espnet/espnet

7.8

Adjusted Score

7.8

Raw Score

100%

Time Factor

2026-07-13

Last Push

9.9K

Stars

Python

Language

1.4M

Lines of Code

7.6K

Files

7.0K

Pattern Hits

2026-07-14

Scan Date

0.07

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 1HIGH 523MEDIUM 617LOW 5883

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 7024 distinct pattern matches across 25 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Cross-File Repetition390 hits · 1950 pts

Severity	File	Line	Snippet	Context
HIGH	egs2/misp2021/asr1/local/prepare_far_data.py	0	read lines from text or write lines to txt :param textpath: filepath of text :param lines_content: list of lines or none	STRING
HIGH	egs2/misp2021/avsr1/local/prepare_far_data.py	0	read lines from text or write lines to txt :param textpath: filepath of text :param lines_content: list of lines or none	STRING
HIGH	…2021/avsr1/local/prepare_visual_embedding_extractor.py	0	read lines from text or write lines to txt :param textpath: filepath of text :param lines_content: list of lines or none	STRING
HIGH	egs2/chime8_task1/asr1/local/da_wer_scoring.py	0	modified from https://github.com/pyannote/ pyannote-metrics/blob/14af03ca61527621cfc0a3ed7237cc2969681915/ pyannote/metr	STRING
HIGH	egs2/chime8_task1/diar_asr1/local/da_wer_scoring.py	0	modified from https://github.com/pyannote/ pyannote-metrics/blob/14af03ca61527621cfc0a3ed7237cc2969681915/ pyannote/metr	STRING
HIGH	egs2/chime7_task1/asr1/local/da_wer_scoring.py	0	modified from https://github.com/pyannote/ pyannote-metrics/blob/14af03ca61527621cfc0a3ed7237cc2969681915/ pyannote/metr	STRING
HIGH	egs2/chime7_task1/diar_asr1/local/da_wer_scoring.py	0	modified from https://github.com/pyannote/ pyannote-metrics/blob/14af03ca61527621cfc0a3ed7237cc2969681915/ pyannote/metr	STRING
HIGH	egs2/chime8_task1/asr1/local/da_wer_scoring.py	0	modified from https://github.com/pyannote/ pyannote-metrics/blob/14af03ca61527621cfc0a3ed7237cc2969681915/ pyannote/metr	STRING
HIGH	egs2/chime8_task1/diar_asr1/local/da_wer_scoring.py	0	modified from https://github.com/pyannote/ pyannote-metrics/blob/14af03ca61527621cfc0a3ed7237cc2969681915/ pyannote/metr	STRING
HIGH	egs2/chime7_task1/asr1/local/da_wer_scoring.py	0	modified from https://github.com/pyannote/ pyannote-metrics/blob/14af03ca61527621cfc0a3ed7237cc2969681915/ pyannote/metr	STRING
HIGH	egs2/chime7_task1/diar_asr1/local/da_wer_scoring.py	0	modified from https://github.com/pyannote/ pyannote-metrics/blob/14af03ca61527621cfc0a3ed7237cc2969681915/ pyannote/metr	STRING
HIGH	egs2/chime8_task1/asr1/local/da_wer_scoring.py	0	dump re-ordered hypothesis as json files to allow for analyze errors. this is done for each session.	STRING
HIGH	egs2/chime8_task1/diar_asr1/local/da_wer_scoring.py	0	dump re-ordered hypothesis as json files to allow for analyze errors. this is done for each session.	STRING
HIGH	egs2/chime7_task1/asr1/local/da_wer_scoring.py	0	dump re-ordered hypothesis as json files to allow for analyze errors. this is done for each session.	STRING
HIGH	egs2/chime7_task1/diar_asr1/local/da_wer_scoring.py	0	dump re-ordered hypothesis as json files to allow for analyze errors. this is done for each session.	STRING
HIGH	egs2/chime8_task1/asr1/local/da_wer_scoring.py	0	logging diarization output to the specified output folder for each session. this is useful for analyzing errors.	STRING
HIGH	egs2/chime8_task1/diar_asr1/local/da_wer_scoring.py	0	logging diarization output to the specified output folder for each session. this is useful for analyzing errors.	STRING
HIGH	egs2/chime7_task1/asr1/local/da_wer_scoring.py	0	logging diarization output to the specified output folder for each session. this is useful for analyzing errors.	STRING
HIGH	egs2/chime7_task1/diar_asr1/local/da_wer_scoring.py	0	logging diarization output to the specified output folder for each session. this is useful for analyzing errors.	STRING
HIGH	egs2/chime8_task1/asr1/local/extract_noises.py	0	extract noises from the corpus based on the non-speech regions. e.g. {} /export/corpora4/chime5/audio/train/ \\ /export/	STRING
HIGH	egs2/chime8_task1/diar_asr1/local/extract_noises.py	0	extract noises from the corpus based on the non-speech regions. e.g. {} /export/corpora4/chime5/audio/train/ \\ /export/	STRING
HIGH	egs2/chime6/asr1/local/extract_noises.py	0	extract noises from the corpus based on the non-speech regions. e.g. {} /export/corpora4/chime5/audio/train/ \\ /export/	STRING
HIGH	egs2/chime7_task1/asr1/local/extract_noises.py	0	extract noises from the corpus based on the non-speech regions. e.g. {} /export/corpora4/chime5/audio/train/ \\ /export/	STRING
HIGH	egs2/chime7_task1/diar_asr1/local/extract_noises.py	0	extract noises from the corpus based on the non-speech regions. e.g. {} /export/corpora4/chime5/audio/train/ \\ /export/	STRING
HIGH	egs2/chime8_task1/asr1/local/extract_noises.py	0	location of the chime5 audio files. e.g. /export/corpora4/chime5/audio/train/	STRING
HIGH	egs2/chime8_task1/diar_asr1/local/extract_noises.py	0	location of the chime5 audio files. e.g. /export/corpora4/chime5/audio/train/	STRING
HIGH	egs2/chime6/asr1/local/extract_noises.py	0	location of the chime5 audio files. e.g. /export/corpora4/chime5/audio/train/	STRING
HIGH	egs2/chime7_task1/asr1/local/extract_noises.py	0	location of the chime5 audio files. e.g. /export/corpora4/chime5/audio/train/	STRING
HIGH	egs2/chime7_task1/diar_asr1/local/extract_noises.py	0	location of the chime5 audio files. e.g. /export/corpora4/chime5/audio/train/	STRING
HIGH	egs2/chime8_task1/asr1/local/extract_noises.py	0	location of the chime5 transcriptions. e.g. /export/corpora4/chime5/transcriptions/train/	STRING
HIGH	egs2/chime8_task1/diar_asr1/local/extract_noises.py	0	location of the chime5 transcriptions. e.g. /export/corpora4/chime5/transcriptions/train/	STRING
HIGH	egs2/chime6/asr1/local/extract_noises.py	0	location of the chime5 transcriptions. e.g. /export/corpora4/chime5/transcriptions/train/	STRING
HIGH	egs2/chime7_task1/asr1/local/extract_noises.py	0	location of the chime5 transcriptions. e.g. /export/corpora4/chime5/transcriptions/train/	STRING
HIGH	egs2/chime7_task1/diar_asr1/local/extract_noises.py	0	location of the chime5 transcriptions. e.g. /export/corpora4/chime5/transcriptions/train/	STRING
HIGH	egs2/chime8_task1/asr1/local/extract_noises.py	0	list of ids of the chime5 recordings from which noise is extracted. e.g. local/distant_audio_list	STRING
HIGH	egs2/chime8_task1/diar_asr1/local/extract_noises.py	0	list of ids of the chime5 recordings from which noise is extracted. e.g. local/distant_audio_list	STRING
HIGH	egs2/chime6/asr1/local/extract_noises.py	0	list of ids of the chime5 recordings from which noise is extracted. e.g. local/distant_audio_list	STRING
HIGH	egs2/chime7_task1/asr1/local/extract_noises.py	0	list of ids of the chime5 recordings from which noise is extracted. e.g. local/distant_audio_list	STRING
HIGH	egs2/chime7_task1/diar_asr1/local/extract_noises.py	0	list of ids of the chime5 recordings from which noise is extracted. e.g. local/distant_audio_list	STRING
HIGH	egs2/chime8_task1/asr1/local/get_lhotse_manifests.py	0	slighly modified versions of lhotse recipes scripts in https://github.com/lhotse-speech/lhotse/blob/master/lhotse/recipe	STRING
HIGH	egs2/chime7_task1/asr1/local/get_lhotse_manifests.py	0	slighly modified versions of lhotse recipes scripts in https://github.com/lhotse-speech/lhotse/blob/master/lhotse/recipe	STRING
HIGH	…2/chime7_task1/diar_asr1/local/get_lhotse_manifests.py	0	slighly modified versions of lhotse recipes scripts in https://github.com/lhotse-speech/lhotse/blob/master/lhotse/recipe	STRING
HIGH	egs2/chime8_task1/asr1/local/get_lhotse_manifests.py	0	returns the manifests which consist of the recordings and supervisions :param corpus_dir: pathlike, the path of dipco ma	STRING
HIGH	egs2/chime7_task1/asr1/local/get_lhotse_manifests.py	0	returns the manifests which consist of the recordings and supervisions :param corpus_dir: pathlike, the path of dipco ma	STRING
HIGH	…2/chime7_task1/diar_asr1/local/get_lhotse_manifests.py	0	returns the manifests which consist of the recordings and supervisions :param corpus_dir: pathlike, the path of dipco ma	STRING
HIGH	egs2/chime8_task1/asr1/local/gss_micrank.py	0	envelope variance channel selection method with (optionally) learnable per mel-band weights.	STRING
HIGH	egs2/chime8_task1/diar_asr1/local/gss_micrank.py	0	envelope variance channel selection method with (optionally) learnable per mel-band weights.	STRING
HIGH	egs2/chime7_task1/asr1/local/gss_micrank.py	0	envelope variance channel selection method with (optionally) learnable per mel-band weights.	STRING
HIGH	egs2/chime7_task1/diar_asr1/local/gss_micrank.py	0	envelope variance channel selection method with (optionally) learnable per mel-band weights.	STRING
HIGH	egs2/owsm_v2/s2t1/local/utils.py	0	merge a list of utterances to create a long utterance.	STRING
HIGH	egs2/owsm_v4/s2t1/local/utils.py	0	merge a list of utterances to create a long utterance.	STRING
HIGH	egs2/owsm_v3/s2t1/local/utils.py	0	merge a list of utterances to create a long utterance.	STRING
HIGH	egs2/owsm_v1/s2t1/local/utils.py	0	merge a list of utterances to create a long utterance.	STRING
HIGH	egs2/owsm_v2/s2t1/local/utils.py	0	generate a list of long utterances from a list of short utterances.	STRING
HIGH	egs2/owsm_v4/s2t1/local/utils.py	0	generate a list of long utterances from a list of short utterances.	STRING
HIGH	egs2/owsm_v3/s2t1/local/utils.py	0	generate a list of long utterances from a list of short utterances.	STRING
HIGH	egs2/owsm_v1/s2t1/local/utils.py	0	generate a list of long utterances from a list of short utterances.	STRING
HIGH	egs2/pjs/svs1/local/prep_segments_from_xml.py	0	generate segments according to structured musicxml.	STRING
HIGH	egs2/itako/svs1/local/prep_segments_from_xml.py	0	generate segments according to structured musicxml.	STRING
HIGH	…EMPLATE/asr1/pyscripts/utils/prep_segments_from_xml.py	0	generate segments according to structured musicxml.	STRING
330 more matches not shown…

