context(self, inputs: Dict[str, Any], outputs: Dict[str, str]) -> None:
|
| 20 |
+
return super(AnswerConversationBufferMemory, self).save_context(inputs,{'response': outputs['result']})
|
| 21 |
+
|
| 22 |
+
|
| 23 |
+
def clean_text(text):
|
| 24 |
+
# Remove excessive whitespace
|
| 25 |
+
cleaned_text = ' '.join(text.split())
|
| 26 |
+
# Keep max one newline character
|
| 27 |
+
cleaned_text = cleaned_text.replace('\n\n', '\n')
|
| 28 |
+
|
| 29 |
+
return cleaned_text
|
| 30 |
+
|
| 31 |
+
|
| 32 |
+
def chatbot_llm_response(llm_response):
|
| 33 |
+
text = clean_text(llm_response['result']) + '\nSources:\n'
|
| 34 |
+
for source in llm_response["source_documents"]:
|
| 35 |
+
text += source.metadata['source'] + '\n'
|
| 36 |
+
|
| 37 |
+
return text
|
| 38 |
+
|
| 39 |
+
|
| 40 |
+
model_name = "databricks/dolly-v2-3b"
|
| 41 |
+
tokenizer = AutoTokenizer.from_pretrained(model_name, padding_side="left")
|
| 42 |
+
|
| 43 |
+
generate_text = pipeline(model=model_name,
|
| 44 |
+
torch_dtype=torch.bfloat16,
|
| 45 |
+
trust_remote_code=True,
|
| 46 |
+
device_map="auto",
|
| 47 |
+
return_full_text=True,
|
| 48 |
+
max_new_tokens=256,
|
| 49 |
+
top_p=0.95,
|
| 50 |
+
top_k=50)
|
| 51 |
+
|
| 52 |
+
prompt = PromptTemplate(
|
| 53 |
+
input_variables=["instruction"],
|
| 54 |
+
template="{instruction}")
|
| 55 |
+
|
| 56 |
+
hf_pipeline = HuggingFacePipeline(pipeline=generate_text)
|
| 57 |
+
llm_chain = LLMChain(llm=hf_pipeline, prompt=prompt)
|
| 58 |
+
|
| 59 |
+
# top #2 when task = Retrieval June 2023 for under ~500 MB
|
| 60 |
+
model_name = "intfloat/e5-base-v2"
|
| 61 |
+
hf = HuggingFaceEmbeddings(model_name=model_name)
|
| 62 |
+
|
| 63 |
+
# Load up Vector Database
|
| 64 |
+
persist_directory = 'db'
|
| 65 |
+
vectordb = Chroma(persist_directory=persist_directory,
|
| 66 |
+
embedding_function=hf)
|
| 67 |
+
vectordb.get()
|
| 68 |
+
retriever = vectordb.as_retriever(search_kwargs={'k':3})
|
| 69 |
+
|
| 70 |
+
# Configure Conversation Chain
|
| 71 |
+
memory = AnswerConversationBufferMemory(k=3)
|
| 72 |
+
qa_chain_with_memory = RetrievalQA.from_chain_type(llm=hf_pipeline,
|
| 73 |
+
chain_type="stuff",
|
| 74 |
+
retriever=retriever,
|
| 75 |
+
return_source_documents=True,
|
| 76 |
+
memory=memory)
|
| 77 |
+
# try to set the tone
|
| 78 |
+
template = '''
|
| 79 |
+
You are the assistant to a tradesperson with knowledge of the Ontario Building Code. You provide specific details using the context given and the users question.
|
| 80 |
+
If you don't know the answer, you truthfully say you don't know and don't try to make up an answer.
|
| 81 |
+
----------------
|
| 82 |
+
{context}
|
| 83 |
+
|
| 84 |
+
Question: {question}
|
| 85 |
+
Helpful Answer:'''
|
| 86 |
+
|
| 87 |
+
qa_chain_with_memory.combine_documents_chain.llm_chain.prompt.template = template
|
| 88 |
+
|
| 89 |
+
|
| 90 |
+
examples = ["What are the requirements for plumbing venting and drainage systems?",
|
| 91 |
+
"Summarize the electrical code regulation for wiring commercial buildings",
|
| 92 |
+
"Tell me the maximum allowable span for floor joists in residential construction",
|
| 93 |
+
"I'm looking for guidelines for fire assemblies and walls in tall buildings",
|
| 94 |
+
"What are the insulation requirements in new residential constructions?"]
