aws / amazon-sagemaker-examples
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 6 files with 639 lines of code.
    • 0 files changed more than 100 times (0 lines of code)
    • 0 files changed 51-100 times (0 lines of code)
    • 0 files changed 21-50 times (0 lines of code)
    • 1 file changed 6-20 times (20 lines of code)
    • 5 files changed 1-5 times (619 lines of code)
0% | 0% | 0% | 3% | 96%
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 6 files with 639 lines of code.
    • 0 files changed by more than 25 contributors (0 lines of code)
    • 0 files changed by 11-25 contributors (0 lines of code)
    • 1 file changed by 6-10 contributors (20 lines of code)
    • 5 files changed by 2-5 contributors (619 lines of code)
    • 0 files changed by 1 contributor (0 lines of code)
0% | 0% | 3% | 96% | 0%
Legend:
26+
11-25
6-10
2-5
1

explore: grouped by folders | grouped by contributors count | data
File Change Frequency per File Extension
py, ipynb, txt, md, sh, json, yaml, html, rst, java, gitignore, jsonl, r, in, cfg, properties, svg, css, ini, xml, org, dockerignore, bat, proto, jq, js, c, toml
File Change Frequency per Extension
The number of recorded file updates
101+
51-100
21-50
6-20
1-5
py0% | 0% | 0% | 100% | 0%
js0% | 0% | 0% | 0% | 100%
html0% | 0% | 0% | 0% | 100%
css0% | 0% | 0% | 0% | 100%
ipynb0% | 0% | 0% | 0% | 0%
proto0% | 0% | 0% | 0% | 0%
yaml0% | 0% | 0% | 0% | 0%
jsonl0% | 0% | 0% | 0% | 0%
jq0% | 0% | 0% | 0% | 0%
java0% | 0% | 0% | 0% | 0%
cfg0% | 0% | 0% | 0% | 0%
org0% | 0% | 0% | 0% | 0%
in0% | 0% | 0% | 0% | 0%
c0% | 0% | 0% | 0% | 0%
toml0% | 0% | 0% | 0% | 0%
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
ROOT0% | 0% | 0% | 100% | 0%
_static0% | 0% | 0% | 0% | 100%
_templates0% | 0% | 0% | 0% | 100%
Most Frequently Changed Files (Top 50)

See data for all files...

