azure / azureml-assets
File Size

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

Intro
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File Size Overall
<1% | 15% | 26% | 24% | 32%
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
py1% | 11% | 36% | 24% | 25%
yaml0% | 22% | 9% | 23% | 44%
pkl0% | 0% | 100% | 0% | 0%
jsonl0% | 0% | 0% | 79% | 20%
in0% | 0% | 0% | 0% | 100%
jinja20% | 0% | 0% | 0% | 100%
File Size per Logical Decomposition
primary
1001+
501-1000
201-500
101-200
1-100
assets<1% | 14% | 26% | 24% | 32%
scripts0% | 31% | 28% | 17% | 22%
Longest Files (Top 50)
File# lines# units
finetune.py
in assets/training/finetune_acft_hf_nlp/src/finetune
 1100 26
finetune.py
in assets/training/finetune_acft_image/src/finetune
 929 3
convertors.py
in assets/training/model_management/src/azureml/model/mgmt/processors/pyfunc
 905 65
mscoco.py
in assets/aml-benchmark/scripts/data_loaders
 881 49
utils.py
in assets/training/model_evaluation/src
 853 36
config.py
in scripts/azureml-assets/azureml/assets
 790 128
validate_assets.py
in scripts/azureml-assets/azureml/assets
 784 18
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/question_answering
 625 -
run.py
in assets/model_monitoring/components/src/generation_safety_quality/annotation_compute_histogram
 617 10
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_generation
 616 -
common_components.py
in assets/responsibleai/tabular/components/src/_score_card
 601 23
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_classification
 596 -
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/summarization
 596 -
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/translation
 588 -
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_generation_singularity_standard_low
 587 -
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_generation_singularity_basic_medium
 587 -
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_generation_singularity_premium_high
 587 -
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_generation_singularity_basic_high
 587 -
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_generation_singularity_premium_low
 587 -
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_generation_singularity_standard_high
 587 -
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_generation_singularity_premium_medium
 587 -
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_generation_singularity_basic_low
 587 -
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_generation_singularity_standard_medium
 587 -
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/token_classification
 582 -
finetune_run.py
in assets/training/finetune_acft_hf_nlp/environments/acpt/context
 579 22
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/chat_completion
 577 -
generate_data.py
in assets/training/distillation/src
 562 9
_rai_insight_data.py
in assets/responsibleai/tabular/components/src/_score_card
 525 35
validate_deployments.py
in assets/large_language_models/rag/components/src
 504 13
rai_vision_insights.py
in assets/responsibleai/vision/components/src
 497 15
flow_creation.py
in assets/large_language_models/rag/components/src
 472 10
mlflow_score_script.py
in assets/inference/environments/mlflow-py312-inference/context
 465 16
mlflow_score_script.py
in assets/training/model_management/environments/mlflow-model-inference/context
 465 16
rai_component_utilities.py
in assets/responsibleai/tabular/components/src
 463 24
convertors.py
in assets/training/model_management/src/azureml/model/mgmt/processors/transformers
 458 22
main.py
in assets/aml-benchmark/components/src/aml_benchmark/batch_resource_manager
 450 8
compute_metrics.py
in assets/training/model_evaluation/src
 431 8
generate_data_preprocess.py
in assets/training/distillation/src
 429 6
model_prediction.py
in assets/training/model_evaluation/src_distributed
 425 17
inference_postprocessor.py
in assets/aml-benchmark/components/src/aml_benchmark/inference_postprocessor
 404 21
main.py
in assets/aml-benchmark/components/src/aml_benchmark/compute_performance_metrics
 393 4
