diff --git a/.config/.last_opt_in_prompt.yaml b/.config/.last_opt_in_prompt.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0967ef424bce6791893e9a57bb952f80fd536e93
--- /dev/null
+++ b/.config/.last_opt_in_prompt.yaml
@@ -0,0 +1 @@
+{}
diff --git a/.config/.last_survey_prompt.yaml b/.config/.last_survey_prompt.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..85aa5eb0ee4d73231fe3e673e0956c9f1e17a2e8
--- /dev/null
+++ b/.config/.last_survey_prompt.yaml
@@ -0,0 +1 @@
+last_prompt_time: 1709821902.2188199
diff --git a/.config/.last_update_check.json b/.config/.last_update_check.json
new file mode 100644
index 0000000000000000000000000000000000000000..4fa4812fac87a414ccb462e51d3098178253a35b
--- /dev/null
+++ b/.config/.last_update_check.json
@@ -0,0 +1 @@
+{"last_update_check_time": 1709821910.9966443, "last_update_check_revision": 20240229170130, "notifications": [], "last_nag_times": {}}
\ No newline at end of file
diff --git a/.config/active_config b/.config/active_config
new file mode 100644
index 0000000000000000000000000000000000000000..331d858ce9b12fa6720414196a9dd6e0b6a0faaa
--- /dev/null
+++ b/.config/active_config
@@ -0,0 +1 @@
+default
\ No newline at end of file
diff --git a/.config/config_sentinel b/.config/config_sentinel
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/.config/configurations/config_default b/.config/configurations/config_default
new file mode 100644
index 0000000000000000000000000000000000000000..ee06685b6841afd85a59e8ea5bc7ee8a27d6fe74
--- /dev/null
+++ b/.config/configurations/config_default
@@ -0,0 +1,6 @@
+[component_manager]
+disable_update_check = true
+
+[compute]
+gce_metadata_read_timeout_sec = 0
+
diff --git a/.config/default_configs.db b/.config/default_configs.db
new file mode 100644
index 0000000000000000000000000000000000000000..e8a2c56e9e0369b0e66531a0ddfec7c2b10a73ee
Binary files /dev/null and b/.config/default_configs.db differ
diff --git a/.config/gce b/.config/gce
new file mode 100644
index 0000000000000000000000000000000000000000..c1f22fbc23bb6ee67824843d6685826db10313d3
--- /dev/null
+++ b/.config/gce
@@ -0,0 +1 @@
+False
\ No newline at end of file
diff --git a/.config/logs/2024.03.07/14.31.06.507923.log b/.config/logs/2024.03.07/14.31.06.507923.log
new file mode 100644
index 0000000000000000000000000000000000000000..eaea3653138a0af0fa687d6f68d0da44d7dd9090
--- /dev/null
+++ b/.config/logs/2024.03.07/14.31.06.507923.log
@@ -0,0 +1,596 @@
+2024-03-07 14:31:18,534 DEBUG root Loaded Command Group: ['gcloud', 'components']
+2024-03-07 14:31:18,538 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
+2024-03-07 14:31:18,540 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']"]
+2024-03-07 14:31:18,541 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
+
+2024-03-07 14:31:18,558 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
+2024-03-07 14:31:18,613 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 214450
+2024-03-07 14:31:18,629 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:18,629 INFO ___FILE_ONLY___
+Your current Google Cloud CLI version is: 467.0.0
+
+2024-03-07 14:31:18,629 INFO ___FILE_ONLY___ Installing components from version: 467.0.0
+
+2024-03-07 14:31:18,629 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:18,630 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)
+2024-03-07 14:31:18,630 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)
+2024-03-07 14:31:18,631 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)
+2024-03-07 14:31:18,638 INFO ___FILE_ONLY___ ┌─────────────────────────────────────────────────────────────────────────────┐
+2024-03-07 14:31:18,639 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:18,639 INFO ___FILE_ONLY___ │ These components will be installed. │
+2024-03-07 14:31:18,639 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:18,639 INFO ___FILE_ONLY___ ├─────────────────────────────────────────────────────┬────────────┬──────────┤
+2024-03-07 14:31:18,639 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:18,639 INFO ___FILE_ONLY___ │ Name │ Version │ Size │
+2024-03-07 14:31:18,639 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:18,639 INFO ___FILE_ONLY___ ├─────────────────────────────────────────────────────┼────────────┼──────────┤
+2024-03-07 14:31:18,639 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:18,639 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,640 INFO ___FILE_ONLY___ BigQuery Command Line Tool
+2024-03-07 14:31:18,640 INFO ___FILE_ONLY___
+2024-03-07 14:31:18,640 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,640 INFO ___FILE_ONLY___ 2.0.101
+2024-03-07 14:31:18,640 INFO ___FILE_ONLY___
+2024-03-07 14:31:18,640 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,640 INFO ___FILE_ONLY___ 1.6 MiB
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+2024-03-07 14:31:18,641 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,641 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:18,641 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,641 INFO ___FILE_ONLY___ BigQuery Command Line Tool (Platform Specific)
+2024-03-07 14:31:18,641 INFO ___FILE_ONLY___
+2024-03-07 14:31:18,641 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,641 INFO ___FILE_ONLY___ 2.0.101
+2024-03-07 14:31:18,641 INFO ___FILE_ONLY___
+2024-03-07 14:31:18,642 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,642 INFO ___FILE_ONLY___ < 1 MiB
+2024-03-07 14:31:18,642 INFO ___FILE_ONLY___
+2024-03-07 14:31:18,642 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,642 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:18,642 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,642 INFO ___FILE_ONLY___ Bundled Python 3.11
+2024-03-07 14:31:18,642 INFO ___FILE_ONLY___
+2024-03-07 14:31:18,642 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,643 INFO ___FILE_ONLY___ 3.11.8
+2024-03-07 14:31:18,643 INFO ___FILE_ONLY___
+2024-03-07 14:31:18,643 INFO ___FILE_ONLY___ │
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+2024-03-07 14:31:18,643 INFO ___FILE_ONLY___
+2024-03-07 14:31:18,643 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,643 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:18,643 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,643 INFO ___FILE_ONLY___ Cloud Storage Command Line Tool
+2024-03-07 14:31:18,644 INFO ___FILE_ONLY___
+2024-03-07 14:31:18,644 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,644 INFO ___FILE_ONLY___ 5.27
+2024-03-07 14:31:18,644 INFO ___FILE_ONLY___
+2024-03-07 14:31:18,644 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,644 INFO ___FILE_ONLY___ 11.3 MiB
+2024-03-07 14:31:18,644 INFO ___FILE_ONLY___
+2024-03-07 14:31:18,644 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,644 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:18,644 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,645 INFO ___FILE_ONLY___ Cloud Storage Command Line Tool (Platform Specific)
+2024-03-07 14:31:18,645 INFO ___FILE_ONLY___
+2024-03-07 14:31:18,645 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,645 INFO ___FILE_ONLY___ 5.27
+2024-03-07 14:31:18,645 INFO ___FILE_ONLY___
+2024-03-07 14:31:18,645 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,645 INFO ___FILE_ONLY___ < 1 MiB
+2024-03-07 14:31:18,645 INFO ___FILE_ONLY___
+2024-03-07 14:31:18,645 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,646 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:18,646 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,646 INFO ___FILE_ONLY___ Google Cloud CLI Core Libraries (Platform Specific)
+2024-03-07 14:31:18,646 INFO ___FILE_ONLY___
+2024-03-07 14:31:18,646 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,646 INFO ___FILE_ONLY___ 2024.01.06
+2024-03-07 14:31:18,646 INFO ___FILE_ONLY___
+2024-03-07 14:31:18,646 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,646 INFO ___FILE_ONLY___ < 1 MiB
+2024-03-07 14:31:18,647 INFO ___FILE_ONLY___
+2024-03-07 14:31:18,647 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,647 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:18,647 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,647 INFO ___FILE_ONLY___ Google Cloud CRC32C Hash Tool
+2024-03-07 14:31:18,647 INFO ___FILE_ONLY___
+2024-03-07 14:31:18,647 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,647 INFO ___FILE_ONLY___ 1.0.0
+2024-03-07 14:31:18,647 INFO ___FILE_ONLY___
+2024-03-07 14:31:18,647 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,648 INFO ___FILE_ONLY___ 1.2 MiB
+2024-03-07 14:31:18,648 INFO ___FILE_ONLY___
+2024-03-07 14:31:18,648 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,648 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:18,648 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,648 INFO ___FILE_ONLY___ anthoscli
+2024-03-07 14:31:18,648 INFO ___FILE_ONLY___
+2024-03-07 14:31:18,648 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,648 INFO ___FILE_ONLY___ 0.2.48
+2024-03-07 14:31:18,648 INFO ___FILE_ONLY___
+2024-03-07 14:31:18,649 INFO ___FILE_ONLY___ │
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+2024-03-07 14:31:18,649 INFO ___FILE_ONLY___
+2024-03-07 14:31:18,649 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,649 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:18,649 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,649 INFO ___FILE_ONLY___ gcloud cli dependencies
+2024-03-07 14:31:18,649 INFO ___FILE_ONLY___
+2024-03-07 14:31:18,649 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,650 INFO ___FILE_ONLY___ 2021.04.16
+2024-03-07 14:31:18,650 INFO ___FILE_ONLY___
+2024-03-07 14:31:18,650 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,650 INFO ___FILE_ONLY___ < 1 MiB
+2024-03-07 14:31:18,650 INFO ___FILE_ONLY___
+2024-03-07 14:31:18,650 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:18,650 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:18,650 INFO ___FILE_ONLY___ └─────────────────────────────────────────────────────┴────────────┴──────────┘
+2024-03-07 14:31:18,650 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:18,650 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:18,654 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
+2024-03-07 14:31:18,711 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/1.1" 200 1163855
+2024-03-07 14:31:18,777 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
+ https://cloud.google.com/sdk/release_notes
+
+
+2024-03-07 14:31:18,779 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
+
+2024-03-07 14:31:18,779 INFO ___FILE_ONLY___ ╠═ Creating update staging area ═╣
+
+2024-03-07 14:31:18,779 INFO ___FILE_ONLY___ ╚
+2024-03-07 14:31:18,780 INFO ___FILE_ONLY___ ══════
+2024-03-07 14:31:18,780 INFO ___FILE_ONLY___ ══════
+2024-03-07 14:31:18,780 INFO ___FILE_ONLY___ ══════
+2024-03-07 14:31:19,185 INFO ___FILE_ONLY___ ═
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+2024-03-07 14:31:20,038 INFO ___FILE_ONLY___ ═
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+2024-03-07 14:31:21,025 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:21,083 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:21,154 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:21,227 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:21,285 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:21,342 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:21,392 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:21,450 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:21,504 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:21,561 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:21,624 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:21,624 INFO ___FILE_ONLY___ ╝
+
+2024-03-07 14:31:21,711 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
+
+2024-03-07 14:31:21,711 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool ═╣
+
+2024-03-07 14:31:21,711 INFO ___FILE_ONLY___ ╚
+2024-03-07 14:31:21,715 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
+2024-03-07 14:31:21,771 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bq-20240112150613.tar.gz HTTP/1.1" 200 1679148
+2024-03-07 14:31:21,781 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:21,781 INFO ___FILE_ONLY___ ═
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+2024-03-07 14:31:21,782 INFO ___FILE_ONLY___ ═
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+2024-03-07 14:31:21,782 INFO ___FILE_ONLY___ ═
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+2024-03-07 14:31:21,783 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:21,783 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:21,783 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:21,783 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:21,783 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:21,783 INFO ___FILE_ONLY___ ═
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+2024-03-07 14:31:21,785 INFO ___FILE_ONLY___ ═
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+2024-03-07 14:31:21,914 INFO ___FILE_ONLY___ ═
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+2024-03-07 14:31:21,922 INFO ___FILE_ONLY___ ═
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+2024-03-07 14:31:21,964 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:21,969 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:21,973 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:21,977 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:21,983 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:21,989 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:21,993 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:21,996 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:22,000 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:22,004 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:22,008 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:22,011 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:22,014 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:22,014 INFO ___FILE_ONLY___ ╝
+
+2024-03-07 14:31:22,032 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
+
+2024-03-07 14:31:22,032 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
+
+2024-03-07 14:31:22,032 INFO ___FILE_ONLY___ ╚
+2024-03-07 14:31:22,036 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
+2024-03-07 14:31:22,092 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bq-nix-20240106004423.tar.gz HTTP/1.1" 200 2026
+2024-03-07 14:31:22,092 INFO ___FILE_ONLY___ ══════════════════════════════
+2024-03-07 14:31:22,093 INFO ___FILE_ONLY___ ══════════════════════════════
+2024-03-07 14:31:22,093 INFO ___FILE_ONLY___ ╝
+
+2024-03-07 14:31:22,101 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
+
+2024-03-07 14:31:22,102 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
+
+2024-03-07 14:31:22,102 INFO ___FILE_ONLY___ ╚
+2024-03-07 14:31:22,107 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
+2024-03-07 14:31:22,107 INFO ___FILE_ONLY___ ╝
+
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+
+2024-03-07 14:31:22,109 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
+
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+2024-03-07 14:31:22,112 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
+2024-03-07 14:31:22,168 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bundled-python3-unix-linux-x86_64-20240229170130.tar.gz HTTP/1.1" 200 78486918
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+
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+
+2024-03-07 14:31:27,232 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
+
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+2024-03-07 14:31:27,236 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
+2024-03-07 14:31:27,294 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-20231025210228.tar.gz HTTP/1.1" 200 11833901
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+2024-03-07 14:31:28,764 INFO ___FILE_ONLY___ ╝
+
+2024-03-07 14:31:28,834 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
+
+2024-03-07 14:31:28,834 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
+
+2024-03-07 14:31:28,834 INFO ___FILE_ONLY___ ╚
+2024-03-07 14:31:28,838 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
+2024-03-07 14:31:28,894 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-nix-20240106004423.tar.gz HTTP/1.1" 200 2042
+2024-03-07 14:31:28,894 INFO ___FILE_ONLY___ ══════════════════════════════
+2024-03-07 14:31:28,895 INFO ___FILE_ONLY___ ══════════════════════════════
+2024-03-07 14:31:28,895 INFO ___FILE_ONLY___ ╝
+
+2024-03-07 14:31:28,903 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
+
+2024-03-07 14:31:28,903 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
+
+2024-03-07 14:31:28,903 INFO ___FILE_ONLY___ ╚
+2024-03-07 14:31:28,908 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
+2024-03-07 14:31:28,908 INFO ___FILE_ONLY___ ╝
+
+2024-03-07 14:31:28,910 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
+
+2024-03-07 14:31:28,910 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
+
+2024-03-07 14:31:28,910 INFO ___FILE_ONLY___ ╚
+2024-03-07 14:31:28,914 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
+2024-03-07 14:31:28,967 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-core-nix-20240106004423.tar.gz HTTP/1.1" 200 2410
+2024-03-07 14:31:28,968 INFO ___FILE_ONLY___ ══════════════════════════════
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+2024-03-07 14:31:28,969 INFO ___FILE_ONLY___ ╝
+
+2024-03-07 14:31:28,977 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
+
+2024-03-07 14:31:28,977 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
+
+2024-03-07 14:31:28,977 INFO ___FILE_ONLY___ ╚
+2024-03-07 14:31:28,980 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
+2024-03-07 14:31:29,037 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gcloud-crc32c-linux-x86_64-20231215195722.tar.gz HTTP/1.1" 200 1287877
+2024-03-07 14:31:29,046 INFO ___FILE_ONLY___ ═
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+2024-03-07 14:31:29,050 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:29,081 INFO ___FILE_ONLY___ ═══════════════
+2024-03-07 14:31:29,082 INFO ___FILE_ONLY___ ═══════════════
+2024-03-07 14:31:29,082 INFO ___FILE_ONLY___ ╝
+
+2024-03-07 14:31:29,090 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
+
+2024-03-07 14:31:29,090 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
+
+2024-03-07 14:31:29,090 INFO ___FILE_ONLY___ ╚
+2024-03-07 14:31:29,095 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
+2024-03-07 14:31:29,095 INFO ___FILE_ONLY___ ╝
+
+2024-03-07 14:31:29,097 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
+
+2024-03-07 14:31:29,097 INFO ___FILE_ONLY___ ╠═ Installing: anthoscli ═╣
+
+2024-03-07 14:31:29,097 INFO ___FILE_ONLY___ ╚
+2024-03-07 14:31:29,102 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
+2024-03-07 14:31:29,102 INFO ___FILE_ONLY___ ╝
+
+2024-03-07 14:31:29,104 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
+
+2024-03-07 14:31:29,104 INFO ___FILE_ONLY___ ╠═ Installing: anthoscli ═╣
+
+2024-03-07 14:31:29,104 INFO ___FILE_ONLY___ ╚
+2024-03-07 14:31:29,108 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
+2024-03-07 14:31:29,164 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-anthoscli-linux-x86_64-20240209195330.tar.gz HTTP/1.1" 200 72231225
+2024-03-07 14:31:29,408 INFO ___FILE_ONLY___ ═
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+2024-03-07 14:31:29,462 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:29,465 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:29,468 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:29,471 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:29,473 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:29,476 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:29,479 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:29,482 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:29,484 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:29,487 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:29,490 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:31,560 INFO ___FILE_ONLY___ ══════════
+2024-03-07 14:31:31,566 INFO ___FILE_ONLY___ ═════════
+2024-03-07 14:31:31,594 INFO ___FILE_ONLY___ ═══════════
+2024-03-07 14:31:31,594 INFO ___FILE_ONLY___ ╝
+
+2024-03-07 14:31:31,617 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
+
+2024-03-07 14:31:31,617 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies ═╣
+
+2024-03-07 14:31:31,617 INFO ___FILE_ONLY___ ╚
+2024-03-07 14:31:31,621 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
+2024-03-07 14:31:31,680 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
+2024-03-07 14:31:31,680 INFO ___FILE_ONLY___ ══════════════════════════════
+2024-03-07 14:31:31,681 INFO ___FILE_ONLY___ ══════════════════════════════
+2024-03-07 14:31:31,681 INFO ___FILE_ONLY___ ╝
+
+2024-03-07 14:31:31,689 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
+
+2024-03-07 14:31:31,689 INFO ___FILE_ONLY___ ╠═ Creating backup and activating new installation ═╣
+
+2024-03-07 14:31:31,689 INFO ___FILE_ONLY___ ╚
+2024-03-07 14:31:31,690 DEBUG root Attempting to move directory [/tools/google-cloud-sdk] to [/tools/google-cloud-sdk.staging/.install/.backup]
+2024-03-07 14:31:31,690 INFO ___FILE_ONLY___ ══════════════════════════════
+2024-03-07 14:31:31,690 DEBUG root Attempting to move directory [/tools/google-cloud-sdk.staging] to [/tools/google-cloud-sdk]
+2024-03-07 14:31:31,690 INFO ___FILE_ONLY___ ══════════════════════════════
+2024-03-07 14:31:31,690 INFO ___FILE_ONLY___ ╝
+
+2024-03-07 14:31:31,694 DEBUG root Updating notification cache...