Redundant / Tautological Comments995 hits · 1494 pts

Severity	File	Line	Snippet	Context
LOW	docker/run.sh	91	# Check if image exists in the system and download if required	COMMENT
LOW	test/espnet2/bin/test_tts_batch_inference.py	96	# Check if the model supports batch inference	COMMENT
LOW	utils/eval_perm_free_error.py	216	# Print results	COMMENT
LOW	utils/dump.sh	87	# Write the filetype, this will be used for data2json.sh	COMMENT
LOW	utils/make_fbank.sh	162	# Write the filetype, this will be used for data2json.sh	COMMENT
LOW	utils/make_stft.sh	144	# Write the filetype, this will be used for data2json.sh	COMMENT
LOW	utils/eval-source-separation.py	302	# Open files in write mode	COMMENT
LOW	utils/convert_fbank.sh	2	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW⚡	utils/apply_code_fixes.py	209	# Read the file	COMMENT
LOW	utils/apply_code_fixes.py	425	# Check if pycodestyle is installed	COMMENT
LOW	egs2/primewords_chinese/asr1/run.sh	2	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/primewords_chinese/asr1/asr.sh	3	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/primewords_chinese/asr1/local/data.sh	6	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/librilight_limited/asr1/run.sh	2	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/librilight_limited/asr1/asr.sh	3	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/librilight_limited/asr1/local/data.sh	2	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/misp2021/asr1/run.sh	2	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/misp2021/asr1/asr.sh	3	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/misp2021/avsr1/run.sh	2	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/misp2021/avsr1/asr.sh	3	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/easycom/avsr1/run.sh	2	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/easycom/avsr1/asr.sh	3	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/easycom/avsr1/local/data.sh	2	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/coraal/asr1/run.sh	2	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/coraal/asr1/asr.sh	3	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/coraal/asr1/local/data.sh	2	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/whamr/enh1/enh.sh	3	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/whamr/enh1/run.sh	2	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/whamr/enh1/local/whamr_data_prep.sh	26	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/kising/svs1/run.sh	2	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/kising/svs1/svs.sh	5	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/conferencingspeech21/enh1/enh.sh	3	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/conferencingspeech21/enh1/run.sh	2	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/kn_openslr126/asr1/run.sh	2	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/kn_openslr126/asr1/asr.sh	3	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/chime8_task1/asr1/run.sh	2	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/chime8_task1/asr1/asr.sh	3	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/chime8_task1/diar_asr1/run_gss_asr.sh	2	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/chime8_task1/diar_asr1/run.sh	2	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/chime8_task1/diar_asr1/asr.sh	3	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/covost2/mt1/mt.sh	3	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/covost2/mt1/run.sh	2	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/covost2/mt1/local/data.sh	37	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/covost2/asr1/run.sh	2	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/covost2/asr1/asr.sh	3	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/covost2/asr1/local/data.sh	37	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/covost2/st1/run.sh	2	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/covost2/st1/st.sh	3	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/covost2/st1/local/data.sh	37	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/multimed_st/s2t1/s2t.sh	3	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/ami/asr1/run.sh	2	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/ami/asr1/asr.sh	3	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/ami/asr1/local/data.sh	4	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/namine_ritsu_utagoe_db/svs1/run.sh	2	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/namine_ritsu_utagoe_db/svs1/svs.sh	5	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/owsm_v2/s2t1/dump.sh	2	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/owsm_v2/s2t1/s2t.sh	3	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/owsm_v2/s2t1/run.sh	2	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	…owsm_v2/s2t1/local/prepare_multilingual_librispeech.sh	2	# Set bash to 'debug' mode, it will exit on :	COMMENT
LOW	egs2/owsm_v2/s2t1/local/prepare_tedlium_filtered.sh	2	# Set bash to 'debug' mode, it will exit on :	COMMENT
935 more matches not shown…

Over-Commented Block1408 hits · 1389 pts

Severity	File	Line	Snippet	Context
LOW	tools/installers/install_vidaug.sh	1	#!/bin/bash	COMMENT
LOW	tools/installers/install_openface.sh	1	#!/bin/bash	COMMENT
LOW	tools/installers/install_deepxi.sh	1	#!/bin/bash	COMMENT
LOW	test/espnet3/parallel/test_parallel.py	21	)	COMMENT
LOW	test/espnet3/parallel/test_parallel.py	41	# \| test_parallel_for_streaming_yields_results \| Confirms parallel_for yields \|	COMMENT
LOW	test/espnet3/parallel/test_parallel.py	61	# \|--------------------------------------------------\|---------------------------------\|	COMMENT
LOW	test/espnet3/utils/test_config.py	21	)	COMMENT
LOW	test/espnet3/utils/test_config.py	41	# \| test_config_with_one_include \| Includes one external config file via `defaults` \| # noqa: E501	COMMENT
LOW	test/espnet3/utils/test_config.py	601	# ===============================================================	COMMENT
LOW	test/espnet3/components/callbacks/test_callback.py	21	# \| Test Name \| Description \|	COMMENT
LOW	test/espnet3/components/modeling/test_model.py	21	# \|-----------------------------------\|--------------------------------------------------------------------------\| # noq	COMMENT
LOW	test/espnet3/components/trainers/test_trainer.py	21	# Test Case Summary for ESPnet3LightningTrainer	COMMENT
LOW	test/espnet3/components/data/test_dataloader_builder.py	21	# \| test_sampler_and_batch_sampler_conflict \| Raises when sampler and batch_sampler are both set \|	COMMENT
LOW	test/espnet3/components/data/test_data_organizer.py	21	# ===============================================================	COMMENT
LOW	test/espnet3/components/data/test_data_organizer.py	41	# \| test_espnet_preprocessor_without_transform \| Uses only ESPnet-style preprocessor \|	COMMENT
LOW	test/espnet3/components/data/test_data_organizer.py	61	# \| \| as preprocessor \|	COMMENT
LOW	test/espnet3/components/data/test_collect_stats.py	21		COMMENT
LOW	utils/queue-freegpu.pl	1	#!/usr/bin/env perl	COMMENT
LOW	utils/queue-freegpu.pl	21	# and a set of command line options.	COMMENT
LOW	utils/queue-freegpu.pl	41	# 5) Default behavior	COMMENT
LOW	utils/stdout.pl	1	#!/usr/bin/env perl	COMMENT
LOW	utils/gdown.pl	1	#!/usr/bin/env perl	COMMENT
LOW	egs3/TEMPLATE/asr/readme.md	1	# ESPnet3 ASR recipe	COMMENT
LOW	egs3/TEMPLATE/asr/conf/demo.yaml	1	##########################################################	COMMENT
LOW	egs3/TEMPLATE/asr/conf/demo.yaml	21	# model(sample, **call_args)	COMMENT
LOW	egs3/TEMPLATE/asr/conf/demo.yaml	61	##########################################################	COMMENT
LOW	egs3/TEMPLATE/asr/conf/demo.yaml	101		COMMENT
LOW	egs3/TEMPLATE/asr/conf/training.yaml	1	##########################################################	COMMENT
LOW	egs3/TEMPLATE/asr/conf/training.yaml	21	# If unset, `model` is instantiated directly via Hydra.	COMMENT
LOW	egs3/TEMPLATE/asr/conf/training.yaml	41	dataset_dir: /path/to/your/dataset	COMMENT
LOW	egs3/TEMPLATE/asr/conf/training.yaml	61	# Each dataset entry supports:	COMMENT
LOW	egs3/TEMPLATE/asr/conf/training.yaml	81	# data_src_args:	COMMENT
LOW	egs3/TEMPLATE/asr/conf/training.yaml	101	recipe_dir: ${recipe_dir}	COMMENT
LOW	egs3/TEMPLATE/asr/conf/training.yaml	141	scheduler_monitor: # e.g. `valid/loss` for monitored epoch schedulers	COMMENT
LOW	egs3/TEMPLATE/asr/conf/training.yaml	161	# step_every_n_iters: 1 # only step on every N-th training iteration	COMMENT
LOW	egs3/TEMPLATE/asr/conf/training.yaml	181	# - In the multiple-optimizer path, do not use trainer-level	COMMENT
LOW	egs3/TEMPLATE/asr/conf/metrics.yaml	1	##########################################################	COMMENT
LOW	egs3/TEMPLATE/asr/conf/inference.yaml	1	##########################################################	COMMENT
LOW	egs3/TEMPLATE/asr/conf/inference.yaml	21	# Override `inference_dir` only when you want a different output location.	COMMENT
LOW	egs3/TEMPLATE/asr/conf/inference.yaml	41	# - `transform` is optional and runs before `preprocessor`	COMMENT
LOW	egs3/TEMPLATE/asr/conf/inference.yaml	81	# If `dataset[i]` returns `{"speech": ..., "text": ..., "utt_id": ...}` and	COMMENT
LOW	egs3/TEMPLATE/asr/conf/inference.yaml	101	# This value becomes the first column in generated SCP files and is used to map	COMMENT
LOW	egs3/TEMPLATE/asr/conf/inference.yaml	121	output_fn:	COMMENT
LOW	egs3/TEMPLATE/asr/conf/inference.yaml	141	# output_artifacts:	COMMENT
LOW	egs3/TEMPLATE/asr/conf/publication.yaml	1	##########################################################	COMMENT
LOW	egs3/TEMPLATE/asr/conf/publication.yaml	21	# - `pack_model` also receives `inference_config` and `metrics_config` when	COMMENT
LOW	egs3/TEMPLATE/asr/conf/publication.yaml	41	# in `meta.yaml` under the given key. `exclude` does NOT apply here, so	COMMENT
LOW	egs3/TEMPLATE/asr/conf/publication.yaml	81	# Upload uses `huggingface_hub` with your local Hugging Face login.	COMMENT
LOW	egs3/mini_an4/asr/conf/demo.yaml	1	##########################################################	COMMENT
LOW	egs3/mini_an4/asr/conf/training.yaml	1	##########################################################	COMMENT
LOW	egs3/mini_an4/asr/conf/metrics.yaml	1	##########################################################	COMMENT
LOW	egs3/mini_an4/asr/conf/inference_transducer.yaml	1	##########################################################	COMMENT
LOW	egs3/mini_an4/asr/conf/inference_transducer.yaml	21	##########################################################	COMMENT
LOW	egs3/mini_an4/asr/conf/training_asr_transformer.yaml	1	##########################################################	COMMENT
LOW	egs3/mini_an4/asr/conf/inference.yaml	1	##########################################################	COMMENT
LOW	egs3/mini_an4/asr/conf/inference.yaml	21	##########################################################	COMMENT
LOW	egs3/mini_an4/asr/conf/training_asr_transducer.yaml	1	##########################################################	COMMENT
LOW	…4/asr/conf/training_transducer_asr_conformer_rnnt.yaml	1	##########################################################	COMMENT
LOW	egs3/mini_an4/asr/conf/training_asr_streaming.yaml	1	##########################################################	COMMENT
LOW	egs2/primewords_chinese/asr1/cmd.sh	1	# ====== About run.pl, queue.pl, slurm.pl, and ssh.pl ======	COMMENT
1348 more matches not shown…