rai_text_insights.py
in assets/responsibleai/text/components/src
 384 14
compute_data_quality_metrics.py
in assets/model_monitoring/components/src/data_quality_compute_metrics
 382 11
publish_utils.py
in scripts/azureml-assets/azureml/assets
 380 16
classification_components.py
in assets/responsibleai/tabular/components/src/_score_card
 379 9
spec.yaml
in assets/training/distillation/components/data_generation_batch_scoring_pipeline
 377 -
spec.yaml
in assets/training/finetune_acft_image/components/pipeline_components/hf_classification
 370 -
evaluators.py
in assets/training/model_evaluation/src/evaluators
 369 39
validate_pipeline.py
in assets/training/distillation/src
 368 23
main.py
in assets/batch_score/components/driver/src/batch_score
 362 15
Files With Most Units (Top 50)
File# lines# units
config.py
in scripts/azureml-assets/azureml/assets
 790 128
convertors.py
in assets/training/model_management/src/azureml/model/mgmt/processors/pyfunc
 905 65
mscoco.py
in assets/aml-benchmark/scripts/data_loaders
 881 49
online_endpoint.py
in assets/aml-benchmark/components/src/aml_benchmark/utils/online_endpoint
 321 44
span_tree_utils.py
in assets/model_monitoring/components/src/shared_utilities
 326 43
evaluators.py
in assets/training/model_evaluation/src/evaluators
 369 39
utils.py
in assets/training/model_evaluation/src
 853 36
_rai_insight_data.py
in assets/responsibleai/tabular/components/src/_score_card
 525 35
error_definitions.py
in assets/training/model_evaluation/src
 155 31
logger.py
in scripts/azureml-assets/azureml/assets/util
 80 29
error_definitions.py
in assets/training/model_evaluation/src_distributed
 141 28
aoai_online_endpoint.py
in assets/aml-benchmark/components/src/aml_benchmark/utils/online_endpoint
 249 28
finetune.py
in assets/training/finetune_acft_hf_nlp/src/finetune
 1100 26
utils.py
in assets/training/distillation/src/common
 313 26
oss_online_endpoint.py
in assets/aml-benchmark/components/src/aml_benchmark/utils/online_endpoint
 222 26
rai_component_utilities.py
in assets/responsibleai/tabular/components/src
 463 24
util.py
in scripts/azureml-assets/azureml/assets/util
 267 23
common_components.py
in assets/responsibleai/tabular/components/src/_score_card
 601 23
validate_pipeline.py
in assets/training/distillation/src
 368 23
finetune_run.py
in assets/training/finetune_acft_hf_nlp/environments/acpt/context
 579 22
convertors.py
in assets/training/model_management/src/azureml/model/mgmt/processors/transformers
 458 22
store_url.py
in assets/model_monitoring/components/src/shared_utilities
 336 22
result_converters.py
in assets/aml-benchmark/components/src/aml_benchmark/batch_output_formatter
 278 22
events_client.py
in assets/aml-benchmark/components/src/aml_benchmark/batch_benchmark_score/batch_score/utils
 238 22
events_client.py
in assets/batch_score/components/driver/src/batch_score/common/telemetry
 249 22
config.py
in assets/inference/environments/mlflow-py312-inference/context/mlmonitoring/config
 139 21
config.py
in assets/training/model_management/environments/mlflow-model-inference/context/mlmonitoring/config
 139 21
inference_postprocessor.py
in assets/aml-benchmark/components/src/aml_benchmark/inference_postprocessor
 404 21
events_client.py
in assets/batch_score_oss/components/driver/src/batch_score_oss/common/telemetry
 217 20
logging_utils.py
in assets/training/model_management/src/azureml/model/mgmt/utils
 198 20
vision_dataset_adapter.py
in assets/aml-benchmark/components/src/aml_benchmark/dataset_downloader
 73 20
scoring_request.py
in assets/batch_score_oss/components/driver/src/batch_score_oss/common/scoring
 107 19
detector_utils.py
in assets/model_monitoring/components/src/action_analyzer/contracts/utils
 285 19
quota_client.py
in assets/batch_score/components/driver/src/batch_score/batch_pool/quota
 325 19
registry_utils.py
in scripts/azureml-assets/azureml/assets/model
 250 18
validate_assets.py
in scripts/azureml-assets/azureml/assets
 784 18
azure_openai_client_manager.py
in assets/training/aoai/proxy_components/src/common
 121 18
common_utils.py
in assets/training/model_management/src/azureml/model/mgmt/utils