|
| 95 |
+
|
| 96 |
+
|
| 97 |
+
def process_example(args):
|
| 98 |
+
for x in generate(args):
|
| 99 |
+
pass
|
| 100 |
+
return x
|
| 101 |
+
|
| 102 |
+
|
| 103 |
+
def generate(instruction):
|
| 104 |
+
response = qa_chain_with_memory(instruction)
|
| 105 |
+
processed_response = chatbot_llm_response(response)
|
| 106 |
+
|
| 107 |
+
result = ""
|
| 108 |
+
for word in processed_response.split(" "):
|
| 109 |
+
result += word + " "
|
| 110 |
+
yield result
|
| 111 |
+
|
| 112 |
+
|
| 113 |
+
with gr.Blocks(analytics_enabled=False) as demo:
|
| 114 |
+
with gr.Column():
|
| 115 |
+
gr.Markdown("""# Dolly-Expert-Lite
|
| 116 |
+
Dolly-Expert-Lite is a bot for domain specific question
|
| 117 |
+
answering. Currently powered by the new Dolly-v2-3b open
|
| 118 |
+
source model. It's expert systems in the era of LLMs!
|
| 119 |
+
|
| 120 |
+
## Building Code Expert
|
| 121 |
+
In this example deployment, Dolly-Expert-Lite retrieves
|
| 122 |
+
information via a vector database made using the
|
| 123 |
+
[Ontario (Canada) Building Code](https://www.buildingcode.online)
|
| 124 |
+
sitemap LangChain loader. For details on the original Dolly
|
| 125 |
+
v2 model, please refer to the
|
| 126 |
+
[model card](https://huggingface.co/databricks/dolly-v2-12b)
|
| 127 |
+
|
| 128 |
+
### Type in the box below and click to ask the expert!
|
| 129 |
+
|
| 130 |
+
"""
|
| 131 |
+
)
|
| 132 |
+
|
| 133 |
+
with gr.Row():
|
| 134 |
+
with gr.Column(scale=3):
|
| 135 |
+
instruction = gr.Textbox(placeholder="Enter your question here", label="Question", elem_id="q-input")
|
| 136 |
+
|
| 137 |
+
with gr.Box():
|
| 138 |
+
gr.Markdown("**Answer**")
|
| 139 |
+
output = gr.Markdown(elem_id="q-output")
|
| 140 |
+
submit = gr.Button("Generate", variant="primary")
|
| 141 |
+
clear = gr.Button("Clear", variant="secondary")
|
| 142 |
+
|
| 143 |
+
gr.Examples(
|
| 144 |
+
examples=examples,
|
| 145 |
+
inputs=[instruction],
|
| 146 |
+
cache_examples=False,
|
| 147 |
+
fn=process_example,
|
| 148 |
+
outputs=[output],
|
| 149 |
+
)
|
| 150 |
+
|
| 151 |
+
submit.click(generate, inputs=[instruction], outputs=[output])
|
| 152 |
+
clear.click(lambda: None, [], [output])
|
| 153 |
+
instruction.submit(generate, inputs=[instruction], outputs=[output])
|
| 154 |
+
|
| 155 |
+
demo.queue(concurrency_count=16).launch(debug=True)
|
| 156 |
+
demo.launch()
|
instruct_pipeline.py
ADDED
|
@@ -0,0 +1,244 @@
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|
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|
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|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import logging
|
| 2 |
+
import re
|
| 3 |
+
from typing import List
|
| 4 |
+
|
| 5 |
+
import numpy as np
|
| 6 |
+
from transformers import Pipeline, PreTrainedTokenizer
|
| 7 |
+
|
| 8 |
+
from transformers.utils import is_tf_available
|
| 9 |
+
|
| 10 |
+
if is_tf_available():
|
| 11 |
+
import tensorflow as tf
|
| 12 |
+
|
| 13 |
+
logger = logging.getLogger(__name__)
|
| 14 |
+
|
| 15 |
+
INSTRUCTION_KEY = "### Instruction:"
|
| 16 |
+
RESPONSE_KEY = "### Response:"
|
| 17 |
+
END_KEY = "### End"
|
| 18 |
+
INTRO_BLURB = "Below is an instruction that describes a task. Write a response that appropriately completes the request."
|
| 19 |
+
|
| 20 |
+
# This is the prompt that is used for generating responses using an already trained model. It ends with the response
|
| 21 |
+
# key, where the job of the model is to provide the completion that follows it (i.e. the response itself).
|
| 22 |
+
PROMPT_FOR_GENERATION_FORMAT = """{intro}
|
| 23 |
+
{instruction_key}
|
| 24 |
+
{instruction}
|
| 25 |
+
{response_key}
|
| 26 |
+
""".format(
|
| 27 |
+
intro=INTRO_BLURB,
|
| 28 |
+
instruction_key=INSTRUCTION_KEY,
|
| 29 |
+
instruction="{instruction}",
|
| 30 |
+
response_key=RESPONSE_KEY,
|
| 31 |
+
)
|
| 32 |
+
|
| 33 |
+
|
| 34 |
+
def get_special_token_id(tokenizer: PreTrainedTokenizer, key: str) -> int:
|
| 35 |
+
"""Gets the token ID for a given string that has been added to the tokenizer as a special token.