Hyper-Verbose Identifiers1425 hits · 1376 pts

Severity	File	Line	Snippet	Context
LOW	test/egs3/TEMPLATE/asr/test_run.py	9	def test_load_default_config_train_contains_expected_targets() -> None:	CODE
LOW	test/egs3/TEMPLATE/asr/test_run.py	19	def test_load_default_config_infer_contains_expected_targets() -> None:	CODE
LOW	test/egs3/TEMPLATE/asr/test_run.py	31	def test_load_and_merge_config_user_overrides_template_defaults(tmp_path: Path) -> None:	CODE
LOW	test/egs3/TEMPLATE/asr/test_run.py	59	def test_load_and_merge_demo_config_inherits_template_readme(	CODE
LOW	test/egs3/TEMPLATE/asr/test_run.py	91	def test_load_and_merge_config_none_path_returns_none() -> None:	CODE
LOW	test/espnet3/demo/test_pack.py	16	def test_pack_demo_writes_assets(	CODE
LOW	test/espnet3/demo/test_pack.py	60	def test_pack_demo_writes_requirements_txt(	CODE
LOW	test/espnet3/demo/test_pack.py	93	def test_pack_demo_skips_requirements_txt_when_not_configured(	CODE
LOW	test/espnet3/demo/test_pack.py	116	def test_pack_demo_skips_description_copy_when_ui_description_is_missing(	CODE
LOW	test/espnet3/demo/test_pack.py	150	def test_pack_demo_supports_exclude_patterns_for_included_dirs(	CODE
LOW	test/espnet3/demo/test_pack.py	196	def test_pack_demo_expands_globbed_include_paths(	CODE
LOW	test/espnet3/demo/test_pack.py	238	def test_pack_demo_renders_space_readme(	CODE
LOW	test/espnet3/demo/test_pack.py	362	def test_template_demo_yaml_defaults_update_false_and_delete_patterns(	CODE
LOW	test/espnet3/demo/test_pack.py	371	def test_upload_demo_update_true_passes_exist_ok_and_delete_patterns(	CODE
LOW	test/espnet3/demo/test_pack.py	398	def test_upload_demo_raises_on_existing_space_without_update(	CODE
LOW	test/espnet3/demo/test_pack.py	426	def test_upload_demo_empty_delete_patterns_passes_none_to_upload_folder(	CODE
LOW	test/espnet3/demo/test_app_builder.py	61	def test_build_demo_with_custom_provider(tmp_path: Path) -> None:	CODE
LOW	test/espnet3/demo/test_app_builder.py	93	def test_build_demo_uses_inline_description(tmp_path: Path) -> None:	CODE
LOW	test/espnet3/demo/test_app_builder.py	123	def test_default_assets_pass_through_inputs_and_outputs(tmp_path: Path) -> None:	CODE
LOW	test/espnet3/demo/test_app_builder.py	165	def test_create_inference_fn_accepts_explicit_key_lists(tmp_path: Path) -> None:	CODE
LOW	test/espnet3/demo/test_app_builder.py	195	def test_demo_main_writes_demo_log(monkeypatch, tmp_path: Path) -> None:	CODE
LOW	test/espnet3/demo/test_app_builder.py	234	def test_default_text_ui_requires_gradio(monkeypatch) -> None:	CODE
LOW	test/espnet3/demo/test_app_builder.py	241	def test_default_assets_use_only_label(monkeypatch) -> None:	CODE
LOW	test/espnet3/demo/test_app_builder.py	279	def test_build_input_component_requires_type(tmp_path: Path) -> None:	CODE
LOW	test/espnet3/demo/test_app_builder.py	308	def test_build_demo_model_loads_pretrained_tag(monkeypatch, tmp_path: Path) -> None:	CODE
LOW	test/espnet3/parallel/test_inference_runner.py	193	def test_image_output_type_unsupported(tmp_path):	CODE
LOW	test/espnet3/parallel/test_inference_runner.py	208	def test_streaming_on_example(test_audio_paths):	CODE
LOW	test/espnet3/parallel/test_inference_runner.py	219	def test_streaming_chunked_processing_manual(test_audio_paths):	CODE
LOW	test/espnet3/parallel/test_inference_runner.py	249	def test_streaming_chunk_count(test_audio_paths, chunk_sec, expected_min_chunks):	CODE
LOW	test/espnet3/parallel/test_inference_runner.py	293	def _patch_parallel_client_no_submit(monkeypatch, n_workers: int = 2):	CODE
LOW	test/espnet3/parallel/test_inference_runner.py	328	def _fake_get_parallel_config():	CODE
LOW	test/espnet3/parallel/test_inference_runner.py	357	async def _fake_run_async_return_none(self, indices):	CODE
LOW	test/espnet3/parallel/test_inference_runner.py	383	def test_async_jsonl_offline_with_base_runner(test_audio_paths, tmp_path, monkeypatch):	CODE
LOW	test/espnet3/parallel/test_inference_runner.py	409	def test_async_jsonl_streaming_with_base_runner(	CODE
LOW	test/espnet3/parallel/test_base_runner_batch.py	31	def test_batch_size_chunks_indices():	CODE
LOW	test/espnet3/parallel/test_base_runner_batch.py	38	def test_batch_size_rejects_non_positive():	CODE
LOW	test/espnet3/parallel/test_base_runner_batch.py	52	def test_forward_used_when_batch_size_set():	CODE
LOW	test/espnet3/parallel/test_base_runner_batch.py	65	def test_forward_used_when_batch_size_is_none():	CODE
LOW⚡	test/espnet3/parallel/test_parallel.py	117	def test_set_parallel_copies_options_dict(local_cfg):	CODE
LOW⚡	test/espnet3/parallel/test_parallel.py	127	def test_set_and_get_parallel_config(local_cfg):	CODE
LOW⚡	test/espnet3/parallel/test_parallel.py	183	def test_parallel_for_streaming_yields_results(local_cfg):	CODE
LOW⚡	test/espnet3/parallel/test_parallel.py	227	def test_worker_env_injection_via_setup_fn(local_cfg):	CODE
LOW	test/espnet3/parallel/test_parallel.py	150	def test_get_client_context_manager_and_parallel_map(set_global_parallel):	CODE
LOW	test/espnet3/parallel/test_parallel.py	158	def test_parallel_map_internal_client(local_cfg, monkeypatch):	CODE
LOW	test/espnet3/parallel/test_parallel.py	198	def test_parallel_map_preserves_input_order(local_cfg):	CODE
LOW	test/espnet3/parallel/test_parallel.py	209	def test_parallel_for_completion_order(local_cfg):	CODE
LOW	test/espnet3/parallel/test_parallel.py	242	def test_parallel_map_auto_inject_env_via_setup_fn(local_cfg):	CODE
LOW	test/espnet3/parallel/test_parallel.py	255	def test_parallel_for_auto_inject_env_via_setup_fn_without_with(local_cfg):	CODE
LOW	test/espnet3/parallel/test_parallel.py	274	def test_wrap_env_filters_unknown_keys(local_cfg):	CODE
LOW	test/espnet3/parallel/test_parallel.py	287	def test_parallel_map_registers_setup_fn_when_passed_directly(local_cfg):	CODE
LOW	test/espnet3/parallel/test_parallel.py	299	def test_parallel_for_registers_setup_fn_when_passed_directly(local_cfg):	CODE
LOW	test/espnet3/parallel/test_parallel.py	314	def test_worker_env_conflict_detection(local_cfg):	CODE
LOW	test/espnet3/parallel/test_parallel.py	332	def test_worker_env_conflict_detection_parallel_for(local_cfg):	CODE
LOW	test/espnet3/parallel/test_parallel.py	347	def test_build_local_gpu_cluster_import_guard(monkeypatch):	CODE
LOW	test/espnet3/parallel/test_parallel.py	356	def test_get_client_context_auto_shutdown(local_cfg, monkeypatch):	CODE
LOW	test/espnet3/parallel/test_parallel.py	390	def test_get_client_registers_setup_fn_via_register_plugin_fallback(	CODE
LOW	test/espnet3/parallel/test_parallel.py	418	def test_build_client_unknown_env_raises(local_cfg):	CODE
LOW	test/espnet3/parallel/test_parallel.py	425	def test_build_client_kube_import_guard(monkeypatch, local_cfg):	CODE
LOW	test/espnet3/parallel/test_parallel.py	436	def test_worker_plugin_setup_must_return_dict():	CODE
LOW	test/espnet3/parallel/test_parallel.py	443	def test_parallel_map_registers_setup_fn_via_register_plugin_fallback(monkeypatch):	CODE
1365 more matches not shown…

