GoogleCloudPlatform / vertex-ai-samples
File Size

The distribution of size of files (measured in lines of code).

Intro
Learn more...
File Size Overall
74% | 18% | 5% | 1% | <1%
Legend:
1001+
501-1000
201-500
101-200
1-100


explore: grouped by folders | grouped by size | sunburst | 3D view
File Size per Extension
1001+
501-1000
201-500
101-200
1-100
ipynb77% | 18% | 4% | 0% | 0%
py0% | 10% | 28% | 36% | 23%
yaml0% | 0% | 36% | 33% | 30%
File Size per Logical Decomposition
primary
1001+
501-1000
201-500
101-200
1-100
notebooks76% | 18% | 4% | <1% | <1%
community-content33% | 6% | 24% | 21% | 14%
Longest Files (Top 50)
File# lines# units
get_started_with_vertex_xai.ipynb
in notebooks/community/ml_ops/stage4
 5970 -
pytorch-text-classification-vertex-ai-train-tune-deploy.ipynb
in community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud
 4016 -
get_started_with_tfx_pipeline.ipynb
in notebooks/community/ml_ops/stage3
 3704 -
mlops_formalization.ipynb
in notebooks/community/ml_ops/stage3
 3602 -
3294 -
mlops_experimentation.ipynb
in notebooks/community/ml_ops/stage2
 3284 -
model_garden_camp_zipnerf_gradio.ipynb
in notebooks/community/model_garden
 3182 -
2792 -
2759 -
2720 -
2649 -
get_started_with_cpr.ipynb
in notebooks/community/ml_ops/stage6
 2625 -
tabular_optimized_online_prediction.ipynb
in notebooks/community/vertex_endpoints/optimized_tensorflow_runtime
 2618 -
get_started_with_model_evaluation.ipynb
in notebooks/community/ml_ops/stage4
 2581 -
2535 -
2511 -
2498 -
get_started_automl_training.ipynb
in notebooks/community/ml_ops/stage2
 2485 -
2482 -
2480 -
2462 -
mobile_gaming_feature_store.ipynb
in notebooks/community/feature_store/mobile_gaming
 2449 -
2440 -
pytorch-text-classification-vertex-ai-pipelines.ipynb
in community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud
 2429 -
2355 -
2342 -
2339 -
model_garden_gemma_kerasnlp_to_vertexai.ipynb
in notebooks/community/model_garden
 2336 -
get_started_automl_training.ipynb
in notebooks/official/automl
 2329 -
2291 -
2266 -
forecasting-retail-demand.ipynb
in notebooks/official/workbench/demand_forecasting
 2256 -
2255 -
showcase_custom_image_classification_batch.ipynb
in notebooks/community/gapic/custom
 2254 -
2230 -
2215 -
2192 -
2190 -
showcase_custom_image_classification_online.ipynb
in notebooks/community/gapic/custom
 2189 -
2187 -
2185 -
churn_prediction_for_game_developers.ipynb
in notebooks/official/workbench/gaming_churn_prediction
 2183 -
2179 -
2169 -
2159 -
vertex_ai_model_registry_automl_model_versioning.ipynb
in notebooks/community/model_registry
 2145 -
showcase_custom_tabular_regression_batch.ipynb
in notebooks/community/gapic/custom
 2143 -
bert_optimized_online_prediction.ipynb
in notebooks/community/vertex_endpoints/optimized_tensorflow_runtime
 2124 -
showcase_custom_tabular_regression_online.ipynb
in notebooks/community/gapic/custom
 2121 -
2112 -
Files With Most Units (Top 50)
File# lines# units
1000 38
common_util.py
in community-content/vertex_model_garden/model_oss/notebook_util
 419 28
common_lib.py
in community-content/vertex_model_garden/model_oss/data_converter
 374 27
fileutils.py
in community-content/vertex_model_garden/model_oss/util
 252 22
task.py
in community-content/pytorch_image_classification_distributed_data_parallel_training_with_vertex_sdk/trainer
 253 20
dataset_validation_util.py
in community-content/vertex_model_garden/model_oss/notebook_util
 323 19
video_serving_lib.py
in community-content/vertex_model_garden/model_oss/movinet/serving
 261 18
detection.py
in community-content/vertex_model_garden/model_oss/tfvision/serving
 298 14
train.py
in community-content/vertex_model_garden/model_oss/keras
