3.4

Adjusted Signal

3.4

Raw Pattern Score

100%

Time Factor

2026-06-23

Last Push

19.2K

Stars

TypeScript

Language

428.9K

Lines of Code

3.1K

Files

1.0K

Pattern Hits

2026-10-31

Scan Date

0.01

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 9.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 755 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.5/100 · LOW

Are imports declared and package/API names verified? 156 finding(s).

Agent Over-Engineering Ratio 6.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 391 finding(s).

PR Review Velocity Impact 15.9/100 · LOW

Which changes need focused human review? 1013 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 11HIGH 29MEDIUM 116LOW 857

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 1013 distinct pattern matches across 21 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Over-Commented Block338 hits · 322 pts

Severity	File	Line	Snippet	Context
LOW	tfjs-automl/scripts/build-npm.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tfjs-automl/scripts/test-ci.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tools/enumerate-tests.ts	1	#!/usr/bin/env node	COMMENT
LOW	tools/make_version_test_file.ts	1	#!/usr/bin/env node	COMMENT
LOW	tfjs-core/scripts/test-bundle-size.js	1	#!/usr/bin/env node	COMMENT
LOW	tfjs-core/scripts/build-npm.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tfjs-core/src/util_base.ts	741	// 1. It only reliably works for es6 Promise, not other Promise	COMMENT
LOW	tfjs-core/src/hash_util_test.ts	41	const MAX_INT32 = ACMRandom.MAX_INT32;	COMMENT
LOW	tfjs-core/src/optimizers/rmsprop_optimizer_test.ts	41	// epsilon = 1e-8	COMMENT
LOW	tfjs-core/src/optimizers/rmsprop_optimizer_test.ts	101	expect(tf.memory().numTensors).toBe(numTensors + 4);	COMMENT
LOW	tfjs-core/src/optimizers/rmsprop_optimizer_test.ts	121	// x = [0.54117, 1.541169]	COMMENT
LOW	tfjs-core/src/optimizers/adam_optimizer_test.ts	41	// beta1 * old_first_m_w1 + (1-beta1) * grad_w1,	COMMENT
LOW	tfjs-core/src/optimizers/adam_optimizer_test.ts	61	// beta1 * old_first_m_w2 + (1-beta1) * grad_w2	COMMENT
LOW	tfjs-core/src/optimizers/adamax_optimizer_test.ts	41	expect(tf.memory().numTensors).toBe(numTensors + 3);	COMMENT
LOW	tfjs-core/src/optimizers/adamax_optimizer_test.ts	61	// w2_old - updates_2	COMMENT
LOW	tfjs-core/src/optimizers/adamax_optimizer_test.ts	81	// 0.9 * 4,	COMMENT
LOW	tfjs-core/src/optimizers/adagrad_optimizer_test.ts	41	// newAccumulatedGrad = accumulatedGrad + grad^2	COMMENT
LOW	tfjs-core/src/optimizers/adadelta_optimizer_test.ts	41	// newAccumulatedGrad = rho * accumulatedGrad + (1 - rho) * grad ^ 2	COMMENT
LOW	tfjs-core/src/ops/confusion_matrix_test.ts	21		COMMENT
LOW	tfjs-core/src/ops/confusion_matrix_test.ts	61	//	COMMENT
LOW	tfjs-core/src/ops/reverse_4d_test.ts	21		COMMENT
LOW	tfjs-core/src/ops/reverse_4d_test.ts	41	// ],	COMMENT
LOW	tfjs-core/src/ops/conv2d_transpose_test.ts	261	// x = tf.constant(np.array([[	COMMENT
LOW	tfjs-core/src/ops/conv2d_transpose_test.ts	321	expectArraysClose(await filtGrad.data(), await expectedFiltGrad.data());	COMMENT
LOW	tfjs-core/src/ops/conv2d_transpose_test.ts	381	const expectedFiltGrad = tf.ones([2, 2, 2, 1]).mul(tf.scalar(-0.01444618));	COMMENT
LOW	tfjs-core/src/ops/conv2d_transpose_test.ts	401	// [[[0.34968338], [-0.42306114]], [[1.27395733], [-1.09014535]]]	COMMENT
LOW	tfjs-core/src/ops/conv2d_transpose_test.ts	501	// ```py	COMMENT
LOW	tfjs-core/src/ops/reverse_3d_test.ts	21		COMMENT
LOW	tfjs-core/src/ops/moving_average_test.ts	21		COMMENT
LOW	tfjs-core/src/ops/moving_average_test.ts	81	//	COMMENT
LOW	tfjs-core/src/ops/log_softmax.ts	61	if (axis !== $logits.rank - 1) {	COMMENT
LOW	tfjs-core/src/ops/pad_test.ts	201	// 0, 0, 0	COMMENT
LOW	tfjs-backend-cpu/scripts/build-npm.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…s-backend-cpu/src/kernels/RaggedTensorToTensor_impl.ts	201	// -1 indicates an element or list that is out of range.	COMMENT
LOW	tfjs-backend-cpu/src/kernels/Unique_impl.ts	21	values: BackendValues, axis: number, shape: number[], dtype: DataType): {	COMMENT
LOW	tfjs-backend-cpu/src/kernels/Unique_impl.ts	41	// intermediate TensorBuffer (see inputBuffer below) to allow us to extract	COMMENT
LOW	tfjs-backend-cpu/src/kernels/Unique_impl.ts	61	// ],	COMMENT
LOW	tfjs-layers/tools/clang_format_ts.sh	1	#!/bin/bash	COMMENT
LOW	tfjs-layers/src/losses_test.ts	181	expectTensorsClose(result, expected);	COMMENT
LOW	tfjs-layers/src/losses_test.ts	221	// with tf.Session() as sess:	COMMENT
LOW	tfjs-layers/src/losses_test.ts	261	//	COMMENT
LOW	tfjs-layers/src/metrics_test.ts	81	// Use the following Python code to generate the reference values:	COMMENT
LOW	tfjs-layers/src/metrics_test.ts	101	const accuracy = tfl.metrics.binaryCrossentropy(x, y);	COMMENT
LOW	tfjs-layers/src/metrics_test.ts	181	});	COMMENT
LOW	tfjs-layers/src/metrics_test.ts	201	// ])	COMMENT
LOW	tfjs-layers/src/metrics_test.ts	241	//	COMMENT
LOW	tfjs-layers/src/layers/advanced_activation_test.ts	81	describeMathCPUAndWebGL2('PReLU: Tensor', () => {	COMMENT
LOW	tfjs-layers/src/layers/advanced_activation_test.ts	121	expect(history.history.loss[2]).toBeCloseTo(0.049144);	COMMENT
LOW	tfjs-layers/src/layers/convolutional_test.ts	481	// # the 3D convolutions.	COMMENT
LOW	tfjs-layers/src/layers/convolutional_test.ts	501	// # 178., 186., 190., 194., 202., 206., 210.], dtype=float32)	COMMENT
LOW	tfjs-layers/src/layers/convolutional_test.ts	741	// tslint:disable-next-line:no-any	COMMENT
LOW	tfjs-layers/src/layers/convolutional_test.ts	841	// ```python	COMMENT
LOW	tfjs-layers/src/layers/core_test.ts	821	// model.add(tf.keras.layers.SimpleRNN(	COMMENT
LOW	tfjs-layers/src/layers/core_test.ts	841	});	COMMENT
LOW	tfjs-layers/src/layers/wrappers_test.ts	81	});	COMMENT
LOW	tfjs-layers/src/layers/wrappers_test.ts	121	]]));	COMMENT
LOW	tfjs-layers/src/layers/wrappers_test.ts	141	// z1 = keras.layers.Embedding(10,	COMMENT
LOW	tfjs-layers/src/layers/wrappers_test.ts	361	// The golden tensor values used in the tests below can be obtained with	COMMENT
LOW	tfjs-layers/src/layers/wrappers_test.ts	461	// rnn = keras.layers.LSTM(	COMMENT
LOW	tfjs-layers/src/layers/wrappers_test.ts	501	});	COMMENT
278 more matches not shown…