File# lines# unitscreatedlast modified# changes
(days)		# contributorsfirst
contributor		latest
contributor
conf.py
in root
 20 - 2020-11-13 2023-05-10 11 6 markhama@amazon.com 95724753+atqy@users.noreply...
512 30 2022-08-17 2024-08-06 3 2 95724753+atqy@users.noreply... jsmul@amazon.com
searchbox.html
in _templates
 13 - 2022-08-31 2024-08-06 2 2 95724753+atqy@users.noreply... jsmul@amazon.com
pagination.css
in _static
 14 - 2022-08-17 2024-08-06 2 2 95724753+atqy@users.noreply... jsmul@amazon.com
27 - 2022-08-17 2024-08-06 2 2 95724753+atqy@users.noreply... jsmul@amazon.com
search.html
in _templates
 53 - 2022-08-17 2024-08-06 2 2 95724753+atqy@users.noreply... jsmul@amazon.com
__init__.py
in responsible_ai/sm-clarify_text_explainability_text_sentiment_analysis/code
 1 -
__init__.py
in archived/roberta_traced_triton/utils
 1 -
__init__.py
in archived/keras_bring_your_own/trainer
 1 -
__init__.py
in archived/llm_monitor_byoc/src/components
 1 -
__init__.py
in archived/onnx-roberta-backend/utils
 1 -
__init__.py
in archived/autogluon-sagemaker-pipeline/pipelines/abalone
 1 -
__init__.py
in archived/autogluon-sagemaker-pipeline/pipelines
 1 -
__init__.py
in archived/rl_stock_trading_coach_customEnv
 1 -
__init__.py
in archived/multi_modal_parallel_sagemaker_labeling_workflows_with_step_functions/src
 1 -
__init__.py
in archived/multi_modal_parallel_sagemaker_labeling_workflows_with_step_functions/src/lambda_src/step_functions_batch_error
 1 -
__init__.py
in archived/multi_modal_parallel_sagemaker_labeling_workflows_with_step_functions/src/lambda_src/step_functions_copy_logs_and_send_batch_completed
 1 -
__init__.py
in archived/multi_modal_parallel_sagemaker_labeling_workflows_with_step_functions/src/lambda_src/shared
 1 -
__init__.py
in archived/multi_modal_parallel_sagemaker_labeling_workflows_with_step_functions/src/lambda_src/api_workforce_show
 1 -
__init__.py
in archived/multi_modal_parallel_sagemaker_labeling_workflows_with_step_functions/src/lambda_src/api_batch_create
 1 -
__init__.py
in archived/multi_modal_parallel_sagemaker_labeling_workflows_with_step_functions/src/lambda_src/step_functions_transformation
 1 -
__init__.py
in archived/multi_modal_parallel_sagemaker_labeling_workflows_with_step_functions/src/lambda_src/step_functions_wait_for_metadata_supply
 1 -
__init__.py
in archived/multi_modal_parallel_sagemaker_labeling_workflows_with_step_functions/src/lambda_src/step_functions_wait_batch_completion
 1 -
__init__.py
in archived/multi_modal_parallel_sagemaker_labeling_workflows_with_step_functions/src/lambda_src/api_batch_show
 1 -
__init__.py
in archived/multi_modal_parallel_sagemaker_labeling_workflows_with_step_functions/src/lambda_src/step_functions_trigger_labeling_job
 1 -
__init__.py
in archived/multi_modal_parallel_sagemaker_labeling_workflows_with_step_functions/src/lambda_src/step_functions_send_second_level_sns_and_check_response
 1 -
__init__.py
in archived/multi_modal_parallel_sagemaker_labeling_workflows_with_step_functions/src/lambda_src/labeling_job_state_change
 1 -
__init__.py
in archived/multi_modal_parallel_sagemaker_labeling_workflows_with_step_functions/src/lambda_src/api_batch_metadata_post
 1 -
__init__.py
in archived/multi_modal_parallel_sagemaker_labeling_workflows_with_step_functions/src/lambda_src
 1 -
__init__.py
in archived/sagemaker-script-mode/my_custom_library
 1 -
__init__.py
in archived/deep_demand_forecasting/lstnet
 1 -
in
requirements.in
in archived/identify_key_insights_from_textual_document/containers/entity_recognition
 1 -
__init__.py
in archived/fraud_detection_using_graph_neural_networks/sagemaker_graph_fraud_detection/dgl_fraud_detection
 1 -
__init__.py
in archived/fraud_detection_using_graph_neural_networks/sagemaker_graph_fraud_detection/dgl_fraud_detection/model
 1 -
__init__.py
in archived/fraud_detection_using_graph_neural_networks/sagemaker_graph_fraud_detection
 1 -
__init__.py
in archived/sagemaker-pipeline-multi-model/sagemaker-pipeline/pipelines/restate
 1 -
__init__.py
in archived/sagemaker-pipeline-multi-model/sagemaker-pipeline/pipelines
 1 -
__init__.py
in archived/credit_card_fraud_detector/src/package
 1 -
entry.py
in archived/tensorflow_serving_using_elastic_inference_with_your_own_model
 1 -
__init__.py
in archived/inference-benchmarking/benchmarking
 1 -
__init__.py
in archived/framework-container/package/src/custom_framework_training
 1 -
__init__.py
in archived/rl_gamerserver_ray/common/sagemaker_rl
 1 -
__init__.py
in archived/rl_gamerserver_ray/common/sagemaker_rl/orchestrator
 1 -
__init__.py
in archived/nas_for_llm_with_amt/mask
 1 -
__init__.py
in deploy_and_monitor/sm-app_autoscaling_realtime_endpoints/utils
 1 -
__init__.py
in deploy_and_monitor/sm-app_autoscaling_realtime_endpoints_step_scaling/utils