 252 12
utils.py
in community-content/vertex_model_garden/model_oss/peft/train/vmg
 261 10
data_converter_iod_lib.py
in community-content/vertex_model_garden/model_oss/data_converter
 284 10
handler.py
in community-content/vertex_model_garden/model_oss/detectron2
 115 9
sam_handler.py
in community-content/vertex_model_garden/model_oss/transformers
 124 9
distribution_utils.py
in community-content/tf_keras_image_classification_distributed_multi_worker_with_vertex_sdk/trainer
 42 8
task.py
in community-content/tf_keras_text_classification_distributed_single_worker_gpus_with_gcloud_local_run_and_vertex_sdk/trainer
 206 8
instruct_lora.py
in community-content/vertex_model_garden/model_oss/peft/train/vmg
 722 8
data_converter_vcn_lib.py
in community-content/vertex_model_garden/model_oss/data_converter
 181 8
data_converter_isg_lib.py
in community-content/vertex_model_garden/model_oss/data_converter
 215 8
resnet_fsdp_wds.py
in community-content/pytorch_efficient_training
 191 8
resnet_ddp_wds.py
in community-content/pytorch_efficient_training
 188 8
resnet.py
in community-content/pytorch_efficient_training
 145 8
resnet_fsdp.py
in community-content/pytorch_efficient_training
 184 8
resnet_ddp.py
in community-content/pytorch_efficient_training
 179 8
resnet_dp.py
in community-content/pytorch_efficient_training
 154 8
task.py
in community-content/pytorch_image_classification_single_gpu_with_vertex_sdk_and_torchserve/trainer
 194 7
hub_model.py
in community-content/vertex_model_garden/model_oss/tfvision/modeling/backbones
 107 7
train.py
in community-content/vertex_model_garden/model_oss/autogluon
 108 7
main.py
in community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/mlops_pipeline_tf_agents_bandits_movie_recommendation/src/logger
 143 7
handler.py
in community-content/vertex_model_garden/model_oss/pic2word
 122 6
image_classification.py
in community-content/vertex_model_garden/model_oss/tfvision/serving
 107 6
train_entrypoint.py
in community-content/vertex_model_garden/model_oss/peft/train/vmg
 210 6
eval_lib.py
in community-content/vertex_model_garden/model_oss/peft/train/vmg
 163 6
serve.py
in community-content/vertex_model_garden/model_oss/keras
 133 6
gcs_syncer.py
in community-content/vertex_model_garden/model_oss/util
 98 6
data_converter_icn_lib.py
in community-content/vertex_model_garden/model_oss/data_converter
 111 6
handler.py
in community-content/vertex_model_garden/model_oss/transformers
 195 6
build.py
in community-content/cpr-examples/timm_serving
 74 6
custom_handler.py
in community-content/pytorch_pre_built_images_deployment/predictor
 54 5
task.py
in community-content/tf_keras_image_classification_distributed_multi_worker_with_vertex_sdk/trainer
 131 5
predictor_transformers.py
in community-content/vertex_cpr_samples/torch
 61 5
predictor_resnet.py
in community-content/vertex_cpr_samples/torch
 27 5
predictor_Classifier.py
in community-content/vertex_cpr_samples/xgboost
 29 5
predictor_xgbranker.py
in community-content/vertex_cpr_samples/xgboost
 34 5
predictor_Classifier.py
in community-content/vertex_cpr_samples/sklearn
 26 5
predictor_SGDClassifier.py
in community-content/vertex_cpr_samples/sklearn
 26 5
predictor_LinearRegression.py
in community-content/vertex_cpr_samples/sklearn
 26 5
task.py
in community-content/sklearn_text_classification_from_script_using_vertex_sdk
 80 5
handler.py
in community-content/vertex_model_garden/model_oss/peft
 309 5
callbacks.py
in community-content/vertex_model_garden/model_oss/peft/train/vmg
 103 5
device_stats.py
in community-content/vertex_model_garden/model_oss/peft/train/util
 88 5
Files With Long Lines (Top 50)

