GoogleCloudPlatform / vertex-ai-samples
File Change Frequency

File change frequency (churn) shows the distribution of file updates (days with at least one commit).

Overview
File Change Frequency Overall
  • There are 794 files with 725,910 lines of code.
    • 0 files changed more than 100 times (0 lines of code)
    • 0 files changed 51-100 times (0 lines of code)
    • 36 files changed 21-50 times (30,616 lines of code)
    • 261 files changed 6-20 times (277,072 lines of code)
    • 497 files changed 1-5 times (418,222 lines of code)
0% | 0% | 4% | 38% | 57%
Legend:
101+
51-100
21-50
6-20
1-5

explore: grouped by folders | grouped by update frequency | data
Contributors Count Frequency Overall
  • There are 794 files with 725,910 lines of code.
    • 0 files changed by more than 25 contributors (0 lines of code)
    • 39 files changed by 11-25 contributors (36,709 lines of code)
    • 104 files changed by 6-10 contributors (105,917 lines of code)
    • 319 files changed by 2-5 contributors (277,050 lines of code)
    • 332 files changed by 1 contributor (306,234 lines of code)
0% | 5% | 14% | 38% | 42%
Legend:
26+
11-25
6-10
2-5
1

explore: grouped by folders | grouped by contributors count | data
File Change Frequency per File Extension
ipynb, py, md, yaml, dockerfile, txt, json, sh, properties, gitignore, dockerignore, patch
File Change Frequency per Extension
The number of recorded file updates
101+
51-100
21-50
6-20
1-5
ipynb0% | 0% | 4% | 39% | 56%
py0% | 0% | 6% | 7% | 86%
yaml0% | 0% | 0% | 5% | 94%
File Change Frequency per Logical Decomposition
primary
primary (file change frequency)
The number of recorded file updates
101+
51-100
21-50
6-20
1-5
notebooks0% | 0% | 4% | 39% | 56%
community-content0% | 0% | 0% | 13% | 86%
Most Frequently Changed Files (Top 50)

See data for all files...