 254 18
df_utils.py
in assets/model_monitoring/components/src/shared_utilities
 167 18
scoring_request.py
in assets/batch_score/components/driver/src/batch_score/common/scoring
 101 18
auth_provider.py
in assets/batch_score_oss/components/driver/src/batch_score_oss/common/auth
 143 17
model_prediction.py
in assets/training/model_evaluation/src_distributed
 425 17
exceptions.py
in assets/common/src/utils
 131 17
prompt_factory.py
in assets/aml-benchmark/components/src/aml_benchmark/prompt_crafter/package
 288 17
auth_provider.py
in assets/batch_score/components/driver/src/batch_score/common/auth
 145 17
configuration.py
in assets/batch_score/components/driver/src/batch_score/common/configuration
 171 17
publish_utils.py
in scripts/azureml-assets/azureml/assets
 380 16
create_score_card.py
in assets/responsibleai/tabular/components/src
 255 16
conductor.py
in assets/batch_score_oss/components/driver/src/batch_score_oss/common/parallel
 231 16
mlflow_score_script.py
in assets/inference/environments/mlflow-py312-inference/context
 465 16
Files With Long Lines (Top 50)

There are 312 files with lines longer than 120 characters. In total, there are 1513 long lines.

File# lines# units# long lines
jsonl
train_annotations.jsonl
in assets/training/vision/jobs/object-detection-using-built-in-component/data/training-mltable-folder
 102 - 102
jsonl
train_annotations.jsonl
in assets/training/vision/jobs/object-detection-using-built-in-component/resources/training-mltable-folder
 102 - 102
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/question_answering
 625 - 48
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_classification
 596 - 44
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/summarization
 596 - 44
pkl
index.pkl
in assets/promptflow/data/faiss-index-lookup/faiss_index_sample
 280 - 44
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/translation
 588 - 43
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/chat_completion
 577 - 42
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/token_classification
 582 - 41
spec.yaml
in assets/training/finetune_acft_image/components/pipeline_components/hf_classification
 370 - 30
spec.yaml
in assets/training/finetune_acft_image/components/pipeline_components/mmd_od_is
 328 - 30
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_generation
 616 - 27
jsonl
validation_annotations.jsonl
in assets/training/vision/jobs/object-detection-using-built-in-component/data/validation-mltable-folder
 26 - 26
jsonl
validation_annotations.jsonl
in assets/training/vision/jobs/object-detection-using-built-in-component/resources/validation-mltable-folder
 26 - 26
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_generation_singularity_standard_low
 587 - 25
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_generation_singularity_basic_medium
 587 - 25
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_generation_singularity_premium_high
 587 - 25
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_generation_singularity_basic_high
 587 - 25
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_generation_singularity_premium_low
 587 - 25
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_generation_singularity_standard_high
 587 - 25
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_generation_singularity_premium_medium
 587 - 25
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_generation_singularity_basic_low
 587 - 25
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/pipeline_components/text_generation_singularity_standard_medium
 587 - 25
spec.yaml
in assets/training/finetune_acft_hf_nlp/components_v2/finetune/text_generation
 347 - 17
spec.yaml
in assets/training/distillation/components/data_generation_batch_scoring_pipeline
 377 - 16
spec.yaml
in assets/training/finetune_acft_hf_nlp/components_v2/finetune/chat_completion
 347 - 14
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/validation/common
 181 - 14
model_prediction.py
in assets/training/model_evaluation/src_distributed
 425 17 14
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/preprocess/translation