Decorative Section Separators97 hits · 291 pts

Severity	File	Line	Snippet	Context
MEDIUM	tfjs-automl/scripts/build-npm.sh	15	# =============================================================================	COMMENT
MEDIUM	tfjs-automl/scripts/test-ci.sh	15	# =============================================================================	COMMENT
MEDIUM	tfjs-core/scripts/build-npm.sh	15	# =============================================================================	COMMENT
MEDIUM	tfjs-backend-cpu/scripts/build-npm.sh	15	# =============================================================================	COMMENT
MEDIUM	tfjs-layers/tools/clang_format_ts.sh	8	# ==============================================================================	COMMENT
MEDIUM	tfjs-backend-webgpu/scripts/publish-npm.sh	15	# =============================================================================	COMMENT
MEDIUM	tfjs-backend-webgpu/scripts/build-npm.sh	15	# =============================================================================	COMMENT
MEDIUM	tfjs-inference/python/inference.py	14	# ==============================================================================	COMMENT
MEDIUM	tfjs-inference/scripts/run_python.sh	8	# =============================================================================	COMMENT
MEDIUM	scripts/buildifier-ci.sh	15	# =============================================================================	COMMENT
MEDIUM	scripts/publish-npm.sh	15	# =============================================================================	COMMENT
MEDIUM	scripts/run_bazel_ci_tests.sh	15	# =============================================================================	COMMENT
MEDIUM	scripts/run-build.sh	15	# =============================================================================	COMMENT
MEDIUM	.github/workflows/stale.yaml	14	# ==============================================================================	COMMENT
MEDIUM	tfjs-backend-wasm/scripts/build-ci.sh	15	# =============================================================================	COMMENT
MEDIUM	tfjs-backend-wasm/scripts/build-wasm.sh	15	# =============================================================================	COMMENT
MEDIUM	tfjs-backend-wasm/scripts/build-npm.sh	15	# =============================================================================	COMMENT
MEDIUM	tfjs-backend-wasm/scripts/test-ci.sh	8	# =============================================================================	COMMENT
MEDIUM	tfjs/scripts/build-npm.sh	15	# =============================================================================	COMMENT
MEDIUM	tfjs/scripts/test-ci.sh	15	# =============================================================================	COMMENT
MEDIUM	tfjs-react-native/integration_rn59/scripts/test-ci.sh	15	# =============================================================================	COMMENT
MEDIUM	tfjs-react-native/scripts/update-apk.sh	15	# =============================================================================	COMMENT
MEDIUM	e2e/integration_tests/convert_predict.py	14	# =============================================================================	COMMENT
MEDIUM	e2e/integration_tests/metadata.py	14	# =============================================================================	COMMENT
MEDIUM	e2e/integration_tests/create_save_predict.py	6	# =============================================================================	COMMENT
MEDIUM	e2e/custom_module/dense_model/build.sh	16	# ==============================================================================	COMMENT
MEDIUM	e2e/custom_module/universal_sentence_encoder/build.sh	16	# ==============================================================================	COMMENT
MEDIUM	e2e/custom_module/blazeface/build.sh	16	# ==============================================================================	COMMENT
MEDIUM	e2e/scripts/local-registry.sh	15	# ==============================================================================	COMMENT
MEDIUM	e2e/scripts/create-python-models.sh	15	# ==============================================================================	COMMENT
MEDIUM	e2e/scripts/release-e2e.sh	15	# ==============================================================================	COMMENT
MEDIUM	e2e/scripts/run-custom-builds.sh	16	# ==============================================================================	COMMENT
MEDIUM	e2e/scripts/deploy-benchmarks.sh	15	# ==============================================================================	COMMENT
MEDIUM	e2e/scripts/test-ci.sh	15	# ==============================================================================	COMMENT
MEDIUM	e2e/scripts/build-deps-ci.sh	15	# ==============================================================================	COMMENT
MEDIUM	e2e/scripts/cleanup-py-env.sh	16	# ==============================================================================	COMMENT
MEDIUM	e2e/scripts/test.sh	15	# ==============================================================================	COMMENT
MEDIUM	e2e/scripts/create_save_predict.sh	16	# ==============================================================================	COMMENT
MEDIUM	e2e/scripts/fetch-graph-model-golden-data-ci.sh	15	# ==============================================================================	COMMENT
MEDIUM	e2e/scripts/setup-py-env.sh	16	# ==============================================================================	COMMENT
MEDIUM	tfjs-node/python/int64_model.py	14	# ==============================================================================	COMMENT
MEDIUM	tfjs-node/python/unint8_model.py	14	# ==============================================================================	COMMENT
MEDIUM	tfjs-node/scripts/publish-npm.sh	15	# =============================================================================	COMMENT
MEDIUM	tfjs-node/scripts/publish-npm-gpu.sh	15	# =============================================================================	COMMENT
MEDIUM	tfjs-node/scripts/build-npm.sh	15	# =============================================================================	COMMENT
MEDIUM	tfjs-node/scripts/build-and-upload-addon.sh	14	# =============================================================================	COMMENT
MEDIUM	tfjs-data/scripts/build-npm.sh	15	# =============================================================================	COMMENT
MEDIUM	tfjs-data/scripts/test-ci.sh	8	# =============================================================================	COMMENT
MEDIUM	tfjs-converter/python/update_locked_deps.sh	15	# =============================================================================	COMMENT
MEDIUM	tfjs-converter/python/build-pip-package.sh	15	# ==============================================================================	COMMENT
MEDIUM	tfjs-converter/python/run-python-tests.sh	15	# ==============================================================================	COMMENT
MEDIUM	tfjs-converter/python/setup.py	14	# ==============================================================================	COMMENT
MEDIUM	tfjs-converter/python/test_nightly_pip_package.py	14	# ==============================================================================	COMMENT
MEDIUM	tfjs-converter/python/test_pip_package.py	14	# ==============================================================================	COMMENT
MEDIUM	tfjs-converter/python/tensorflowjs/quantization_test.py	14	# ==============================================================================	COMMENT
MEDIUM	tfjs-converter/python/tensorflowjs/write_weights.py	14	# ==============================================================================	COMMENT
MEDIUM	…-converter/python/tensorflowjs/resource_loader_test.py	14	# ==============================================================================	COMMENT
MEDIUM	tfjs-converter/python/tensorflowjs/quantization.py	14	# ==============================================================================	COMMENT
MEDIUM	tfjs-converter/python/tensorflowjs/read_weights.py	14	# ==============================================================================	COMMENT
MEDIUM	tfjs-converter/python/tensorflowjs/__init__.py	14	# ==============================================================================	COMMENT
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Hyper-Verbose Identifiers279 hits · 280 pts