File# lines# unitscreatedlast modified# changes
(days)
# contributorsfirst
contributor
latest
contributor
model_garden_pytorch_llama3_1_deployment.ipynb
in notebooks/community/model_garden
1688 - 2024-07-23 2025-04-25 49 6 117880274+xiangxu-google@us... vertex-mg-bot@google.com
1000 38 2022-08-03 2024-09-25 44 11 aferlitsch@google.com aarondietz@google.com
model_garden_gemma_deployment_on_vertex.ipynb
in notebooks/community/model_garden
1019 - 2024-02-21 2025-04-25 42 7 143133934+kathyyu-google@us... vertex-mg-bot@google.com
model_garden_pytorch_llama3_deployment.ipynb
in notebooks/community/model_garden
653 - 2024-04-18 2025-04-25 38 7 143133934+kathyyu-google@us... vertex-mg-bot@google.com
model_garden_pytorch_mixtral_deployment.ipynb
in notebooks/community/model_garden
843 - 2024-03-28 2025-04-25 38 7 lavrai@google.com vertex-mg-bot@google.com
model_garden_pytorch_llama3_finetuning.ipynb
in notebooks/community/model_garden
855 - 2024-04-24 2025-04-08 38 7 143133934+kathyyu-google@us... vertex-mg-bot@google.com
model_garden_pytorch_llama3_2_deployment.ipynb
in notebooks/community/model_garden
1626 - 2024-09-25 2025-05-02 37 3 vertex-mg-bot@google.com vertex-mg-bot@google.com
231 - 2021-07-26 2024-07-02 36 15 morgandu@google.com itseric@google.com
model_garden_pytorch_qwen2_deployment.ipynb
in notebooks/community/model_garden
825 - 2024-07-31 2025-04-24 35 3 dasoriyarayan@gmail.com vertex-mg-bot@google.com
334 - 2023-03-22 2025-04-02 32 12 aferlitsch@gmail.com vertex-mg-bot@google.com
model_garden_pytorch_stable_diffusion_xl_1_0.ipynb
in notebooks/community/model_garden
493 - 2023-08-15 2025-03-18 32 8 90022620+bingatgoogle@users... vertex-mg-bot@google.com
model_garden_pytorch_mistral_deployment.ipynb
in notebooks/community/model_garden
581 - 2024-03-28 2025-04-10 32 7 lavrai@google.com vertex-mg-bot@google.com
model_garden_codegemma_deployment_on_vertex.ipynb
in notebooks/community/model_garden
832 - 2024-04-09 2025-04-08 32 7 33341131+minwoo33park@users... vertex-mg-bot@google.com
model_garden_pytorch_codellama.ipynb
in notebooks/community/model_garden
571 - 2023-08-28 2025-04-18 31 7 117880274+xiangxu-google@us... vertex-mg-bot@google.com
751 - 2021-08-16 2024-07-31 30 13 morgandu@google.com 99465222+sumanthkasula99@us...
model_garden_phi3_deployment.ipynb
in notebooks/community/model_garden
902 - 2024-07-31 2025-04-08 28 3 56970160+yashikagandhi@user... vertex-mg-bot@google.com
pipelines_intro_kfp.ipynb
in notebooks/official/pipelines
1027 - 2021-08-16 2024-07-01 28 12 morgandu@google.com krishna.movva@springml.com
model_garden_llama_guard_deployment.ipynb
in notebooks/community/model_garden
859 - 2024-07-23 2025-04-29 27 3 143133934+kathyyu-google@us... vertex-mg-bot@google.com
model_garden_tfvision_image_classification.ipynb
in notebooks/community/model_garden
927 - 2023-03-20 2025-03-20 27 11 genquan@google.com vertex-mg-bot@google.com
model_garden_pytorch_openllama_peft.ipynb
in notebooks/community/model_garden
1522 - 2023-07-21 2025-02-03 26 9 49327371+genquan9@users.nor... dustinluong@google.com
automl_tabular_classification_beans.ipynb
in notebooks/official/pipelines
972 - 2021-08-16 2024-08-09 25 14 morgandu@google.com aarondietz@google.com
model_monitoring.ipynb
in notebooks/official/model_monitoring
1249 - 2021-07-26 2024-08-13 25 13 morgandu@google.com kaushik.koilada@egen.ai
726 - 2021-08-27 2024-07-31 24 10 aferlitsch@google.com 99465222+sumanthkasula99@us...
metrics_viz_run_compare_kfp.ipynb
in notebooks/official/pipelines
943 - 2021-08-16 2024-08-23 24 11 morgandu@google.com 98574473+ubhavani@users.nor...
custom-tabular-bq-managed-dataset.ipynb
in notebooks/official/custom