|
| 36 |
+
When training, we configure the tokenizer so that the sequences like "### Instruction:" and "### End" are
|
| 37 |
+
treated specially and converted to a single, new token. This retrieves the token ID each of these keys map to.
|
| 38 |
+
Args:
|
| 39 |
+
tokenizer (PreTrainedTokenizer): the tokenizer
|
| 40 |
+
key (str): the key to convert to a single token
|
| 41 |
+
Raises:
|
| 42 |
+
RuntimeError: if more than one ID was generated
|
| 43 |
+
Returns:
|
| 44 |
+
int: the token ID for the given key
|
| 45 |
+
"""
|
| 46 |
+
token_ids = tokenizer.encode(key)
|
| 47 |
+
if len(token_ids) > 1:
|
| 48 |
+
raise ValueError(
|
| 49 |
+
f"Expected only a single token for '{key}' but found {token_ids}"
|
| 50 |
+
)
|
| 51 |
+
return token_ids[0]
|
| 52 |
+
|
| 53 |
+
|
| 54 |
+
class InstructionTextGenerationPipeline(Pipeline):
|
| 55 |
+
def __init__(
|
| 56 |
+
self,
|
| 57 |
+
*args,
|
| 58 |
+
do_sample: bool = True,
|
| 59 |
+
max_new_tokens: int = 256,
|
| 60 |
+
top_p: float = 0.92,
|
| 61 |
+
top_k: int = 0,
|
| 62 |
+
**kwargs,
|
| 63 |
+
):
|
| 64 |
+
"""Initialize the pipeline
|
| 65 |
+
Args:
|
| 66 |
+
do_sample (bool, optional): Whether or not to use sampling. Defaults to True.
|
| 67 |
+
max_new_tokens (int, optional): Max new tokens after the prompt to generate. Defaults to 128.
|
| 68 |
+
top_p (float, optional): If set to float < 1, only the smallest set of most probable tokens with
|
| 69 |
+
probabilities that add up to top_p or higher are kept for generation. Defaults to 0.92.
|
| 70 |
+
top_k (int, optional): The number of highest probability vocabulary tokens to keep for top-k-filtering.
|
| 71 |
+
Defaults to 0.
|
| 72 |
+
"""
|
| 73 |
+
super().__init__(
|
| 74 |
+
*args,
|
| 75 |
+
do_sample=do_sample,
|
| 76 |
+
max_new_tokens=max_new_tokens,
|
| 77 |
+
top_p=top_p,
|
| 78 |
+
top_k=top_k,
|
| 79 |
+
**kwargs,
|
| 80 |
+
)
|
| 81 |
+
|
| 82 |
+
def _sanitize_parameters(self, return_full_text: bool = None, **generate_kwargs):