 1 -
__init__.py
in deploy_and_monitor/sm-model_monitor_byoc_llm_monitor/src/utils
 1 -
__init__.py
in deploy_and_monitor/sm-model_monitor_byoc_llm_monitor/src/components
 1 -
__init__.py
in deploy_and_monitor/sm-app_autoscaling_realtime_endpoints_inference_components/utils
 1 -
__init__.py
in build_and_train_models/sm-distributed_model_parallel_v2/shared-scripts/data
 1 -
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
conf.py
in root
 20 - 2020-11-13 2023-05-10 11 6 markhama@amazon.com 95724753+atqy@users.noreply...
512 30 2022-08-17 2024-08-06 3 2 95724753+atqy@users.noreply... jsmul@amazon.com
pagination.css
in _static
 14 - 2022-08-17 2024-08-06 2 2 95724753+atqy@users.noreply... jsmul@amazon.com
27 - 2022-08-17 2024-08-06 2 2 95724753+atqy@users.noreply... jsmul@amazon.com
searchbox.html
in _templates
 13 - 2022-08-31 2024-08-06 2 2 95724753+atqy@users.noreply... jsmul@amazon.com
search.html
in _templates
 53 - 2022-08-17 2024-08-06 2 2 95724753+atqy@users.noreply... jsmul@amazon.com
1662 -
custom_script.py
in build_and_train_models/sm-model_trainer/basic-script-mode
 87 6
local_training_script.py
in build_and_train_models/sm-model_trainer/basic-script-mode
 88 6
pytorch_model_def.py
in build_and_train_models/sm-model_trainer/basic-script-mode
 16 3
model_trainer_overview.ipynb
in build_and_train_models/sm-model_trainer
 641 -
run_clm_no_trainer.py
in build_and_train_models/sm-model_trainer/distributed-training/scripts
 179 2
merge_peft_adapters.py
in build_and_train_models/sm-model_trainer/distributed-training/scripts
 33 2
utils.py
in build_and_train_models/sm-model_trainer/distributed-training/scripts
 63 3
sm-forecast_deepar_time_series_modeling.ipynb
in build_and_train_models/sm-forecast_deepar_time_series_modeling
 916 -
__init__.py
in build_and_train_models/sm-forecast_deepar_time_series_modeling/util
 2 -
notebook_utils.py
in build_and_train_models/sm-forecast_deepar_time_series_modeling/util
 20 3
fcst_utils.py
in build_and_train_models/sm-forecast_deepar_time_series_modeling/util
 77 4
725 -
metric_definitions.py
in build_and_train_models/sm-marketplace_building_your_own_container_as_package/src
 4 1
modelpackage_validation_specification.py
in build_and_train_models/sm-marketplace_building_your_own_container_as_package/src
 35 2
algorithm_validation_specification.py
in build_and_train_models/sm-marketplace_building_your_own_container_as_package/src
 43 2
training_specification.py
in build_and_train_models/sm-marketplace_building_your_own_container_as_package/src
 91 3
tuning_objectives.py
in build_and_train_models/sm-marketplace_building_your_own_container_as_package/src
 4 1
inference_specification.py
in build_and_train_models/sm-marketplace_building_your_own_container_as_package/src
 59 3
training_channels.py
in build_and_train_models/sm-marketplace_building_your_own_container_as_package/src
 19 2
validation_specification.py
in build_and_train_models/sm-marketplace_building_your_own_container_as_package/src
 43 2
predictor.py
in build_and_train_models/sm-marketplace_building_your_own_container_as_package/container/decision_trees
 47 4
wsgi.py
in build_and_train_models/sm-marketplace_building_your_own_container_as_package/container/decision_trees
 2 -
sm-marketplace_building_your_own_container_as_package.ipynb
in build_and_train_models/sm-marketplace_building_your_own_container_as_package
 1436 -
sm-deepar_example.ipynb
in build_and_train_models
 1303 -
train.py
in build_and_train_models/sm-training_compliler_single_node_single_gpu_bert/scripts
 73 1
530 -
proto
dataset_feed.proto
in build_and_train_models/sm-heterogeneous_clusters_for_model_training/code
 11 -
train.py
in build_and_train_models/sm-heterogeneous_clusters_for_model_training/code
 114 8
train_data.py
in build_and_train_models/sm-heterogeneous_clusters_for_model_training/code
 134 12
launcher.py
in build_and_train_models/sm-heterogeneous_clusters_for_model_training/code
 69 7
train_dnn.py
in build_and_train_models/sm-heterogeneous_clusters_for_model_training/code
 136 9
dataset_feed_pb2_grpc.py
in build_and_train_models/sm-heterogeneous_clusters_for_model_training/code
 72 6
sm-fsdp-ep-fp8_train_mixtral.ipynb
in build_and_train_models/sm-distributed_model_parallel_v2/mixtral
 1056 -
sm-fsdp-ep_train_mixtral.ipynb
in build_and_train_models/sm-distributed_model_parallel_v2/mixtral
 1034 -
sm-fsdp-tp-fp8_train_llama_v3d1.ipynb
in build_and_train_models/sm-distributed_model_parallel_v2/llama_v3d1
 1013 -
sm-fsdp-tp_finetuning_llama_v3d1.ipynb
in build_and_train_models/sm-distributed_model_parallel_v2/llama_v3d1
 992 -
gpt_dataset.py
in build_and_train_models/sm-distributed_model_parallel_v2/shared-scripts/data/dataset
 57 5