952 - 2021-07-26 2025-04-28 24 15 morgandu@google.com itseric@google.com
model_garden_pytorch_sd_2_1_deployment.ipynb
in notebooks/community/model_garden
548 - 2024-03-21 2025-03-20 23 6 136126171+weigary@users.nor... vertex-mg-bot@google.com
701 - 2021-08-27 2024-08-12 23 13 aferlitsch@google.com aarondietz@google.com
sdk_automl_tabular_forecasting_batch.ipynb
in notebooks/official/automl
866 - 2021-11-17 2024-07-24 23 13 ivans.mailbox@gmail.com 86776672+sumanvita-springml...
model_garden_pytorch_stable_diffusion_gradio.ipynb
in notebooks/community/model_garden
1662 - 2024-03-07 2025-03-18 23 6 136126171+weigary@users.nor... vertex-mg-bot@google.com
model_garden_pytorch_vilt_vqa.ipynb
in notebooks/community/model_garden
329 - 2023-03-30 2025-03-18 22 5 117880274+xiangxu-google@us... vertex-mg-bot@google.com
model_garden_pytorch_prompt_guard_deployment.ipynb
in notebooks/community/model_garden
427 - 2024-08-20 2025-04-29 22 3 vertex-mg-bot@google.com vertex-mg-bot@google.com
automl_tabular_on_vertex_pipelines.ipynb
in notebooks/official/automl
935 - 2022-07-01 2024-08-06 22 13 michaelanhu@gmail.com 99713992+sriramya2610@users...
model_garden_pytorch_blip_vqa.ipynb
in notebooks/community/model_garden
330 - 2023-03-30 2025-03-18 21 5 117880274+xiangxu-google@us... vertex-mg-bot@google.com
model_garden_pytorch_instructpix2pix.ipynb
in notebooks/community/model_garden
357 - 2023-03-22 2025-04-26 21 11 xiangxu@google.com vertex-mg-bot@google.com
739 - 2021-08-27 2024-08-14 21 9 aferlitsch@google.com 21978337+katiemn@users.nore...
get_started_with_bqml_pipeline_components.ipynb
in notebooks/community/ml_ops/stage3
1341 - 2022-01-06 2022-08-04 21 3 aferlitsch@google.com aferlitsch@google.com
model_garden_pytorch_owlvit.ipynb
in notebooks/community/model_garden
339 - 2023-03-31 2025-03-24 20 5 117880274+xiangxu-google@us... vertex-mg-bot@google.com
437 - 2024-05-02 2025-03-20 20 7 40362353+huguensjean@users.... vertex-mg-bot@google.com
550 - 2024-03-21 2025-03-20 20 6 136126171+weigary@users.nor... vertex-mg-bot@google.com
804 - 2021-08-16 2024-08-06 20 14 morgandu@google.com 97901201+jayakrishna2801@us...
860 - 2022-08-03 2024-07-01 20 14 106645026+zbl94@users.norep... 99465222+sumanthkasula99@us...
get_started_bq_datasets.ipynb
in notebooks/community/ml_ops/stage1
991 - 2021-09-22 2022-11-10 20 3 aferlitsch@google.com 105640728+udaypunna@users.n...
model_garden_tfvision_image_object_detection.ipynb
in notebooks/community/model_garden
1051 - 2023-03-24 2025-01-31 20 8 aferlitsch@gmail.com dustinluong@google.com
1157 - 2021-12-03 2024-07-09 20 13 aferlitsch@google.com krishna.movva@springml.com
mlops_experimentation.ipynb
in notebooks/community/ml_ops/stage2
3284 - 2021-10-08 2022-09-27 20 1 aferlitsch@google.com aferlitsch@google.com
model_garden_pytorch_controlnet.ipynb
in notebooks/community/model_garden
329 - 2023-03-23 2025-02-03 19 10 xiangxu@google.com dustinluong@google.com
control_flow_kfp.ipynb
in notebooks/official/pipelines
668 - 2021-08-16 2024-06-27 19 10 morgandu@google.com 86776672+sumanvita-springml...
comparing_local_trained_models.ipynb
in notebooks/official/experiments
790 - 2022-06-24 2024-06-27 19 11 88703814+inardini@users.nor... 99711531+rohith-egen@users....
lightweight_functions_component_io_kfp.ipynb
in notebooks/official/pipelines
801 - 2021-08-16 2024-08-14 19 10 morgandu@google.com 21978337+katiemn@users.nore...
automl_video_classification_model_evaluation.ipynb
in notebooks/official/model_evaluation
952 - 2022-09-28 2024-08-06 19 12 105640728+udaypunna@users.n... 97901201+jayakrishna2801@us...
Files With Most Contributors (Top 50)
Based on the number of unique email addresses found in commits.