Decorative Section Separators361 hits · 1260 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/installers/install_vidaug.sh	2	#==============================================================================	COMMENT
MEDIUM	tools/installers/install_vidaug.sh	11	#==============================================================================	COMMENT
MEDIUM	tools/installers/install_openface.sh	2	#==============================================================================	COMMENT
MEDIUM	tools/installers/install_openface.sh	14	#==============================================================================	COMMENT
MEDIUM	tools/installers/install_deepxi.sh	2	#==============================================================================	COMMENT
MEDIUM	tools/installers/install_deepxi.sh	12	#==============================================================================	COMMENT
MEDIUM	test/espnet3/demo/test_pack.py	321	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	test/espnet3/demo/test_pack.py	323	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	test/espnet3/parallel/test_inference_runner.py	149	# ===============================================================	COMMENT
MEDIUM	test/espnet3/parallel/test_inference_runner.py	151	# ===============================================================	COMMENT
MEDIUM⚡	test/espnet3/parallel/test_parallel.py	112	# ------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/parallel/test_parallel.py	114	# ------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/parallel/test_parallel.py	135	# ------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/parallel/test_parallel.py	137	# ------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/parallel/test_parallel.py	178	# ------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/parallel/test_parallel.py	180	# ------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/parallel/test_parallel.py	221	# ------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/parallel/test_parallel.py	223	# ------------------------------------------------------------	COMMENT
MEDIUM	test/espnet3/parallel/test_parallel.py	25	# ===============================================================	COMMENT
MEDIUM	test/espnet3/parallel/test_parallel.py	27	# ===============================================================	COMMENT
MEDIUM⚡	test/espnet3/publication/test_inference_model.py	160	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/publication/test_inference_model.py	162	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/publication/test_inference_model.py	175	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/publication/test_inference_model.py	177	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/publication/test_inference_model.py	266	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/publication/test_inference_model.py	268	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/publication/test_inference_model.py	316	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/publication/test_inference_model.py	318	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/publication/test_inference_model.py	354	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/publication/test_inference_model.py	356	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/publication/test_inference_model.py	380	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/publication/test_inference_model.py	382	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/publication/test_inference_model.py	426	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/publication/test_inference_model.py	428	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/publication/test_inference_model.py	477	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/publication/test_inference_model.py	479	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	test/espnet3/utils/test_task_utils.py	17	# ===============================================================	COMMENT
MEDIUM	test/espnet3/utils/test_task_utils.py	19	# ===============================================================	COMMENT
MEDIUM	test/espnet3/utils/test_config.py	23	# ===============================================================	COMMENT
MEDIUM	test/espnet3/utils/test_config.py	25	# ===============================================================	COMMENT
MEDIUM⚡	test/espnet3/utils/test_config.py	601	# ===============================================================	STRING
MEDIUM⚡	test/espnet3/utils/test_config.py	603	# ===============================================================	STRING
MEDIUM⚡	test/espnet3/utils/test_publish.py	45	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/utils/test_publish.py	47	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/utils/test_publish.py	113	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/utils/test_publish.py	115	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/utils/test_publish.py	232	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/utils/test_publish.py	234	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/utils/test_publish.py	275	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/utils/test_publish.py	277	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/utils/test_publish.py	943	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/utils/test_publish.py	945	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/utils/test_publish.py	1010	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/utils/test_publish.py	1012	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/utils/test_publish.py	1165	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/espnet3/utils/test_publish.py	1167	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	test/espnet3/components/callbacks/test_callback.py	16	# ===============================================================	COMMENT
MEDIUM	test/espnet3/components/callbacks/test_callback.py	18	# ===============================================================	COMMENT
MEDIUM	test/espnet3/components/modeling/test_model.py	15	# ===============================================================	COMMENT
MEDIUM	test/espnet3/components/modeling/test_model.py	17	# ===============================================================	COMMENT
301 more matches not shown…

Unused Imports709 hits · 702 pts

Severity	File	Line	Context
LOW	tools/check_install.py	15	CODE
LOW	tools/check_install.py	96	CODE
LOW	test/espnet3/conftest.py	56	CODE
LOW	test/espnet3/demo/test_pack.py	1	CODE
LOW	test/espnet3/demo/test_app_builder.py	1	CODE
LOW	test/espnet3/parallel/test_inference_runner.py	2	CODE
LOW	test/espnet3/publication/test_inference_model.py	1	CODE
LOW	test/espnet3/utils/test_writer_utils.py	1	CODE
LOW	test/espnet3/utils/test_logging.py	1	CODE
LOW	test/espnet3/utils/test_publish.py	1	CODE
LOW	test/espnet3/systems/asr/metrics/test_metrics.py	24	CODE
LOW	test/espnet3/systems/asr/metrics/test_metrics.py	42	CODE
LOW	test/espnet3/systems/asr/metrics/test_metrics.py	60	CODE
LOW	test/espnet2/layers/test_houlsby_adapter_layer.py	8	CODE
LOW	test/espnet2/layers/test_houlsby_adapter_layer.py	9	CODE
LOW	test/espnet2/bin/test_macos_mps_model.py	4	CODE
LOW	test/espnet2/bin/test_macos_mps_model.py	4	CODE
LOW	…net2/gan_tts/parallel_wavegan/test_parallel_wavegan.py	130	CODE
LOW	…net2/gan_tts/parallel_wavegan/test_parallel_wavegan.py	143	CODE
LOW	test/espnet2/gan_tts/hifigan/test_hifigan.py	178	CODE
LOW	test/espnet2/gan_tts/hifigan/test_hifigan.py	190	CODE
LOW	test/espnet2/gan_tts/style_melgan/test_style_melgan.py	117	CODE
LOW	test/espnet2/gan_tts/style_melgan/test_style_melgan.py	129	CODE
LOW	test/espnet2/gan_tts/melgan/test_melgan.py	127	CODE
LOW	test/espnet2/gan_tts/melgan/test_melgan.py	139	CODE
LOW	test/espnet2/asr/test_ctc.py	44	CODE
LOW	test/espnet2/gan_codec/test_dac.py	6	CODE
LOW	test/espnet2/gan_codec/test_soundstream.py	6	CODE
LOW	test/espnet2/gan_codec/test_funcodec.py	6	CODE
LOW	test/espnet2/gan_codec/test_encodec.py	6	CODE
LOW	test/espnet2/gan_svs/visinger/test_visinger_plus.py	8	CODE
LOW	test/espnet2/gan_svs/visinger/test_visinger_plus.py	237	CODE
LOW	test/espnet2/gan_svs/visinger/test_visinger_plus.py	429	CODE
LOW	test/espnet2/gan_svs/visinger/test_visinger.py	8	CODE
LOW	test/espnet2/gan_svs/visinger/test_visinger.py	892	CODE
LOW	test/espnet2/gan_svs/visinger/test_visinger.py	1081	CODE
LOW	test/espnet2/speechlm/model/conftest.py	22	CODE
LOW	test/espnet2/speechlm/trainer/conftest.py	124	CODE
LOW	test/espnet2/speechlm/trainer/conftest.py	125	CODE
LOW	test_utils/patch_demo_config.py	7	CODE
LOW	test_utils/egs3/integration_test/asr/src/app_image.py	3	CODE
LOW	…ion/demo_test_model_pack_default/demo_test_provider.py	1	CODE
LOW	…tion/demo_test_model_pack_custom/demo_test_provider.py	1	CODE
LOW	ci/test_import_all.py	8	CODE
LOW	ci/test_import_all.py	14	CODE
LOW	ci/test_integration_espnet3_publication_check.py	5	CODE
LOW	ci/test_demo_ui.py	1	CODE
LOW	egs3/TEMPLATE/asr/run.py	4	CODE
LOW	egs3/TEMPLATE/asr/run.py	7	CODE
LOW	egs3/TEMPLATE/asr/src/app.py	3	CODE
LOW	egs3/mini_an4/asr/dataset/__init__.py	3	CODE
LOW	egs3/mini_an4/asr/dataset/__init__.py	4	CODE
LOW	egs3/mini_an4/asr/dataset/builder.py	3	CODE
LOW	egs3/mini_an4/asr/dataset/dataset.py	3	CODE
LOW	egs3/mini_an4/asr/src/tokenizer.py	1	CODE
LOW	egs3/mini_an4/asr/src/app.py	3	CODE
LOW	egs2/misp2021/asr1/local/prepare_far_data.py	7	CODE
LOW	egs2/misp2021/avsr1/local/prepare_far_data.py	7	CODE
LOW	egs2/misp2021/avsr1/local/prepare_far_video_roi.py	8	CODE
LOW	egs2/misp2021/avsr1/local/prepare_far_video_roi.py	12	CODE
649 more matches not shown…

Deep Nesting587 hits · 580 pts

Severity	File	Line	Context
LOW	tools/check_install.py	60	CODE
LOW	test/espnet3/parallel/test_inference_runner.py	121	CODE
LOW	test/espnet2/enh/separator/test_beamformer.py	81	CODE
LOW	test/espnet2/legacy/test_subsampling.py	112	CODE
LOW	test/espnet2/legacy/test_nets_utils.py	57	CODE
LOW	test/espnet2/train/test_dataset.py	11	CODE
LOW	test/espnet2/train/test_iterable_dataset.py	11	CODE
LOW	…st/espnet2/gan_svs/visinger/test_visinger_generator.py	96	CODE
LOW	…st/espnet2/gan_svs/visinger/test_visinger_generator.py	274	CODE
LOW	test/espnet2/text/test_phoneme_tokenizer.py	81	CODE
LOW	…/espnet2/iterators/test_category_chunk_iter_factory.py	22	CODE
LOW	test/espnet2/iterators/test_chunk_iter_factory.py	22	CODE
LOW	test/espnet2/iterators/test_chunk_iter_factory.py	99	CODE
LOW	test_utils/egs3/integration_test/asr/src/app_image.py	17	CODE
LOW	ci/test_demo_ui.py	39	CODE
LOW	ci/test_demo_ui.py	116	CODE
LOW	utils/eval_perm_free_error.py	89	CODE
LOW	utils/calculate_rtf.py	63	CODE
LOW	utils/json2sctm.py	30	CODE
LOW	utils/text2token.py	68	CODE
LOW	utils/eval-source-separation.py	75	CODE
LOW	utils/eval-source-separation.py	244	CODE
LOW	utils/trn2ctm.py	24	CODE
LOW	utils/average_checkpoints.py	11	CODE
LOW	utils/apply_code_fixes.py	79	CODE
LOW	utils/apply_code_fixes.py	185	CODE
LOW	utils/apply_code_fixes.py	385	CODE
LOW	utils/change_yaml.py	35	CODE
LOW	egs3/mini_an4/asr/dataset/builder.py	156	CODE
LOW	egs2/misp2021/asr1/local/prepare_far_data.py	358	CODE
LOW	egs2/misp2021/asr1/local/prepare_far_data.py	92	CODE
LOW	egs2/misp2021/asr1/local/run_wpe.py	14	CODE
LOW	egs2/misp2021/avsr1/local/prepare_far_data.py	358	CODE
LOW	egs2/misp2021/avsr1/local/prepare_far_data.py	92	CODE
LOW	egs2/misp2021/avsr1/local/prepare_far_video_roi.py	55	CODE
LOW	egs2/misp2021/avsr1/local/prepare_far_video_roi.py	247	CODE
LOW	egs2/misp2021/avsr1/local/run_wpe.py	14	CODE
LOW	egs2/easycom/avsr1/local/extract_av_feature.py	95	CODE
LOW	egs2/easycom/avsr1/local/scp_gen.py	6	CODE
LOW	egs2/easycom/avsr1/local/preprocessing.py	26	CODE
LOW	egs2/coraal/asr1/local/snippet_generation.py	115	CODE
LOW	egs2/coraal/asr1/local/text_normalization.py	18	CODE
LOW	egs2/kising/svs1/local/data_prep.py	173	CODE
LOW	…2/conferencingspeech21/enh1/local/prepare_data_list.py	11	CODE
LOW	egs2/chime8_task1/asr1/local/da_wer_scoring.py	247	CODE
LOW	egs2/chime8_task1/asr1/local/get_lhotse_manifests.py	23	CODE
LOW	egs2/chime8_task1/asr1/local/get_lhotse_manifests.py	207	CODE
LOW	egs2/chime8_task1/asr1/local/get_lhotse_manifests.py	355	CODE
LOW	egs2/chime8_task1/diar_asr1/local/da_wer_scoring.py	247	CODE
LOW	egs2/chime8_task1/diar_asr1/local/pyannote_diarize.py	41	CODE
LOW	egs2/chime8_task1/diar_asr1/local/pyannote_dprep.py	38	CODE
LOW	egs2/multimed_st/s2t1/local/prepare_multimed_st.py	80	CODE
LOW	egs2/owsm_v2/s2t1/local/prepare_wenetspeech.py	25	CODE
LOW	egs2/owsm_v2/s2t1/local/prepare_gigast.py	25	CODE
LOW	egs2/owsm_v2/s2t1/local/prepare_tedlium_filtered.py	66	CODE
LOW	egs2/kosp2e/asr1/local/setup_data.py	10	CODE
LOW	egs2/dns_icassp22/enh1/local/noisyspeech_synthesizer.py	336	CODE
LOW	egs2/owsm_v4/s2t1/local/lid.py	103	CODE
LOW	egs2/seame/asr1/local/preprocess.py	186	CODE
LOW	egs2/seame/asr1/local/preprocess.py	357	CODE
527 more matches not shown…