Severity	File	Line	Snippet	Context
LOW	rollup.config.helpers.js	31	export function getBrowserBundleConfigOptions(	CODE
LOW	tfjs-automl/src/object_detection.ts	126	function calculateMostLikelyLabels(	CODE
LOW	tfjs-core/scripts/test_snippets/util.ts	179	function convertDocStringToDocInfoObject(docString: string): JSDoc {	CODE
LOW	tfjs-core/src/util_base.ts	620	export function convertBackendValuesAndArrayBuffer(	CODE
LOW	tfjs-core/src/util_base.ts	678	export function assertNonNegativeIntegerDimensions(shape: number[]) {	CODE
LOW	tfjs-core/src/jasmine_util.ts	167	export function parseTestEnvFromKarmaFlags(	CODE
LOW	tfjs-core/src/engine.ts	1289	export function getOrMakeEngine(): Engine {	CODE
LOW	tfjs-core/src/globals.ts	56	export function disableDeprecationWarnings(): void {	CODE
LOW	tfjs-core/src/tensor_util_env.ts	57	function deepAssertShapeConsistency(	CODE
LOW	tfjs-core/src/io/io_utils.ts	495	export function getModelJSONForModelArtifacts(	CODE
LOW	tfjs-core/src/io/io_utils.ts	533	export function getModelArtifactsForJSONSync(	CODE
LOW	tfjs-core/src/io/io_utils.ts	602	export function getModelArtifactsInfoForJSON(modelArtifacts: ModelArtifacts):	CODE
LOW	tfjs-core/src/io/local_storage.ts	40	export function purgeLocalStorageArtifacts(): string[] {	CODE
LOW	tfjs-core/src/ops/segment_util.ts	30	export function segOpComputeOptimalWindowSize(	CODE
LOW	tfjs-core/src/ops/broadcast_util.ts	60	export function assertAndGetBroadcastShape(	CODE
LOW	tfjs-core/src/ops/pool.ts	133	function requiredSpaceToBatchPaddings(	CODE
LOW	tfjs-core/src/ops/pool.ts	149	function withSpaceToBatchBasePaddings(	CODE
LOW	tfjs-core/src/ops/ragged_to_dense_util.ts	27	export function combineRaggedTensorToTensorShapes(	CODE
LOW	tfjs-core/src/ops/ragged_to_dense_util.ts	78	export function getRowPartitionTypesHelper(rowPartitionTypeStrings: string[]) {	CODE
LOW	tfjs-core/src/ops/ragged_to_dense_util.ts	110	export function validateDefaultValueShape(	CODE
LOW	tfjs-core/src/ops/conv3d_test.ts	39	function generateGradientCaseInputs(	CODE
LOW	tfjs-core/src/ops/browser.ts	183	function isImageBitmapFullySupported() {	CODE
LOW	tfjs-core/src/ops/browser.ts	194	function canWrapPixelsToImageBitmap(pixels: PixelData\|ImageData\|	CODE
LOW	tfjs-core/src/ops/rand_util.ts	233	export function expectArrayInMeanStdRange(	CODE
LOW	tfjs-core/src/ops/conv_util.ts	571	export function eitherStridesOrDilationsAreOne(	CODE
LOW	tfjs-core/src/ops/conv_util.ts	576	export function stridesOrDilationsArePositive(values: number\|	CODE
LOW	tfjs-core/src/ops/conv_util.ts	614	export function checkPadOnDimRoundingMode(	CODE
LOW	tfjs-core/src/ops/axis_util.ts	49	export function computeOutAndReduceShapes(	CODE
LOW	tfjs-core/src/ops/axis_util.ts	68	export function assertAxesAreInnerMostDims(	CODE
LOW	tfjs-core/src/ops/slice_util.ts	209	export function startIndicesWithElidedDims(	CODE
LOW	tfjs-core/src/ops/slice_util.ts	234	export function stopIndicesWithElidedDims(	CODE
LOW	tfjs-core/src/ops/sparse/sparse_reshape_util.ts	25	export function getSparseReshapeMultipleNegativeOneOutputDimErrorMessage(	CODE
LOW	tfjs-core/src/ops/sparse/sparse_reshape_util.ts	36	export function getSparseReshapeNegativeOutputDimErrorMessage(	CODE
LOW	tfjs-core/src/ops/sparse/sparse_reshape_util.ts	45	export function getSparseReshapeEmptyTensorZeroOutputDimErrorMessage() {	CODE
LOW	tfjs-core/src/ops/sparse/sparse_reshape_util.ts	56	export function getSparseReshapeInputOutputMultipleErrorMessage(	CODE
LOW	tfjs-core/src/ops/sparse/sparse_reshape_util.ts	71	export function getSparseReshapeInputOutputMismatchErrorMessage(	CODE
LOW	tfjs-core/src/ops/sparse/sparse_fill_empty_rows_util.ts	23	export function getSparseFillEmptyRowsIndicesDenseShapeMismatch(	CODE
LOW	tfjs-core/src/ops/sparse/sparse_fill_empty_rows_util.ts	35	export function getSparseFillEmptyRowsNegativeIndexErrorMessage(	CODE
LOW	tfjs-core/src/ops/sparse/sparse_fill_empty_rows_util.ts	47	export function getSparseFillEmptyRowsOutOfRangeIndexErrorMessage(	CODE
LOW⚡	…s-core/src/ops/sparse/sparse_segment_reduction_util.ts	22	export function getSparseSegmentReductionNegativeSegmentIdsErrorMessage() {	CODE
LOW⚡	…s-core/src/ops/sparse/sparse_segment_reduction_util.ts	30	export function getSparseSegmentReductionNonIncreasingSegmentIdsErrorMessage() {	CODE
LOW⚡	…s-core/src/ops/sparse/sparse_segment_reduction_util.ts	40	export function getSparseSegmentReductionSegmentIdOutOfRangeErrorMessage(	CODE
LOW	…s-core/src/ops/sparse/sparse_segment_reduction_util.ts	53	export function getSparseSegmentReductionIndicesOutOfRangeErrorMessage(	CODE
LOW	…s-backend-cpu/src/kernels/ResizeNearestNeighborGrad.ts	23	export function resizeNearestNeighborGrad(args: {	CODE
LOW	…backend-cpu/src/kernels/StringToHashBucketFast_impl.ts	20	export function stringToHashBucketFastImpl(	CODE
LOW	…backend-cpu/src/kernels/SparseSegmentReduction_impl.ts	20	export function sparseSegmentReductionImpl(	CODE
LOW	tfjs-backend-cpu/src/utils/binary_impl.ts	25	export function createSimpleBinaryKernelImpl(op: SimpleBinaryOperation):	CODE
LOW	tfjs-backend-cpu/src/utils/binary_utils.ts	135	export function createComplexBinaryKernelImpl(op: ComplexBinaryOperation):	CODE
LOW	tfjs-layers/src/user_defined_metadata_test.ts	94	function createSequentialModelForTest(): Sequential {	CODE
LOW	tfjs-layers/src/user_defined_metadata_test.ts	104	function createFunctionalModelForTest(): tfl.LayersModel {	CODE
LOW	tfjs-layers/src/losses.ts	45	export function meanAbsolutePercentageError(	CODE
LOW	tfjs-layers/src/losses.ts	56	export function meanSquaredLogarithmicError(	CODE
LOW	tfjs-layers/src/losses.ts	136	export function sparseCategoricalCrossentropy(	CODE
LOW	tfjs-layers/src/losses.ts	171	export function sigmoidCrossEntropyWithLogits(	CODE
LOW	tfjs-layers/src/losses.ts	202	export function kullbackLeiblerDivergence(	CODE
LOW	tfjs-layers/src/exports_metrics.ts	88	export function sparseCategoricalAccuracy(	CODE
LOW	tfjs-layers/src/exports_metrics.ts	275	export function meanAbsolutePercentageError(	CODE
LOW	tfjs-layers/src/models.ts	282	export async function loadLayersModelFromIOHandler(	CODE
LOW	tfjs-layers/src/models.ts	344	function decodeModelAndOptimizerWeights(	CODE
LOW	tfjs-layers/src/metrics.ts	92	export function sparseCategoricalAccuracy(	CODE
219 more matches not shown…