See data for all files...

File# lines# unitscreatedlast modified# changes
(days)
# contributorsfirst
contributor
latest
contributor
231 - 2021-07-26 2024-07-02 36 15 morgandu@google.com itseric@google.com
custom-tabular-bq-managed-dataset.ipynb
in notebooks/official/custom
952 - 2021-07-26 2025-04-28 24 15 morgandu@google.com itseric@google.com
automl_tabular_classification_beans.ipynb
in notebooks/official/pipelines
972 - 2021-08-16 2024-08-09 25 14 morgandu@google.com aarondietz@google.com
804 - 2021-08-16 2024-08-06 20 14 morgandu@google.com 97901201+jayakrishna2801@us...
860 - 2022-08-03 2024-07-01 20 14 106645026+zbl94@users.norep... 99465222+sumanthkasula99@us...
tabnet_on_vertex_pipelines.ipynb
in notebooks/official/tabular_workflows
1108 - 2022-09-29 2024-07-21 18 14 sakagar15@gmail.com 99713992+sriramya2610@users...
751 - 2021-08-16 2024-07-31 30 13 morgandu@google.com 99465222+sumanthkasula99@us...
model_monitoring.ipynb
in notebooks/official/model_monitoring
1249 - 2021-07-26 2024-08-13 25 13 morgandu@google.com kaushik.koilada@egen.ai
sdk_automl_tabular_forecasting_batch.ipynb
in notebooks/official/automl
866 - 2021-11-17 2024-07-24 23 13 ivans.mailbox@gmail.com 86776672+sumanvita-springml...
701 - 2021-08-27 2024-08-12 23 13 aferlitsch@google.com aarondietz@google.com
automl_tabular_on_vertex_pipelines.ipynb
in notebooks/official/automl
935 - 2022-07-01 2024-08-06 22 13 michaelanhu@gmail.com 99713992+sriramya2610@users...
1157 - 2021-12-03 2024-07-09 20 13 aferlitsch@google.com krishna.movva@springml.com
custom_tabular_regression_model_evaluation.ipynb
in notebooks/official/model_evaluation
1640 - 2022-09-24 2024-07-12 18 13 82567512+sudarshan-springml... 86776672+sumanvita-springml...
334 - 2023-03-22 2025-04-02 32 12 aferlitsch@gmail.com vertex-mg-bot@google.com
pipelines_intro_kfp.ipynb
in notebooks/official/pipelines
1027 - 2021-08-16 2024-07-01 28 12 morgandu@google.com krishna.movva@springml.com
automl_video_classification_model_evaluation.ipynb
in notebooks/official/model_evaluation
952 - 2022-09-28 2024-08-06 19 12 105640728+udaypunna@users.n... 97901201+jayakrishna2801@us...
automl-text-classification.ipynb
in notebooks/official/automl
920 - 2021-08-16 2024-07-03 18 12 morgandu@google.com 86776672+sumanvita-springml...
1133 - 2022-10-24 2024-06-24 17 12 82131353+halio-g@users.nore... 102786384+nileshspringml@us...
717 - 2021-08-16 2024-08-05 17 12 morgandu@google.com 97901201+jayakrishna2801@us...
1272 - 2022-08-09 2024-06-26 15 12 49654056+soheilazangeneh@us... 99711531+rohith-egen@users....
fraud-detection-model.ipynb
in notebooks/official/workbench/fraud_detection
1099 - 2022-04-22 2024-08-23 15 12 82567512+sudarshan-springml... 60188613+kittyabs@users.nor...
1000 38 2022-08-03 2024-09-25 44 11 aferlitsch@google.com aarondietz@google.com
model_garden_tfvision_image_classification.ipynb
in notebooks/community/model_garden
927 - 2023-03-20 2025-03-20 27 11 genquan@google.com vertex-mg-bot@google.com
metrics_viz_run_compare_kfp.ipynb
in notebooks/official/pipelines
943 - 2021-08-16 2024-08-23 24 11 morgandu@google.com 98574473+ubhavani@users.nor...
model_garden_pytorch_instructpix2pix.ipynb
in notebooks/community/model_garden
357 - 2023-03-22 2025-04-26 21 11 xiangxu@google.com vertex-mg-bot@google.com
comparing_local_trained_models.ipynb