Docstring Block Structure109 hits · 545 pts

Severity	File	Line	Snippet	Context
HIGH	egs3/mini_an4/asr/dataset/builder.py	62	Check whether raw AN4 source files are already available. Args: recipe_dir: Recipe root directory.	STRING
HIGH	egs3/mini_an4/asr/dataset/builder.py	90	Prepare raw AN4 source data under ``dataset_path``. Args: recipe_dir: Recipe root directory.	STRING
HIGH	egs3/mini_an4/asr/dataset/builder.py	130	Check whether task-ready manifest files are already built. Args: recipe_dir: Recipe root directory.	STRING
HIGH	egs3/mini_an4/asr/dataset/builder.py	157	Build train/valid/test manifests and converted WAV files. Args: recipe_dir: Recipe root directory.	STRING
HIGH	egs2/spoken_chatbot_arena/sds1/app.py	166	Handles the evaluation of a selected metric based on user input and provided outputs. This function evalua	STRING
HIGH	egs2/spoken_chatbot_arena/sds1/app.py	268	Handles the evaluation of a selected metric based on user input and provided outputs. This function evalua	STRING
HIGH	egs2/spoken_chatbot_arena/sds1/app.py	426	Processes and transcribes an audio stream in real-time. This function handles the transcription of audio input	STRING
HIGH	egs2/TEMPLATE/sds1/app.py	166	Handles the evaluation of a selected metric based on user input and provided outputs. This function evalua	STRING
HIGH	egs2/TEMPLATE/sds1/app.py	268	Handles the evaluation of a selected metric based on user input and provided outputs. This function evalua	STRING
HIGH	egs2/TEMPLATE/sds1/app.py	426	Processes and transcribes an audio stream in real-time. This function handles the transcription of audio input	STRING
HIGH	…sr1/pyscripts/utils/dialog_eval/TTS_intelligibility.py	11	Compute and return Word Error Rate (WER) and Character Error Rate (CER) metrics for multiple ASR systems (ESPne	STRING
HIGH	…asr1/pyscripts/utils/dialog_eval/TTS_speech_quality.py	9	Compute and return speech quality metrics for the given synthesized audio output using the Versa library.	STRING
HIGH	…MPLATE/asr1/pyscripts/utils/dialog_eval/LLM_Metrics.py	17	Compute the perplexity of the given text using a specified model from the `evaluate` library (default: GPT-2).	STRING
HIGH	…2/TEMPLATE/asr1/pyscripts/utils/dialog_eval/ASR_WER.py	11	Compute and return Word Error Rate (WER) and Character Error Rate (CER) metrics for multiple judge ASR systems	STRING
HIGH	espnet3/parallel/base_runner.py	176	Compute items for the given index or batch (to be implemented by subclasses). Keep this as a ``@staticmethod``	STRING
HIGH	espnet3/parallel/base_runner.py	223	Run sequentially on the driver using a locally built environment. Args: indices (Sequence[int]): In	STRING
HIGH	espnet3/parallel/base_runner.py	240	Run with synchronous Dask mapping using per-worker environments. Args: indices (Sequence[int]): Ind	STRING
HIGH	espnet3/parallel/base_runner.py	268	Submit shards to a Dask cluster and gather or write results. Workflow: 1) Emit per-shard JSON specs	STRING
HIGH	espnet3/parallel/base_runner.py	352	Dispatch execution according to the configured parallel mode. Args: indices (Iterable[int]): Indice	STRING
HIGH	espnet3/parallel/base_runner.py	388	Worker entrypoint: reconstruct runner/provider and process indices. This function is executed on a Dask worker. It	STRING
HIGH	espnet3/parallel/parallel.py	237	Wrap a user-defined function for a WorkerPlugin. This wrapper inspects the function's signature and automatically	STRING
HIGH	espnet3/parallel/parallel.py	406	Apply a function to an iterable of inputs in parallel using Dask. This helper takes care of: - Creating (or r	STRING
HIGH	espnet3/parallel/parallel.py	477	Dispatch tasks to Dask and iterate over results as they complete. This helper: - Creates (or reuses) a Dask c	STRING
HIGH	espnet3/publication/inference_model.py	105	User-facing inference wrapper for packaged ESPnet models. This class is the public runtime API for a bundle produce	STRING
HIGH	espnet3/publication/inference_model.py	188	Build an inference model from a packed model directory. This is the main entry point for local publication bund	STRING
HIGH	espnet3/publication/inference_model.py	308	Download a packaged model and build an inference model from it. This is the remote-loading companion to :meth:`	STRING
HIGH	espnet3/publication/inference_model.py	391	Run inference for a single sample. This is the main execution method used by :meth:`__call__` and by :m	STRING
HIGH	espnet3/publication/inference_model.py	445	Run inference for a batch of samples. This helper first tries the same batched execution path used by :	STRING
HIGH	espnet3/publication/demo/session.py	174	Load a packed demo into a runtime session. Args: demo_dir: Packed demo directory. demo_config_path:	STRING
HIGH	espnet3/publication/demo/packing.py	28	Package a demo into a self-contained directory ready for upload. Reads ``system.demo_config`` and produces a direct	STRING
HIGH	espnet3/publication/demo/packing.py	98	Upload a packed demo directory to a Hugging Face Space. Expects the demo to have been packed already via :func:`pac	STRING
HIGH	espnet3/publication/demo/assets.py	49	Build one input component for a demo spec. Args: spec: One resolved entry from ``demo_config.ui.inp	STRING
HIGH	espnet3/publication/demo/assets.py	65	Build one output component for a demo spec. Args: spec: One resolved entry from ``demo_config.ui.ou	STRING
HIGH	espnet3/publication/demo/assets.py	161	Return one registered asset. Args: name: Asset type name from demo config. Returns:	STRING
HIGH	espnet3/utils/publication_utils.py	530	Pack model artifacts for publishing. Args: training_config: Training configuration with ``recipe_dir`` and	STRING
HIGH	espnet3/utils/publication_utils.py	675	Upload packed model artifacts to a Hugging Face model repo. Args: system: ESPnet3 system instance with ``pu	STRING
HIGH	espnet3/utils/scp_utils.py	31	Resolve metric input aliases to SCP file paths. This function does not read SCP contents. It only validates that th	STRING
HIGH	espnet3/utils/stages_utils.py	76	Parse CLI arguments and expand the requested stage selection. This helper is a thin wrapper around ``ArgumentParser	STRING
HIGH	espnet3/utils/run_utils.py	29	Return whether a config value should be treated as absent. This helper normalizes the common "missing" checks used	STRING
HIGH	espnet3/utils/run_utils.py	53	Return whether a config can resolve experiment output paths on its own. Standalone inference or metrics configs are	STRING
HIGH	espnet3/utils/run_utils.py	94	Copy selected runner context keys from one config into another. The runner uses this helper to keep runtime configs	STRING
HIGH	espnet3/utils/run_utils.py	228	Apply runner context propagation across stage configs. Runner entry points call this after loading configs and befo	STRING
HIGH	espnet3/utils/run_utils.py	422	Validate that runtime configs have enough experiment identity. This helper enforces the two supported runner modes:	STRING
HIGH	espnet3/utils/run_utils.py	525	Resolve a set of already-loaded configs in place. Runner entry points use `load_and_merge_config(..., resolve=False	STRING
HIGH	espnet3/utils/config_utils.py	45	Return the current config stem for `${self_name:}` interpolation. This resolver supports config values such as `exp	STRING
HIGH	espnet3/utils/config_utils.py	80	Return an absolute path rewritten by ``_normalize_relative_resolver_paths``. Used as ``${config_path:../src/file.md	STRING
HIGH	espnet3/utils/config_utils.py	106	Passthrough for ``${set_corpus_and_system:}`` after load-time rewriting. This resolver is used as ``${set_corpus_an	STRING
HIGH	espnet3/utils/logging_utils.py	62	Write per-stage metadata into the active stage log. This helper records the invocation context that is useful when	STRING
HIGH	espnet3/utils/logging_utils.py	691	Return a compact, fully-qualified name for objects or classes. Description: Produces a stable, human-readab	STRING
HIGH	espnet3/utils/logging_utils.py	735	Return a fully-qualified name for callables when possible. Description: Uses module + qualname for callable	STRING
HIGH	espnet3/utils/logging_utils.py	880	Log a component instance with class info, repr, and attributes. Description: Emits a structured log block f	STRING
HIGH	espnet3/utils/logging_utils.py	953	Log a dictionary of instances with a common kind label. Description: Iterates over the provided mapping and	STRING
HIGH	espnet3/components/metrics/base_metric.py	73	Yield rows from one or more SCP inputs with shared utterance IDs. This helper reads one or more SCP files in lo	STRING
HIGH	espnet3/components/callbacks/default_callbacks.py	24	Convert one logged scalar metric value to ``float``. Tensor values are detached first. Only scalar values are suppo	STRING
HIGH	espnet3/components/callbacks/default_callbacks.py	180	Log compact train and validation metric summaries. This callback owns the human-readable metric logging for the def	STRING
HIGH	espnet3/components/modeling/lightning_module.py	29	Build a static model summary for logs or publication metadata. Args: model: PyTorch model instance to summa	STRING
HIGH	espnet3/components/modeling/lightning_module.py	725	Log model/optimizer/scheduler details for training runs. Description: Emits a compact summary of th	STRING
HIGH	espnet3/components/data/dataset_builder.py	9	Interface for recipe-local dataset preparation helpers. This abstract class defines the contract used by the ``	STRING
HIGH	espnet3/components/data/dataset_builder.py	57	Check whether the raw source artifacts are already available. This method should answer only whether the source	STRING
HIGH	espnet3/components/data/dataset_builder.py	97	Materialize the raw source artifacts needed by the dataset. Implementations typically download archives, copy d	STRING
49 more matches not shown…