+2024-03-07 14:31:31,694 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:31,696 INFO ___FILE_ONLY___ Performing post processing steps...
+2024-03-07 14:31:31,697 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
+2024-03-07 14:31:42,153 DEBUG ___FILE_ONLY___
+2024-03-07 14:31:42,154 DEBUG ___FILE_ONLY___
+2024-03-07 14:31:42,213 INFO ___FILE_ONLY___
+Update done!
+
+
+2024-03-07 14:31:42,217 DEBUG root Chosen display Format:none
+2024-03-07 14:31:42,218 INFO root Display format: "none"
diff --git a/.config/logs/2024.03.07/14.31.32.270753.log b/.config/logs/2024.03.07/14.31.32.270753.log
new file mode 100644
index 0000000000000000000000000000000000000000..a471d738b9375cbe10684dceb0963bb23b006e40
--- /dev/null
+++ b/.config/logs/2024.03.07/14.31.32.270753.log
@@ -0,0 +1,5 @@
+2024-03-07 14:31:32,271 DEBUG root Loaded Command Group: ['gcloud', 'components']
+2024-03-07 14:31:32,273 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
+2024-03-07 14:31:32,276 DEBUG root Running [gcloud.components.post-process] with arguments: []
+2024-03-07 14:31:42,047 DEBUG root Chosen display Format:none
+2024-03-07 14:31:42,047 INFO root Display format: "none"
diff --git a/.config/logs/2024.03.07/14.31.42.911124.log b/.config/logs/2024.03.07/14.31.42.911124.log
new file mode 100644
index 0000000000000000000000000000000000000000..195ac03fb054a8c01bf76a82003e08591bd5ed34
--- /dev/null
+++ b/.config/logs/2024.03.07/14.31.42.911124.log
@@ -0,0 +1,169 @@
+2024-03-07 14:31:42,912 DEBUG root Loaded Command Group: ['gcloud', 'components']
+2024-03-07 14:31:42,914 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
+2024-03-07 14:31:42,916 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
+2024-03-07 14:31:42,918 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
+
+2024-03-07 14:31:42,923 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
+2024-03-07 14:31:42,981 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 214450
+2024-03-07 14:31:43,001 WARNING root Component [preview] no longer exists.
+2024-03-07 14:31:43,001 WARNING root Component [compute] no longer exists.
+2024-03-07 14:31:43,002 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:43,003 INFO ___FILE_ONLY___
+Your current Google Cloud CLI version is: 467.0.0
+
+2024-03-07 14:31:43,003 INFO ___FILE_ONLY___ Installing components from version: 467.0.0
+
+2024-03-07 14:31:43,003 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:43,003 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)
+2024-03-07 14:31:43,004 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)
+2024-03-07 14:31:43,005 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)
+2024-03-07 14:31:43,007 INFO ___FILE_ONLY___ ┌──────────────────────────────────────────────┐
+2024-03-07 14:31:43,007 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:43,007 INFO ___FILE_ONLY___ │ These components will be installed. │
+2024-03-07 14:31:43,007 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:43,007 INFO ___FILE_ONLY___ ├───────────────────────┬────────────┬─────────┤
+2024-03-07 14:31:43,007 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:43,007 INFO ___FILE_ONLY___ │ Name │ Version │ Size │
+2024-03-07 14:31:43,007 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:43,007 INFO ___FILE_ONLY___ ├───────────────────────┼────────────┼─────────┤
+2024-03-07 14:31:43,007 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:43,008 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:43,008 INFO ___FILE_ONLY___ gcloud Alpha Commands
+2024-03-07 14:31:43,008 INFO ___FILE_ONLY___
+2024-03-07 14:31:43,008 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:43,008 INFO ___FILE_ONLY___ 2024.02.29
+2024-03-07 14:31:43,008 INFO ___FILE_ONLY___
+2024-03-07 14:31:43,008 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:43,008 INFO ___FILE_ONLY___ < 1 MiB
+2024-03-07 14:31:43,008 INFO ___FILE_ONLY___
+2024-03-07 14:31:43,008 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:43,008 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:43,009 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:43,009 INFO ___FILE_ONLY___ gcloud Beta Commands
+2024-03-07 14:31:43,009 INFO ___FILE_ONLY___
+2024-03-07 14:31:43,009 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:43,009 INFO ___FILE_ONLY___ 2024.02.29
+2024-03-07 14:31:43,009 INFO ___FILE_ONLY___
+2024-03-07 14:31:43,009 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:43,009 INFO ___FILE_ONLY___ < 1 MiB
+2024-03-07 14:31:43,009 INFO ___FILE_ONLY___
+2024-03-07 14:31:43,009 INFO ___FILE_ONLY___ │
+2024-03-07 14:31:43,010 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:43,010 INFO ___FILE_ONLY___ └───────────────────────┴────────────┴─────────┘
+2024-03-07 14:31:43,010 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:43,010 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:43,013 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
+2024-03-07 14:31:43,069 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/1.1" 200 1163855
+2024-03-07 14:31:43,136 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
+ https://cloud.google.com/sdk/release_notes
+
+
+2024-03-07 14:31:43,138 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
+
+2024-03-07 14:31:43,139 INFO ___FILE_ONLY___ ╠═ Creating update staging area ═╣
+
+2024-03-07 14:31:43,139 INFO ___FILE_ONLY___ ╚
+2024-03-07 14:31:43,139 INFO ___FILE_ONLY___ ══════
+2024-03-07 14:31:43,848 INFO ___FILE_ONLY___ ══════
+2024-03-07 14:31:43,848 INFO ___FILE_ONLY___ ══════
+2024-03-07 14:31:44,612 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:44,651 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:44,705 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:44,744 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:44,786 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:44,826 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:44,869 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:44,918 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:45,095 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:45,182 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:45,352 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:45,420 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:45,562 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:45,646 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:45,729 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:45,794 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:45,840 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:45,902 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:45,972 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:46,016 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:46,074 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:46,167 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:46,237 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:46,294 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:46,359 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:46,435 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:46,584 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:46,642 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:46,703 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:46,784 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:46,844 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:46,902 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:46,965 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:47,025 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:47,138 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:47,196 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:47,261 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:47,315 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:47,393 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:47,458 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:47,529 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:47,608 INFO ___FILE_ONLY___ ═
+2024-03-07 14:31:47,608 INFO ___FILE_ONLY___ ╝
+
+2024-03-07 14:31:50,832 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
+
+2024-03-07 14:31:50,832 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Alpha Commands ═╣
+
+2024-03-07 14:31:50,832 INFO ___FILE_ONLY___ ╚
+2024-03-07 14:31:50,836 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
+2024-03-07 14:31:50,898 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-alpha-20240229170130.tar.gz HTTP/1.1" 200 800
+2024-03-07 14:31:50,899 INFO ___FILE_ONLY___ ══════════════════════════════
+2024-03-07 14:31:50,901 INFO ___FILE_ONLY___ ══════════════════════════════
+2024-03-07 14:31:50,901 INFO ___FILE_ONLY___ ╝
+
+2024-03-07 14:31:50,910 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
+
+2024-03-07 14:31:50,910 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Beta Commands ═╣
+
+2024-03-07 14:31:50,910 INFO ___FILE_ONLY___ ╚
+2024-03-07 14:31:50,914 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
+2024-03-07 14:31:50,980 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-beta-20240229170130.tar.gz HTTP/1.1" 200 797
+2024-03-07 14:31:50,981 INFO ___FILE_ONLY___ ══════════════════════════════
+2024-03-07 14:31:50,982 INFO ___FILE_ONLY___ ══════════════════════════════
+2024-03-07 14:31:50,982 INFO ___FILE_ONLY___ ╝
+
+2024-03-07 14:31:50,990 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
+
+2024-03-07 14:31:50,991 INFO ___FILE_ONLY___ ╠═ Creating backup and activating new installation ═╣
+
+2024-03-07 14:31:50,991 INFO ___FILE_ONLY___ ╚
+2024-03-07 14:31:50,991 DEBUG root Attempting to move directory [/tools/google-cloud-sdk] to [/tools/google-cloud-sdk.staging/.install/.backup]
+2024-03-07 14:31:50,991 INFO ___FILE_ONLY___ ══════════════════════════════
+2024-03-07 14:31:50,991 DEBUG root Attempting to move directory [/tools/google-cloud-sdk.staging] to [/tools/google-cloud-sdk]
+2024-03-07 14:31:50,991 INFO ___FILE_ONLY___ ══════════════════════════════
+2024-03-07 14:31:50,991 INFO ___FILE_ONLY___ ╝
+
+2024-03-07 14:31:50,996 DEBUG root Updating notification cache...
+2024-03-07 14:31:50,997 INFO ___FILE_ONLY___
+
+2024-03-07 14:31:50,999 INFO ___FILE_ONLY___ Performing post processing steps...
+2024-03-07 14:31:50,999 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
+2024-03-07 14:32:01,443 DEBUG ___FILE_ONLY___
+2024-03-07 14:32:01,444 DEBUG ___FILE_ONLY___
+2024-03-07 14:32:01,515 INFO ___FILE_ONLY___
+Update done!
+
+
+2024-03-07 14:32:01,519 DEBUG root Chosen display Format:none
+2024-03-07 14:32:01,519 INFO root Display format: "none"
diff --git a/.config/logs/2024.03.07/14.31.51.601291.log b/.config/logs/2024.03.07/14.31.51.601291.log
new file mode 100644
index 0000000000000000000000000000000000000000..5278dc74e105ff1b774509f31f16947b2dc79f24
--- /dev/null
+++ b/.config/logs/2024.03.07/14.31.51.601291.log
@@ -0,0 +1,5 @@
+2024-03-07 14:31:51,602 DEBUG root Loaded Command Group: ['gcloud', 'components']
+2024-03-07 14:31:51,603 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
+2024-03-07 14:31:51,606 DEBUG root Running [gcloud.components.post-process] with arguments: []
+2024-03-07 14:32:01,336 DEBUG root Chosen display Format:none
+2024-03-07 14:32:01,336 INFO root Display format: "none"
diff --git a/.config/logs/2024.03.07/14.32.02.191519.log b/.config/logs/2024.03.07/14.32.02.191519.log
new file mode 100644
index 0000000000000000000000000000000000000000..bc2d06193dc6d4b1f2cb8755446a32bb852505fd
--- /dev/null
+++ b/.config/logs/2024.03.07/14.32.02.191519.log
@@ -0,0 +1,8 @@
+2024-03-07 14:32:02,193 DEBUG root Loaded Command Group: ['gcloud', 'config']
+2024-03-07 14:32:02,220 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
+2024-03-07 14:32:02,222 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "component_manager/disable_update_check", VALUE: "true"]
+2024-03-07 14:32:02,223 INFO ___FILE_ONLY___ Updated property [component_manager/disable_update_check].
+
+2024-03-07 14:32:02,224 DEBUG root Chosen display Format:default
+2024-03-07 14:32:02,225 INFO root Display format: "default"
+2024-03-07 14:32:02,225 DEBUG root SDK update checks are disabled.
diff --git a/.config/logs/2024.03.07/14.32.02.895480.log b/.config/logs/2024.03.07/14.32.02.895480.log
new file mode 100644
index 0000000000000000000000000000000000000000..17cc7e94f3e5e2a1c630f7921be03909a5efdba3
--- /dev/null
+++ b/.config/logs/2024.03.07/14.32.02.895480.log
@@ -0,0 +1,8 @@
+2024-03-07 14:32:02,897 DEBUG root Loaded Command Group: ['gcloud', 'config']
+2024-03-07 14:32:02,923 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
+2024-03-07 14:32:02,926 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "compute/gce_metadata_read_timeout_sec", VALUE: "0"]
+2024-03-07 14:32:02,926 INFO ___FILE_ONLY___ Updated property [compute/gce_metadata_read_timeout_sec].