There are 645 files with lines longer than 120 characters. In total, there are 27556 long lines.

File# lines# units# long lines
get_started_with_vertex_xai.ipynb
in notebooks/community/ml_ops/stage4
 5970 - 280
pytorch-text-classification-vertex-ai-train-tune-deploy.ipynb
in community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud
 4016 - 166
3294 - 154
2511 - 154
2792 - 147
2498 - 145
2462 - 136
2266 - 135
2255 - 131
get_started_with_tfx_pipeline.ipynb
in notebooks/community/ml_ops/stage3
 3704 - 128
model_garden_vllm_text_only_tutorial.ipynb
in notebooks/community/model_garden
 1332 - 128
2342 - 128
2185 - 128
2169 - 128
2291 - 127
model_garden_gemma_kerasnlp_to_vertexai.ipynb
in notebooks/community/model_garden
 2336 - 126
2190 - 126
showcase_custom_image_classification_online.ipynb
in notebooks/community/gapic/custom
 2189 - 126
2179 - 125
2159 - 124
2440 - 122
2187 - 122
2339 - 120
2192 - 120
2090 - 119
2215 - 118
showcase_custom_image_classification_batch.ipynb
in notebooks/community/gapic/custom
 2254 - 113
showcase_custom_tabular_regression_online.ipynb
in notebooks/community/gapic/custom
 2121 - 112
2112 - 106
2104 - 104
showcase_custom_tabular_regression_batch.ipynb
in notebooks/community/gapic/custom
 2143 - 104
2079 - 103
2081 - 103
1839 - 98
1873 - 95
showcase_local_image_classification_online.ipynb
in notebooks/community/gapic/custom
 1737 - 95
mlops_experimentation.ipynb
in notebooks/community/ml_ops/stage2
 3284 - 94
mobile_gaming_feature_store.ipynb
in notebooks/community/feature_store/mobile_gaming
 2449 - 93
pytorch-text-classification-vertex-ai-pipelines.ipynb
in community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud
 2429 - 92
1854 - 92
mlops_formalization.ipynb
in notebooks/community/ml_ops/stage3
 3602 - 92
get_started_automl_training.ipynb
in notebooks/community/ml_ops/stage2
 2485 - 92
model_garden_reservations_spotvm.ipynb
in notebooks/community/model_garden
 1089 - 90
1635 - 90
get_started_vertex_training.ipynb
in notebooks/community/ml_ops/stage2
 1962 - 89
get_started_with_model_evaluation.ipynb
in notebooks/community/ml_ops/stage4
 2581 - 89
1436 - 89
showcase_local_tabular_regression_online.ipynb
in notebooks/community/gapic/custom
 1658 - 88
1687 - 88
showcase_automl_video_object_tracking_batch.ipynb
in notebooks/community/gapic/automl
 1772 - 88
Correlations