__init__.py
in build_and_train_models/sm-distributed_model_parallel_v2/shared-scripts/data/dataset
 1 -
dummy_dataset.py
in build_and_train_models/sm-distributed_model_parallel_v2/shared-scripts/data/dataset
 15 3
gpt_data_pipeline.py
in build_and_train_models/sm-distributed_model_parallel_v2/shared-scripts/data/pipelines
 145 8
__init__.py
in build_and_train_models/sm-distributed_model_parallel_v2/shared-scripts/data/pipelines
 44 1
data_pipeline.py
in build_and_train_models/sm-distributed_model_parallel_v2/shared-scripts/data/pipelines
 78 6
dummy_data_pipeline.py
in build_and_train_models/sm-distributed_model_parallel_v2/shared-scripts/data/pipelines
 29 3
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
4205 -
xgboost_customer_churn_studio.ipynb
in archived/getting_started
 3904 -
3701 -
sm-pipelines_preprocess_train_evaluate_batch_transform.ipynb
in ml_ops/sm-pipelines_preprocess_train_evaluate_batch_transform
 3521 -
huggingface_sentiment_outputs.ipynb
in archived/huggingface_sentiment_classification
 3518 -
deep_demand_forecast.ipynb
in archived/deep_demand_forecasting
 3203 -
sm-finetuning_huggingface_with_your_own_scripts_and_data.ipynb
in generative_ai/sm-finetuning_huggingface_with_your_own_scripts_and_data
 3070 -
sagemaker-huggingface-tgi-hosting-examples.ipynb
in archived/sagemaker-huggingface-tgi-hosting-examples
 2888 -
huggingface-large-model-inference-santacoder.ipynb
in archived/huggingface-large-model-inference-santacoder
 2573 -
sm-model_monitor_introduction.ipynb
in deploy_and_monitor/sm-model_monitor_introduction
 2443 -
1_object_detection_preprocessing.ipynb
in archived/object_detection_with_tensorflow_and_tfrecords
 2365 -
sentiment-analysis-tf-distributed-training-bringyourownscript.ipynb
in archived/sagemaker-debugger/tensorflow_nlp_sentiment_analysis
 2267 -
churn_prediction_multimodality_of_text_and_tabular.ipynb
in archived/churn_prediction_multimodality_of_text_and_tabular
 2217 -
sm-hyperparameter_tuning_pytorch.ipynb
in build_and_train_models/sm-hyperparameter_tuning_pytorch
 2195 -
tensorflow2-california-housing-sagemaker-pipelines-deploy-endpoint.ipynb
in archived/tensorflow2-california-housing-sagemaker-pipelines-deploy-endpoint
 2179 -
sm-pipelines_selective_execution.ipynb
in ml_ops/sm-pipelines_selective_execution
 2177 -
credit_risk_explainability_inference_pipelines.ipynb
in archived/clarify-explainability-inference-pipelines
 2122 -
hpo_huggingface_text_classification_20_newsgroups.ipynb
in archived/huggingface_multiclass_text_classification_20_newsgroups
 2120 -
sm-ground_truth_object_detection_example.ipynb
in prepare_data/sm-ground_truth_object_detection_example
 2114 -
sm-pipelines_callback_step.ipynb
in ml_ops/sm-pipelines_callback_step
 2081 -
sm-pipelines_lambda_step.ipynb
in ml_ops/sm-pipelines_lambda_step
 2047 -
2028 -
2025 -
sm-object_detection_birds.ipynb
in build_and_train_models/sm-object_detection_birds
 1993 -
1991 -
sm-serverless_inference_huggingface_text_classification.ipynb
in deploy_and_monitor/sm-serverless_inference_huggingface_text_classification
 1982 -
fraud_detection_using_deep_graph_neural_networks.ipynb
in archived/fraud_detection_using_graph_neural_networks
 1971 -
huggingface_sentiment_parallel_batch.ipynb
in archived/sentiment_parallel_batch
 1967 -
1964 -
1_cust_churn_dataprep.ipynb
in archived/customer_churn
 1939 -
document_question_answering.ipynb
in archived/identify_key_insights_from_textual_document
 1930 -
1924 -
sm-model_monitor_bias_and_explainability_monitoring.ipynb
in deploy_and_monitor/sm-model_monitor_bias_and_explainability_monitoring
 1903 -
linear_learner_multi_model_endpoint_inf_pipeline.ipynb
in archived/multi_model_linear_learner_home_value
 1902 -
document_entity_recognition.ipynb
in archived/identify_key_insights_from_textual_document
 1896 -
pytorch_script_change_smdebug.ipynb
in archived/sagemaker-debugger/pytorch_model_debugging
 1878 -
geospatial_pipeline_processing.ipynb
in archived/geospatial/geospatial_pipeline_processing
 1874 -
1863 -
end_to_end_pipeline.ipynb
in archived/end_to_end_music_recommendation
 1832 -
1826 -
sm-clarify_object_detection.ipynb
in responsible_ai/sm-clarify_object_detection
 1824 -
sm-introduction_to_object2vec_sentence_similarity.ipynb
in build_and_train_models/sm-introduction_to_object2vec_sentence_similarity
 1813 -
1801 -
1783 -
1761 -
huggingface-inference-recommender.ipynb
in archived/huggingface-inference-recommender
 1749 -
sm-jumpstart_private_model_hub_import_llama3-8B.ipynb
in build_and_train_models/sm-jumpstart_private_model_hub_import
 1740 -
1718 -
albert-base-v2.ipynb
in archived/albert-base-v2
 1717 -
autopilot-models-serverless-inference.ipynb
in archived/autopilot-serverless-inference
 1694 -
Correlations

