tensorflow / model-analysis
Unit Size

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

Intro
  • Unit size measurements show the distribution of size of units of code (methods, functions...).
  • Units are classified in four categories based on their size (lines of code): 1-20 (small units), 20-50 (medium size units), 51-100 (long units), 101+ (very long units).
  • You should aim at keeping units small (< 20 lines). Long units may become "bloaters", code that have increased to such gargantuan proportions that they are hard to work with.
Learn more...
Unit Size Overall
  • There are 2,331 units with 26,074 lines of code in units (60.9% of code).
    • 6 very long units (2,421 lines of code)
    • 47 long units (3,110 lines of code)
    • 228 medium size units (6,964 lines of code)
    • 386 small units (5,651 lines of code)
    • 1,664 very small units (7,928 lines of code)
9% | 11% | 26% | 21% | 30%
Legend:
101+
51-100
21-50
11-20
1-10
Unit Size per Extension
101+
51-100
21-50
11-20
1-10
js14% | 9% | 19% | 22% | 33%
py4% | 13% | 32% | 21% | 27%
Unit Size per Logical Component
primary logical decomposition
101+
51-100
21-50
11-20
1-10
tensorflow_model_analysis/static26% | 5% | 14% | 21% | 31%
tensorflow_model_analysis/eval_saved_model7% | 24% | 33% | 22% | 13%
tensorflow_model_analysis/writers42% | 0% | 14% | 18% | 23%
tensorflow_model_analysis/metrics2% | 11% | 35% | 17% | 33%
tensorflow_model_analysis/api16% | 19% | 24% | 9% | 29%
tensorflow_model_analysis/addons6% | 18% | 23% | 24% | 26%
tensorflow_model_analysis/frontend0% | 15% | 25% | 22% | 37%
tensorflow_model_analysis/post_export_metrics0% | 20% | 26% | 30% | 22%
tensorflow_model_analysis/utils0% | 14% | 41% | 19% | 24%
tensorflow_model_analysis/extractors0% | 19% | 32% | 21% | 26%
tensorflow_model_analysis/contrib0% | 36% | 22% | 27% | 13%
tensorflow_model_analysis/view0% | 21% | 40% | 11% | 26%
tensorflow_model_analysis/evaluators0% | 0% | 34% | 27% | 38%
tensorflow_model_analysis/slicer0% | 0% | 37% | 35% | 27%
tensorflow_model_analysis/eval_metrics_graph0% | 0% | 55% | 19% | 25%
ROOT0% | 0% | 42% | 16% | 40%
tensorflow_model_analysis/model_agnostic_eval0% | 0% | 21% | 31% | 46%
tensorflow_model_analysis0% | 0% | 26% | 13% | 59%
tensorflow_model_analysis/tools0% | 0% | 0% | 89% | 10%
tensorflow_model_analysis/notebook0% | 0% | 0% | 0% | 100%
tensorflow_model_analysis/experimental0% | 0% | 0% | 0% | 100%
Alternative Visuals
Longest Units
Top 20 longest units
Unit# linesMcCabe index# params
(function(module, exports, __webpack_require__)()
in tensorflow_model_analysis/static/index.js
 1758 1 3
def simple_fake_sequence_to_prediction()
in tensorflow_model_analysis/eval_saved_model/example_trainers/fake_sequence_to_prediction.py
 153 9 2
def _WriteMetricsPlotsAndValidations()
in tensorflow_model_analysis/writers/metrics_plots_and_validations_writer.py
 139 27 11
def binary_confusion_matrices()
in tensorflow_model_analysis/metrics/binary_confusion_matrices.py
 137 48 20
def default_extractors()
in tensorflow_model_analysis/api/model_eval_lib.py
 121 32 7
def flip_count()
in tensorflow_model_analysis/addons/fairness/metrics/counterfactual_fairness/flip_count.py
 113 15 9
def _precision_recall_at_k()
in tensorflow_model_analysis/post_export_metrics/metrics.py
 99 15 7
def update_eval_config_with_defaults()
in tensorflow_model_analysis/utils/config_util.py
 97 9 5
def _batch_reducible_process()
in tensorflow_model_analysis/extractors/tfjs_predict_extractor.py
 97 27 2
def _process_tf_metrics_specs()
in tensorflow_model_analysis/metrics/metric_specs.py
 91 39 3
def simple_control_dependency_estimator()
in tensorflow_model_analysis/eval_saved_model/example_trainers/control_dependency_estimator.py
 91 4 2
function template()
in tensorflow_model_analysis/static/index.js
 83 21 3
def _wrap_confusion_matrix_metric()
in tensorflow_model_analysis/metrics/tf_metric_wrapper.py
 82 26 9
def _serialize_feature_column()
in tensorflow_model_analysis/contrib/export.py
 82 14 1
static get properties()
in tensorflow_model_analysis/frontend/tfma-plot/tfma-plot.js
 81 1 0
renderOverview_()
in tensorflow_model_analysis/frontend/tfma-metrics-histogram/tfma-metrics-histogram.js
 79 10 0
static get properties()
in tensorflow_model_analysis/frontend/tfma-multi-class-confusion-matrix-at-thresholds/tfma-multi-class-confusion-matrix-at-thresholds.js
 79 1 0
def default_eval_shared_model()
in tensorflow_model_analysis/api/model_eval_lib.py
 75 22 13
def _fairness_indicators_metrics_at_thresholds()
in tensorflow_model_analysis/addons/fairness/metrics/fairness_indicators.py
 72 12 10
computeSummaryMatrix_()
in tensorflow_model_analysis/frontend/tfma-multi-class-confusion-matrix-at-thresholds/tfma-multi-class-confusion-matrix-at-thresholds.js
 70 21 3