in notebooks/official/experiments
790 - 2022-06-24 2024-06-27 19 11 88703814+inardini@users.nor... 99711531+rohith-egen@users....
751 - 2021-09-01 2024-08-09 18 11 aferlitsch@google.com aarondietz@google.com
predictive_maintenance_usecase.ipynb
in notebooks/official/workbench/predictive_maintainance
1238 - 2022-08-16 2024-09-26 17 11 krishna.movva@springml.com aarondietz@google.com
810 - 2022-02-23 2024-08-09 16 11 manuel.amunategui@springml.com aarondietz@google.com
automl_text_classification_model_evaluation.ipynb
in notebooks/official/model_evaluation
1381 - 2022-10-02 2024-07-03 16 11 45586340+samyuktadr@users.n... 86776672+sumanvita-springml...
943 - 2021-07-26 2024-06-07 15 11 morgandu@google.com 102786384+nileshspringml@us...
863 - 2021-07-26 2024-06-07 15 11 morgandu@google.com 102786384+nileshspringml@us...
771 - 2022-06-14 2024-07-24 15 11 ivans.mailbox@gmail.com 86776672+sumanvita-springml...
787 - 2022-02-25 2024-08-09 15 11 krishr2d2@gmail.com aarondietz@google.com
1236 - 2022-11-10 2024-08-06 14 11 105640728+udaypunna@users.n... 97901201+jayakrishna2801@us...
1264 - 2022-08-09 2024-06-14 14 11 49654056+soheilazangeneh@us... krishna.movva@springml.com
automl_tabular_regression_model_evaluation.ipynb
in notebooks/official/model_evaluation
1003 - 2022-09-13 2024-07-21 14 11 49654056+soheilazangeneh@us... krishna.movva@springml.com
automl_tabular_classification_model_evaluation.ipynb
in notebooks/official/model_evaluation
988 - 2022-09-13 2024-07-10 14 11 49654056+soheilazangeneh@us... 99713992+sriramya2610@users...
wide_and_deep_on_vertex_pipelines.ipynb
in notebooks/official/tabular_workflows
977 - 2022-09-30 2024-07-18 13 11 sakagar15@gmail.com kaushik.koilada@egen.ai
726 - 2021-08-27 2024-07-31 24 10 aferlitsch@google.com 99465222+sumanthkasula99@us...
model_garden_pytorch_controlnet.ipynb
in notebooks/community/model_garden
329 - 2023-03-23 2025-02-03 19 10 xiangxu@google.com dustinluong@google.com
lightweight_functions_component_io_kfp.ipynb
in notebooks/official/pipelines
801 - 2021-08-16 2024-08-14 19 10 morgandu@google.com 21978337+katiemn@users.nore...
control_flow_kfp.ipynb
in notebooks/official/pipelines
668 - 2021-08-16 2024-06-27 19 10 morgandu@google.com 86776672+sumanvita-springml...
vertex-pipelines-ml-metadata.ipynb
in notebooks/official/ml_metadata
1180 - 2021-11-18 2024-07-10 17 10 sararob@users.noreply.githu... 86776672+sumanvita-springml...
1030 - 2022-06-29 2024-07-09 17 10 88703814+inardini@users.nor... kaushik.koilada@egen.ai
809 - 2022-08-03 2024-08-13 17 10 106645026+zbl94@users.norep... 60188613+kittyabs@users.nor...
sdk_custom_image_classification_online_explain.ipynb
in notebooks/official/explainable_ai
1597 - 2021-09-01 2024-06-26 16 10 aferlitsch@google.com krishna.movva@springml.com
automl-tabular-classification.ipynb
in notebooks/official/automl
581 - 2021-07-26 2024-07-31 15 10 morgandu@google.com 97901201+jayakrishna2801@us...
939 - 2022-03-22 2024-08-13 14 10 98021255+ashakella@users.no... kaushik.koilada@egen.ai
inventory_prediction.ipynb
in notebooks/official/workbench/inventory-prediction
1493 - 2022-08-09 2024-07-31 14 10 102172931+tharun-springml@u... 86776672+sumanvita-springml...
Files With Least Contributors (Top 50)
Based on the number of unique email addresses found in commits.