+
+2024-03-07 14:32:02,927 DEBUG root Chosen display Format:default
+2024-03-07 14:32:02,928 INFO root Display format: "default"
+2024-03-07 14:32:02,928 DEBUG root SDK update checks are disabled.
diff --git a/.gitattributes b/.gitattributes
index a6344aac8c09253b3b630fb776ae94478aa0275b..8db115fb45137aba2e04d90bff331d7dc1973da1 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -33,3 +33,8 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
*.zip filter=lfs diff=lfs merge=lfs -text
*.zst filter=lfs diff=lfs merge=lfs -text
*tfevents* filter=lfs diff=lfs merge=lfs -text
+openthaigpt_Finetuning/openthaigpt-finetune/alpaca_data.json filter=lfs diff=lfs merge=lfs -text
+openthaigpt_Finetuning/openthaigpt-finetune/alpaca_data_cleaned_archive.json filter=lfs diff=lfs merge=lfs -text
+openthaigpt_Finetuning/openthaigpt-finetune/alpaca_data_gpt4.json filter=lfs diff=lfs merge=lfs -text
+sample_data/mnist_test.csv filter=lfs diff=lfs merge=lfs -text
+sample_data/mnist_train_small.csv filter=lfs diff=lfs merge=lfs -text
diff --git a/README.md b/README.md
index fecf35698f337909773676fec1eccc0183e90738..c9cc511b54e93605d261c677eaf3229c7eb7f2d2 100644
--- a/README.md
+++ b/README.md
@@ -1,12 +1,6 @@
---
-title: Content
-emoji: 🏢
-colorFrom: blue
-colorTo: red
+title: content
+app_file: generate.py
sdk: gradio
-sdk_version: 4.21.0
-app_file: app.py
-pinned: false
+sdk_version: 3.44.4
---
-
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
diff --git a/generate.py b/generate.py
new file mode 100644
index 0000000000000000000000000000000000000000..7ae7bcdd2a11c76e1eb5a165e50426346a4494bc
--- /dev/null
+++ b/generate.py
@@ -0,0 +1,222 @@
+import os
+import sys
+
+import fire
+import gradio as gr
+import torch
+import transformers
+from peft import PeftModel
+from transformers import GenerationConfig, LlamaForCausalLM, LlamaTokenizer
+
+from utils.callbacks import Iteratorize, Stream
+from utils.prompter import Prompter
+
+if torch.cuda.is_available():
+ device = "cuda"
+else:
+ device = "cpu"
+
+try:
+ if torch.backends.mps.is_available():
+ device = "mps"
+except: # noqa: E722
+ pass
+
+
+def main(
+ load_8bit: bool = False,
+ base_model: str = "",
+ lora_weights: str = "",
+ prompt_template: str = "llama_v2", # The prompt template to use, will default to alpaca.
+ server_name: str = "0.0.0.0", # Allows to listen on all interfaces by providing '0.
+ share_gradio: bool = False,
+):
+ lora_weights = lora_weights or os.environ.get("LORA_WEIGHTS", "")
+ base_model = base_model or os.environ.get("BASE_MODEL", "")
+ assert (
+ base_model
+ ), "Please specify a --base_model, e.g. --base_model='decapoda-research/llama-7b-hf'"
+
+ print("base_model:", base_model)
+ print("lora_weights:", lora_weights)
+
+ prompter = Prompter(prompt_template)
+ tokenizer = LlamaTokenizer.from_pretrained(base_model)
+ if device == "cuda":
+ model = LlamaForCausalLM.from_pretrained(
+ base_model,
+ load_in_8bit=load_8bit,
+ torch_dtype=torch.float16,
+ device_map="auto",
+ )
+ model = PeftModel.from_pretrained(
+ model,
+ lora_weights,
+ torch_dtype=torch.float16,
+ )
+ elif device == "mps":
+ model = LlamaForCausalLM.from_pretrained(
+ base_model,
+ device_map={"": device},
+ torch_dtype=torch.float16,
+ )
+ model = PeftModel.from_pretrained(
+ model,
+ lora_weights,
+ device_map={"": device},
+ torch_dtype=torch.float16,
+ )
+ else:
+ model = LlamaForCausalLM.from_pretrained(
+ base_model, device_map={"": device}, low_cpu_mem_usage=True
+ )
+ model = PeftModel.from_pretrained(
+ model,
+ lora_weights,
+ device_map={"": device},
+ )
+
+ # unwind broken decapoda-research config
+ model.config.pad_token_id = tokenizer.pad_token_id = 0 # unk
+ model.config.bos_token_id = 1
+ model.config.eos_token_id = 2
+
+ if not load_8bit:
+ model.half() # seems to fix bugs for some users.
+
+ model.eval()
+ if torch.__version__ >= "2" and sys.platform != "win32":
+ model = torch.compile(model)
+
+ def evaluate(
+ instruction,
+ input=None,
+ temperature=0.1,
+ top_p=0.75,
+ top_k=40,
+ num_beams=4,
+ max_new_tokens=128,
+ stream_output=False,
+ **kwargs,
+ ):
+ prompt = prompter.generate_prompt(instruction, input)
+ inputs = tokenizer(prompt, return_tensors="pt")
+ input_ids = inputs["input_ids"].to(device)
+ generation_config = GenerationConfig(
+ temperature=temperature,
+ top_p=top_p,
+ top_k=top_k,
+ num_beams=num_beams,
+ **kwargs,
+ )
+
+ generate_params = {
+ "input_ids": input_ids,
+ "generation_config": generation_config,
+ "return_dict_in_generate": True,
+ "output_scores": True,
+ "max_new_tokens": max_new_tokens,
+ }
+
+ if stream_output:
+ # Stream the reply 1 token at a time.
+ # This is based on the trick of using 'stopping_criteria' to create an iterator,
+ # from https://github.com/oobabooga/text-generation-webui/blob/ad37f396fc8bcbab90e11ecf17c56c97bfbd4a9c/modules/text_generation.py#L216-L243.
+
+ def generate_with_callback(callback=None, **kwargs):
+ kwargs.setdefault(
+ "stopping_criteria", transformers.StoppingCriteriaList()
+ )
+ kwargs["stopping_criteria"].append(
+ Stream(callback_func=callback)
+ )
+ with torch.no_grad():
+ model.generate(**kwargs)
+
+ def generate_with_streaming(**kwargs):
+ return Iteratorize(
+ generate_with_callback, kwargs, callback=None
+ )
+
+ with generate_with_streaming(**generate_params) as generator:
+ for output in generator:
+ # new_tokens = len(output) - len(input_ids[0])
+ decoded_output = tokenizer.decode(output)
+
+ if output[-1] in [tokenizer.eos_token_id]:
+ break
+
+ yield prompter.get_response(decoded_output)
+ return # early return for stream_output
+
+ # Without streaming
+ with torch.no_grad():
+ generation_output = model.generate(
+ input_ids=input_ids,
+ generation_config=generation_config,
+ return_dict_in_generate=True,
+ output_scores=True,
+ max_new_tokens=max_new_tokens,
+ )
+ s = generation_output.sequences[0]
+ output = tokenizer.decode(s)
+ yield prompter.get_response(output)
+
+ gr.Interface(
+ fn=evaluate,
+ inputs=[
+ gr.components.Textbox(
+ lines=2,
+ label="Instruction",
+ placeholder="Tell me about llama.",
+ ),
+ gr.components.Textbox(lines=2, label="Input", placeholder="none"),
+ gr.components.Slider(
+ minimum=0, maximum=1, value=0.1, label="Temperature"
+ ),
+ gr.components.Slider(
+ minimum=0, maximum=1, value=0.75, label="Top p"
+ ),
+ gr.components.Slider(
+ minimum=0, maximum=100, step=1, value=40, label="Top k"
+ ),
+ gr.components.Slider(
+ minimum=1, maximum=4, step=1, value=4, label="Beams"
+ ),
+ gr.components.Slider(
+ minimum=1, maximum=2000, step=1, value=128, label="Max tokens"
+ ),
+ gr.components.Checkbox(label="Stream output"),
+ ],
+ outputs=[
+ gr.inputs.Textbox(
+ lines=5,
+ label="Output",
+ )
+ ],
+ title="🇹🇭 OpenThaiGPT 1.0.0-beta",
+ description="🇹🇭 OpenThaiGPT 1.0.0-beta is a 7B-parameter LLaMA model finetuned to follow Thai instructions. It is trained on various dataset and makes use of the Huggingface LLaMA implementation. For more information, please visit [the project's website](https://openthaigpt.aieat.or.th).", # noqa: E501
+ ).queue().launch(server_name="0.0.0.0", share=share_gradio)
+ # Old testing code follows.
+
+ """
+ # testing code for readme
+ for instruction in [
+ "Tell me about alpacas.",
+ "Tell me about the president of Mexico in 2019.",
+ "Tell me about the king of France in 2019.",
+ "List all Canadian provinces in alphabetical order.",
+ "Write a Python program that prints the first 10 Fibonacci numbers.",
+ "Write a program that prints the numbers from 1 to 100. But for multiples of three print 'Fizz' instead of the number and for the multiples of five print 'Buzz'. For numbers which are multiples of both three and five print 'FizzBuzz'.", # noqa: E501
+ "Tell me five words that rhyme with 'shock'.",
+ "Translate the sentence 'I have no mouth but I must scream' into Spanish.",
+ "Count up from 1 to 500.",
+ ]:
+ print("Instruction:", instruction)
+ print("Response:", evaluate(instruction))
+ print()
+ """
+
+
+if __name__ == "__main__":
+ fire.Fire(main)
diff --git a/khumpun-200-18++.csv b/khumpun-200-18++.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f2207ef093a48130b63db17abdbab76c98e3e24e
--- /dev/null
+++ b/khumpun-200-18++.csv
@@ -0,0 +1,208 @@
+w1,w2
+คำผวน,ควนผำ
+นอนแล้ว,แนวล้อน
+ตะปู,ตูปะ
+นักเรียน,เนียนรัก
+ขนม,ขมหนะ
+เรอทัก,รักเทอ
+ลองดู,ลูดอง
+เจอพี่,จีเพ่อ
+เรอมัก,รักเมอ
+อาไบ้,ไอบ้า
+หิวข้าว,หาวขิ้ว
+กะหล่ำ,ก่ำหละ
+เจอหมึก,จึกเมอ
+มะนาวต่างดุ๊ด,มะนุดต่างดาว
+กาเป็นหมู,กูเป็นหมา
+ก้างใหญ่,ใก้หญ่าง
+อะหรี่ดอย,อะหร่อยดี
+นอนแล้ว,แนวล้อน
+ตะปู,ตูปะ
+นักเรียน,เนียนรัก
+ขนม,ขมหนะ
+เรอทัก,รักเทอ
+สวัสดี,สะวีดัส
+เจออยู่ที่ไทย,ใจอยู่ที่เธอ
+เชี่ยเธอนะนอบ,"ชอบเธอนะเนี่ย
+
+"
+แสงดี,สีแดง
+แช่งมั่ง,ชั่งแม่ง
+นายห,นกยา
+คั่นกู,คู่กัน
+คั่นกลาง,ข้างกัน
+ดิสกว่าที่คีย์,ดีกว่าที่คิด
+ล้าเธอนัก,รักเธอน้า
+เรอแต่ทัก,รักแต่เธอ
+เบลอว่าชอบแถบ,"แบบว่าชอบเธอ
+
+"
+เมาเป็นแฟนรา,มาเป็นแฟนเรา
+ไหล่โดนจอ,หล่อโดนใจ
+เจอละไม,ใจละเมอ
+ฟันแกน,แฟนกัน
+ชู้แต่เธอไม่รอบ,ชอบแต่เธอไม่รู้
+แขนเป็นฟอ,ขอเป็นแฟน
+ไข้ที่ชล,คนที่ใช่
+"ดอยหมอ
+",ดอหมอย
+ดอยติดหมอ,ดอติดหมอย
+ดอยนี้มีแต่หมอ,ดอนี้มีแต่หมอย
+ดอยหมู,ดูหมอย
+ดอยหมึง,ดึงหมอย
+ดอยหึง,ดึงหอย
+ดอยไหม,ไดร์หมอย
+ดอยหม,ดมหมอย
+คนล่องหวย,ควยล่องหน
+หมีจับหวย,หมวยจับหี
+หมีเล่นหวย,หมวยเล่นหี
+หมีคลำหวย,หมวยคลำหี
+หมีขายหวย,หมวยขายหี
+หวยลำเค็ญ,เหม็นลำควย
+หวยเคน,เห็นควย
+"หวยอาหมี
+
+",หีอาหมวย
+หวยเมาคลี,หีเมาควย
+หวยสี,หีสวย
+สีเหียว,เสียวหี
+"หวยคลุกคลี
+",หีคลุกควย
+คีย์แทงหวย,ควยแทงหี
+หวยโค,โหควย
+หวยคาร์,หาควย
+หวยซี,หีซวย
+โครมหักหวย,ควยหักโหม
+ผีกาลกิณัว,ผัวกาลกิณี
+ผีจับหัว,ผัวจับหี
+ผีไร้หัว,ผัวไร้หี
+ผีไม่มัว,ผัวไม่มี
+ผีเหา,เผาหี
+ผีเอาฮา,พาเอาหี
+ผีห่าน,ผ่านหี
+ผีไร้ห้อง,พ่องไร้หี
+ผีบังห้า,ผ้าบังหี
+ผีเห็ด,เผ็ดหี
+ผีเล่นฮอน,พรเล่นหี
+ผีกับเฮีย,เพลียกับหี
+ผีไม่สนหัว,ผัวไม่สนหี
+ใช้หัวจำ,ช้ำหัวใจ
+เอดส์ยศ,อดเย็ด
+เห็นหมี,หีเหม็น
+เค้กไม่รวย,ควยไม่เล็ก
+ไข่พาดรวย,ควยพาดไหล่
+เค้กรวย,ควยเล็ก
+ครกซกมวย,ควยซกมก
+โค้กแข็งปวย,ควยแข็งโป๊ก
+หูไม่น่าดี,หีไม่น่าดู
+เพชรยักษ์,พักเย็ด
+ยักษ์ไม่มีเพชร,เย็ดไม่มีพัก
+แบกไหขึ้นรถฟรี,แบกหีขึ้นรถไฟ
+อุปสมบท,อดผสมบุตร
+สูดรูเตียว,เสียวรูตู
+ชางเหมียง,เชียงใหม่
+ชายเรียง,เชียงราย
+,
+เพรชยุ่ง,พุ่งเย็ด
+เพชรกระไดยิง,พิงกระไดเย็ด
+เพชรมายา,พามาเย็ด
+เพชรกันยา,พากันเย็ด
+เพชรกันหยัด,ผลัดกันเย็ด
+เพชรกำแพงยิง,พิงกำแพงเย็ด
+ยักไม่มีเพชร,เย็ดไม่มีพัก
+ยักไม่ให้เพชร,เย็ดไม่ให้พัก
+เพชรย้อม,พร้อมเย็ด
+พาเพชรมายะ,พาพระมาเย็ด
+พาเพชรมาแยะ,พาแพะมาเย็ด
+เพชรจับยัว,ผัวจับเย็บ
+สีแหบ,แสบหี
+สีเหียว,เสียวหี
+สีดูหุ้ม,ซุ้มดูหี
+สีเฮี่ยน,เสี้ยหี
+สีเหียบ,เสียบหี
+สี่หาย,สายหี
+สีหัก,สักหี
+หมอยู,หมูยอ
+ถาวฝักยัว,ถั่วฝักยาว
+ไกปู,กูไป
+คิงรวย,ควยลิง
+มวยโค๊ก,โม๊กควย
+หมูกะโจ๊ก,โม๊กกะจู๋
+ขวดตำรวย,ควยตำรวย
+ลีเหีย,เลียหี
+ฟูยัก,ฟักยู
+ผีดูหัว,ผัวดูหี
+พรมลัด,พัดลม
+เชี่ยนะนอบ,ชอบนะเนี้ย
+ขาดน้วม,ขวดน้ำ
+ถอยหมอน,ถอนหมอย
+หมออ้อย,หมอย
+หมากระทุ,หมุกระทะ
+แต้ชู้,ตู้แช่
+ลิ้นจี่หน้าหอ,ลิ้นจอหน้าหี
+ถอกระดอก,ถอกกระดอ
+กบโดนต้ม,ก้มโดนตบ
+หมออยู่บนดอย,หมอยอยู่บนดอ
+,
+เจ็ดยับ,จับเย็ด
+ยูประดุกฟัม,ยำปลาดุกฟู
+ยำปลาจาราเม็ด,เย็ดปลาจารามัม
+,
+พายมึงต้อ,พ่อมึงตาย
+เปิดหูละหน้าดี,เปิดหีละน่าดู
+,
+ม้านางฝอย,หมอยนางฟ้า
+จานพยาบิม,จิ๋มพายาบาล
+คอหมวย,ควยหมอ
+ไหมเส้นหย่อยๆ,หมอยเส้นใหญ่
+จากระแทกขิม,จิ๋มกระแทกขา
+บีแห่,แบหี
+คลังพะลุงพะลวย,ควยพะลุงพะลัง
+อย่ามาออตรงกระได,อย่ามาไอตรงกระดอ
+เหี้ยนะห่วง,ห่วงนะเนี้ย
+รอซื้อกระดุม,รุมซื้อกระดอ
+เหี้นเท่าเกาะสะหมี,หีเท่าเกาะเสม็ด
+จอดับ,จับดอ
+จี๋เห็บ,เจ็บหี
+หอโดนดี,หีโดนดอ
+ผีทะลวงหัว,ผัวทะลวงหี
+น้ำมันหมีเข้าหู,น้ำมันหมูทอดหี
+หาดโดนฉีขี,หีโดนฉีกขาด
+สหมีเหอ,สเมอหนี
+น้ำตาลในรูทะแวก,น้ำแตกในรูทะวาน
+ก้างใหญ่,ไก่ย่าง
+มดทรยิด,มิตรทรยศ
+แมวกัน,มันแกว
+ปาสายเต้า,เป้าสายตา
+เศษซะกี๋,ศรีสะเกด
+ขวดตำรุน,คุณตำรวย
+หมอกจิ้งจา,หมาจิ้งจอก
+สีกระแทกเหา,เสากระแทกหี
+กระเป๋าไดโนโสก,กระโปกไดโนเสา
+ไตหาหัวจาม,ตามหาหัวใจ
+มันเป็นแฟกา,มาเป็นแฟนกัน
+เว้นวรรคให้เทอไลค์,เว้นไว้ให้เธอรัก
+ลาหรือปั๊ก,รักรึป่าว
+ผักไหมถ้าจะริบ,ผิดไหมที่จะรัก
+ลบเธอเทอไม่รุ้จัก,รักเธอไม่รุ้จบ
+ดวงจันทร์ไม่เคยห่างไกล,ดวงใจไม่เคยห่างกัน
+เจอมีแต่ไท,ใจมีแต่เธอ
+โล่นะเด็กงัก,รักนะเด็กโง่
+หยอดให้เธอกาก,อยากให้เธอกอด
+ยักให้บอหหลาก,อยากให้บอกรัก
+ออบไม่ต่าน,อ่านไม่ตอบ
+เขียดผู้มีแกรก,แขกผู้มีเกียจ
+เหี่ยวเธอคนดวง,หวงเธอคนเดียว
+ไขให้เธอเห็นจอ,ขอให้เธอเห็นใจ
+ตีไม่มัง,ตังไม่มี
+ไขตังหน่อ,ขอตังหน่อย
+ไล่คือการฮัก,รักคือการให้
+จันอยู่ใกล้ไกล,ใจอยู่ใกล้กัน
+คะกันนบ,คบกันนะ
+แพ้รักทบ,พบรักแท้
+สบีดาย,สบายดี
+ไรเต็มหัวจั๊ก,รักเต็มหัวใจ
+ไทยมีเจอ,เทอไม่มีใจ
+คันถึงทุกวิ,คิดถึงทุกวัน
+รอบมั้ยว่าชู้,รู้มั้ยว่าชอบ
+เขอมีเพียงทอ,ขอมีเพียงเธอ
\ No newline at end of file
diff --git a/openthaigpt_Finetuning/.gitattributes b/openthaigpt_Finetuning/.gitattributes
new file mode 100644
index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b