 81 - 13
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/preprocess/text_classification
 92 - 11
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/preprocess/token_classification
 73 - 10
spec.yaml
in assets/training/model_management/components/import_model
 294 - 10
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/preprocess/text_generation
 82 - 9
spec.yaml
in assets/training/model_management/components/validation_trigger_import
 157 - 9
spec.yaml
in assets/large_language_models/rag/components/crack_and_chunk_and_embed
 99 - 9
prompt.yaml
in assets/large_language_models/prompts/personalized_marketing/prompt
 48 - 8
spec.yaml
in assets/large_language_models/rag/components/crack_chunk_embed_index_and_register
 85 - 8
spec.yaml
in assets/training/distillation/components/data_generation_seq_scoring_pipeline
 213 - 7
prompt.yaml
in assets/large_language_models/prompts/GPTV/apple_cycle_analyst/prompt
 25 - 6
prompt.yaml
in assets/large_language_models/prompts/product_description_and_content_creation/prompt
 20 - 6
spec.yaml
in assets/training/finetune_acft_hf_nlp/components_v2/pipeline_components/text_generation
 207 - 5
run.py
in assets/model_monitoring/components/src/action_analyzer/action_analyzer_correlation_test
 124 7 5
store_url.py
in assets/model_monitoring/components/src/shared_utilities
 336 22 5
spec.yaml
in assets/large_language_models/rag/components/crack_and_chunk
 84 - 5
validate_assets.py
in scripts/azureml-assets/azureml/assets
 784 18 4
spec.yaml
in assets/training/forecasting_demand/automl-hts-inference/components/automl_hts_inference_setup
 83 - 4
spec.yaml
in assets/training/forecasting_demand/automl-hts-inference/components/automl_hts_inference
 136 - 4
spec.yaml
in assets/training/forecasting_demand/automl-many_models-inference/components/automl_many_model_inferencing
 160 - 4
spec.yaml
in assets/training/finetune_acft_hf_nlp/components_v2/pipeline_components/chat_completion
 184 - 4
spec.yaml
in assets/training/finetune_acft_hf_nlp/components/model_import/translation
 38 - 4
Correlations

File Size vs. Commits (all time): 2305 points

assets/models/system/DeepSeek-R1-Distill-Qwen-1.5B-cuda-gpu/spec.yaml x: 2 commits (all time) y: 25 lines of code assets/models/system/Mistral-7B-Instruct-v0-2-cuda-gpu/asset.yaml x: 1 commits (all time) y: 4 lines of code assets/models/system/Mistral-7B-Instruct-v0-2-cuda-gpu/model.yaml x: 1 commits (all time) y: 8 lines of code assets/models/system/Mistral-7B-Instruct-v0-2-cuda-gpu/spec.yaml x: 1 commits (all time) y: 25 lines of code assets/model_monitoring/components/data_drift/data_drift_compute_metrics/spec.yaml x: 53 commits (all time) y: 5 lines of code assets/model_monitoring/components/data_quality/data_quality_compute_metrics/spec.yaml x: 53 commits (all time) y: 69 lines of code assets/model_monitoring/components/data_quality/data_quality_metrics_joiner/spec.yaml x: 44 commits (all time) y: 55 lines of code assets/model_monitoring/components/data_quality/data_quality_statistics/spec.yaml x: 48 commits (all time) y: 53 lines of code assets/model_monitoring/components/feature_attribution_drift/feature_attribution_drift_compute_metrics/spec.yaml x: 49 commits (all time) y: 53 lines of code assets/model_monitoring/components/feature_attribution_drift/feature_importance_metrics/spec.yaml x: 56 commits (all time) y: 61 lines of code assets/model_monitoring/components/genai_token_statistics/genai_token_statistics_compute_metrics/spec.yaml x: 36 commits (all time) y: 53 lines of code assets/model_monitoring/components/generation_safety_quality/annotation_compute_histogram/spec.yaml x: 74 commits (all time) y: 5 lines of code assets/model_monitoring/components/generation_safety_quality/input_schema_adaptor/spec.yaml x: 42 commits (all time) y: 46 lines of code assets/model_monitoring/components/model_monitor/genai_mdc_preprocessor/spec.yaml x: 50 commits (all time) y: 59 lines of code assets/model_monitoring/components/model_monitor/model_data_collector_preprocessor/spec.yaml x: 67 commits (all time) y: 55 lines of code