See data for all files...

File# lines# unitscreatedlast modified# changes
(days)
# contributorsfirst
contributor
latest
contributor
experiment.py
in community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/custom_container/trainer
69 5
task.py
in community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/custom_container/trainer
53 2
utils.py
in community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/custom_container/trainer
50 3
model.py
in community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/custom_container/trainer
8 1
metadata.py
in community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/custom_container/trainer
5 -
__init__.py
in community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/custom_container/trainer
1 -
get_started_with_vertex_xai.ipynb
in notebooks/community/ml_ops/stage4
5970 - 2022-02-08 2022-08-04 10 1 aferlitsch@google.com aferlitsch@google.com
get_started_with_tfx_pipeline.ipynb
in notebooks/community/ml_ops/stage3
3704 - 2022-05-05 2022-10-10 9 1 aferlitsch@google.com aferlitsch@google.com
mlops_formalization.ipynb
in notebooks/community/ml_ops/stage3
3602 - 2021-12-10 2022-10-10 15 1 aferlitsch@google.com aferlitsch@google.com
3294 - 2022-07-16 2022-07-16 1 1 88703814+inardini@users.nor... 88703814+inardini@users.nor...
mlops_experimentation.ipynb
in notebooks/community/ml_ops/stage2
3284 - 2021-10-08 2022-09-27 20 1 aferlitsch@google.com aferlitsch@google.com
2720 - 2023-10-02 2023-10-02 1 1 aferlitsch@google.com aferlitsch@google.com
2649 - 2021-11-08 2021-11-08 1 1 ivans.mailbox@gmail.com ivans.mailbox@gmail.com
get_started_with_cpr.ipynb
in notebooks/community/ml_ops/stage6
2625 - 2022-03-15 2022-08-12 10 1 aferlitsch@google.com aferlitsch@google.com
get_started_with_model_evaluation.ipynb
in notebooks/community/ml_ops/stage4
2581 - 2022-05-02 2022-08-04 7 1 aferlitsch@google.com aferlitsch@google.com
2535 - 2021-11-08 2021-11-08 1 1 ivans.mailbox@gmail.com ivans.mailbox@gmail.com
2498 - 2021-07-25 2021-08-18 2 1 morgandu@google.com morgandu@google.com
2482 - 2021-11-08 2021-11-08 1 1 ivans.mailbox@gmail.com ivans.mailbox@gmail.com
2480 - 2021-11-08 2021-11-08 1 1 ivans.mailbox@gmail.com ivans.mailbox@gmail.com
mobile_gaming_feature_store.ipynb
in notebooks/community/feature_store/mobile_gaming
2449 - 2022-03-01 2022-06-17 5 1 88703814+inardini@users.nor... 88703814+inardini@users.nor...
pytorch-text-classification-vertex-ai-pipelines.ipynb
in community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud
2429 - 2022-01-20 2022-01-26 2 1 rthallam@google.com rthallam@google.com
2355 - 2021-11-08 2021-11-08 1 1 ivans.mailbox@gmail.com ivans.mailbox@gmail.com
2342 - 2021-07-25 2021-08-18 2 1 morgandu@google.com morgandu@google.com
2339 - 2021-07-25 2021-08-18 2 1 morgandu@google.com morgandu@google.com
2215 - 2021-07-25 2021-08-18 2 1 morgandu@google.com morgandu@google.com
2192 - 2021-07-25 2021-08-18 2 1 morgandu@google.com morgandu@google.com
2190 - 2021-07-25 2021-08-18 2 1 morgandu@google.com morgandu@google.com
2187 - 2021-07-25 2021-08-18 2 1 morgandu@google.com morgandu@google.com
2179 - 2021-07-25 2021-08-18 2 1 morgandu@google.com morgandu@google.com
2169 - 2021-07-25 2021-08-18 2 1 morgandu@google.com morgandu@google.com
2159 - 2021-07-25 2021-08-18 2 1 morgandu@google.com morgandu@google.com
vertex_ai_model_registry_automl_model_versioning.ipynb
in notebooks/community/model_registry
2145 - 2022-09-28 2022-09-28 1 1 88703814+inardini@users.nor... 88703814+inardini@users.nor...
showcase_custom_tabular_regression_batch.ipynb
in notebooks/community/gapic/custom
2143 - 2021-07-25 2021-08-18 2 1 morgandu@google.com morgandu@google.com
bert_optimized_online_prediction.ipynb
in notebooks/community/vertex_endpoints/optimized_tensorflow_runtime
2124 - 2022-04-14 2022-06-10 3 1 vlasenkoalexey@gmail.com vlasenkoalexey@gmail.com
showcase_custom_tabular_regression_online.ipynb
in notebooks/community/gapic/custom
2121 - 2021-07-25 2021-08-18 2 1 morgandu@google.com morgandu@google.com
2112 - 2021-07-25 2021-08-18 2 1 morgandu@google.com morgandu@google.com
2090 - 2021-07-25 2021-08-18 2 1 morgandu@google.com morgandu@google.com
2063 - 2021-11-08 2021-11-08 1 1 ivans.mailbox@gmail.com ivans.mailbox@gmail.com
video_warehouse_curl.ipynb
in notebooks/community/vision
2046 - 2024-03-21 2024-03-21 1 1 zhangxiaotian@google.com zhangxiaotian@google.com
get_started_vertex_training.ipynb
in notebooks/community/ml_ops/stage2
1962 - 2021-10-16 2022-08-04 13 1 aferlitsch@google.com aferlitsch@google.com
1942 - 2021-07-25 2021-07-25 1 1 morgandu@google.com morgandu@google.com
get_started_with_matching_engine_swivel.ipynb
in notebooks/community/ml_ops/stage6
1914 - 2022-05-20 2023-10-06 8 1 aferlitsch@google.com aferlitsch@google.com
1873 - 2022-09-13 2022-10-10 3 1 aferlitsch@google.com aferlitsch@google.com
1854 - 2021-09-16 2021-09-16 1 1 aferlitsch@google.com aferlitsch@google.com
get_started_with_automl_tabular_model_batch.ipynb
in notebooks/community/ml_ops/stage6
1850 - 2022-09-06 2022-10-10 5 1 aferlitsch@google.com aferlitsch@google.com
showcase_automl_image_object_detection_batch.ipynb
in notebooks/community/gapic/automl
1839 - 2021-07-25 2021-08-18 2 1 morgandu@google.com morgandu@google.com
1839 - 2021-07-25 2021-08-18 2 1 morgandu@google.com morgandu@google.com
showcase_automl_image_classification_batch.ipynb
in notebooks/community/gapic/automl
1827 - 2021-07-25 2021-08-18 2 1 morgandu@google.com morgandu@google.com
1820 - 2021-09-16 2021-09-16 1 1 aferlitsch@google.com aferlitsch@google.com
showcase_automl_image_segmentation_batch.ipynb
in notebooks/community/gapic/automl
1815 - 2021-07-25 2021-08-18 2 1 morgandu@google.com morgandu@google.com
Correlations