--- /dev/null
+++ b/openthaigpt_Finetuning/.gitattributes
@@ -0,0 +1,35 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/.dockerignore b/openthaigpt_Finetuning/openthaigpt-finetune/.dockerignore
new file mode 100644
index 0000000000000000000000000000000000000000..cbc59efe3322e6f5f1c7dbc72c9b98aa4b7b86eb
--- /dev/null
+++ b/openthaigpt_Finetuning/openthaigpt-finetune/.dockerignore
@@ -0,0 +1,4 @@
+.venv
+.github
+.vscode
+.docker-compose.yml
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/.gitignore b/openthaigpt_Finetuning/openthaigpt-finetune/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..59fc6f62fd7afbdaef1693d4c7512efdc4aeb6b7
--- /dev/null
+++ b/openthaigpt_Finetuning/openthaigpt-finetune/.gitignore
@@ -0,0 +1,15 @@
+out/
+7B/
+13B/
+__pycache__/
+checkpoint**
+minimal-llama**
+upload.py
+lora-**
+*ckpt
+wandb
+evaluate.py
+test_data.json
+todo.txt
+.venv
+.vscode
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/DATA_LICENSE b/openthaigpt_Finetuning/openthaigpt-finetune/DATA_LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..fc5b567da08fbcf8f2e2c3532b7a50a31d3de16a
--- /dev/null
+++ b/openthaigpt_Finetuning/openthaigpt-finetune/DATA_LICENSE
@@ -0,0 +1,183 @@
+Attribution License (ODC-By)
+PREAMBLE
+The Open Data Commons Attribution License is a license agreement intended to allow users to freely share, modify, and use this Database subject only to the attribution requirements set out in Section 4.
+
+Databases can contain a wide variety of types of content (images, audiovisual material, and sounds all in the same database, for example), and so this license only governs the rights over the Database, and not the contents of the Database individually. Licensors may therefore wish to use this license together with another license for the contents.
+
+Sometimes the contents of a database, or the database itself, can be covered by other rights not addressed here (such as private contracts, trademark over the name, or privacy rights / data protection rights over information in the contents), and so you are advised that you may have to consult other documents or clear other rights before doing activities not covered by this License.
+
+The Licensor (as defined below)
+
+and
+
+You (as defined below)
+
+agree as follows:
+
+1.0 DEFINITIONS OF CAPITALISED WORDS
+“Collective Database” – Means this Database in unmodified form as part of a collection of independent databases in themselves that together are assembled into a collective whole. A work that constitutes a Collective Database will not be considered a Derivative Database.
+
+“Convey” – As a verb, means Using the Database, a Derivative Database, or the Database as part of a Collective Database in any way that enables a Person to make or receive copies of the Database or a Derivative Database. Conveying does not include interaction with a user through a computer network, or creating and Using a Produced Work, where no transfer of a copy of the Database or a Derivative Database occurs.
+
+“Contents” – The contents of this Database, which includes the information, independent works, or other material collected into the Database. For example, the contents of the Database could be factual data or works such as images, audiovisual material, text, or sounds.
+
+“Database” – A collection of material (the Contents) arranged in a systematic or methodical way and individually accessible by electronic or other means offered under the terms of this License.
+
+“Database Directive” – Means Directive 96/9/EC of the European Parliament and of the Council of 11 March 1996 on the legal protection of databases, as amended or succeeded.
+
+“Database Right” – Means rights resulting from the Chapter III (“sui generis”) rights in the Database Directive (as amended and as transposed by member states), which includes the Extraction and Re-utilisation of the whole or a Substantial part of the Contents, as well as any similar rights available in the relevant jurisdiction under Section 10.4.
+
+“Derivative Database” – Means a database based upon the Database, and includes any translation, adaptation, arrangement, modification, or any other alteration of the Database or of a Substantial part of the Contents. This includes, but is not limited to, Extracting or Re-utilising the whole or a Substantial part of the Contents in a new Database.
+
+“Extraction” – Means the permanent or temporary transfer of all or a Substantial part of the Contents to another medium by any means or in any form.
+
+“License” – Means this license agreement and is both a license of rights such as copyright and Database Rights and an agreement in contract.
+
+“Licensor” – Means the Person that offers the Database under the terms of this License.
+
+“Person” – Means a natural or legal person or a body of persons corporate or incorporate.
+
+“Produced Work” – a work (such as an image, audiovisual material, text, or sounds) resulting from using the whole or a Substantial part of the Contents (via a search or other query) from this Database, a Derivative Database, or this Database as part of a Collective Database.
+
+“Publicly” – means to Persons other than You or under Your control by either more than 50% ownership or by the power to direct their activities (such as contracting with an independent consultant).
+
+“Re-utilisation” – means any form of making available to the public all or a Substantial part of the Contents by the distribution of copies, by renting, by online or other forms of transmission.
+
+“Substantial” – Means substantial in terms of quantity or quality or a combination of both. The repeated and systematic Extraction or Re-utilisation of insubstantial parts of the Contents may amount to the Extraction or Re-utilisation of a Substantial part of the Contents.
+
+“Use” – As a verb, means doing any act that is restricted by copyright or Database Rights whether in the original medium or any other; and includes without limitation distributing, copying, publicly performing, publicly displaying, and preparing derivative works of the Database, as well as modifying the Database as may be technically necessary to use it in a different mode or format.
+
+“You” – Means a Person exercising rights under this License who has not previously violated the terms of this License with respect to the Database, or who has received express permission from the Licensor to exercise rights under this License despite a previous violation.
+
+Words in the singular include the plural and vice versa.
+
+2.0 WHAT THIS LICENSE COVERS
+2.1. Legal effect of this document. This License is:
+
+a. A license of applicable copyright and neighbouring rights;
+
+b. A license of the Database Right; and
+
+c. An agreement in contract between You and the Licensor.
+
+2.2 Legal rights covered. This License covers the legal rights in the Database, including:
+
+a. Copyright. Any copyright or neighbouring rights in the Database. The copyright licensed includes any individual elements of the Database, but does not cover the copyright over the Contents independent of this Database. See Section 2.4 for details. Copyright law varies between jurisdictions, but is likely to cover: the Database model or schema, which is the structure, arrangement, and organisation of the Database, and can also include the Database tables and table indexes; the data entry and output sheets; and the Field names of Contents stored in the Database;
+
+b. Database Rights. Database Rights only extend to the Extraction and Re-utilisation of the whole or a Substantial part of the Contents. Database Rights can apply even when there is no copyright over the Database. Database Rights can also apply when the Contents are removed from the Database and are selected and arranged in a way that would not infringe any applicable copyright; and
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diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/Dockerfile b/openthaigpt_Finetuning/openthaigpt-finetune/Dockerfile
new file mode 100644
index 0000000000000000000000000000000000000000..f6599a084ef0ba06ebe46b442eef5609642f71a6
--- /dev/null
+++ b/openthaigpt_Finetuning/openthaigpt-finetune/Dockerfile
@@ -0,0 +1,18 @@
+FROM nvidia/cuda:11.8.0-devel-ubuntu22.04
+
+ARG DEBIAN_FRONTEND=noninteractive
+
+RUN apt-get update && apt-get install -y \
+ git \
+ curl \
+ software-properties-common \
+ && add-apt-repository ppa:deadsnakes/ppa \
+ && apt install -y python3.10 \
+ && rm -rf /var/lib/apt/lists/*
+WORKDIR /workspace
+COPY requirements.txt requirements.txt
+RUN curl -sS https://bootstrap.pypa.io/get-pip.py | python3.10 \
+ && python3.10 -m pip install -r requirements.txt \
+ && python3.10 -m pip install numpy --pre torch --force-reinstall --index-url https://download.pytorch.org/whl/nightly/cu118
+COPY . .
+ENTRYPOINT [ "python3.10"]
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/LICENSE b/openthaigpt_Finetuning/openthaigpt-finetune/LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..261eeb9e9f8b2b4b0d119366dda99c6fd7d35c64
--- /dev/null
+++ b/openthaigpt_Finetuning/openthaigpt-finetune/LICENSE
@@ -0,0 +1,201 @@
+ Apache License
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diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/README.md b/openthaigpt_Finetuning/openthaigpt-finetune/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..855e2b1310eaafd0380c028aae988a31618e0760
--- /dev/null
+++ b/openthaigpt_Finetuning/openthaigpt-finetune/README.md
@@ -0,0 +1,171 @@
+# 🇹🇭 OpenThaiGPT 1.0.0-beta
+
+
+OpenThaiGPT Version 1.0.0-beta is a 7B-parameter LLaMA model finetuned to follow Thai translated instructions below and makes use of the Huggingface LLaMA implementation.
+
+## Support
+- Official website: https://openthaigpt.aieat.or.th
+- Facebook page: https://web.facebook.com/groups/openthaigpt
+- A Discord server for discussion and support [here](https://discord.gg/rUTp6dfVUF)
+- E-mail: kobkrit@iapp.co.th
+
+## License
+- **Source Code**: Apache Software License 2.0.
+- **Weight**: For research use only (due to the Facebook LLama's Weight LICENSE).
+- Note that: A commercial use license for OpenThaiGPT 0.1.0 weight will be released later soon!
+
+## Code and Weight
+
+- **Libary Code**: https://github.com/OpenThaiGPT/openthaigpt
+- **Finetune Code**: https://github.com/OpenThaiGPT/openthaigpt-finetune-010beta
+- **Weight**: https://huggingface.co/kobkrit/openthaigpt-0.1.0-beta
+
+## Sponsors
+Pantip.com, ThaiSC
+
+
+ |
+ |
+
+
+### Powered by
+OpenThaiGPT Volunteers, Artificial Intelligence Entrepreneur Association of Thailand (AIEAT), and Artificial Intelligence Association of Thailand (AIAT)
+
+
+
+
+ |  |
+
+### Authors
+Kobkrit Viriyayudhakorn (kobkrit@iapp.co.th), Sumeth Yuenyong (sumeth.yue@mahidol.edu) and Thaweewat Ruksujarit (thaweewr@scg.com).
+
+Disclaimer: Provided responses are not guaranteed.
+
+### Local Setup
+
+1. Install dependencies
+
+ ```bash
+ pip install -r requirements.txt
+ ```
+
+1. If bitsandbytes doesn't work, [install it from source.](https://github.com/TimDettmers/bitsandbytes/blob/main/compile_from_source.md) Windows users can follow [these instructions](https://github.com/tloen/alpaca-lora/issues/17).
+
+### Training (`finetune.py`)
+
+This file contains a straightforward application of PEFT to the LLaMA model,
+as well as some code related to prompt construction and tokenization.
+PRs adapting this code to support larger models are always welcome.
+
+Example usage:
+
+```bash
+python finetune.py \
+ --base_model 'decapoda-research/llama-7b-hf' \
+ --data_path 'Thaweewat/alpaca-cleaned-52k-th' \
+ --output_dir './openthaigpt-010-beta'
+```
+
+We can also tweak our hyperparameters:
+
+```bash
+python finetune.py \
+ --base_model 'decapoda-research/llama-7b-hf' \
+ --data_path 'Thaweewat/alpaca-cleaned-52k-th' \
+ --output_dir './openthaigpt-010-beta' \
+ --batch_size 128 \
+ --micro_batch_size 4 \
+ --num_epochs 3 \
+ --learning_rate 1e-4 \
+ --cutoff_len 512 \
+ --val_set_size 2000 \
+ --lora_r 8 \
+ --lora_alpha 16 \
+ --lora_dropout 0.05 \
+ --lora_target_modules '[q_proj,v_proj]' \
+ --train_on_inputs \
+ --group_by_length
+```
+
+### Inference (`generate.py`)
+
+This file reads the foundation model from the Hugging Face model hub and the LoRA weights from `kobkrit/openthaigpt-0.1.0-beta`, and runs a Gradio interface for inference on a specified input. Users should treat this as example code for the use of the model, and modify it as needed.