AI Structural Patterns394 hits · 390 pts

Severity	File	Line	Context
LOW	egs2/chime8_task1/diar_asr1/local/pyannote_finetune.py	22	CODE
LOW	…clotho_v2/asr1/local/data_prep_clotho_chatgpt_mixup.py	23	CODE
LOW	egs2/owsm_v4/s2t1/local/lid.py	70	CODE
LOW	…/lipreading1/local/feature_extract/video_processing.py	159	CODE
LOW	…lipreading1/local/feature_extract/models/pretrained.py	42	CODE
LOW	…ps/libs/nnet3/train/frame_level_objf/acoustic_model.py	21	CODE
LOW	…1/steps/libs/nnet3/train/frame_level_objf/raw_model.py	20	CODE
LOW	…asr1/steps/libs/nnet3/train/frame_level_objf/common.py	174	CODE
LOW	…r1/steps/libs/nnet3/train/chain_objf/acoustic_model.py	65	CODE
LOW	egs2/chime7_task1/diar_asr1/local/pyannote_finetune.py	22	CODE
LOW	egs2/catslu/asr1/local/data_prep.py	34	CODE
LOW	espnet2/uasr/espnet_model.py	36	CODE
LOW	espnet2/uasr/generator/conv_generator.py	41	CODE
LOW	espnet2/uasr/discriminator/conv_discriminator.py	29	CODE
LOW	espnet2/spk/layers/resnet_block.py	37	CODE
LOW	espnet2/spk/layers/resnet_block.py	75	CODE
LOW	espnet2/spk/layers/rawnet_block.py	113	CODE
LOW	espnet2/spk/encoder/resnet_encoder.py	92	CODE
LOW	espnet2/spk/encoder/ska_tdnn_encoder.py	152	CODE
LOW	espnet2/spk/encoder/ska_tdnn_encoder.py	196	CODE
LOW	espnet2/spk/encoder/ska_tdnn_encoder.py	269	CODE
LOW	espnet2/spk/encoder/conformer_encoder.py	80	CODE
LOW	espnet2/diar/decoder/linear_decoder.py	28	CODE
LOW	espnet2/enh/espnet_model.py	32	CODE
LOW	espnet2/enh/layers/uses.py	51	CODE
LOW	espnet2/enh/layers/uses.py	188	CODE
LOW	espnet2/enh/layers/uses.py	407	CODE
LOW	espnet2/enh/layers/dptnet.py	173	CODE
LOW	espnet2/enh/layers/dnn_beamformer.py	59	CODE
LOW	espnet2/enh/layers/tcn.py	162	CODE
LOW	espnet2/enh/layers/dnn_wpe.py	13	CODE
LOW	espnet2/enh/layers/dc_crn.py	100	CODE
LOW	espnet2/enh/layers/dc_crn.py	208	CODE
LOW	espnet2/enh/layers/dc_crn.py	313	CODE
LOW	espnet2/enh/layers/dc_crn.py	507	CODE
LOW	espnet2/enh/layers/uses2_comp.py	73	CODE
LOW	espnet2/enh/layers/uses2_comp.py	223	CODE
LOW	espnet2/enh/layers/complexnn.py	167	CODE
LOW	espnet2/enh/layers/complexnn.py	253	CODE
LOW	espnet2/enh/layers/bsrnn.py	16	CODE
LOW	espnet2/enh/layers/bsrnn.py	141	CODE
LOW	espnet2/enh/layers/dcunet.py	329	CODE
LOW	espnet2/enh/layers/dcunet.py	468	CODE
LOW	espnet2/enh/layers/dprnn.py	170	CODE
LOW	espnet2/enh/layers/dprnn.py	339	CODE
LOW	espnet2/enh/layers/tcndenseunet.py	62	CODE
LOW	espnet2/enh/layers/tcndenseunet.py	234	CODE
LOW	espnet2/enh/layers/tcndenseunet.py	454	CODE
LOW	espnet2/enh/layers/uses2_swin.py	55	CODE
LOW	espnet2/enh/layers/uses2_swin.py	153	CODE
LOW	espnet2/enh/layers/uses2_swin.py	344	CODE
LOW	espnet2/enh/layers/swin_transformer.py	254	CODE
LOW	espnet2/enh/layers/swin_transformer.py	435	CODE
LOW	espnet2/enh/layers/ncsnpp.py	43	CODE
LOW	espnet2/enh/layers/ncsnpp_utils/layerspp.py	247	CODE
LOW	espnet2/enh/layers/ncsnpp_utils/upfirdn2d.py	14	CODE
LOW	espnet2/enh/layers/ncsnpp_utils/layers.py	450	CODE
LOW	espnet2/enh/layers/ncsnpp_utils/normalization.py	121	CODE
LOW	espnet2/enh/layers/ncsnpp_utils/normalization.py	137	CODE
LOW	espnet2/enh/loss/criterions/time_domain.py	168	CODE
334 more matches not shown…

Excessive Try-Catch Wrapping242 hits · 335 pts

Severity	File	Line	Snippet	Context
LOW	tools/test_soundfile.py	44	except Exception:	CODE
LOW	test/espnet3/conftest.py	57	except Exception:	CODE
LOW	test/espnet3/parallel/test_parallel.py	372	except Exception:	CODE
LOW	test/espnet2/bin/test_lid_inference.py	85	except Exception as e:	CODE
LOW	test/espnet2/bin/test_tts_inference.py	62	except Exception:	CODE
LOW⚡	test/espnet2/bin/test_whisper_export_vocabulary.py	21	except Exception as e:	CODE
LOW⚡	test/espnet2/bin/test_whisper_export_vocabulary.py	28	except Exception as e:	CODE
LOW⚡	test/espnet2/bin/test_whisper_export_vocabulary.py	35	except Exception as e:	CODE
LOW⚡	test/espnet2/bin/test_whisper_export_vocabulary.py	96	except Exception as e:	CODE
MEDIUM	test/espnet2/bin/test_whisper_export_vocabulary.py	18	def test_export_vocabulary_to_stdout():	CODE
MEDIUM	test/espnet2/bin/test_whisper_export_vocabulary.py	25	def test_export_multilinugal_vocabulary_to_stdout():	CODE
MEDIUM	test/espnet2/bin/test_whisper_export_vocabulary.py	32	def test_export_multilingual_vocabulary_to_stdout():	CODE
MEDIUM	test/espnet2/bin/test_whisper_export_vocabulary.py	93	def test_export_vocabulary_to_stdout_sot():	CODE
LOW	test/espnet2/speechlm/model/conftest.py	27	except Exception:	CODE
MEDIUM	test/espnet2/speechlm/model/conftest.py	20	def _liger_fused_ce_importable():	CODE
LOW	test/espnet2/speechlm/trainer/conftest.py	126	except Exception:	CODE
LOW	test/espnet2/speechlm/trainer/conftest.py	153	except Exception:	CODE
LOW	test_utils/test_spk_embed_parallel.sh	165	except Exception:	CODE
LOW	ci/test_import_all.py	9	except Exception:	CODE
LOW	ci/test_import_all.py	15	except Exception:	CODE
LOW	ci/test_import_all.py	46	except Exception as e:	CODE
MEDIUM	ci/test_import_all.py	52	print(f"Error: Failed to import {len(failed_imports)} modules")	CODE
LOW	ci/test_integration_espnet3_publication_check.py	50	except Exception:	CODE
LOW	utils/average_checkpoints.py	93	except Exception as e:	CODE
MEDIUM	utils/apply_code_fixes.py	75	print(f"Error running pycodestyle: {e}", file=sys.stderr)	CODE
MEDIUM	utils/apply_code_fixes.py	179	print(f"Error processing {file_path}: {e}", file=sys.stderr)	CODE
LOW⚡	utils/apply_code_fixes.py	213	except Exception as e:	CODE
MEDIUM⚡	utils/apply_code_fixes.py	214	print(f"Error reading {file_path}: {e}", file=sys.stderr)	CODE
LOW	utils/apply_code_fixes.py	328	except Exception as e:	CODE
MEDIUM	utils/apply_code_fixes.py	329	print(f"Error writing to {file_path}: {e}", file=sys.stderr)	CODE
MEDIUM	utils/apply_code_fixes.py	435	print("Error: pycodestyle is not installed. Please install it using pip:")	CODE
LOW	egs2/coraal/asr1/local/text_normalization.py	69	except Exception:	CODE
LOW	egs2/multimed_st/s2t1/local/prepare_multimed_st.py	146	except Exception as e:	CODE
LOW	…owsm_v2/s2t1/local/prepare_multilingual_librispeech.py	29	except Exception as e:	CODE
LOW	…clotho_v2/asr1/local/data_prep_clotho_chatgpt_mixup.py	177	except Exception as e:	CODE
LOW	egs2/clotho_v2/asr1/local/evaluation.py	36	except Exception as exc:	CODE
LOW	egs2/dns_icassp22/enh1/local/noisyspeech_synthesizer.py	270	except Exception as e:	CODE
LOW	egs2/owsm_v4/s2t1/local/ctc_seg.py	274	except Exception as e:	CODE
LOW	egs2/owsm_v4/s2t1/local/lid.py	166	except Exception as e:	CODE
MEDIUM	egs2/owsm_v4/s2t1/local/lid.py	167	print(f"Error: {e}")	CODE
LOW	egs2/owsm_v3/s2t1/local/prepare_fleurs.py	21	except Exception:	CODE
LOW	egs2/voxlingua107/lid1/local/score.py	33	except Exception as e:	CODE
LOW	egs2/voxlingua107/lid1/local/score.py	65	except Exception as e:	CODE
LOW	egs2/fleurs/asr1/local/score_lang_id.py	44	except Exception:	CODE
LOW	egs2/fleurs/asr1/local/create_dataset.py	8	except Exception:	CODE
MEDIUM	egs2/fleurs/asr1/local/create_dataset.py	10	print("Error importing datasets library")	CODE
LOW	egs2/kinyarwanda_tts/tts1/local/data_prep.py	52	except Exception as e:	CODE
MEDIUM	egs2/kinyarwanda_tts/tts1/local/data_prep.py	54	print(f"Error {i}: {e}. Type: {type(audio_data)}")	CODE
LOW	…/lipreading1/local/feature_extract/video_processing.py	148	except Exception:	CODE
MEDIUM	egs2/edacc/asr1/local/truncate_test.py	37	print("Error: Kaldi files not found in the specified directory.")	CODE
LOW⚡	egs2/spoken_chatbot_arena/sds1/app.py	360	except Exception:	CODE
LOW⚡	egs2/spoken_chatbot_arena/sds1/app.py	370	except Exception:	CODE
LOW⚡	egs2/spoken_chatbot_arena/sds1/app.py	380	except Exception:	CODE
LOW	egs2/microsoft_speech/asr1/local/process.py	77	except Exception as e:	CODE
LOW	egs2/microsoft_speech/asr1/local/process.py	105	except Exception as e:	CODE
LOW	egs2/totonac/asr1/local/data_prep.py	68	except Exception:	CODE
MEDIUM	egs2/totonac/asr1/local/data_prep.py	65	def ELANProcess(afile, spk_info):	CODE
LOW⚡	egs2/TEMPLATE/sds1/app.py	360	except Exception:	CODE
LOW⚡	egs2/TEMPLATE/sds1/app.py	370	except Exception:	CODE
LOW⚡	egs2/TEMPLATE/sds1/app.py	380	except Exception:	CODE
182 more matches not shown…