assets/model_monitoring/components/model_monitor/model_monitor_azmon_metric_publisher/spec.yaml x: 43 commits (all time) y: 59 lines of code assets/model_monitoring/components/model_monitor/model_monitor_compute_histogram/spec.yaml x: 47 commits (all time) y: 57 lines of code assets/model_monitoring/components/model_monitor/model_monitor_compute_histogram_buckets/spec.yaml x: 48 commits (all time) y: 58 lines of code assets/model_monitoring/components/model_monitor/model_monitor_create_manifest/spec.yaml x: 43 commits (all time) y: 80 lines of code assets/model_monitoring/components/model_monitor/model_monitor_evaluate_metrics_threshold/spec.yaml x: 52 commits (all time) y: 45 lines of code assets/model_monitoring/components/model_monitor/model_monitor_feature_selector/spec.yaml x: 52 commits (all time) y: 61 lines of code assets/model_monitoring/components/model_monitor/model_monitor_metric_outputter/spec.yaml x: 51 commits (all time) y: 56 lines of code assets/model_monitoring/components/model_monitor/model_monitor_output_metrics/spec.yaml x: 54 commits (all time) y: 72 lines of code assets/model_monitoring/components/model_monitor_action_analyzer/action_analyzer_correlation_test/spec.yaml x: 34 commits (all time) y: 44 lines of code assets/model_monitoring/components/model_monitor_action_analyzer/action_analyzer_identify_problem_traffic/spec.yaml x: 40 commits (all time) y: 73 lines of code assets/model_monitoring/components/model_monitor_action_analyzer/action_analyzer_output_actions/spec.yaml x: 40 commits (all time) y: 55 lines of code assets/model_monitoring/components/model_monitor_action_analyzer/model_monitor_action_detector/spec.yaml x: 22 commits (all time) y: 77 lines of code assets/model_monitoring/components/model_performance/model_performance_compute_metrics/spec.yaml x: 51 commits (all time) y: 84 lines of code assets/model_monitoring/components/src/model_monitor_output_metrics/entities/signals/data_quality_signal.py x: 9 commits (all time) y: 114 lines of code scripts/azureml-assets/azureml/assets/validate_assets.py x: 56 commits (all time) y: 784 lines of code scripts/azureml-assets/setup.py x: 148 commits (all time) y: 34 lines of code assets/responsibleai/tabular/components/causal/spec.yaml x: 24 commits (all time) y: 74 lines of code assets/responsibleai/tabular/components/counterfactual/spec.yaml x: 22 commits (all time) y: 47 lines of code assets/responsibleai/tabular/components/error_analysis/spec.yaml x: 22 commits (all time) y: 34 lines of code assets/responsibleai/tabular/components/explanation/spec.yaml x: 22 commits (all time) y: 21 lines of code assets/responsibleai/tabular/components/insight_create/spec.yaml x: 24 commits (all time) y: 63 lines of code assets/responsibleai/tabular/components/insight_gather/spec.yaml x: 22 commits (all time) y: 37 lines of code assets/responsibleai/tabular/components/score_card/spec.yaml x: 22 commits (all time) y: 25 lines of code assets/responsibleai/text/components/rai_text_insights/spec.yaml x: 24 commits (all time) y: 92 lines of code assets/training/finetune_acft_hf_nlp/components/model_converter/common/spec.yaml x: 68 commits (all time) y: 26 lines of code assets/training/finetune_acft_hf_nlp/components/model_import/chat_completion/spec.yaml x: 35 commits (all time) y: 38 lines of code assets/training/finetune_acft_hf_nlp/components/model_import/question_answering/spec.yaml x: 80 commits (all time) y: 38 lines of code assets/training/finetune_acft_hf_nlp/components/model_import/text_classification/spec.yaml x: 85 commits (all time) y: 38 lines of code assets/training/finetune_acft_hf_nlp/components/model_import/text_generation/spec.yaml x: 71 commits (all time) y: 43 lines of code assets/training/finetune_acft_hf_nlp/components/pipeline_components/chat_completion/spec.yaml x: 37 commits (all time) y: 577 lines of code 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File Size vs. Contributors (30 days): 305 points

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File Size vs. Commits (90 days): 578 points

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