+
+Example usage:
+
+```bash
+python generate.py \
+ --load_8bit \
+ --base_model 'decapoda-research/llama-7b-hf' \
+ --lora_weights 'kobkrit/openthaigpt-0.1.0-beta'
+```
+
+### Official weights
+
+The most recent "official" OpenThaiGPT 0.1.0-beta adapter available at [`kobkrit/openthaigpt-0.1.0-beta`](https://huggingface.co/kobkrit/openthaigpt-0.1.0-beta) was trained on May 13 with the following command:
+
+```bash
+python finetune.py \
+ --base_model='decapoda-research/llama-7b-hf' \
+ --data_path '../datasets/cleaned' \
+ --num_epochs=3 \
+ --cutoff_len=2048 \
+ --group_by_length \
+ --output_dir='./openthaigpt-010-beta' \
+ --lora_target_modules='[q_proj,k_proj,v_proj,o_proj]' \
+ --lora_r=64 \
+ --batch_size=64 \
+ --micro_batch_size=4
+```
+
+### Checkpoint export (`export_*_checkpoint.py`)
+
+These files contain scripts that merge the LoRA weights back into the base model
+for export to Hugging Face format and to PyTorch `state_dicts`.
+They should help users
+who want to run inference in projects like [llama.cpp](https://github.com/ggerganov/llama.cpp)
+or [alpaca.cpp](https://github.com/antimatter15/alpaca.cpp).
+
+### Docker Setup & Inference
+
+1. Build the container image:
+
+```bash
+docker build -t openthaigpt-finetune-010beta .
+```
+
+2. Run the container (you can also use `finetune.py` and all of its parameters as shown above for training):
+
+```bash
+docker run --gpus=all --shm-size 64g -p 7860:7860 -v ${HOME}/.cache:/root/.cache --rm openthaigpt-finetune-010beta generate.py \
+ --load_8bit \
+ --base_model 'decapoda-research/llama-7b-hf' \
+ --lora_weights 'kobkrit/openthaigpt-0.1.0-beta'
+```
+
+3. Open `https://localhost:7860` in the browser
+
+### Docker Compose Setup & Inference
+
+1. (optional) Change desired model and weights under `environment` in the `docker-compose.yml`
+
+2. Build and run the container
+
+```bash
+docker-compose up -d --build
+```
+
+3. Open `https://localhost:7860` in the browser
+
+4. See logs:
+
+```bash
+docker-compose logs -f
+```
+
+5. Clean everything up:
+
+```bash
+docker-compose down --volumes --rmi all
+```
+
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/alpaca_data.json b/openthaigpt_Finetuning/openthaigpt-finetune/alpaca_data.json
new file mode 100644
index 0000000000000000000000000000000000000000..1b97cce06b26c8238225a2016632f654565bc022
--- /dev/null
+++ b/openthaigpt_Finetuning/openthaigpt-finetune/alpaca_data.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2eddafc6b977608d778aaab8dfc7e50e547b3af9826dfb9e909d9fc362e4a419
+size 22773992
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/alpaca_data_cleaned_archive.json b/openthaigpt_Finetuning/openthaigpt-finetune/alpaca_data_cleaned_archive.json
new file mode 100644
index 0000000000000000000000000000000000000000..8108e2e0067b8af2e134538047e28c7bfbbe2529
--- /dev/null
+++ b/openthaigpt_Finetuning/openthaigpt-finetune/alpaca_data_cleaned_archive.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cdbc6fff26e130b521edd96995d9f3b391622d532b2b6822e601fcb7aa42ed7a
+size 22680910
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/alpaca_data_gpt4.json b/openthaigpt_Finetuning/openthaigpt-finetune/alpaca_data_gpt4.json
new file mode 100644
index 0000000000000000000000000000000000000000..0158115b4993fedb12483fe0874dd335a1deef60
--- /dev/null
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@@ -0,0 +1,3 @@
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+oid sha256:0bd4f62585d494b794deb043ce0baddfec02f27696857c57c9c238d6eff35a18
+size 43379276
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/data/kumpun.jsonl b/openthaigpt_Finetuning/openthaigpt-finetune/data/kumpun.jsonl
new file mode 100644
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+{"input":"\u0e40\u0e02\u0e2d\u0e21\u0e35\u0e40\u0e1e\u0e35\u0e22\u0e07\u0e17\u0e2d","output":"\u0e02\u0e2d\u0e21\u0e35\u0e40\u0e1e\u0e35\u0e22\u0e07\u0e40\u0e18\u0e2d","instruction":"\u0e1c\u0e27\u0e19\u0e04\u0e33\u0e43\u0e2b\u0e49\u0e2b\u0e19\u0e48\u0e2d\u0e22"}
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/docker-compose.yml b/openthaigpt_Finetuning/openthaigpt-finetune/docker-compose.yml
new file mode 100644
index 0000000000000000000000000000000000000000..4d891e6fc1c9868137a7d918e3fd0244136f6a9d
--- /dev/null
+++ b/openthaigpt_Finetuning/openthaigpt-finetune/docker-compose.yml
@@ -0,0 +1,28 @@
+version: '3'
+
+services:
+ openthaigpt-0.1.0-beta:
+ build:
+ context: ./
+ dockerfile: Dockerfile
+ args:
+ BUILDKIT_INLINE_CACHE: "0"
+ image: openthaigpt-0.1.0-beta
+ shm_size: '64gb'
+ command: generate.py --load_8bit --base_model $BASE_MODEL --lora_weights 'kobkrit/openthaigpt-0.1.0-beta'
+ restart: unless-stopped
+ volumes:
+ - openthaigpt-0.1.0-beta:/root/.cache # Location downloaded weights will be stored
+ ports:
+ - 7860:7860
+ deploy:
+ resources:
+ reservations:
+ devices:
+ - driver: nvidia
+ count: all
+ capabilities: [ gpu ]
+
+volumes:
+ openthaigpt-0.1.0-beta:
+ name: openthaigpt-0.1.0-beta
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/export_hf_checkpoint.py b/openthaigpt_Finetuning/openthaigpt-finetune/export_hf_checkpoint.py
new file mode 100644
index 0000000000000000000000000000000000000000..6315e8e4c8bab0e13868de5fdcf37650200d8408
--- /dev/null
+++ b/openthaigpt_Finetuning/openthaigpt-finetune/export_hf_checkpoint.py
@@ -0,0 +1,55 @@
+import os
+
+import torch
+import transformers
+from peft import PeftModel
+from transformers import LlamaForCausalLM, LlamaTokenizer # noqa: F402
+
+BASE_MODEL = os.environ.get("BASE_MODEL", None)
+assert (
+ BASE_MODEL
+), "Please specify a value for BASE_MODEL environment variable, e.g. `export BASE_MODEL=decapoda-research/llama-7b-hf`" # noqa: E501
+
+tokenizer = LlamaTokenizer.from_pretrained(BASE_MODEL)
+
+base_model = LlamaForCausalLM.from_pretrained(
+ BASE_MODEL,
+ load_in_8bit=False,
+ torch_dtype=torch.float16,
+ device_map={"": "cpu"},
+)
+
+first_weight = base_model.model.layers[0].self_attn.q_proj.weight
+first_weight_old = first_weight.clone()
+
+lora_model = PeftModel.from_pretrained(
+ base_model,
+ "./openthaigpt-010-beta",
+ device_map={"": "cpu"},
+ torch_dtype=torch.float16,
+)
+
+lora_weight = lora_model.base_model.model.model.layers[
+ 0
+].self_attn.q_proj.weight
+
+assert torch.allclose(first_weight_old, first_weight)
+
+# merge weights - new merging method from peft
+lora_model = lora_model.merge_and_unload()
+
+lora_model.train(False)
+
+# did we do anything?
+assert not torch.allclose(first_weight_old, first_weight)
+
+lora_model_sd = lora_model.state_dict()
+deloreanized_sd = {
+ k.replace("base_model.model.", ""): v
+ for k, v in lora_model_sd.items()
+ if "lora" not in k
+}
+
+LlamaForCausalLM.save_pretrained(
+ base_model, "./hf_ckpt", state_dict=deloreanized_sd, max_shard_size="400MB"
+)
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/export_state_dict_checkpoint.py b/openthaigpt_Finetuning/openthaigpt-finetune/export_state_dict_checkpoint.py
new file mode 100644
index 0000000000000000000000000000000000000000..7bed33c64f771770553a081c407d67d1f6058c7e
--- /dev/null
+++ b/openthaigpt_Finetuning/openthaigpt-finetune/export_state_dict_checkpoint.py
@@ -0,0 +1,125 @@
+import json
+import os
+
+import torch
+import transformers
+from peft import PeftModel
+from transformers import LlamaForCausalLM, LlamaTokenizer # noqa: E402
+
+BASE_MODEL = os.environ.get("BASE_MODEL", None)
+assert (
+ BASE_MODEL
+), "Please specify a value for BASE_MODEL environment variable, e.g. `export BASE_MODEL=decapoda-research/llama-7b-hf`" # noqa: E501
+
+tokenizer = LlamaTokenizer.from_pretrained(BASE_MODEL)
+
+base_model = LlamaForCausalLM.from_pretrained(
+ BASE_MODEL,
+ load_in_8bit=False,
+ torch_dtype=torch.float16,
+ device_map={"": "cpu"},
+)
+
+lora_model = PeftModel.from_pretrained(
+ base_model,
+ "kobkrit/openthaigpt-0.1.0-beta",
+ device_map={"": "cpu"},
+ torch_dtype=torch.float16,
+)
+
+# merge weights
+for layer in lora_model.base_model.model.model.layers:
+ layer.self_attn.q_proj.merge_weights = True
+ layer.self_attn.v_proj.merge_weights = True
+
+lora_model.train(False)
+
+lora_model_sd = lora_model.state_dict()
+
+params = {
+ "dim": 4096,
+ "multiple_of": 256,
+ "n_heads": 32,
+ "n_layers": 32,
+ "norm_eps": 1e-06,
+ "vocab_size": -1,
+}
+n_layers = params["n_layers"]
+n_heads = params["n_heads"]
+dim = params["dim"]
+dims_per_head = dim // n_heads
+base = 10000.0
+inv_freq = 1.0 / (
+ base ** (torch.arange(0, dims_per_head, 2).float() / dims_per_head)
+)
+
+
+def permute(w):
+ return (
+ w.view(n_heads, dim // n_heads // 2, 2, dim)
+ .transpose(1, 2)
+ .reshape(dim, dim)
+ )
+
+
+def unpermute(w):
+ return (
+ w.view(n_heads, 2, dim // n_heads // 2, dim)
+ .transpose(1, 2)
+ .reshape(dim, dim)
+ )
+
+
+def translate_state_dict_key(k): # noqa: C901
+ k = k.replace("base_model.model.", "")
+ if k == "model.embed_tokens.weight":
+ return "tok_embeddings.weight"
+ elif k == "model.norm.weight":
+ return "norm.weight"
+ elif k == "lm_head.weight":
+ return "output.weight"
+ elif k.startswith("model.layers."):
+ layer = k.split(".")[2]
+ if k.endswith(".self_attn.q_proj.weight"):
+ return f"layers.{layer}.attention.wq.weight"
+ elif k.endswith(".self_attn.k_proj.weight"):
+ return f"layers.{layer}.attention.wk.weight"
+ elif k.endswith(".self_attn.v_proj.weight"):
+ return f"layers.{layer}.attention.wv.weight"
+ elif k.endswith(".self_attn.o_proj.weight"):
+ return f"layers.{layer}.attention.wo.weight"
+ elif k.endswith(".mlp.gate_proj.weight"):
+ return f"layers.{layer}.feed_forward.w1.weight"
+ elif k.endswith(".mlp.down_proj.weight"):
+ return f"layers.{layer}.feed_forward.w2.weight"
+ elif k.endswith(".mlp.up_proj.weight"):
+ return f"layers.{layer}.feed_forward.w3.weight"
+ elif k.endswith(".input_layernorm.weight"):
+ return f"layers.{layer}.attention_norm.weight"
+ elif k.endswith(".post_attention_layernorm.weight"):
+ return f"layers.{layer}.ffn_norm.weight"
+ elif k.endswith("rotary_emb.inv_freq") or "lora" in k:
+ return None
+ else:
+ print(layer, k)
+ raise NotImplementedError
+ else:
+ print(k)
+ raise NotImplementedError
+
+
+new_state_dict = {}
+for k, v in lora_model_sd.items():
+ new_k = translate_state_dict_key(k)
+ if new_k is not None:
+ if "wq" in new_k or "wk" in new_k:
+ new_state_dict[new_k] = unpermute(v)
+ else:
+ new_state_dict[new_k] = v
+
+os.makedirs("./ckpt", exist_ok=True)
+
+torch.save(new_state_dict, "./ckpt/consolidated.00.pth")
+
+with open("./ckpt/params.json", "w") as f:
+ json.dump(params, f)
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/finetune.py b/openthaigpt_Finetuning/openthaigpt-finetune/finetune.py
new file mode 100644
index 0000000000000000000000000000000000000000..e508b1e0817adc6841eff1962b923c8fa0eacd46
--- /dev/null
+++ b/openthaigpt_Finetuning/openthaigpt-finetune/finetune.py
@@ -0,0 +1,283 @@
+import os
+import sys
+from typing import List
+
+import fire
+import torch
+import transformers
+from datasets import load_dataset
+
+"""
+Unused imports:
+import torch.nn as nn
+import bitsandbytes as bnb
+"""
+
+from peft import (
+ LoraConfig,
+ get_peft_model,
+ get_peft_model_state_dict,
+ prepare_model_for_int8_training,
+ set_peft_model_state_dict,
+)
+from transformers import LlamaForCausalLM, LlamaTokenizer
+
+from utils.prompter import Prompter
+
+
+def train(
+ # model/data params
+ base_model: str = "", # the only required argument
+ data_path: str = "Thaweewat/alpaca-cleaned-52k-th",
+ output_dir: str = "./openthaigpt-100-beta",
+ # training hyperparams
+ batch_size: int = 128,
+ micro_batch_size: int = 4,
+ num_epochs: int = 3,
+ learning_rate: float = 3e-4,
+ cutoff_len: int = 256,
+ val_set_size: int = 2000,
+ # lora hyperparams
+ lora_r: int = 8,
+ lora_alpha: int = 16,
+ lora_dropout: float = 0.05,
+ lora_target_modules: List[str] = [
+ "q_proj",
+ "v_proj",
+ ],
+ # llm hyperparams
+ train_on_inputs: bool = True, # if False, masks out inputs in loss
+ add_eos_token: bool = False,
+ group_by_length: bool = False, # faster, but produces an odd training loss curve
+ # wandb params
+ wandb_project: str = "",
+ wandb_run_name: str = "",
+ wandb_watch: str = "", # options: false | gradients | all
+ wandb_log_model: str = "", # options: false | true
+ resume_from_checkpoint: str = None, # either training checkpoint or final adapter
+ prompt_template_name: str = "llama_v2", # The prompt template to use, will default to alpaca.