Hallucination Indicators11 hits · 140 pts

Severity	File	Line	Snippet	Context
CRITICAL	e2e/integration_tests/convert_predict.py	147	builder = tf.compat.v1.saved_model.builder.SavedModelBuilder(save_dir)	CODE
CRITICAL	e2e/integration_tests/convert_predict.py	386	builder = tf.compat.v1.saved_model.builder.SavedModelBuilder(save_dir)	CODE
CRITICAL⚡	tfjs-data/src/dataset_test.ts	368	expect(compare.complexThenBatch.a.q.ab.x.dataSync())	CODE
CRITICAL⚡	tfjs-data/src/dataset_test.ts	369	.toEqual(compare.batchThenComplex.a.q.ab.x.dataSync());	CODE
CRITICAL⚡	tfjs-data/src/dataset_test.ts	373	expect(compare.complexThenBatch.b.bb.bbb.dataSync())	CODE
CRITICAL⚡	tfjs-data/src/dataset_test.ts	374	.toEqual(compare.batchThenComplex.b.bb.bbb.dataSync());	CODE
CRITICAL⚡	tfjs-data/src/dataset_test.ts	378	expect(compare.complexThenBatch.c.ca.x.dataSync())	CODE
CRITICAL⚡	tfjs-data/src/dataset_test.ts	379	.toEqual(compare.batchThenComplex.c.ca.x.dataSync());	CODE
CRITICAL	…flowjs/converters/tf_saved_model_conversion_v2_test.py	70	builder = tf.compat.v1.saved_model.builder.SavedModelBuilder(save_dir)	CODE
CRITICAL	…flowjs/converters/tf_saved_model_conversion_v2_test.py	108	builder = tf.compat.v1.saved_model.builder.SavedModelBuilder(	CODE
CRITICAL	…flowjs/converters/tf_saved_model_conversion_v2_test.py	385	builder = tf.compat.v1.saved_model.builder.SavedModelBuilder(	CODE