File Size vs. Number of Changes: 795 points

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changes notebooks/community/migration/UJ9 Custom Training Prebuilt Container XGBoost.ipynb x: 2063 lines of code y: 1 # changes notebooks/community/sdk/sdk_automl_forecasting_evaluating_a_model.ipynb x: 491 lines of code y: 1 # changes notebooks/community/sdk/SDK_AutoML_Forecasting_Model_Training_Example.ipynb x: 547 lines of code y: 2 # changes notebooks/community/gapic/custom/showcase_hyperparmeter_tuning_text_binary_classification.ipynb x: 2079 lines of code y: 3 # changes notebooks/community/gapic/custom/showcase_hyperparmeter_tuning_tabular_regression.ipynb x: 2104 lines of code y: 3 # changes notebooks/community/gapic/custom/showcase_hyperparmeter_tuning_image_classification.ipynb x: 2081 lines of code y: 3 # changes community-content/pytorch_image_classification_single_gpu_with_vertex_sdk_and_torchserve/vertex_prediction_with_custom_torchserve_container.ipynb x: 598 lines of code y: 2 # changes community-content/pytorch_image_classification_single_gpu_with_vertex_sdk_and_torchserve/vertex_training_with_custom_container.ipynb x: 431 lines of code y: 2 # 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changes notebooks/community/sdk/sdk_automl_tabular_forecasting_batch.ipynb x: 1075 lines of code y: 1 # changes notebooks/community/sdk/sdk_automl_text_classification_online.ipynb x: 984 lines of code y: 2 # changes notebooks/community/sdk/sdk_custom_image_classification_batch.ipynb x: 1620 lines of code y: 1 # changes notebooks/community/sdk/sdk_custom_image_classification_batch_explain.ipynb x: 1814 lines of code y: 1 # changes notebooks/community/sdk/sdk_custom_image_classification_online.ipynb x: 1563 lines of code y: 1 # changes notebooks/community/sdk/sdk_custom_image_classification_online_custom_training_container.ipynb x: 1698 lines of code y: 1 # changes notebooks/community/sdk/sdk_custom_image_classification_online_explain.ipynb x: 1854 lines of code y: 1 # changes notebooks/community/sdk/sdk_custom_image_classification_online_tfserving.ipynb x: 1554 lines of code y: 1 # changes notebooks/community/sdk/sdk_custom_tabular_regression_batch.ipynb x: 1503 lines of code y: 1 # changes notebooks/community/sdk/sdk_custom_tabular_regression_batch_explain.ipynb x: 1688 lines of code y: 1 # changes notebooks/community/sdk/sdk_custom_tabular_regression_online.ipynb x: 1446 lines of code y: 1 # changes notebooks/community/sdk/sdk_custom_tabular_regression_online_explain_get_metadata.ipynb x: 1808 lines of code y: 1 # changes community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/mlops_pipeline_tf_agents_bandits_movie_recommendation/src/trainer/trainer_component.py x: 143 lines of code y: 2 # changes notebooks/community/gapic/automl/showcase_automl_image_classification_batch.ipynb x: 1827 lines of code y: 2 # changes notebooks/community/gapic/automl/showcase_automl_image_classification_export_edge.ipynb x: 1468 lines of code y: 2 # changes notebooks/community/gapic/automl/showcase_automl_image_classification_online.ipynb x: 1587 lines of code y: 2 # changes notebooks/community/gapic/automl/showcase_automl_image_classification_online_proxy.ipynb x: 1766 lines of code y: 2 # changes notebooks/community/gapic/automl/showcase_automl_image_object_detection_batch.ipynb x: 1839 lines of code y: 2 # changes notebooks/community/gapic/automl/showcase_automl_image_segmentation_batch.ipynb x: 1815 lines of code y: 2 # changes notebooks/community/gapic/automl/showcase_automl_image_segmentation_online.ipynb x: 1574 lines of code y: 2 # changes notebooks/community/gapic/automl/showcase_automl_tabular_binary_classification_batch.ipynb x: 1780 lines of code y: 2 # changes notebooks/community/gapic/automl/showcase_automl_tabular_binary_classification_online.ipynb x: 1687 lines of code y: 2 # changes notebooks/community/gapic/automl/showcase_automl_tabular_classification_export_cloud.ipynb x: 1618 lines of code y: 2 # changes notebooks/community/gapic/automl/showcase_automl_tabular_classification_online.ipynb x: 1664 lines of code y: 2 # changes notebooks/community/gapic/automl/showcase_automl_tabular_regression_online_bq.ipynb x: 1633 lines of code y: 2 # changes notebooks/community/gapic/automl/showcase_automl_text_classification_batch.ipynb x: 1778 lines of code y: 2 # changes notebooks/community/gapic/automl/showcase_automl_text_classification_online.ipynb x: 1552 lines of code y: 2 # changes notebooks/community/gapic/custom/showcase_custom_image_classification_online_raw.ipynb x: 2179 lines of code y: 2 # changes notebooks/community/gapic/custom/showcase_custom_tabular_classification_online_exported_ds.ipynb x: 2339 lines of code y: 2 # changes notebooks/community/gapic/custom/showcase_custom_tabular_regression_batch.ipynb x: 2143 lines of code y: 2 # changes notebooks/community/gapic/custom/showcase_custom_tabular_regression_online.ipynb x: 2121 lines of code y: 2 # changes notebooks/community/gapic/custom/showcase_custom_tabular_regression_online_container.ipynb x: 2215 lines of code y: 2 # changes notebooks/community/gapic/custom/showcase_custom_tabular_regression_online_explain.ipynb x: 2498 lines of code y: 2 # changes notebooks/community/gapic/custom/showcase_custom_tabular_regression_online_tfserving.ipynb x: 2190 lines of code y: 2 # changes notebooks/community/gapic/custom/showcase_custom_text_binary_classification_batch.ipynb x: 2112 lines of code y: 2 # changes notebooks/community/gapic/custom/showcase_custom_text_binary_classification_online.ipynb x: 2090 lines of code y: 2 # changes notebooks/community/gapic/custom/showcase_custom_text_binary_classification_online_pipeline.ipynb x: 2159 lines of code y: 2 # changes notebooks/community/gapic/custom/showcase_custom_text_binary_classification_online_tfserving.ipynb x: 2169 lines of code y: 2 # changes notebooks/community/gapic/custom/showcase_custom_text_classification_online_exported_ds.ipynb x: 1305 lines of code y: 2 # changes notebooks/community/gapic/custom/showcase_local_image_classification_online.ipynb x: 1737 lines of code y: 2 # changes notebooks/community/gapic/custom/showcase_local_tabular_regression_online.ipynb x: 1658 lines of code y: 2 # changes notebooks/community/gapic/custom/showcase_tfhub_image_classification_online.ipynb x: 1490 lines of code y: 2 # changes notebooks/community/reduction_server/distributed-training-reduction-server.ipynb x: 1154 lines of code y: 1 # changes community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/mlops_pipeline_tf_agents_bandits_movie_recommendation/src/logger/main.py x: 143 lines of code y: 1 # changes notebooks/community/migration/UJ10 legacy Custom Training Prebuilt Container SKLearn.ipynb x: 1942 lines of code y: 1 # changes notebooks/community/migration/UJ11 legacy HyperParameter Tuning Training Job with TensorFlow.ipynb x: 1398 lines of code y: 1 # changes notebooks/community/sdk/SDK_AutoML_Image_Classification_Training_with_CMEK.ipynb x: 522 lines of code y: 1 # changes notebooks/community/sdk/SDK_AutoML_Video_Action_Recognition.ipynb x: 501 lines of code y: 1 # changes notebooks/community/sdk/SDK_Custom_Model_Training_AutoML_Tabular_Model_Training.ipynb x: 452 lines of code y: 1 # changes notebooks/community/sdk/SDK_End_to_End_Tabular_Custom_Training.ipynb x: 335 lines of code y: 1 # changes
49.0
# changes
  min: 1.0
  average: 6.5
  25th percentile: 1.0
  median: 3.0
  75th percentile: 9.0
  max: 49.0
0 5970.0
lines of code
min: 1.0 | average: 914.33 | 25th percentile: 261.0 | median: 859.0 | 75th percentile: 1432.0 | max: 5970.0