+):
+ if int(os.environ.get("LOCAL_RANK", 0)) == 0:
+ print(
+ f"Training Llama v2 model with params:\n"
+ f"base_model: {base_model}\n"
+ f"data_path: {data_path}\n"
+ f"output_dir: {output_dir}\n"
+ f"batch_size: {batch_size}\n"
+ f"micro_batch_size: {micro_batch_size}\n"
+ f"num_epochs: {num_epochs}\n"
+ f"learning_rate: {learning_rate}\n"
+ f"cutoff_len: {cutoff_len}\n"
+ f"val_set_size: {val_set_size}\n"
+ f"lora_r: {lora_r}\n"
+ f"lora_alpha: {lora_alpha}\n"
+ f"lora_dropout: {lora_dropout}\n"
+ f"lora_target_modules: {lora_target_modules}\n"
+ f"train_on_inputs: {train_on_inputs}\n"
+ f"add_eos_token: {add_eos_token}\n"
+ f"group_by_length: {group_by_length}\n"
+ f"wandb_project: {wandb_project}\n"
+ f"wandb_run_name: {wandb_run_name}\n"
+ f"wandb_watch: {wandb_watch}\n"
+ f"wandb_log_model: {wandb_log_model}\n"
+ f"resume_from_checkpoint: {resume_from_checkpoint or False}\n"
+ f"prompt template: {prompt_template_name}\n"
+ )
+ assert (
+ base_model
+ ), "Please specify a --base_model, e.g. --base_model='decapoda-research/llama-7b-hf'"
+ gradient_accumulation_steps = batch_size // micro_batch_size
+
+ prompter = Prompter(prompt_template_name)
+
+ device_map = "auto"
+ world_size = int(os.environ.get("WORLD_SIZE", 1))
+ ddp = world_size != 1
+ if ddp:
+ device_map = {"": int(os.environ.get("LOCAL_RANK") or 0)}
+ gradient_accumulation_steps = gradient_accumulation_steps // world_size
+
+ # Check if parameter passed or if set within environ
+ use_wandb = len(wandb_project) > 0 or (
+ "WANDB_PROJECT" in os.environ and len(os.environ["WANDB_PROJECT"]) > 0
+ )
+ # Only overwrite environ if wandb param passed
+ if len(wandb_project) > 0:
+ os.environ["WANDB_PROJECT"] = wandb_project
+ if len(wandb_watch) > 0:
+ os.environ["WANDB_WATCH"] = wandb_watch
+ if len(wandb_log_model) > 0:
+ os.environ["WANDB_LOG_MODEL"] = wandb_log_model
+
+ model = LlamaForCausalLM.from_pretrained(
+ base_model,
+ load_in_8bit=True,
+ torch_dtype=torch.float16,
+ device_map=device_map,
+ )
+
+ tokenizer = LlamaTokenizer.from_pretrained(base_model)
+
+ tokenizer.pad_token_id = (
+ 0 # unk. we want this to be different from the eos token
+ )
+ tokenizer.padding_side = "left" # Allow batched inference
+
+ def tokenize(prompt, add_eos_token=True):
+ # there's probably a way to do this with the tokenizer settings
+ # but again, gotta move fast
+ result = tokenizer(
+ prompt,
+ truncation=True,
+ max_length=cutoff_len,
+ padding=False,
+ return_tensors=None,
+ )
+ if (
+ result["input_ids"][-1] != tokenizer.eos_token_id
+ and len(result["input_ids"]) < cutoff_len
+ and add_eos_token
+ ):
+ result["input_ids"].append(tokenizer.eos_token_id)
+ result["attention_mask"].append(1)
+
+ result["labels"] = result["input_ids"].copy()
+
+ return result
+
+ def generate_and_tokenize_prompt(data_point):
+ full_prompt = prompter.generate_prompt(
+ data_point["instruction"],
+ data_point["input"],
+ data_point["output"],
+ )
+ tokenized_full_prompt = tokenize(full_prompt)
+ if not train_on_inputs:
+ user_prompt = prompter.generate_prompt(
+ data_point["instruction"], data_point["input"]
+ )
+ tokenized_user_prompt = tokenize(
+ user_prompt, add_eos_token=add_eos_token
+ )
+ user_prompt_len = len(tokenized_user_prompt["input_ids"])
+
+ if add_eos_token:
+ user_prompt_len -= 1
+
+ tokenized_full_prompt["labels"] = [
+ -100
+ ] * user_prompt_len + tokenized_full_prompt["labels"][
+ user_prompt_len:
+ ] # could be sped up, probably
+ return tokenized_full_prompt
+
+ model = prepare_model_for_int8_training(model)
+
+ config = LoraConfig(
+ r=lora_r,
+ lora_alpha=lora_alpha,
+ target_modules=lora_target_modules,
+ lora_dropout=lora_dropout,
+ bias="none",
+ task_type="CAUSAL_LM",
+ )
+ model = get_peft_model(model, config)
+
+ if data_path.endswith(".json") or data_path.endswith(".jsonl"):
+ data = load_dataset("json", data_files=data_path)
+ else:
+ data = load_dataset(data_path)
+
+ if resume_from_checkpoint:
+ # Check the available weights and load them
+ checkpoint_name = os.path.join(
+ resume_from_checkpoint, "pytorch_model.bin"
+ ) # Full checkpoint
+ if not os.path.exists(checkpoint_name):
+ checkpoint_name = os.path.join(
+ resume_from_checkpoint, "adapter_model.bin"
+ ) # only LoRA model - LoRA config above has to fit
+ resume_from_checkpoint = (
+ False # So the trainer won't try loading its state
+ )
+ # The two files above have a different name depending on how they were saved, but are actually the same.
+ if os.path.exists(checkpoint_name):
+ print(f"Restarting from {checkpoint_name}")
+ adapters_weights = torch.load(checkpoint_name)
+ set_peft_model_state_dict(model, adapters_weights)
+ else:
+ print(f"Checkpoint {checkpoint_name} not found")
+
+ model.print_trainable_parameters() # Be more transparent about the % of trainable params.
+
+ if val_set_size > 0:
+ train_val = data["train"].train_test_split(
+ test_size=val_set_size, shuffle=True, seed=42
+ )
+ train_data = (
+ train_val["train"].shuffle().map(generate_and_tokenize_prompt)
+ )
+ val_data = (
+ train_val["test"].shuffle().map(generate_and_tokenize_prompt)
+ )
+ else:
+ train_data = data["train"].shuffle().map(generate_and_tokenize_prompt)
+ val_data = None
+
+ if not ddp and torch.cuda.device_count() > 1:
+ # keeps Trainer from trying its own DataParallelism when more than 1 gpu is available
+ model.is_parallelizable = True
+ model.model_parallel = True
+
+ trainer = transformers.Trainer(
+ model=model,
+ train_dataset=train_data,
+ eval_dataset=val_data,
+ args=transformers.TrainingArguments(
+ per_device_train_batch_size=micro_batch_size,
+ gradient_accumulation_steps=gradient_accumulation_steps,
+ warmup_steps=100,
+ num_train_epochs=num_epochs,
+ learning_rate=learning_rate,
+ fp16=True,
+ logging_steps=10,
+ optim="adamw_torch",
+ evaluation_strategy="steps" if val_set_size > 0 else "no",
+ save_strategy="steps",
+ eval_steps=200 if val_set_size > 0 else None,
+ save_steps=200,
+ output_dir=output_dir,
+ save_total_limit=3,
+ load_best_model_at_end=True if val_set_size > 0 else False,
+ ddp_find_unused_parameters=False if ddp else None,
+ group_by_length=group_by_length,
+ report_to="wandb" if use_wandb else None,
+ run_name=wandb_run_name if use_wandb else None,
+ ),
+ data_collator=transformers.DataCollatorForSeq2Seq(
+ tokenizer, pad_to_multiple_of=8, return_tensors="pt", padding=True
+ ),
+ )
+ model.config.use_cache = False
+
+ # old_state_dict = model.state_dict
+ # model.state_dict = (
+ # lambda self, *_, **__: get_peft_model_state_dict(
+ # self, old_state_dict()
+ # )
+ # ).__get__(model, type(model))
+
+ if torch.__version__ >= "2" and sys.platform != "win32":
+ model = torch.compile(model)
+
+ trainer.train(resume_from_checkpoint=resume_from_checkpoint)
+
+ model.save_pretrained(output_dir)
+
+ print(
+ "\n If there's a warning about missing keys above, please disregard :)"
+ )
+
+
+if __name__ == "__main__":
+ fire.Fire(train)
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/generate.py b/openthaigpt_Finetuning/openthaigpt-finetune/generate.py
new file mode 100644
index 0000000000000000000000000000000000000000..7ae7bcdd2a11c76e1eb5a165e50426346a4494bc
--- /dev/null
+++ b/openthaigpt_Finetuning/openthaigpt-finetune/generate.py
@@ -0,0 +1,222 @@
+import os
+import sys
+
+import fire
+import gradio as gr
+import torch
+import transformers
+from peft import PeftModel
+from transformers import GenerationConfig, LlamaForCausalLM, LlamaTokenizer
+
+from utils.callbacks import Iteratorize, Stream
+from utils.prompter import Prompter
+
+if torch.cuda.is_available():
+ device = "cuda"
+else:
+ device = "cpu"
+
+try:
+ if torch.backends.mps.is_available():
+ device = "mps"
+except: # noqa: E722
+ pass
+
+
+def main(
+ load_8bit: bool = False,
+ base_model: str = "",
+ lora_weights: str = "",
+ prompt_template: str = "llama_v2", # The prompt template to use, will default to alpaca.
+ server_name: str = "0.0.0.0", # Allows to listen on all interfaces by providing '0.
+ share_gradio: bool = False,
+):
+ lora_weights = lora_weights or os.environ.get("LORA_WEIGHTS", "")
+ base_model = base_model or os.environ.get("BASE_MODEL", "")
+ assert (
+ base_model
+ ), "Please specify a --base_model, e.g. --base_model='decapoda-research/llama-7b-hf'"
+
+ print("base_model:", base_model)
+ print("lora_weights:", lora_weights)
+
+ prompter = Prompter(prompt_template)
+ tokenizer = LlamaTokenizer.from_pretrained(base_model)
+ if device == "cuda":
+ model = LlamaForCausalLM.from_pretrained(
+ base_model,
+ load_in_8bit=load_8bit,
+ torch_dtype=torch.float16,
+ device_map="auto",
+ )
+ model = PeftModel.from_pretrained(
+ model,
+ lora_weights,
+ torch_dtype=torch.float16,
+ )
+ elif device == "mps":
+ model = LlamaForCausalLM.from_pretrained(
+ base_model,
+ device_map={"": device},
+ torch_dtype=torch.float16,
+ )
+ model = PeftModel.from_pretrained(
+ model,
+ lora_weights,
+ device_map={"": device},
+ torch_dtype=torch.float16,
+ )
+ else:
+ model = LlamaForCausalLM.from_pretrained(
+ base_model, device_map={"": device}, low_cpu_mem_usage=True
+ )
+ model = PeftModel.from_pretrained(
+ model,
+ lora_weights,
+ device_map={"": device},
+ )
+
+ # unwind broken decapoda-research config
+ model.config.pad_token_id = tokenizer.pad_token_id = 0 # unk
+ model.config.bos_token_id = 1
+ model.config.eos_token_id = 2
+
+ if not load_8bit:
+ model.half() # seems to fix bugs for some users.
+
+ model.eval()
+ if torch.__version__ >= "2" and sys.platform != "win32":
+ model = torch.compile(model)
+
+ def evaluate(
+ instruction,
+ input=None,
+ temperature=0.1,
+ top_p=0.75,
+ top_k=40,
+ num_beams=4,
+ max_new_tokens=128,
+ stream_output=False,
+ **kwargs,
+ ):
+ prompt = prompter.generate_prompt(instruction, input)
+ inputs = tokenizer(prompt, return_tensors="pt")
+ input_ids = inputs["input_ids"].to(device)
+ generation_config = GenerationConfig(
+ temperature=temperature,
+ top_p=top_p,
+ top_k=top_k,
+ num_beams=num_beams,
+ **kwargs,
+ )
+
+ generate_params = {
+ "input_ids": input_ids,
+ "generation_config": generation_config,
+ "return_dict_in_generate": True,
+ "output_scores": True,
+ "max_new_tokens": max_new_tokens,
+ }
+
+ if stream_output:
+ # Stream the reply 1 token at a time.
+ # This is based on the trick of using 'stopping_criteria' to create an iterator,
+ # from https://github.com/oobabooga/text-generation-webui/blob/ad37f396fc8bcbab90e11ecf17c56c97bfbd4a9c/modules/text_generation.py#L216-L243.
+
+ def generate_with_callback(callback=None, **kwargs):
+ kwargs.setdefault(
+ "stopping_criteria", transformers.StoppingCriteriaList()
+ )
+ kwargs["stopping_criteria"].append(
+ Stream(callback_func=callback)
+ )
+ with torch.no_grad():
+ model.generate(**kwargs)
+
+ def generate_with_streaming(**kwargs):
+ return Iteratorize(
+ generate_with_callback, kwargs, callback=None
+ )
+
+ with generate_with_streaming(**generate_params) as generator:
+ for output in generator:
+ # new_tokens = len(output) - len(input_ids[0])
+ decoded_output = tokenizer.decode(output)
+
+ if output[-1] in [tokenizer.eos_token_id]:
+ break
+
+ yield prompter.get_response(decoded_output)
+ return # early return for stream_output
+
+ # Without streaming
+ with torch.no_grad():
+ generation_output = model.generate(
+ input_ids=input_ids,
+ generation_config=generation_config,
+ return_dict_in_generate=True,
+ output_scores=True,
+ max_new_tokens=max_new_tokens,
+ )
+ s = generation_output.sequences[0]
+ output = tokenizer.decode(s)
+ yield prompter.get_response(output)
+
+ gr.Interface(
+ fn=evaluate,
+ inputs=[
+ gr.components.Textbox(
+ lines=2,
+ label="Instruction",
+ placeholder="Tell me about llama.",
+ ),
+ gr.components.Textbox(lines=2, label="Input", placeholder="none"),
+ gr.components.Slider(
+ minimum=0, maximum=1, value=0.1, label="Temperature"
+ ),
+ gr.components.Slider(
+ minimum=0, maximum=1, value=0.75, label="Top p"
+ ),
+ gr.components.Slider(
+ minimum=0, maximum=100, step=1, value=40, label="Top k"
+ ),
+ gr.components.Slider(
+ minimum=1, maximum=4, step=1, value=4, label="Beams"
+ ),
+ gr.components.Slider(
+ minimum=1, maximum=2000, step=1, value=128, label="Max tokens"
+ ),
+ gr.components.Checkbox(label="Stream output"),
+ ],
+ outputs=[
+ gr.inputs.Textbox(
+ lines=5,
+ label="Output",
+ )
+ ],
+ title="🇹🇭 OpenThaiGPT 1.0.0-beta",
+ description="🇹🇭 OpenThaiGPT 1.0.0-beta is a 7B-parameter LLaMA model finetuned to follow Thai instructions. It is trained on various dataset and makes use of the Huggingface LLaMA implementation. For more information, please visit [the project's website](https://openthaigpt.aieat.or.th).", # noqa: E501
+ ).queue().launch(server_name="0.0.0.0", share=share_gradio)
+ # Old testing code follows.
+
+ """
+ # testing code for readme
+ for instruction in [
+ "Tell me about alpacas.",
+ "Tell me about the president of Mexico in 2019.",
+ "Tell me about the king of France in 2019.",
+ "List all Canadian provinces in alphabetical order.",
+ "Write a Python program that prints the first 10 Fibonacci numbers.",
+ "Write a program that prints the numbers from 1 to 100. But for multiples of three print 'Fizz' instead of the number and for the multiples of five print 'Buzz'. For numbers which are multiples of both three and five print 'FizzBuzz'.", # noqa: E501
+ "Tell me five words that rhyme with 'shock'.",
+ "Translate the sentence 'I have no mouth but I must scream' into Spanish.",
+ "Count up from 1 to 500.",
+ ]:
+ print("Instruction:", instruction)
+ print("Response:", evaluate(instruction))
+ print()
+ """
+
+
+if __name__ == "__main__":
+ fire.Fire(main)
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/kumpun-output/README.md b/openthaigpt_Finetuning/openthaigpt-finetune/kumpun-output/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..d952e052cfcb141e40a6af5d965d15ab5f6baed8
--- /dev/null
+++ b/openthaigpt_Finetuning/openthaigpt-finetune/kumpun-output/README.md
@@ -0,0 +1,204 @@
+---
+library_name: peft
+base_model: openthaigpt/openthaigpt-1.0.0-beta-7b-chat-ckpt-hf
+---
+
+# Model Card for Model ID
+
+
+
+
+
+## Model Details
+
+### Model Description
+
+
+
+
+
+- **Developed by:** [More Information Needed]
+- **Funded by [optional]:** [More Information Needed]
+- **Shared by [optional]:** [More Information Needed]
+- **Model type:** [More Information Needed]
+- **Language(s) (NLP):** [More Information Needed]
+- **License:** [More Information Needed]
+- **Finetuned from model [optional]:** [More Information Needed]
+
+### Model Sources [optional]
+
+
+
+- **Repository:** [More Information Needed]
+- **Paper [optional]:** [More Information Needed]
+- **Demo [optional]:** [More Information Needed]
+
+## Uses
+
+
+
+### Direct Use
+
+
+
+[More Information Needed]
+
+### Downstream Use [optional]
+
+
+
+[More Information Needed]
+
+### Out-of-Scope Use
+
+
+
+[More Information Needed]
+
+## Bias, Risks, and Limitations
+
+
+
+[More Information Needed]
+
+### Recommendations
+
+
+
+Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
+
+## How to Get Started with the Model
+
+Use the code below to get started with the model.