Unused Imports124 hits · 124 pts

Severity	File	Line	Context
LOW	tfjs-inference/python/inference_test.py	18	CODE
LOW	tfjs-inference/python/inference_test.py	19	CODE
LOW	tfjs-inference/python/inference_test.py	20	CODE
LOW	tfjs-inference/python/inference.py	17	CODE
LOW	tfjs-inference/python/inference.py	18	CODE
LOW	tfjs-inference/python/inference.py	19	CODE
LOW	e2e/integration_tests/convert_predict.py	24	CODE
LOW	e2e/integration_tests/convert_predict.py	25	CODE
LOW	e2e/integration_tests/convert_predict.py	26	CODE
LOW	e2e/integration_tests/convert_predict.py	28	CODE
LOW	e2e/integration_tests/convert_predict.py	29	CODE
LOW	e2e/integration_tests/convert_predict.py	34	CODE
LOW	e2e/integration_tests/convert_predict.py	36	CODE
LOW	e2e/integration_tests/convert_predict.py	48	CODE
LOW	e2e/integration_tests/metadata.py	24	CODE
LOW	e2e/integration_tests/metadata.py	25	CODE
LOW	e2e/integration_tests/metadata.py	26	CODE
LOW	e2e/integration_tests/metadata.py	28	CODE
LOW	e2e/integration_tests/metadata.py	29	CODE
LOW	e2e/integration_tests/metadata.py	34	CODE
LOW	e2e/integration_tests/metadata.py	36	CODE
LOW	e2e/integration_tests/metadata.py	38	CODE
LOW	e2e/integration_tests/metadata.py	39	CODE
LOW	e2e/integration_tests/metadata.py	42	CODE
LOW	e2e/integration_tests/metadata.py	43	CODE
LOW	e2e/integration_tests/metadata.py	47	CODE
LOW	e2e/integration_tests/metadata.py	48	CODE
LOW	e2e/integration_tests/create_save_predict.py	15	CODE
LOW	e2e/integration_tests/create_save_predict.py	16	CODE
LOW	e2e/integration_tests/create_save_predict.py	17	CODE
LOW	e2e/integration_tests/create_save_predict.py	21	CODE
LOW	e2e/integration_tests/create_save_predict.py	22	CODE
LOW	e2e/integration_tests/create_save_predict.py	28	CODE
LOW	tfjs-node/python/int64_model.py	22	CODE
LOW	tfjs-converter/python/test_nightly_pip_package.py	17	CODE
LOW	tfjs-converter/python/test_nightly_pip_package.py	18	CODE
LOW	tfjs-converter/python/test_nightly_pip_package.py	19	CODE
LOW	tfjs-converter/python/test_pip_package.py	17	CODE
LOW	tfjs-converter/python/test_pip_package.py	18	CODE
LOW	tfjs-converter/python/test_pip_package.py	19	CODE
LOW	tfjs-converter/python/tensorflowjs/quantization_test.py	15	CODE
LOW	tfjs-converter/python/tensorflowjs/quantization_test.py	16	CODE
LOW	tfjs-converter/python/tensorflowjs/quantization_test.py	17	CODE
LOW	…-converter/python/tensorflowjs/resource_loader_test.py	16	CODE
LOW	…-converter/python/tensorflowjs/resource_loader_test.py	17	CODE
LOW	…-converter/python/tensorflowjs/resource_loader_test.py	18	CODE
LOW	tfjs-converter/python/tensorflowjs/quantization.py	15	CODE
LOW	tfjs-converter/python/tensorflowjs/quantization.py	16	CODE
LOW	tfjs-converter/python/tensorflowjs/quantization.py	17	CODE
LOW	tfjs-converter/python/tensorflowjs/read_weights.py	17	CODE
LOW	tfjs-converter/python/tensorflowjs/read_weights.py	18	CODE
LOW	tfjs-converter/python/tensorflowjs/read_weights.py	19	CODE
LOW	tfjs-converter/python/tensorflowjs/__init__.py	16	CODE
LOW	tfjs-converter/python/tensorflowjs/__init__.py	17	CODE
LOW	tfjs-converter/python/tensorflowjs/__init__.py	18	CODE
LOW	tfjs-converter/python/tensorflowjs/__init__.py	21	CODE
LOW	tfjs-converter/python/tensorflowjs/__init__.py	22	CODE
LOW	tfjs-converter/python/tensorflowjs/resource_loader.py	17	CODE
LOW	tfjs-converter/python/tensorflowjs/resource_loader.py	18	CODE
LOW	tfjs-converter/python/tensorflowjs/resource_loader.py	19	CODE
64 more matches not shown…

Docstring Block Structure19 hits · 95 pts

Severity	File	Line	Snippet	Context
HIGH	tfjs-converter/python/tensorflowjs/quantization.py	34	Maps node names to their quantization dtypes. Given a quantization_dtype_map which maps dtypes `uint8`, `uint16`, `fl	STRING
HIGH	tfjs-converter/python/tensorflowjs/quantization.py	94	Quantizes the weights by linearly re-scaling across available bits. The weights are quantized by linearly re-scaling	STRING
HIGH	tfjs-converter/python/tensorflowjs/quantization.py	176	Computes quantization range to ensure that zero is represented if covered. Gymnastics with nudged zero point is to en	STRING
HIGH	tfjs-converter/python/tensorflowjs/read_weights.py	127	Load weight values from buffer(s) according to a weights manifest. Args: weights_manifest: A TensorFlow.js-format	STRING
HIGH	tfjs-converter/python/tensorflowjs/resource_loader.py	25	Opens the file at given path, where path is relative to tensorflowjs/. Args: path: a string resource path relativ	STRING
HIGH	tfjs-converter/python/tensorflowjs/resource_loader.py	41	List the files inside a dir where path is relative to tensorflowjs/. Args: path: a string path to a resource dire	STRING
HIGH	…r/python/tensorflowjs/converters/normalize_bias_add.py	24	Convert AddV2 ops and Add ops to BiasAdd if they could be fused with the ancestor node. Grappler and the TFJS's fus	STRING
HIGH	…r/python/tensorflowjs/converters/graph_rewrite_util.py	28	Pulls a node def from a dictionary for a given name. Args: node_map: Dictionary containing an entry indexed by na	STRING
HIGH	…r/python/tensorflowjs/converters/graph_rewrite_util.py	47	Extracts the values from a const NodeDef as a numpy ndarray. Args: node_def: Const NodeDef that has the values we	STRING
HIGH	…converter/python/tensorflowjs/converters/fuse_prelu.py	30	Modifies the provided graph by fusing a set of ops into a single Prelu op. The formula of PReLU is: f(x) = alpha * x	STRING
HIGH	…converter/python/tensorflowjs/converters/fuse_prelu.py	142	Tensorflow does not support Prelu op, and the grappler remap optimizer will not fuse the prelu op with _FusedConv2D op	STRING
HIGH	…er/python/tensorflowjs/converters/keras_tfjs_loader.py	242	Load a Keras Model from TensorFlow.js-format artifacts from file system Args: config_json_path: Path to the Tenso	STRING
HIGH	…er/python/tensorflowjs/converters/keras_tfjs_loader.py	309	Load a Keras Model from TensorFlow.js-format artifacts from file system Args: config_json_path: Path to the Tenso	STRING
HIGH	…/python/tensorflowjs/converters/keras_h5_conversion.py	202	Load topology & weight values from HDF5 file and convert. The HDF5 file is one generated by Keras' save_model method	STRING
HIGH	…/python/tensorflowjs/converters/keras_h5_conversion.py	254	Load topology & weight values from HDF5 file and convert. The HDF5 weights file is one generated by Keras's save_mode	STRING
HIGH	…/python/tensorflowjs/converters/keras_h5_conversion.py	321	Load weight values from a Keras HDF5 file and to a binary format. The HDF5 file is one generated by Keras' Model.save	STRING
HIGH	…ython/tensorflowjs/converters/fuse_depthwise_conv2d.py	98	Modifies the provided graph by fusing a set of ops into a single _FusedDepthwiseConv2d op. DepthwiseConv2dNative +	STRING
HIGH	…ython/tensorflowjs/converters/fuse_depthwise_conv2d.py	126	Modifies the provided graph by fusing a set of ops into a single _FusedDepthwiseConv2d op. DepthwiseConv2dNative +	STRING
HIGH	…ter/python/tensorflowjs/converters/fold_batch_norms.py	51	Removes batch normalization ops by folding them into convolutions. Batch normalization during training has multiple d	STRING