|
| 83 |
+
preprocess_params = {}
|
| 84 |
+
|
| 85 |
+
# newer versions of the tokenizer configure the response key as a special token. newer versions still may
|
| 86 |
+
# append a newline to yield a single token. find whatever token is configured for the response key.
|
| 87 |
+
tokenizer_response_key = next(
|
| 88 |
+
(
|
| 89 |
+
token
|
| 90 |
+
for token in self.tokenizer.additional_special_tokens
|
| 91 |
+
if token.startswith(RESPONSE_KEY)
|
| 92 |
+
),
|
| 93 |
+
None,
|
| 94 |
+
)
|
| 95 |
+
|
| 96 |
+
response_key_token_id = None
|
| 97 |
+
end_key_token_id = None
|
| 98 |
+
if tokenizer_response_key:
|
| 99 |
+
try:
|
| 100 |
+
response_key_token_id = get_special_token_id(
|
| 101 |
+
self.tokenizer, tokenizer_response_key
|
| 102 |
+
)
|
| 103 |
+
end_key_token_id = get_special_token_id(self.tokenizer, END_KEY)
|
| 104 |
+
|
| 105 |
+
# Ensure generation stops once it generates "### End"
|
| 106 |
+
generate_kwargs["eos_token_id"] = end_key_token_id
|
| 107 |
+
except ValueError:
|
| 108 |
+
pass
|
| 109 |
+
|
| 110 |
+
forward_params = generate_kwargs
|
| 111 |
+
postprocess_params = {
|
| 112 |
+
"response_key_token_id": response_key_token_id,
|
| 113 |
+
"end_key_token_id": end_key_token_id,
|
| 114 |
+
}
|
| 115 |
+
|
| 116 |
+
if return_full_text is not None:
|
| 117 |
+
postprocess_params["return_full_text"] = return_full_text
|
| 118 |
+
|
| 119 |
+
return preprocess_params, forward_params, postprocess_params
|
| 120 |
+
|
| 121 |
+
def preprocess(self, instruction_text, **generate_kwargs):
|
| 122 |
+
prompt_text = PROMPT_FOR_GENERATION_FORMAT.format(instruction=instruction_text)
|
| 123 |
+
inputs = self.tokenizer(
|
| 124 |
+
prompt_text,
|
| 125 |
+
return_tensors="pt",
|
| 126 |
+
)
|
| 127 |
+
inputs["prompt_text"] = prompt_text
|
| 128 |
+
inputs["instruction_text"] = instruction_text
|
| 129 |
+
return inputs
|
| 130 |
+
|
| 131 |
+
def _forward(self, model_inputs, **generate_kwargs):
|
| 132 |
+
input_ids = model_inputs["input_ids"]
|
| 133 |
+
attention_mask = model_inputs.get("attention_mask", None)
|
| 134 |
+
|
| 135 |
+
if input_ids.shape[1] == 0:
|
| 136 |
+
input_ids = None
|
| 137 |
+
attention_mask = None
|
| 138 |
+
in_b = 1
|
| 139 |
+
else:
|
| 140 |
+
in_b = input_ids.shape[0]
|
| 141 |
+
|
| 142 |
+
generated_sequence = self.model.generate(
|
| 143 |
+
input_ids=input_ids.to(self.model.device),
|
| 144 |
+
attention_mask=attention_mask.to(self.model.device)
|
| 145 |
+
if attention_mask is not None
|
| 146 |
+
else None,
|
| 147 |
+
pad_token_id=self.tokenizer.pad_token_id,
|
| 148 |
+
**generate_kwargs,
|
| 149 |
+
)
|
| 150 |
+
|
| 151 |
+
out_b = generated_sequence.shape[0]
|
| 152 |
+
if self.framework == "pt":
|
| 153 |
+
generated_sequence = generated_sequence.reshape(
|
| 154 |
+
in_b, out_b // in_b, *generated_sequence.shape[1:]
|
| 155 |
+
)
|
| 156 |
+
elif self.framework == "tf":
|
| 157 |
+
generated_sequence = tf.reshape(
|
| 158 |
+
generated_sequence, (in_b, out_b // in_b, *generated_sequence.shape[1:])
|
| 159 |
+
)
|
| 160 |
+
|
| 161 |
+
instruction_text = model_inputs.pop("instruction_text")
|
| 162 |
+
return {
|
| 163 |
+
"generated_sequence": generated_sequence,
|
| 164 |
+
"input_ids": input_ids,
|
| 165 |
+
"instruction_text": instruction_text,
|
| 166 |
+
}
|
| 167 |
+
|
| 168 |
+
def postprocess(
|
| 169 |
+
self,
|
| 170 |
+
model_outputs,
|
| 171 |
+
response_key_token_id,
|
| 172 |
+
end_key_token_id,
|
| 173 |
+
return_full_text: bool = False,
|
| 174 |
+
):
|
| 175 |
+
generated_sequence = model_outputs["generated_sequence"][0]
|
| 176 |
+
instruction_text = model_outputs["instruction_text"]
|
| 177 |
+
|
| 178 |
+
generated_sequence: List[List[int]] = generated_sequence.numpy().tolist()
|
| 179 |
+
records = []
|
| 180 |
+
for sequence in generated_sequence:
|
| 181 |
+
# The response will be set to this variable if we can identify it.
|
| 182 |
+
decoded = None
|
| 183 |
+
|
| 184 |
+
# If we have token IDs for the response and end, then we can find the tokens and only decode between them.
|
| 185 |
+
if response_key_token_id and end_key_token_id:
|
| 186 |
+
# Find where "### Response:" is first found in the generated tokens. Considering this is part of the
|
| 187 |
+
# prompt, we should definitely find it. We will return the tokens found after this token.
|
| 188 |
+
try:
|
| 189 |
+
response_pos = sequence.index(response_key_token_id)
|
| 190 |
+
except ValueError:
|
| 191 |
+
logger.warn(
|
| 192 |
+
f"Could not find response key {response_key_token_id} in: {sequence}"
|
| 193 |
+
)
|
| 194 |
+
response_pos = None
|
| 195 |
+
|
| 196 |
+
if response_pos:
|
| 197 |
+
# Next find where "### End" is located. The model has been trained to end its responses with this
|
| 198 |
+
# sequence (or actually, the token ID it maps to, since it is a special token). We may not find
|
| 199 |
+
# this token, as the response could be truncated. If we don't find it then just return everything
|
| 200 |
+
# to the end. Note that even though we set eos_token_id, we still see the this token at the end.
|
| 201 |
+
try:
|
| 202 |
+
end_pos = sequence.index(end_key_token_id)
|
| 203 |
+
except ValueError:
|
| 204 |
+
end_pos = None
|
| 205 |
+
|
| 206 |
+
decoded = self.tokenizer.decode(
|
| 207 |
+
sequence[response_pos + 1 : end_pos]
|
| 208 |
+
).strip()
|
| 209 |
+
|
| 210 |
+
if not decoded:
|
| 211 |
+
# Otherwise we'll decode everything and use a regex to find the response and end.
|
| 212 |
+
|
| 213 |
+
fully_decoded = self.tokenizer.decode(sequence)
|
| 214 |
+
|
| 215 |
+
# The response appears after "### Response:". The model has been trained to append "### End" at the
|
| 216 |
+
# end.
|
| 217 |
+
m = re.search(
|
| 218 |
+
r"#+\s*Response:\s*(.+?)#+\s*End", fully_decoded, flags=re.DOTALL
|
| 219 |
+
)
|
| 220 |
+
|
| 221 |
+
if m:
|
| 222 |
+
decoded = m.group(1).strip()
|
| 223 |
+
else:
|
| 224 |
+
# The model might not generate the "### End" sequence before reaching the max tokens. In this case,
|
| 225 |
+
# return everything after "### Response:".
|
| 226 |
+
m = re.search(
|
| 227 |
+
r"#+\s*Response:\s*(.+)", fully_decoded, flags=re.DOTALL
|
| 228 |
+
)
|
| 229 |
+
if m:
|
| 230 |
+
decoded = m.group(1).strip()
|
| 231 |
+
else:
|
| 232 |
+
logger.warn(f"Failed to find response in:\n{fully_decoded}")
|
| 233 |
+
|
| 234 |
+
# If the full text is requested, then append the decoded text to the original instruction.
|
| 235 |
+
# This technically isn't the full text, as we format the instruction in the prompt the model has been
|
| 236 |
+
# trained on, but to the client it will appear to be the full text.
|
| 237 |
+
if return_full_text:
|
| 238 |
+
decoded = f"{instruction_text}\n{decoded}"
|
| 239 |
+
|
| 240 |
+
rec = {"generated_text": decoded}
|
| 241 |
+
|
| 242 |
+
records.append(rec)
|
| 243 |
+
|
| 244 |
+
return records
|
requirements.txt
ADDED
|
@@ -0,0 +1,10 @@
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|
| 1 |
+
accelerate
|
| 2 |
+
gradio
|
| 3 |
+
einops
|
| 4 |
+
Xformers
|
| 5 |
+
langchain
|
| 6 |
+
sentence-transformers
|
| 7 |
+
chromadb
|
| 8 |
+
unstructured
|
| 9 |
+
--extra-index-url https://download.pytorch.org/whl/cu118
|
| 10 |
+
torch
|
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://developers.google.com/machine-learning/crash-course/california-housing-data-description
|
| 6 |
+
|
| 7 |
+
* `mnist_*.csv` is a small sample of the
|
| 8 |
+
[MNIST database](https://en.wikipedia.org/wiki/MNIST_database), which is
|
| 9 |
+
described at: http://yann.lecun.com/exdb/mnist/
|
| 10 |
+
|
| 11 |
+
* `anscombe.json` contains a copy of
|
| 12 |
+
[Anscombe's quartet](https://en.wikipedia.org/wiki/Anscombe%27s_quartet); it
|
| 13 |
+
was originally described in
|
| 14 |
+
|
| 15 |
+
Anscombe, F. J. (1973). 'Graphs in Statistical Analysis'. American
|
| 16 |
+
Statistician. 27 (1): 17-21. JSTOR 2682899.
|
| 17 |
+
|
| 18 |
+
and our copy was prepared by the
|
| 19 |
+
[vega_datasets library](https://github.com/altair-viz/vega_datasets/blob/4f67bdaad10f45e3549984e17e1b3088c731503d/vega_datasets/_data/anscombe.json).
|
sample_data/anscombe.json
ADDED
|
@@ -0,0 +1,49 @@
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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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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 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
|