+
+[More Information Needed]
+
+## Training Details
+
+### Training Data
+
+
+
+[More Information Needed]
+
+### Training Procedure
+
+
+
+#### Preprocessing [optional]
+
+[More Information Needed]
+
+
+#### Training Hyperparameters
+
+- **Training regime:** [More Information Needed]
+
+#### Speeds, Sizes, Times [optional]
+
+
+
+[More Information Needed]
+
+## Evaluation
+
+
+
+### Testing Data, Factors & Metrics
+
+#### Testing Data
+
+
+
+[More Information Needed]
+
+#### Factors
+
+
+
+[More Information Needed]
+
+#### Metrics
+
+
+
+[More Information Needed]
+
+### Results
+
+[More Information Needed]
+
+#### Summary
+
+
+
+## Model Examination [optional]
+
+
+
+[More Information Needed]
+
+## Environmental Impact
+
+
+
+Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
+
+- **Hardware Type:** [More Information Needed]
+- **Hours used:** [More Information Needed]
+- **Cloud Provider:** [More Information Needed]
+- **Compute Region:** [More Information Needed]
+- **Carbon Emitted:** [More Information Needed]
+
+## Technical Specifications [optional]
+
+### Model Architecture and Objective
+
+[More Information Needed]
+
+### Compute Infrastructure
+
+[More Information Needed]
+
+#### Hardware
+
+[More Information Needed]
+
+#### Software
+
+[More Information Needed]
+
+## Citation [optional]
+
+
+
+**BibTeX:**
+
+[More Information Needed]
+
+**APA:**
+
+[More Information Needed]
+
+## Glossary [optional]
+
+
+
+[More Information Needed]
+
+## More Information [optional]
+
+[More Information Needed]
+
+## Model Card Authors [optional]
+
+[More Information Needed]
+
+## Model Card Contact
+
+[More Information Needed]
+
+
+### Framework versions
+
+- PEFT 0.9.1.dev0
\ No newline at end of file
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/kumpun-output/adapter_config.json b/openthaigpt_Finetuning/openthaigpt-finetune/kumpun-output/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..0a446b927a68f084a69a25f38a2359489f5fe7dd
--- /dev/null
+++ b/openthaigpt_Finetuning/openthaigpt-finetune/kumpun-output/adapter_config.json
@@ -0,0 +1,28 @@
+{
+ "alpha_pattern": {},
+ "auto_mapping": null,
+ "base_model_name_or_path": "openthaigpt/openthaigpt-1.0.0-beta-7b-chat-ckpt-hf",
+ "bias": "none",
+ "fan_in_fan_out": false,
+ "inference_mode": true,
+ "init_lora_weights": true,
+ "layers_pattern": null,
+ "layers_to_transform": null,
+ "loftq_config": {},
+ "lora_alpha": 16,
+ "lora_dropout": 0.05,
+ "megatron_config": null,
+ "megatron_core": "megatron.core",
+ "modules_to_save": null,
+ "peft_type": "LORA",
+ "r": 4,
+ "rank_pattern": {},
+ "revision": null,
+ "target_modules": [
+ "v_proj",
+ "q_proj"
+ ],
+ "task_type": "CAUSAL_LM",
+ "use_dora": false,
+ "use_rslora": false
+}
\ No newline at end of file
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/kumpun-output/adapter_model.safetensors b/openthaigpt_Finetuning/openthaigpt-finetune/kumpun-output/adapter_model.safetensors
new file mode 100644
index 0000000000000000000000000000000000000000..9f3490f143e86a7cd8e94d84cb19a555f1acf0eb
--- /dev/null
+++ b/openthaigpt_Finetuning/openthaigpt-finetune/kumpun-output/adapter_model.safetensors
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e12dc1b704f1337d4c698c639b719225dd5cee62fa4ffa29109e9f0574251490
+size 8405472
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/kumpun-output/checkpoint-200/README.md b/openthaigpt_Finetuning/openthaigpt-finetune/kumpun-output/checkpoint-200/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..d952e052cfcb141e40a6af5d965d15ab5f6baed8
--- /dev/null
+++ b/openthaigpt_Finetuning/openthaigpt-finetune/kumpun-output/checkpoint-200/README.md
@@ -0,0 +1,204 @@
+---
+library_name: peft
+base_model: openthaigpt/openthaigpt-1.0.0-beta-7b-chat-ckpt-hf
+---
+
+# Model Card for Model ID
+
+
+
+
+
+## Model Details
+
+### Model Description
+
+
+
+
+
+- **Developed by:** [More Information Needed]
+- **Funded by [optional]:** [More Information Needed]
+- **Shared by [optional]:** [More Information Needed]
+- **Model type:** [More Information Needed]
+- **Language(s) (NLP):** [More Information Needed]
+- **License:** [More Information Needed]
+- **Finetuned from model [optional]:** [More Information Needed]
+
+### Model Sources [optional]
+
+
+
+- **Repository:** [More Information Needed]
+- **Paper [optional]:** [More Information Needed]
+- **Demo [optional]:** [More Information Needed]
+
+## Uses
+
+
+
+### Direct Use
+
+
+
+[More Information Needed]
+
+### Downstream Use [optional]
+
+
+
+[More Information Needed]
+
+### Out-of-Scope Use
+
+
+
+[More Information Needed]
+
+## Bias, Risks, and Limitations
+
+
+
+[More Information Needed]
+
+### Recommendations
+
+
+
+Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
+
+## How to Get Started with the Model
+
+Use the code below to get started with the model.
+
+[More Information Needed]
+
+## Training Details
+
+### Training Data
+
+
+
+[More Information Needed]
+
+### Training Procedure
+
+
+
+#### Preprocessing [optional]
+
+[More Information Needed]
+
+
+#### Training Hyperparameters
+
+- **Training regime:** [More Information Needed]
+
+#### Speeds, Sizes, Times [optional]
+
+
+
+[More Information Needed]
+
+## Evaluation
+
+
+
+### Testing Data, Factors & Metrics
+
+#### Testing Data
+
+
+
+[More Information Needed]
+
+#### Factors
+
+
+
+[More Information Needed]
+
+#### Metrics
+
+
+
+[More Information Needed]
+
+### Results
+
+[More Information Needed]
+
+#### Summary
+
+
+
+## Model Examination [optional]
+
+
+
+[More Information Needed]
+
+## Environmental Impact
+
+
+
+Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
+
+- **Hardware Type:** [More Information Needed]
+- **Hours used:** [More Information Needed]
+- **Cloud Provider:** [More Information Needed]
+- **Compute Region:** [More Information Needed]
+- **Carbon Emitted:** [More Information Needed]
+
+## Technical Specifications [optional]
+
+### Model Architecture and Objective
+
+[More Information Needed]
+
+### Compute Infrastructure
+
+[More Information Needed]
+
+#### Hardware
+
+[More Information Needed]
+
+#### Software
+
+[More Information Needed]
+
+## Citation [optional]
+
+
+
+**BibTeX:**
+
+[More Information Needed]
+
+**APA:**
+
+[More Information Needed]
+
+## Glossary [optional]
+
+
+
+[More Information Needed]
+
+## More Information [optional]
+
+[More Information Needed]
+
+## Model Card Authors [optional]
+
+[More Information Needed]
+
+## Model Card Contact
+
+[More Information Needed]
+
+
+### Framework versions
+
+- PEFT 0.9.1.dev0
\ No newline at end of file
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diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/kumpun-output/checkpoint-200/training_args.bin b/openthaigpt_Finetuning/openthaigpt-finetune/kumpun-output/checkpoint-200/training_args.bin
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diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/kumpun-output/checkpoint-400/README.md b/openthaigpt_Finetuning/openthaigpt-finetune/kumpun-output/checkpoint-400/README.md
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+---
+library_name: peft
+base_model: openthaigpt/openthaigpt-1.0.0-beta-7b-chat-ckpt-hf
+---
+
+# Model Card for Model ID
+
+
+
+
+
+## Model Details
+
+### Model Description
+
+
+
+
+
+- **Developed by:** [More Information Needed]
+- **Funded by [optional]:** [More Information Needed]
+- **Shared by [optional]:** [More Information Needed]
+- **Model type:** [More Information Needed]
+- **Language(s) (NLP):** [More Information Needed]
+- **License:** [More Information Needed]
+- **Finetuned from model [optional]:** [More Information Needed]
+
+### Model Sources [optional]
+
+
+
+- **Repository:** [More Information Needed]
+- **Paper [optional]:** [More Information Needed]
+- **Demo [optional]:** [More Information Needed]
+
+## Uses
+
+
+
+### Direct Use
+
+
+
+[More Information Needed]
+
+### Downstream Use [optional]
+
+
+
+[More Information Needed]
+
+### Out-of-Scope Use
+
+
+
+[More Information Needed]
+
+## Bias, Risks, and Limitations
+
+
+
+[More Information Needed]
+
+### Recommendations
+
+
+
+Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
+
+## How to Get Started with the Model
+
+Use the code below to get started with the model.
+
+[More Information Needed]
+
+## Training Details
+
+### Training Data
+
+
+
+[More Information Needed]
+
+### Training Procedure
+
+
+
+#### Preprocessing [optional]
+
+[More Information Needed]
+
+
+#### Training Hyperparameters
+
+- **Training regime:** [More Information Needed]
+
+#### Speeds, Sizes, Times [optional]
+
+
+
+[More Information Needed]
+
+## Evaluation
+
+
+
+### Testing Data, Factors & Metrics
+
+#### Testing Data
+
+
+
+[More Information Needed]
+
+#### Factors
+
+
+
+[More Information Needed]
+
+#### Metrics
+
+
+
+[More Information Needed]
+
+### Results
+
+[More Information Needed]
+
+#### Summary
+
+
+
+## Model Examination [optional]
+
+
+
+[More Information Needed]
+
+## Environmental Impact
+
+
+
+Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
+
+- **Hardware Type:** [More Information Needed]
+- **Hours used:** [More Information Needed]
+- **Cloud Provider:** [More Information Needed]
+- **Compute Region:** [More Information Needed]
+- **Carbon Emitted:** [More Information Needed]
+
+## Technical Specifications [optional]
+
+### Model Architecture and Objective
+
+[More Information Needed]
+
+### Compute Infrastructure
+
+[More Information Needed]
+
+#### Hardware
+
+[More Information Needed]
+
+#### Software
+
+[More Information Needed]
+
+## Citation [optional]
+
+
+
+**BibTeX:**
+
+[More Information Needed]
+
+**APA:**
+
+[More Information Needed]
+
+## Glossary [optional]
+
+
+
+[More Information Needed]
+
+## More Information [optional]
+
+[More Information Needed]
+
+## Model Card Authors [optional]
+
+[More Information Needed]
+
+## Model Card Contact
+
+[More Information Needed]
+
+
+### Framework versions
+
+- PEFT 0.9.1.dev0
\ No newline at end of file
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/kumpun-output/checkpoint-400/adapter_config.json b/openthaigpt_Finetuning/openthaigpt-finetune/kumpun-output/checkpoint-400/adapter_config.json
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+}
\ No newline at end of file
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+ },
+ {
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+ "loss": 0.1899,
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+ },
+ {
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+ "loss": 0.2035,
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+ },
+ {
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+ "grad_norm": 1.2576186656951904,
+ "learning_rate": 0.0004132762312633833,
+ "loss": 0.2224,
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+ },
+ {
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+ "learning_rate": 0.00039186295503211994,
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+ "eval_runtime": 0.6751,
+ "eval_samples_per_second": 14.814,
+ "eval_steps_per_second": 2.963,
+ "step": 400
+ }
+ ],
+ "logging_steps": 10,
+ "max_steps": 567,
+ "num_input_tokens_seen": 0,
+ "num_train_epochs": 3,
+ "save_steps": 200,
+ "total_flos": 2456831348441088.0,
+ "train_batch_size": 1,
+ "trial_name": null,
+ "trial_params": null
+}
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/kumpun-output/checkpoint-400/training_args.bin b/openthaigpt_Finetuning/openthaigpt-finetune/kumpun-output/checkpoint-400/training_args.bin
new file mode 100644
index 0000000000000000000000000000000000000000..bd75f3aef4741db2e050c2bf0b49fe2e1a1a9a0c
--- /dev/null
+++ b/openthaigpt_Finetuning/openthaigpt-finetune/kumpun-output/checkpoint-400/training_args.bin
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4e3c8675ea67901e6232ccf2daea1905c7ec23beb0824721b1f43b026d12c244
+size 4856
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/kumpun-output/runs/Mar11_08-38-28_a9be7ab898f2/events.out.tfevents.1710146309.a9be7ab898f2.3985.0 b/openthaigpt_Finetuning/openthaigpt-finetune/kumpun-output/runs/Mar11_08-38-28_a9be7ab898f2/events.out.tfevents.1710146309.a9be7ab898f2.3985.0
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+version https://git-lfs.github.com/spec/v1
+oid sha256:b0c44c06c81e2352acf534c6a7ae6637be69547f3ef5033754388654b8018d81
+size 17749
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/pyproject.toml b/openthaigpt_Finetuning/openthaigpt-finetune/pyproject.toml
new file mode 100644
index 0000000000000000000000000000000000000000..f843eb26f523a3a5982425de24d35a0cfcac0155
--- /dev/null
+++ b/openthaigpt_Finetuning/openthaigpt-finetune/pyproject.toml
@@ -0,0 +1,8 @@
+[tool.black]
+line-length = 79
+
+[tool.isort]
+include_trailing_comma = true
+line_length = 79
+multi_line_output = 3
+profile = "black"
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/requirements.txt b/openthaigpt_Finetuning/openthaigpt-finetune/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3127ffcf171a055d7853517f7a09a33fafadd10f
--- /dev/null
+++ b/openthaigpt_Finetuning/openthaigpt-finetune/requirements.txt
@@ -0,0 +1,12 @@
+accelerate
+appdirs
+loralib
+bitsandbytes
+black
+black[jupyter]
+datasets
+fire
+git+https://github.com/huggingface/peft.git
+transformers>=4.28.0
+sentencepiece
+gradio==3.44.4
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/templates/README.md b/openthaigpt_Finetuning/openthaigpt-finetune/templates/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..9a942d0d86a303208781e08d69bbe6beac65d964
--- /dev/null
+++ b/openthaigpt_Finetuning/openthaigpt-finetune/templates/README.md
@@ -0,0 +1,46 @@
+# Prompt templates
+
+This directory contains template styles for the prompts used to finetune LoRA models.
+
+## Format
+
+A template is described via a JSON file with the following keys:
+
+- `prompt_input`: The template to use when input is not None. Uses `{instruction}` and `{input}` placeholders.
+- `prompt_no_input`: The template to use when input is None. Uses `{instruction}` placeholders.
+- `description`: A short description of the template, with possible use cases.
+- `response_split`: The text to use as separator when cutting real response from the model output.
+
+No `{response}` placeholder was used, since the response is always the last element of the template and is just to be concatenated to the rest.
+
+## Example template
+
+The default template, used unless otherwise specified, is `alpaca.json`
+
+```json
+{
+ "description": "Template used by Alpaca-LoRA.",
+ "prompt_input": "Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\n\n### Instruction:\n{instruction}\n\n### Input:\n{input}\n\n### Response:\n",
+ "prompt_no_input": "Below is an instruction that describes a task. Write a response that appropriately completes the request.\n\n### Instruction:\n{instruction}\n\n### Response:\n",
+ "response_split": "### Response:"
+}
+
+```
+
+## Current templates
+
+### alpaca
+
+Default template used for generic LoRA fine tunes so far.