File Size vs. Commits (all time): 795 points

notebooks/community/model_garden/model_garden_pytorch_llama3_2_deployment.ipynb x: 44 commits (all time) y: 1626 lines of code notebooks/community/model_garden/model_garden_pytorch_qwen3_deployment.ipynb x: 3 commits (all time) y: 762 lines of code notebooks/community/model_garden/gke_model_ui_deployment_notebook_auto.ipynb x: 1 commits (all time) y: 465 lines of code notebooks/community/model_garden/model_garden_pytorch_prompt_guard_deployment.ipynb x: 25 commits (all time) y: 427 lines of code notebooks/community/model_garden/model_garden_llama_guard_deployment.ipynb x: 28 commits (all time) y: 859 lines of code notebooks/community/model_garden/model_garden_gradio_streaming_chat_completions.ipynb x: 21 commits (all time) y: 595 lines of code notebooks/community/model_garden/model_garden_jax_paligemma_deployment.ipynb x: 15 commits (all time) y: 962 lines of code notebooks/official/custom/custom-tabular-bq-managed-dataset.ipynb x: 29 commits (all time) y: 952 lines of code community-content/vertex_model_garden/model_oss/notebook_util/common_util.py x: 15 commits (all time) y: 419 lines of code notebooks/community/model_garden/model_garden_pytorch_instructpix2pix.ipynb x: 28 commits (all time) y: 357 lines of code notebooks/community/model_garden/model_garden_pytorch_hidream_i1.ipynb x: 1 commits (all time) y: 366 lines of code notebooks/community/model_garden/model_garden_advanced_features.ipynb x: 9 commits (all time) y: 1611 lines of code notebooks/community/model_garden/model_garden_deployment_tutorial.ipynb x: 7 commits (all time) y: 422 lines of code notebooks/community/model_garden/model_garden_gemma_deployment_on_vertex.ipynb x: 48 commits (all time) y: 1019 lines of code notebooks/community/model_garden/model_garden_ollama_deployment.ipynb x: 4 commits (all time) y: 449 lines of code notebooks/community/model_garden/model_garden_pytorch_deepseek_deployment.ipynb x: 26 commits (all time) y: 1244 lines of code notebooks/community/model_garden/model_garden_pytorch_llama3_1_agent_engine.ipynb x: 8 commits (all time) y: 1301 lines of code notebooks/community/model_garden/model_garden_pytorch_llama3_1_deployment.ipynb x: 62 commits (all time) y: 1688 lines of code notebooks/community/model_garden/model_garden_pytorch_llama3_1_reasoning_engine.ipynb x: 11 commits (all time) y: 1300 lines of code notebooks/community/model_garden/model_garden_pytorch_llama3_3_deployment.ipynb x: 17 commits (all time) y: 701 lines of code notebooks/community/model_garden/model_garden_pytorch_llama3_deployment.ipynb x: 43 commits (all time) y: 653 lines of code notebooks/community/model_garden/model_garden_pytorch_llama4_deployment.ipynb x: 3 commits (all time) y: 743 lines of code notebooks/community/model_garden/model_garden_pytorch_mixtral_deployment.ipynb x: 41 commits (all time) y: 843 lines of code notebooks/community/model_garden/model_garden_pytorch_dolly_v2.ipynb x: 12 commits (all time) y: 612 lines of code notebooks/community/model_garden/model_garden_pytorch_vit_gpt2_image_captioning.ipynb x: 17 commits (all time) y: 401 lines of code notebooks/official/generative_ai/qodo_intro.ipynb x: 1 commits (all time) y: 984 lines of code notebooks/community/model_garden/model_garden_pytorch_sam.ipynb x: 17 commits (all time) y: 395 lines of code notebooks/community/model_garden/model_garden_pytorch_clip.ipynb x: 17 commits (all time) y: 313 lines of code notebooks/community/model_garden/model_garden_pytorch_codellama.ipynb x: 32 commits (all time) y: 571 lines of code notebooks/community/model_garden/model_garden_pytorch_blip_image_captioning.ipynb x: 17 commits (all time) y: 350 lines of code notebooks/community/model_garden/model_garden_huggingface_tei_deployment.ipynb