Self-Referential Comments16 hits · 46 pts

Severity	File	Line	Snippet	Context
MEDIUM	tfjs-backend-wasm/tools/cpplint.py	5537	# The following function is just a speed up, no semantics are changed.	STRING
MEDIUM	e2e/integration_tests/convert_predict.py	16	# This file is 1/2 of the test suites for CUJ: convert->predict.	COMMENT
MEDIUM	e2e/integration_tests/convert_predict.py	146	# Create a builder.	COMMENT
MEDIUM	e2e/integration_tests/convert_predict.py	385	# Create a builder.	COMMENT
MEDIUM	e2e/integration_tests/convert_predict.py	495	# Create the directory to store model and data.	COMMENT
MEDIUM	e2e/integration_tests/metadata.py	16	# This file is 1/2 of the test suites for CUJ: convert->predict.	COMMENT
MEDIUM	e2e/integration_tests/metadata.py	97	# Create the directory to store model and data.	COMMENT
MEDIUM	e2e/integration_tests/create_save_predict.py	8	# This file is 2/3 of the test suites for CUJ: create->save->predict.	COMMENT
MEDIUM	tfjs-converter/python/build-pip-package.sh	247	# Create a virtualenv and install twine in it for uploading.	COMMENT
MEDIUM	tfjs-converter/python/test_pip_package.py	91	# Create a builder.	COMMENT
MEDIUM	tfjs-converter/python/test_pip_package.py	136	# Create a builder	COMMENT
MEDIUM	…flowjs/converters/tf_saved_model_conversion_v2_test.py	68	# Create a builder.	COMMENT
MEDIUM	…flowjs/converters/tf_saved_model_conversion_v2_test.py	106	# Create a builder.	COMMENT
MEDIUM	…flowjs/converters/tf_saved_model_conversion_v2_test.py	384	# Create a builder	COMMENT
MEDIUM	…ensorflowjs/converters/tf_saved_model_conversion_v2.py	893	# Define the strip graph functions when TransformGraph is available, this will	COMMENT
MEDIUM	…erter/python/tensorflowjs/converters/converter_test.py	700	# Create a fie at the path to elicit the error.	COMMENT

Deep Nesting46 hits · 32 pts

Severity	File	Line	Context
LOW	tfjs-backend-wasm/tools/cpplint.py	583	CODE
LOW	tfjs-backend-wasm/tools/cpplint.py	1188	CODE
LOW	tfjs-backend-wasm/tools/cpplint.py	1288	CODE
LOW	tfjs-backend-wasm/tools/cpplint.py	1519	CODE
LOW	tfjs-backend-wasm/tools/cpplint.py	1641	CODE
LOW	tfjs-backend-wasm/tools/cpplint.py	2780	CODE
LOW	tfjs-backend-wasm/tools/cpplint.py	3046	CODE
LOW	tfjs-backend-wasm/tools/cpplint.py	3117	CODE
LOW	tfjs-backend-wasm/tools/cpplint.py	3171	CODE
LOW	tfjs-backend-wasm/tools/cpplint.py	3299	CODE
LOW	tfjs-backend-wasm/tools/cpplint.py	3658	CODE
LOW	tfjs-backend-wasm/tools/cpplint.py	3736	CODE
LOW	tfjs-backend-wasm/tools/cpplint.py	4002	CODE
LOW	tfjs-backend-wasm/tools/cpplint.py	4129	CODE
LOW	tfjs-backend-wasm/tools/cpplint.py	4279	CODE
LOW	tfjs-backend-wasm/tools/cpplint.py	4526	CODE
LOW	tfjs-backend-wasm/tools/cpplint.py	4600	CODE
LOW	tfjs-backend-wasm/tools/cpplint.py	5013	CODE
LOW	tfjs-backend-wasm/tools/cpplint.py	5152	CODE
LOW	tfjs-backend-wasm/tools/cpplint.py	5498	CODE
LOW	tfjs-backend-wasm/tools/cpplint.py	5946	CODE
LOW	tfjs-backend-wasm/tools/cpplint.py	6145	CODE
LOW	tfjs-backend-wasm/tools/cpplint.py	808	CODE
LOW	tfjs-backend-wasm/tools/cpplint.py	1452	CODE
LOW	tfjs-backend-wasm/tools/cpplint.py	2525	CODE
LOW	tfjs-backend-wasm/tools/cpplint.py	2582	CODE
LOW	tfjs-converter/python/setup.py	28	CODE
LOW	tfjs-converter/python/tensorflowjs/quantization.py	33	CODE
LOW	tfjs-converter/python/tensorflowjs/read_weights.py	126	CODE
LOW	…r/python/tensorflowjs/converters/graph_rewrite_util.py	81	CODE
LOW	…r/python/tensorflowjs/converters/graph_rewrite_util.py	108	CODE
LOW	…-converter/python/tensorflowjs/converters/converter.py	534	CODE
LOW	…-converter/python/tensorflowjs/converters/converter.py	588	CODE
LOW	…-converter/python/tensorflowjs/converters/converter.py	609	CODE
LOW	tfjs-converter/python/tensorflowjs/converters/wizard.py	91	CODE
LOW	tfjs-converter/python/tensorflowjs/converters/wizard.py	214	CODE
LOW	tfjs-converter/python/tensorflowjs/converters/wizard.py	294	CODE
LOW	…/python/tensorflowjs/converters/keras_h5_conversion.py	183	CODE
LOW	…/python/tensorflowjs/converters/keras_h5_conversion.py	294	CODE
LOW	…thon/tensorflowjs/converters/keras_tfjs_loader_test.py	308	CODE
LOW	…ter/python/tensorflowjs/converters/fold_batch_norms.py	50	CODE
LOW	…ensorflowjs/converters/tf_saved_model_conversion_v2.py	370	CODE
LOW	…ensorflowjs/converters/tf_saved_model_conversion_v2.py	412	CODE
LOW	…ensorflowjs/converters/tf_saved_model_conversion_v2.py	492	CODE
LOW	…ensorflowjs/converters/tf_saved_model_conversion_v2.py	882	CODE
LOW	…ensorflowjs/converters/tf_saved_model_conversion_v2.py	896	CODE