Self-Referential Comments111 hits · 265 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/extra_path.sh	3	# This file is a configuration fle for the commond setting	COMMENT
MEDIUM	tools/extra_path.sh	5	# This file is mainly sourced in egs2///path.sh. e.g. egs2/mini_an4/asr1/path.sh	COMMENT
MEDIUM	test/espnet3/components/data/test_collect_stats.py	71	# Create a simple pattern to let us verify sums deterministically	COMMENT
MEDIUM	test/espnet2/fileio/test_datadir_writer.py	27	# Create a directory, but set mismatched ids	COMMENT
MEDIUM⚡	test/espnet2/speechlm/trainer/test_deepspeed_trainer.py	166	# Create a fake checkpoint dir	COMMENT
MEDIUM	test/espnet2/speechlm/trainer/test_deepspeed_trainer.py	188	# Create a checkpoint file	COMMENT
MEDIUM⚡	test/espnet2/speechlm/dataloader/test_audio_loader.py	112	# Create a fake recordings.jsonl.gz so the path check passes	COMMENT
MEDIUM	test/espnet2/speechlm/dataloader/test_dataset.py	219	# Create a dataset JSON and a registry YAML pointing to it	COMMENT
MEDIUM	egs2/chime8_task1/asr1/run.sh	282	# Creating the parent directory	COMMENT
MEDIUM	egs2/chime8_task1/diar_asr1/run_gss_asr.sh	282	# Creating the parent directory	COMMENT
MEDIUM	egs2/voxtlm_v1/lm1/local/librilight/cut_by_vad.py	2	# This file is from Libri-Light repo: https://github.com/facebookresearch/	COMMENT
MEDIUM	egs2/myst/asr1/local/prepare_data.py	29	# Create the partition directory in the Kaldi structure	COMMENT
MEDIUM	egs2/TEMPLATE/asr1/utils/create_split_dir.pl	65	# Create the destination directory and make the link.	COMMENT
MEDIUM	…s2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/attention.py	15	# This class is for parsing lines like	COMMENT
MEDIUM	…/TEMPLATE/asr1/steps/libs/nnet3/xconfig/convolution.py	17	# This class is for lines like the following:	COMMENT
MEDIUM	…/TEMPLATE/asr1/steps/libs/nnet3/xconfig/convolution.py	329	# This class is for lines like the following:	COMMENT
MEDIUM	…/TEMPLATE/asr1/steps/libs/nnet3/xconfig/convolution.py	710	# This class is for lines like the following:	COMMENT
MEDIUM	…/TEMPLATE/asr1/steps/libs/nnet3/xconfig/stats_layer.py	14	"""This class is for parsing lines like	STRING
MEDIUM	…TEMPLATE/asr1/steps/libs/nnet3/xconfig/basic_layers.py	315	"""This class is for lines like	STRING
MEDIUM	…TEMPLATE/asr1/steps/libs/nnet3/xconfig/basic_layers.py	447	"""This class is for lines like	STRING
MEDIUM	…TEMPLATE/asr1/steps/libs/nnet3/xconfig/basic_layers.py	673	"""This class is for parsing lines like	STRING
MEDIUM	…TEMPLATE/asr1/steps/libs/nnet3/xconfig/basic_layers.py	1278	"""This class is for parsing lines like	STRING
MEDIUM	…MPLATE/asr1/steps/libs/nnet3/xconfig/trivial_layers.py	18	"""This class is for parsing lines like	STRING
MEDIUM	…MPLATE/asr1/steps/libs/nnet3/xconfig/trivial_layers.py	75	"""This class is for parsing lines like	STRING
MEDIUM	…MPLATE/asr1/steps/libs/nnet3/xconfig/trivial_layers.py	137	"""This class is for parsing lines like	STRING
MEDIUM	…MPLATE/asr1/steps/libs/nnet3/xconfig/trivial_layers.py	190	"""This class is for parsing lines like	STRING
MEDIUM	…MPLATE/asr1/steps/libs/nnet3/xconfig/trivial_layers.py	261	"""This class is for parsing lines like	STRING
MEDIUM	…MPLATE/asr1/steps/libs/nnet3/xconfig/trivial_layers.py	340	"""This class is for parsing lines like	STRING
MEDIUM	…MPLATE/asr1/steps/libs/nnet3/xconfig/trivial_layers.py	436	"""This class is for parsing lines like	STRING
MEDIUM	…MPLATE/asr1/steps/libs/nnet3/xconfig/trivial_layers.py	515	"""This class is for parsing lines like	STRING
MEDIUM	…MPLATE/asr1/steps/libs/nnet3/xconfig/trivial_layers.py	589	"""This class is for parsing lines like	STRING
MEDIUM	…MPLATE/asr1/steps/libs/nnet3/xconfig/trivial_layers.py	664	"""This class is for parsing lines like	STRING
MEDIUM	…LATE/asr1/steps/libs/nnet3/xconfig/composite_layers.py	13	# This class is intended to implement an extension of the factorized TDNN	COMMENT
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/lstm.py	16	# This class is for lines like	COMMENT
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/lstm.py	259	# This class is for lines like	COMMENT
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/lstm.py	567	# This class is for lines like	COMMENT
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/lstm.py	757	# This class is for lines like	COMMENT
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/lstm.py	955	# This class is for lines like	COMMENT
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/lstm.py	194	configs.append("# Defining the non-linearities")	CODE
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/lstm.py	201	configs.append("# Defining the components for other cell computations")	CODE
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/lstm.py	473	configs.append("# Defining the non-linearities")	CODE
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/lstm.py	483	configs.append("# Defining the components for other cell computations")	CODE
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	16	# This class is for lines like	COMMENT
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	172	# This class is for lines like	COMMENT
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	374	# This class is for lines like	COMMENT
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	609	# This class is for lines like	COMMENT
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	808	# This class is for lines like	COMMENT
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	1044	# This class is for lines like	COMMENT
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	1200	# This class is for lines like	COMMENT
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	1410	# This class is for lines like	COMMENT
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	1656	# This class is for lines like	COMMENT
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	1869	# This class is for lines like	COMMENT
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	132	configs.append("# Defining the non-linearities")	CODE
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	137	configs.append("# Defining the components for other cell computations")	CODE
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	330	configs.append("# Defining the non-linearities")	CODE
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	335	configs.append("# Defining the components for other cell computations")	CODE
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	551	configs.append("# Defining the non-linearities")	CODE
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	556	configs.append("# Defining the components for other cell computations")	CODE
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	765	configs.append("# Defining the non-linearities")	CODE
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	770	configs.append("# Defining the components for other cell computations")	CODE
51 more matches not shown…

Cross-Language Confusion20 hits · 128 pts

Severity	File	Line	Snippet	Context
HIGH⚡	test/espnet3/utils/test_config.py	250	- {"opt": null}	CODE
HIGH	utils/convert_fbank_to_wav.py	83	"`source ./path.sh && pip install librosa==0.7.0`."	CODE
HIGH⚡	…ert1/local/dump_librispeech_alignment_from_textgrid.py	27	print("Please install praatio: . ./path.sh && python -m pip install praatio")	CODE
HIGH⚡	…ssl1/local/dump_librispeech_alignment_from_textgrid.py	27	print("Please install praatio: . ./path.sh && python -m pip install praatio")	CODE
HIGH⚡	…asr2/local/dump_librispeech_alignment_from_textgrid.py	27	print("Please install praatio: . ./path.sh && python -m pip install praatio")	CODE
HIGH	espnet2/layers/create_adapter_fn.py	57	"Please install S3PRL: cd ${MAIN_ROOT}/tools && make s3prl.done"	CODE
HIGH	espnet2/layers/create_adapter_fn.py	176	"Please install S3PRL: cd ${MAIN_ROOT}/tools && make s3prl.done"	CODE
HIGH	espnet2/bin/s2t_ctc_align.py	36	"`. ./path.sh && pip install "	CODE
HIGH	espnet2/bin/asr_align.py	36	"`. ./path.sh && pip install "	CODE
HIGH	espnet2/fileio/score_scp.py	52	"(cd tools && make muskit.done)",	CODE
HIGH	espnet2/fileio/score_scp.py	238	"(cd tools && make muskit.done)",	CODE
HIGH	espnet2/utils/griffin_lim.py	97	"`source ./path.sh && pip install librosa==0.7.0`."	CODE
HIGH⚡	espnet2/asr/frontend/s3prl.py	31	print("Please install S3PRL: cd ${MAIN_ROOT}/tools && make s3prl.done")	CODE
HIGH⚡	espnet2/asr/encoder/hubert_encoder.py	334	print("Please install FairSeq: cd ${MAIN_ROOT}/tools && make fairseq.done")	CODE
HIGH⚡	espnet2/asr/encoder/hubert_encoder.py	542	print("Please install FairSeq: cd ${MAIN_ROOT}/tools && make fairseq.done")	CODE
HIGH⚡	espnet2/asr/encoder/avhubert_encoder.py	601	print("Please install FairSeq: cd ${MAIN_ROOT}/tools && make fairseq.done")	CODE
HIGH⚡	espnet2/asr/encoder/avhubert_encoder.py	870	print("Please install FairSeq: cd ${MAIN_ROOT}/tools && make fairseq.done")	CODE
HIGH⚡	espnet2/asr/encoder/wav2vec2_encoder.py	53	"Please install FairSeq: cd ${MAIN_ROOT}/tools && make fairseq.done"	CODE
HIGH	espnet2/train/trainer.py	218	print("Please install S3PRL: cd ${MAIN_ROOT}/tools && make s3prl.done")	CODE
HIGH⚡	espnet2/gan_svs/post_frontend/s3prl.py	38	print("Please install S3PRL: cd ${MAIN_ROOT}/tools && make s3prl.done")	CODE