Number of Contributors vs. Number of Changes: 795 points

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contributors y: 20 # changes notebooks/community/model_garden/model_garden_pytorch_llama2_evaluation.ipynb x: 5 # contributors y: 7 # changes notebooks/community/model_garden/model_garden_gemma_deployment_on_gke.ipynb x: 5 # contributors y: 8 # changes notebooks/community/model_garden/model_garden_pytorch_text_to_video_zero_shot.ipynb x: 8 # contributors y: 13 # changes notebooks/community/model_garden/model_garden_pytorch_wizard_coder.ipynb x: 4 # contributors y: 6 # changes notebooks/official/ray_on_vertex_ai/spark_on_ray_on_vertex_ai.ipynb x: 3 # contributors y: 5 # changes notebooks/official/ray_on_vertex_ai/ray_cluster_management.ipynb x: 5 # contributors y: 5 # changes notebooks/official/generative_ai/tuned_text-embeddings.ipynb x: 2 # contributors y: 6 # changes notebooks/official/feature_store/online_feature_serving_and_vector_retrieval_bigquery_data_with_feature_store.ipynb x: 8 # contributors y: 11 # changes notebooks/community/model_garden/model_garden_openai_api_llama3_1.ipynb x: 3 # 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Number of Contributors vs. File Size: 795 points

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