Structural Annotation Overuse15 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW	tfjs-core/src/ops/slice_util.ts	442	// Step 1: Account for ellipsis and new axis.	COMMENT
LOW	tfjs-core/src/ops/slice_util.ts	473	// Step 2: Make a sparse spec into a full index spec.	COMMENT
LOW	tfjs-core/src/ops/slice_util.ts	492	// Step 3: Make implicit ranges (non-zero beginMasks and endMasks) explicit	COMMENT
LOW	tfjs-core/src/ops/slice_util.ts	601	// Step 4: Compute the final shape	COMMENT
LOW⚡	tfjs-backend-webgpu/src/kernels/TopK.ts	118	// Step 1: local sort	COMMENT
LOW⚡	tfjs-backend-webgpu/src/kernels/TopK.ts	126	// Step 2: merge	COMMENT
LOW	tfjs-backend-webgpu/src/kernels/TopK.ts	141	// Step 3: rebuild	COMMENT
LOW⚡	tfjs-backend-webgl/src/kernels/TopK.ts	135	// Step 1: local sort	COMMENT
LOW⚡	tfjs-backend-webgl/src/kernels/TopK.ts	143	// Step 2: merge	COMMENT
LOW	tfjs-backend-webgl/src/kernels/TopK.ts	154	// Step 3: rebuild	COMMENT
LOW	tfjs-react-native/README.md	29	### Step 2: Install dependencies	COMMENT
LOW	tfjs-react-native/README.md	47	### Step 3: Configure [Metro](https://facebook.github.io/metro/)	COMMENT
LOW	tfjs-react-native/README.md	68	### Step 4: Test that it is working	COMMENT
LOW	tfjs-converter/README.md	20	## Step 1: Converting a [TensorFlow SavedModel](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/python/s	COMMENT
LOW	tfjs-converter/README.md	340	## Step 2: Loading and running in the browser	COMMENT

Cross-File Repetition5 hits · 25 pts

Severity	File	Snippet	Context
HIGH	tfjs-node/python/int64_model.py	test a basic model with functions to make sure functions are inlined.	STRING
HIGH	tfjs-node/python/unint8_model.py	test a basic model with functions to make sure functions are inlined.	STRING
HIGH	…onverter/python/tensorflowjs/converters/wizard_test.py	test a basic model with functions to make sure functions are inlined.	STRING
HIGH	…flowjs/converters/tf_saved_model_conversion_v2_test.py	test a basic model with functions to make sure functions are inlined.	STRING
HIGH	…rter/python/tensorflowjs/converters/fuse_prelu_test.py	test a basic model with functions to make sure functions are inlined.	STRING

Verbosity Indicators10 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	tfjs-core/src/ops/slice_util.ts	442	// Step 1: Account for ellipsis and new axis.	COMMENT
LOW	tfjs-core/src/ops/slice_util.ts	473	// Step 2: Make a sparse spec into a full index spec.	COMMENT
LOW	tfjs-core/src/ops/slice_util.ts	492	// Step 3: Make implicit ranges (non-zero beginMasks and endMasks) explicit	COMMENT
LOW	tfjs-core/src/ops/slice_util.ts	601	// Step 4: Compute the final shape	COMMENT
LOW⚡	tfjs-backend-webgpu/src/kernels/TopK.ts	118	// Step 1: local sort	COMMENT
LOW⚡	tfjs-backend-webgpu/src/kernels/TopK.ts	126	// Step 2: merge	COMMENT
LOW	tfjs-backend-webgpu/src/kernels/TopK.ts	141	// Step 3: rebuild	COMMENT
LOW⚡	tfjs-backend-webgl/src/kernels/TopK.ts	135	// Step 1: local sort	COMMENT
LOW⚡	tfjs-backend-webgl/src/kernels/TopK.ts	143	// Step 2: merge	COMMENT
LOW	tfjs-backend-webgl/src/kernels/TopK.ts	154	// Step 3: rebuild	COMMENT