File Size vs. Number of Changes: 6 points

_static/kendrasearchtools.js x: 512 lines of code y: 3 # changes _static/pagination.css x: 14 lines of code y: 2 # changes _static/search_accessories.css x: 27 lines of code y: 2 # changes _templates/search.html x: 53 lines of code y: 2 # changes _templates/searchbox.html x: 13 lines of code y: 2 # changes conf.py x: 20 lines of code y: 11 # changes
11.0
# changes
  min: 2.0
  average: 3.67
  25th percentile: 2.0
  median: 2.0
  75th percentile: 5.0
  max: 11.0
0 512.0
lines of code
min: 13.0 | average: 106.5 | 25th percentile: 13.75 | median: 23.5 | 75th percentile: 167.75 | max: 512.0

Number of Contributors vs. Number of Changes: 6 points

_static/kendrasearchtools.js x: 2 # contributors y: 3 # changes _static/pagination.css x: 2 # contributors y: 2 # changes conf.py x: 6 # contributors y: 11 # changes
11.0
# changes
  min: 2.0
  average: 3.67
  25th percentile: 2.0
  median: 2.0
  75th percentile: 5.0
  max: 11.0
0 6.0
# contributors
min: 2.0 | average: 2.67 | 25th percentile: 2.0 | median: 2.0 | 75th percentile: 3.0 | max: 6.0

Number of Contributors vs. File Size: 6 points

_static/kendrasearchtools.js x: 2 # contributors y: 512 lines of code _static/pagination.css x: 2 # contributors y: 14 lines of code _static/search_accessories.css x: 2 # contributors y: 27 lines of code _templates/search.html x: 2 # contributors y: 53 lines of code conf.py x: 6 # contributors y: 20 lines of code
512.0
lines of code
  min: 13.0
  average: 106.5
  25th percentile: 13.75
  median: 23.5
  75th percentile: 167.75
  max: 512.0
0 6.0
# contributors
min: 2.0 | average: 2.67 | 25th percentile: 2.0 | median: 2.0 | 75th percentile: 3.0 | max: 6.0