+
+### alpaca_legacy
+
+Legacy template used by the original alpaca repo, with no `\n` after the response field. Kept for reference and experiments.
+
+### alpaca_short
+
+A trimmed down alpaca template which seems to perform just as well and spare some tokens. Models created with the default template seem to be queryable by the short tempalte as well. More experiments are welcome.
+
+### vigogne
+
+The default alpaca template, translated to french. This template was used to train the "Vigogne" LoRA and is to be used to query it, or for extra fine tuning.
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/templates/alpaca.json b/openthaigpt_Finetuning/openthaigpt-finetune/templates/alpaca.json
new file mode 100644
index 0000000000000000000000000000000000000000..e486439c4be22b9c2b0fd6b50328c679c3623840
--- /dev/null
+++ b/openthaigpt_Finetuning/openthaigpt-finetune/templates/alpaca.json
@@ -0,0 +1,6 @@
+{
+ "description": "Template used by Alpaca-LoRA.",
+ "prompt_input": "Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\n\n### Instruction:\n{instruction}\n\n### Input:\n{input}\n\n### Response:\n",
+ "prompt_no_input": "Below is an instruction that describes a task. Write a response that appropriately completes the request.\n\n### Instruction:\n{instruction}\n\n### Response:\n",
+ "response_split": "### Response:"
+}
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/templates/alpaca_legacy.json b/openthaigpt_Finetuning/openthaigpt-finetune/templates/alpaca_legacy.json
new file mode 100644
index 0000000000000000000000000000000000000000..9b46cfa8fa06af0d7855a0d7b2896ecbd2281b1c
--- /dev/null
+++ b/openthaigpt_Finetuning/openthaigpt-finetune/templates/alpaca_legacy.json
@@ -0,0 +1,6 @@
+{
+ "description": "Legacy template, used by Original Alpaca repository.",
+ "prompt_input": "Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\n\n### Instruction:\n{instruction}\n\n### Input:\n{input}\n\n### Response:",
+ "prompt_no_input": "Below is an instruction that describes a task. Write a response that appropriately completes the request.\n\n### Instruction:\n{instruction}\n\n### Response:",
+ "response_split": "### Response:"
+}
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/templates/alpaca_short.json b/openthaigpt_Finetuning/openthaigpt-finetune/templates/alpaca_short.json
new file mode 100644
index 0000000000000000000000000000000000000000..30c6e636c5e357bd37c9d0dafc6bd6b1491e6eba
--- /dev/null
+++ b/openthaigpt_Finetuning/openthaigpt-finetune/templates/alpaca_short.json
@@ -0,0 +1,6 @@
+{
+ "description": "A shorter template to experiment with.",
+ "prompt_input": "### Instruction:\n{instruction}\n\n### Input:\n{input}\n\n### Response:\n",
+ "prompt_no_input": "### Instruction:\n{instruction}\n\n### Response:\n",
+ "response_split": "### Response:"
+}
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/templates/llama_v2.json b/openthaigpt_Finetuning/openthaigpt-finetune/templates/llama_v2.json
new file mode 100644
index 0000000000000000000000000000000000000000..a86b0af13d73b3f251bf9f91a5796d2c600bd2af
--- /dev/null
+++ b/openthaigpt_Finetuning/openthaigpt-finetune/templates/llama_v2.json
@@ -0,0 +1,7 @@
+{
+ "description": "Template used by LLama v2.",
+ "prompt_input": "[INST] <>\nYou are a helpful, respectful and honest assistant. Always answer as helpfully as possible, while being safe. Your answers should not include any harmful, unethical, racist, sexist, toxic, dangerous, or illegal content. Please ensure that your responses are socially unbiased and positive in nature.\n\nIf a question does not make any sense, or is not factually coherent, explain why instead of answering something not correct. If you don’t know the answer to a question, please don’t share false information.\n<>\n\n{instruction} {input} [/INST]",
+ "prompt_no_input": "[INST] <>\nYou are a helpful, respectful and honest assistant. Always answer as helpfully as possible, while being safe. Your answers should not include any harmful, unethical, racist, sexist, toxic, dangerous, or illegal content. Please ensure that your responses are socially unbiased and positive in nature.\n\nIf a question does not make any sense, or is not factually coherent, explain why instead of answering something not correct. If you don’t know the answer to a question, please don’t share false information.\n<>\n\n{instruction} [/INST]",
+ "response_split": "[/INST]",
+ "response_end": ""
+}
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/templates/vigogne.json b/openthaigpt_Finetuning/openthaigpt-finetune/templates/vigogne.json
new file mode 100644
index 0000000000000000000000000000000000000000..c6cf4c71d84e8addfe4b877a1fb209985e884525
--- /dev/null
+++ b/openthaigpt_Finetuning/openthaigpt-finetune/templates/vigogne.json
@@ -0,0 +1,6 @@
+{
+ "description": "French template, used by Vigogne for finetuning.",
+ "prompt_input": "Ci-dessous se trouve une instruction qui décrit une tâche, associée à une entrée qui fournit un contexte supplémentaire. Écrivez une réponse qui complète correctement la demande.\n\n### Instruction:\n{instruction}\n\n### Entrée:\n{input}\n\n### Réponse:\n",
+ "prompt_no_input": "Ci-dessous se trouve une instruction qui décrit une tâche. Écrivez une réponse qui complète correctement la demande.\n\n### Instruction:\n{instruction}\n\n### Réponse:\n",
+ "response_split": "### Réponse:"
+}
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/utils/README.md b/openthaigpt_Finetuning/openthaigpt-finetune/utils/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..cad7751627219c8544c49aa4f04f96529938c59c
--- /dev/null
+++ b/openthaigpt_Finetuning/openthaigpt-finetune/utils/README.md
@@ -0,0 +1,13 @@
+# Directory for helpers modules
+
+## prompter.py
+
+Prompter class, a template manager.
+
+`from utils.prompter import Prompter`
+
+## callbacks.py
+
+Helpers to support streaming generate output.
+
+`from utils.callbacks import Iteratorize, Stream`
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/utils/__init__.py b/openthaigpt_Finetuning/openthaigpt-finetune/utils/__init__.py
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diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/utils/__pycache__/callbacks.cpython-310.pyc b/openthaigpt_Finetuning/openthaigpt-finetune/utils/__pycache__/callbacks.cpython-310.pyc
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diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/utils/__pycache__/prompter.cpython-310.pyc b/openthaigpt_Finetuning/openthaigpt-finetune/utils/__pycache__/prompter.cpython-310.pyc
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diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/utils/callbacks.py b/openthaigpt_Finetuning/openthaigpt-finetune/utils/callbacks.py
new file mode 100644
index 0000000000000000000000000000000000000000..7dedcade55aabb3c01bda254eb9a64615e4fa800
--- /dev/null
+++ b/openthaigpt_Finetuning/openthaigpt-finetune/utils/callbacks.py
@@ -0,0 +1,75 @@
+"""
+Helpers to support streaming generate output.
+Borrowed from https://github.com/oobabooga/text-generation-webui/blob/ad37f396fc8bcbab90e11ecf17c56c97bfbd4a9c/modules/callbacks.py
+"""
+
+import gc
+import traceback
+from queue import Queue
+from threading import Thread
+
+import torch
+import transformers
+
+
+class Stream(transformers.StoppingCriteria):
+ def __init__(self, callback_func=None):
+ self.callback_func = callback_func
+
+ def __call__(self, input_ids, scores) -> bool:
+ if self.callback_func is not None:
+ self.callback_func(input_ids[0])
+ return False
+
+
+class Iteratorize:
+
+ """
+ Transforms a function that takes a callback
+ into a lazy iterator (generator).
+ """
+
+ def __init__(self, func, kwargs={}, callback=None):
+ self.mfunc = func
+ self.c_callback = callback
+ self.q = Queue()
+ self.sentinel = object()
+ self.kwargs = kwargs
+ self.stop_now = False
+
+ def _callback(val):
+ if self.stop_now:
+ raise ValueError
+ self.q.put(val)
+
+ def gentask():
+ try:
+ ret = self.mfunc(callback=_callback, **self.kwargs)
+ except ValueError:
+ pass
+ except:
+ traceback.print_exc()
+ pass
+
+ self.q.put(self.sentinel)
+ if self.c_callback:
+ self.c_callback(ret)
+
+ self.thread = Thread(target=gentask)
+ self.thread.start()
+
+ def __iter__(self):
+ return self
+
+ def __next__(self):
+ obj = self.q.get(True, None)
+ if obj is self.sentinel:
+ raise StopIteration
+ else:
+ return obj
+
+ def __enter__(self):
+ return self
+
+ def __exit__(self, exc_type, exc_val, exc_tb):
+ self.stop_now = True
diff --git a/openthaigpt_Finetuning/openthaigpt-finetune/utils/prompter.py b/openthaigpt_Finetuning/openthaigpt-finetune/utils/prompter.py
new file mode 100644
index 0000000000000000000000000000000000000000..6c73718978b7c00f2571a68a61ba92733a8698f5
--- /dev/null
+++ b/openthaigpt_Finetuning/openthaigpt-finetune/utils/prompter.py
@@ -0,0 +1,53 @@
+"""
+A dedicated helper to manage templates and prompt building.
+"""
+
+import json
+import os.path as osp
+from typing import Union
+
+
+class Prompter(object):
+ __slots__ = ("template", "_verbose")
+
+ def __init__(self, template_name: str = "", verbose: bool = False):
+ self._verbose = verbose
+ if not template_name:
+ # Enforce the default here, so the constructor can be called with '' and will not break.
+ template_name = "alpaca"
+ file_name = osp.join("templates", f"{template_name}.json")
+ if not osp.exists(file_name):
+ raise ValueError(f"Can't read {file_name}")
+ with open(file_name) as fp:
+ self.template = json.load(fp)
+ if self._verbose:
+ print(
+ f"Using prompt template {template_name}: {self.template['description']}"
+ )
+
+ def generate_prompt(
+ self,
+ instruction: str,
+ input: Union[None, str] = None,
+ label: Union[None, str] = None,
+ ) -> str:
+ # returns the full prompt from instruction and optional input
+ # if a label (=response, =output) is provided, it's also appended.
+ if input:
+ res = self.template["prompt_input"].format(
+ instruction=instruction, input=input
+ )
+ else:
+ res = self.template["prompt_no_input"].format(
+ instruction=instruction
+ )
+ if label:
+ res = f"{res}{label}"
+ if self._verbose:
+ print(res)
+ return res
+
+ def get_response(self, output: str) -> str:
+ if ("response_end" in self.template):
+ return output.split(self.template["response_split"])[1].strip().split(self.template["response_end"])[0].strip()
+ return output.split(self.template["response_split"])[1].strip()
diff --git a/sample_data/README.md b/sample_data/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..e46cdae34844234bc75daeefda03a47aa7f19516
--- /dev/null
+++ b/sample_data/README.md
@@ -0,0 +1,19 @@
+This directory includes a few sample datasets to get you started.
+
+* `california_housing_data*.csv` is California housing data from the 1990 US
+ Census; more information is available at:
+ https://developers.google.com/machine-learning/crash-course/california-housing-data-description
+
+* `mnist_*.csv` is a small sample of the
+ [MNIST database](https://en.wikipedia.org/wiki/MNIST_database), which is
+ described at: http://yann.lecun.com/exdb/mnist/
+
+* `anscombe.json` contains a copy of
+ [Anscombe's quartet](https://en.wikipedia.org/wiki/Anscombe%27s_quartet); it
+ was originally described in
+
+ Anscombe, F. J. (1973). 'Graphs in Statistical Analysis'. American
+ Statistician. 27 (1): 17-21. JSTOR 2682899.
+
+ and our copy was prepared by the
+ [vega_datasets library](https://github.com/altair-viz/vega_datasets/blob/4f67bdaad10f45e3549984e17e1b3088c731503d/vega_datasets/_data/anscombe.json).
diff --git a/sample_data/anscombe.json b/sample_data/anscombe.json
new file mode 100644
index 0000000000000000000000000000000000000000..d6c17c29f303f700bc66e1a8abdf1a0c9ce21660
--- /dev/null
+++ b/sample_data/anscombe.json
@@ -0,0 +1,49 @@
+[
+ {"Series":"I", "X":10.0, "Y":8.04},
+ {"Series":"I", "X":8.0, "Y":6.95},
+ {"Series":"I", "X":13.0, "Y":7.58},
+ {"Series":"I", "X":9.0, "Y":8.81},
+ {"Series":"I", "X":11.0, "Y":8.33},
+ {"Series":"I", "X":14.0, "Y":9.96},
+ {"Series":"I", "X":6.0, "Y":7.24},
+ {"Series":"I", "X":4.0, "Y":4.26},
+ {"Series":"I", "X":12.0, "Y":10.84},
+ {"Series":"I", "X":7.0, "Y":4.81},
+ {"Series":"I", "X":5.0, "Y":5.68},
+
+ {"Series":"II", "X":10.0, "Y":9.14},
+ {"Series":"II", "X":8.0, "Y":8.14},
+ {"Series":"II", "X":13.0, "Y":8.74},
+ {"Series":"II", "X":9.0, "Y":8.77},
+ {"Series":"II", "X":11.0, "Y":9.26},
+ {"Series":"II", "X":14.0, "Y":8.10},
+ {"Series":"II", "X":6.0, "Y":6.13},
+ {"Series":"II", "X":4.0, "Y":3.10},
+ {"Series":"II", "X":12.0, "Y":9.13},
+ {"Series":"II", "X":7.0, "Y":7.26},
+ {"Series":"II", "X":5.0, "Y":4.74},
+
+ {"Series":"III", "X":10.0, "Y":7.46},
+ {"Series":"III", "X":8.0, "Y":6.77},
+ {"Series":"III", "X":13.0, "Y":12.74},
+ {"Series":"III", "X":9.0, "Y":7.11},
+ {"Series":"III", "X":11.0, "Y":7.81},
+ {"Series":"III", "X":14.0, "Y":8.84},
+ {"Series":"III", "X":6.0, "Y":6.08},
+ {"Series":"III", "X":4.0, "Y":5.39},
+ {"Series":"III", "X":12.0, "Y":8.15},
+ {"Series":"III", "X":7.0, "Y":6.42},
+ {"Series":"III", "X":5.0, "Y":5.73},
+
+ {"Series":"IV", "X":8.0, "Y":6.58},
+ {"Series":"IV", "X":8.0, "Y":5.76},
+ {"Series":"IV", "X":8.0, "Y":7.71},
+ {"Series":"IV", "X":8.0, "Y":8.84},
+ {"Series":"IV", "X":8.0, "Y":8.47},
+ {"Series":"IV", "X":8.0, "Y":7.04},
+ {"Series":"IV", "X":8.0, "Y":5.25},
+ {"Series":"IV", "X":19.0, "Y":12.50},
+ {"Series":"IV", "X":8.0, "Y":5.56},
+ {"Series":"IV", "X":8.0, "Y":7.91},
+ {"Series":"IV", "X":8.0, "Y":6.89}
+]
diff --git a/sample_data/california_housing_test.csv b/sample_data/california_housing_test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5210d8c5330bed9070a9b12a4f35bc01f5faed4c
--- /dev/null
+++ b/sample_data/california_housing_test.csv
@@ -0,0 +1,3001 @@
+"longitude","latitude","housing_median_age","total_rooms","total_bedrooms","population","households","median_income","median_house_value"
+-122.050000,37.370000,27.000000,3885.000000,661.000000,1537.000000,606.000000,6.608500,344700.000000
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diff --git a/sample_data/california_housing_train.csv b/sample_data/california_housing_train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6e6023df366b8fee2e924429c25ad6fbdf10798d
--- /dev/null
+++ b/sample_data/california_housing_train.csv
@@ -0,0 +1,17001 @@
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