Fake / Example Data17 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	tfjs-core/src/io/io_utils_test.ts	623	const str = '_Lorem ipsum 1337!';	CODE
LOW	tfjs/tools/custom_module/model_parser_test.ts	169	{name: 'placeholder', type: tensorflow.DataType.DT_INT32},	CODE
LOW	tfjs/tools/custom_module/model_parser_test.ts	180	input: ['placeholder', 'less_y'],	CODE
LOW	tfjs/tools/custom_module/model_parser_test.ts	194	{name: 'placeholder', type: tensorflow.DataType.DT_INT32},	CODE
LOW	tfjs/tools/custom_module/model_parser_test.ts	224	input: ['placeholder', 'y_0'],	CODE
LOW	tfjs-data/src/iterators/string_iterator_test.ts	22	const lorem = `Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do	CODE
LOW	tfjs-data/src/iterators/string_iterator_test.ts	22	const lorem = `Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do	CODE
LOW	tfjs-converter/tools/compiled_api.js	329	get: $util.oneOfGetter($oneOfFields = ["list", "s", "i", "f", "b", "type", "shape", "tensor", "placeholder",	CODE
LOW	tfjs-converter/tools/compiled_api.d.ts	346	'placeholder'\|'func');	CODE
LOW	tfjs-converter/src/operations/operation_mapper_test.ts	175	{name: 'placeholder', type: tensorflow.DataType.DT_INT32},	CODE
LOW	tfjs-converter/src/operations/operation_mapper_test.ts	186	input: ['placeholder', 'less_y'],	CODE
LOW	tfjs-converter/src/operations/operation_mapper_test.ts	199	{name: 'placeholder', type: tensorflow.DataType.DT_INT32},	CODE
LOW	tfjs-converter/src/operations/operation_mapper_test.ts	229	input: ['placeholder', 'y_0'],	CODE
LOW	tfjs-converter/src/operations/operation_mapper_test.ts	349	'while_loop_counter', 'while_maximum_iterations', 'placeholder',	CODE
LOW	tfjs-converter/src/operations/operation_mapper_test.ts	372	'placeholder', 'less_y', 'while_cond_10___redundant_placeholder0'	CODE
LOW	tfjs-converter/src/operations/operation_mapper_test.ts	390	{name: 'placeholder', dtype: tensorflow.DataType.DT_INT32},	CODE
LOW	…verter/src/operations/executors/graph_executor_test.ts	55	describe('placeholder', () => {	CODE

Redundant / Tautological Comments15 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/tfjs-release-branch-publish-test.yml	41	RELEASE: 'true' # Set RELEASE to true as requested	CODE
LOW	…ub/workflows/tfjs-nightly-release-and-publish-test.yml	39	RELEASE: 'true' # Set RELEASE to true as in the original config	CODE
LOW	tfjs-backend-wasm/tools/cpplint.py	2506	# Check if token is an unmatched '<'.	COMMENT
LOW	tfjs-backend-wasm/tools/cpplint.py	3129	# Check if the // may be in quotes. If so, ignore it	STRING
LOW	tfjs-backend-wasm/tools/cpplint.py	4085	# Check if the body is empty	STRING
LOW	tfjs-backend-wasm/tools/cpplint.py	4376	# Check if the line is a header guard.	STRING
LOW	tfjs-backend-wasm/tools/cpplint.py	4735	# Check if people are using the verboten C basic types. The only exception	STRING
LOW	tfjs-backend-wasm/tools/cpplint.py	4747	# Check if some verboten operator overloading is going on	STRING
LOW	tfjs-backend-wasm/tools/cpplint.py	4923	# Check if some verboten C functions are being used.	STRING
LOW	tfjs-backend-wasm/tools/cpplint.py	5678	# Set end_col to check whole lines after we are done with the	STRING
LOW	e2e/scripts/local-registry.sh	33	# Set registry to local registry	COMMENT
LOW	…flowjs/converters/tf_saved_model_conversion_v2_test.py	861	# Check if AddV2 is fused to Conv2D and Depthwise ops.	COMMENT
LOW	…ensorflowjs/converters/tf_saved_model_conversion_v2.py	81	# Set name to empty to avoid using the default name 'import'.	COMMENT
LOW	…ensorflowjs/converters/tf_saved_model_conversion_v2.py	400	# Check if any TFDF ops are used in the model.	COMMENT
LOW	…ensorflowjs/converters/tf_saved_model_conversion_v2.py	794	# Check if structure is a simple dictionary.	COMMENT

Cross-Language Confusion (JS/TS)2 hits · 12 pts

Severity	File	Line	Snippet	Context
HIGH	tfjs-core/src/tensor.ts	473	print(verbose = false): void {	CODE
HIGH	tfjs-core/src/globals.ts	353	* @return False if there is already a registered backend under this name, true	COMMENT

Cross-Language Confusion2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	…on/tensorflowjs/converters/keras_h5_conversion_test.py	503	'{"class_name": "Sequential", "keras_version": "2.2.4-tf", "config": {"layers": [{"class_name": "Dense", "config	CODE
HIGH	…on/tensorflowjs/converters/keras_h5_conversion_test.py	529	'{"class_name": "Sequential", "keras_version": "2.2.4-tf", "config": {"layers": [{"class_name": "UnifiedGRU", "c	CODE

AI Slop Vocabulary3 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	…-backend-webgpu/src/matmul_small_output_size_webgpu.ts	33	// and handle some elements per thread to optimally utilize the ALU.	COMMENT
LOW	tfjs-backend-wasm/tools/cpplint.py	2572	# Here we can just use a shallow copy since we are the last	COMMENT
MEDIUM	tfjs-react-native/src/camera/camera.ts	60	// platform check to be more robust on android devices we may not have	COMMENT

AI Structural Patterns10 hits · 8 pts

Severity	File	Line	Context
LOW	…flowjs/converters/tf_saved_model_conversion_v2_test.py	193	CODE
LOW	…flowjs/converters/tf_saved_model_conversion_v2_test.py	210	CODE
LOW	…-converter/python/tensorflowjs/converters/converter.py	188	CODE
LOW	…ensorflowjs/converters/tf_saved_model_conversion_v2.py	699	CODE
LOW	…ensorflowjs/converters/tf_saved_model_conversion_v2.py	940	CODE
LOW	…ensorflowjs/converters/tf_saved_model_conversion_v2.py	1122	CODE
LOW	…ensorflowjs/converters/tf_saved_model_conversion_v2.py	1186	CODE
LOW	…hon/tensorflowjs/converters/normalize_bias_add_test.py	47	CODE
LOW	…hon/tensorflowjs/converters/normalize_bias_add_test.py	74	CODE
LOW	…hon/tensorflowjs/converters/normalize_bias_add_test.py	100	CODE

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	.github/workflows/tfjs-release-branch-publish-test.yml	41	RELEASE: 'true' # Set RELEASE to true as requested	CODE

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…erter/python/tensorflowjs/converters/jax_conversion.py	125	# names, you can use `tree.map_structure_with_path` from the `dm-tree`	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	tfjs-backend-webgpu/src/backend_webgpu.ts	330	// TODO: Add test case to catch this exception.	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	tfjs-converter/python/build-pip-package.sh	22	# Usage:	COMMENT

tensorflow/tfjs

Open-Source Code Quality, Security and Technical Debt Review