x: 15 commits (all time) y: 379 lines of code notebooks/community/model_garden/model_garden_hf_paligemma2_deployment.ipynb x: 9 commits (all time) y: 492 lines of code notebooks/community/vision/image_warehouse_sdk.ipynb x: 3 commits (all time) y: 1115 lines of code community-content/vertex_model_garden/model_oss/notebook_util/dataset_validation_util.py x: 5 commits (all time) y: 323 lines of code community-content/vertex_model_garden/model_oss/peft/train/util/cluster_spec.py x: 1 commits (all time) y: 44 lines of code community-content/vertex_model_garden/model_oss/peft/train/util/common_util.py x: 1 commits (all time) y: 12 lines of code community-content/vertex_model_garden/model_oss/peft/train/util/dataset_stats.py x: 1 commits (all time) y: 152 lines of code community-content/vertex_model_garden/model_oss/peft/train/util/device_stats.py x: 1 commits (all time) y: 88 lines of code community-content/vertex_model_garden/model_oss/peft/train/vmg/callbacks.py x: 3 commits (all time) y: 103 lines of code community-content/vertex_model_garden/model_oss/peft/train/vmg/eval_lib.py x: 3 commits (all time) y: 163 lines of code community-content/vertex_model_garden/model_oss/peft/train/vmg/instruct_lora.py x: 3 commits (all time) y: 722 lines of code community-content/vertex_model_garden/model_oss/peft/train/vmg/merge_causal_language_model_lora.py x: 3 commits (all time) y: 83 lines of code community-content/vertex_model_garden/model_oss/peft/train/vmg/train_entrypoint.py x: 3 commits (all time) y: 210 lines of code community-content/vertex_model_garden/model_oss/peft/train/vmg/utils.py x: 3 commits (all time) y: 261 lines of code community-content/vertex_model_garden/model_oss/util/fileutils.py x: 5 commits (all time) y: 252 lines of code community-content/vertex_model_garden/model_oss/util/gcs_syncer.py x: 1 commits (all time) y: 98 lines of code notebooks/community/model_garden/model_garden_pytorch_llama2_deployment.ipynb x: 12 commits (all time) y: 594 lines of code notebooks/community/model_garden/model_garden_openai_api_llama4.ipynb x: 3 commits (all time) y: 1062 lines of code notebooks/community/model_garden/model_garden_pytorch_mistral_deployment.ipynb x: 34 commits (all time) y: 581 lines of code notebooks/community/model_garden/model_garden_pytorch_flux.ipynb x: 21 commits (all time) y: 392 lines of code notebooks/community/model_garden/model_garden_pytorch_llama3_1_qwen2_5_deployment_tpu.ipynb x: 5 commits (all time) y: 516 lines of code notebooks/community/model_garden/gke_model_ui_deployment_notebook.ipynb x: 3 commits (all time) y: 862 lines of code notebooks/community/model_garden/model_garden_codegemma_deployment_on_vertex.ipynb x: 39 commits (all time) y: 832 lines of code notebooks/community/model_garden/model_garden_huggingface_pytorch_inference_deployment.ipynb x: 15 commits (all time) y: 357 lines of code notebooks/community/model_garden/model_garden_phi3_deployment.ipynb x: 35 commits (all time) y: 902 lines of code notebooks/community/model_garden/model_garden_phi4_deployment.ipynb x: 8 commits (all time) y: 789 lines of code notebooks/community/model_garden/model_garden_pytorch_llama3_finetuning.ipynb x: 40 commits (all time) y: 855 lines of code notebooks/community/model_garden/model_garden_pytorch_qwq_deployment.ipynb x: 5 commits (all time) y: 534 lines of code notebooks/community/model_garden/model_garden_timesfm_deployment_on_vertex.ipynb x: 13 commits (all time) y: 997 lines of code notebooks/community/model_garden/model_garden_pytorch_instant_id.ipynb x: 18 commits (all time) y: 563 lines of code notebooks/official/generative_ai/ai21labs_intro.ipynb x: 4 commits (all time) y: 831 lines of code notebooks/official/generative_ai/cambai_intro.ipynb x: 1 commits (all time) y: 815 lines of code notebooks/community/model_garden/model_garden_weather_prediction_on_vertex.ipynb x: 4 commits (all time) y: 557 lines of code notebooks/community/model_garden/model_garden_pytorch_biomedclip.ipynb x: 18 commits (all time) y: 408 lines of code notebooks/community/model_garden/model_garden_pytorch_llava.ipynb x: 18 commits (all time) y: 485 lines of code notebooks/community/model_garden/model_garden_pytorch_autogluon.ipynb x: 12 commits (all time) y: 443 lines of code notebooks/community/model_garden/model_garden_pytorch_stable_diffusion_inpainting.ipynb x: 39 commits (all time) y: 334 lines of code notebooks/community/model_garden/model_garden_movinet_clip_classification.ipynb x: 12 commits (all time) y: 914 lines of code notebooks/community/model_garden/model_garden_pytorch_biogpt_serve.ipynb x: 15 commits (all time) y: 437 lines of code notebooks/community/model_garden/model_garden_pytorch_owlvit.ipynb x: 24 commits (all time) y: 339 lines of code notebooks/community/model_garden/model_garden_shieldgemma2_local_inference.ipynb x: 2 commits (all time) y: 228 lines of code notebooks/community/model_garden/model_garden_keras_yolov8.ipynb x: 18 commits (all time) y: 656 lines of code notebooks/community/model_garden/model_garden_nvidia_cosmos_deployment.ipynb x: 5 commits (all time) y: 639 lines of code notebooks/community/model_garden/model_garden_pytorch_csm_deployment.ipynb x: 2 commits (all time) y: 353 lines of code notebooks/community/model_garden/model_garden_pytorch_flux_gradio.ipynb x: 12 commits (all time) y: 466 lines of code notebooks/community/model_garden/model_garden_pytorch_sd_2_1_deployment.ipynb x: 25 commits (all time) y: 548 lines of code notebooks/community/model_garden/model_garden_pytorch_sd_2_1_finetuning_dreambooth.ipynb x: 21 commits (all time) y: 550 lines of code notebooks/community/model_garden/model_garden_pytorch_stable_diffusion_xl_lightning.ipynb x: 24 commits (all time) y: 437 lines of code notebooks/community/model_garden/model_garden_tfvision_image_classification.ipynb x: 37 commits (all time) y: 927 lines of code notebooks/community/model_garden/model_garden_xdit_cogvideox_2b.ipynb x: 3 commits (all time) y: 380 lines of code notebooks/community/model_garden/model_garden_pytorch_sd_xl_finetuning_dreambooth_lora.ipynb x: 17 commits (all time) y: 577 lines of code notebooks/community/model_garden/model_garden_gemma_evaluation.ipynb x: 13 commits (all time) y: 406 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File Size vs. Contributors (all time): 795 points

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File Size vs. Commits (30 days): 69 points

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  25th percentile: 361.5
  median: 571.0
  75th percentile: 860.5
  max: 1688.0
0 6.0
commits (30d)
min: 1.0 | average: 1.46 | 25th percentile: 1.0 | median: 1.0 | 75th percentile: 2.0 | max: 6.0

File Size vs. Contributors (30 days): 69 points

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  average: 632.13
  25th percentile: 361.5
  median: 571.0
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  max: 1688.0
0 2.0
contributors (30d)
min: 1.0 | average: 1.01 | 25th percentile: 1.0 | median: 1.0 | 75th percentile: 1.0 | max: 2.0

File Size vs. Commits (90 days): 136 points

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  25th percentile: 368.0
  median: 525.5
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  max: 1688.0
0 26.0
commits (90d)
min: 1.0 | average: 3.18 | 25th percentile: 1.0 | median: 2.0 | 75th percentile: 4.0 | max: 26.0

File Size vs. Contributors (90 days): 136 points

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