AI Slop Vocabulary50 hits · 104 pts

Severity	File	Line	Snippet	Context
MEDIUM	egs2/chime8_task1/diar_asr1/run.sh	120	# training. You can try to leverage it in a semi-supervised way however.	COMMENT
MEDIUM	egs2/chime8_task1/diar_asr1/local/pyannote_diarize.py	168	# because that one is trained on chime6 to be robust against noise and	COMMENT
MEDIUM	egs2/chime8_task1/diar_asr1/local/pyannote_diarize.py	170	# we want instead a model that is not so robust against that to use	COMMENT
MEDIUM	egs2/ami/asr1/local/data.sh	63	### But you can utilize Kaldi recipes in most cases	COMMENT
MEDIUM	egs2/hkust/asr1/local/data.sh	42	### But you can utilize Kaldi recipes in most cases	COMMENT
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/__init__.py	10	# This module has the python functions which facilitate the use of nnet3 toolkit	COMMENT
LOW	…s2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/attention.py	29	# Here we just list some likely combinations.. you can just add any	COMMENT
LOW	…/TEMPLATE/asr1/steps/libs/nnet3/xconfig/convolution.py	36	# want to skip batch normalization you could just call it 'conv-layer'.	COMMENT
LOW	…/TEMPLATE/asr1/steps/libs/nnet3/xconfig/convolution.py	482	# input, so just return the output of the no-op component.	COMMENT
LOW⚡	…TEMPLATE/asr1/steps/libs/nnet3/xconfig/basic_layers.py	342	# there are no auxiliary outputs as this layer will just pass the input	COMMENT
LOW⚡	…TEMPLATE/asr1/steps/libs/nnet3/xconfig/basic_layers.py	348	# there are no auxiliary outputs as this layer will just pass the input	COMMENT
LOW	…TEMPLATE/asr1/steps/libs/nnet3/xconfig/basic_layers.py	404	# there are no auxiliary outputs as this layer will just pass the output	COMMENT
LOW⚡	…TEMPLATE/asr1/steps/libs/nnet3/xconfig/basic_layers.py	1261	# there are no auxiliary outputs as this layer will just pass the input	COMMENT
LOW⚡	…TEMPLATE/asr1/steps/libs/nnet3/xconfig/basic_layers.py	1266	# there are no auxiliary outputs as this layer will just pass the input	COMMENT
LOW	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/lstm.py	120	# in the below code we will just call descriptor_strings as descriptors for conciseness	COMMENT
LOW	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/lstm.py	397	# in the below code we will just call descriptor_strings as descriptors for conciseness	COMMENT
LOW	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/lstm.py	679	# in the below code we will just call descriptor_strings as descriptors for conciseness	COMMENT
LOW	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/lstm.py	864	# in the below code we will just call descriptor_strings as descriptors for conciseness	COMMENT
LOW	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/lstm.py	1090	# in the below code we will just call descriptor_strings as descriptors for conciseness	COMMENT
LOW	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	92	# in the below code we will just call descriptor_strings as descriptors for conciseness	COMMENT
LOW	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	286	# in the below code we will just call descriptor_strings as descriptors for conciseness	COMMENT
LOW	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	496	# in the below code we will just call descriptor_strings as descriptors for conciseness	COMMENT
LOW	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	720	# in the below code we will just call descriptor_strings as descriptors for conciseness	COMMENT
LOW	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	931	# in the below code we will just call descriptor_strings as descriptors for conciseness	COMMENT
LOW	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	1127	# in the below code we will just call descriptor_strings as descriptors for conciseness	COMMENT
LOW	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	1320	# in the below code we will just call descriptor_strings as descriptors for conciseness	COMMENT
LOW	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	1538	# in the below code we will just call descriptor_strings as descriptors for conciseness	COMMENT
LOW	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	1776	# in the below code we will just call descriptor_strings as descriptors for conciseness	COMMENT
LOW	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	1997	# in the below code we will just call descriptor_strings as descriptors for conciseness	COMMENT
LOW	egs2/TEMPLATE/asr1/steps/libs/nnet3/train/common.py	358	# we will throw an error at the end of the function so I will just pass	COMMENT
MEDIUM	egs2/TEMPLATE/uasr1/uasr.sh	743	# Note(Jiatong): though name as unpaired text, we here utilize the paired data for internal	COMMENT
MEDIUM	egs2/magicdata/asr1/local/data.sh	92	### But you can utilize Kaldi recipes in most cases	COMMENT
MEDIUM	egs2/aishell2/asr1/local/data.sh	38	### But you can utilize Kaldi recipes in most cases	COMMENT
MEDIUM	egs2/csj/asr1/local/run_spm.sh	93	### But you can utilize Kaldi recipes in most cases	COMMENT
MEDIUM	egs2/csj/asr1/local/run_spm.sh	109	### But you can utilize Kaldi recipes in most cases	COMMENT
MEDIUM	egs2/chime7_task1/diar_asr1/run.sh	117	# training. You can try to leverage it in a semi-supervised way however.	COMMENT
MEDIUM	egs2/chime7_task1/diar_asr1/local/pyannote_diarize.py	167	# because that one is trained on chime6 to be robust against noise and	COMMENT
MEDIUM	egs2/chime7_task1/diar_asr1/local/pyannote_diarize.py	169	# we want instead a model that is not so robust against that to use	COMMENT
MEDIUM	egs2/timit/asr1/local/data.sh	41	### But you can utilize Kaldi recipes in most cases	COMMENT
MEDIUM	egs2/timit/asr1/local/data.sh	49	### But you can utilize Kaldi recipes in most cases	COMMENT
MEDIUM	egs2/timit/uasr1/uasr.sh	743	# Note(Jiatong): though name as unpaired text, we here utilize the paired data for internal	COMMENT
MEDIUM	egs2/timit/uasr1/local/data.sh	41	### But you can utilize Kaldi recipes in most cases	COMMENT
MEDIUM	egs2/timit/uasr1/local/data.sh	49	### But you can utilize Kaldi recipes in most cases	COMMENT
LOW	espnet2/enh/encoder/stft_encoder.py	184	# so, here we just use "reflect mode"	COMMENT
MEDIUM	espnet2/sds/end_to_end/mini_omni/litgpt/utils.py	559	# TODO(gituser): Make this more robust	COMMENT
LOW	espnet2/bin/s2st_inference.py	314	best_hyp = nbest_hyps[0] # just use the best	CODE
LOW	espnet2/bin/s2st_inference.py	410	best_hyp = nbest_hyps[0] # just use the best	CODE
MEDIUM	espnet2/asr/state_spaces/s4.py	343	# Essentially equivalent to S4D-LegS	COMMENT
MEDIUM	espnet2/asr/state_spaces/s4.py	356	# Essentially equivalent to S4D-Lin	COMMENT
MEDIUM	espnet2/speechlm/trainer/titan_trainer.py	588	# To check the comprehensive performance, please use wandb.	COMMENT

Slop Phrases35 hits · 90 pts

Severity	File	Line	Snippet	Context
MEDIUM	utils/synth_wav.sh	73	# also you can use multiple text	COMMENT
MEDIUM	egs2/chime8_task1/asr1/run.sh	36	gss_max_batch_dur=200 # set accordingly to your GPU VRAM, A100 40GB you can use 360	CODE
MEDIUM	egs2/chime8_task1/asr1/run.sh	44	# we do not train with mixer 6 training + GSS here, but you can try.	COMMENT
MEDIUM	egs2/chime8_task1/asr1/run.sh	56	asr_cv_set=kaldi/chime6/dev/gss # we used only chime6 but maybe you can use a combination of all	CODE
MEDIUM	egs2/chime8_task1/diar_asr1/run_gss_asr.sh	36	gss_max_batch_dur=200 # set accordingly to your GPU VRAM, A100 40GB you can use 360	CODE
MEDIUM	egs2/chime8_task1/diar_asr1/run_gss_asr.sh	44	# we do not train with mixer 6 training + GSS here, but you can try.	COMMENT
MEDIUM	egs2/chime8_task1/diar_asr1/run_gss_asr.sh	56	asr_cv_set=kaldi/chime6/dev/gss # we used only chime6 but maybe you can use a combination of all	CODE
MEDIUM	egs2/chime8_task1/diar_asr1/local/pyannote_finetune.py	40	# slows significantly training, but you can try	COMMENT
LOW	egs2/dns_icassp22/enh1/local/download_dns4_dataset.sh	9	# NOTE: Before downloading, make sure you have enough space	COMMENT
MEDIUM	egs2/TEMPLATE/asr1/utils/retry.pl	14	# e.g. if your command line was "queue.pl [args]", you can replace that	COMMENT
MEDIUM	egs2/TEMPLATE/asr1/utils/split_scp.pl	37	# Note that you can use this script to split the utt2spk file itself,	COMMENT
MEDIUM	egs2/TEMPLATE/asr1/utils/parallel/retry.pl	14	# e.g. if your command line was "queue.pl [args]", you can replace that	COMMENT
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/lstm.py	261	# (you can also use the name 'lstmp-batchnorm-layer' if you want it to be followed	COMMENT
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/lstm.py	569	# (you can also use the name 'fast-lstm-batchnorm-layer' if you want it to be followed	COMMENT
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/lstm.py	959	# (you can also use the name 'fast-lstmp-batchnorm-layer' if you want it to be followed	COMMENT
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	1083	# you can add somethig like 'self-repair-scale=xxx' to gru-nonlinearity-options.	COMMENT
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	1246	# you can add somethig like 'self-repair-scale=xxx' to gru-nonlinearity-options.	COMMENT
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	1457	# you can add somethig like 'self-repair-scale=xxx' to gru-nonlinearity-options.	COMMENT
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	1702	# you can add somethig like 'self-repair-scale=xxx' to gru-nonlinearity-options.	COMMENT
MEDIUM	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/gru.py	1916	# you can add somethig like 'self-repair-scale=xxx' to gru-nonlinearity-options.	COMMENT
MEDIUM	egs2/mls/asr1/local/data.sh	17	data_split=full # full/1h/10h splits (mentioned in the original MLS paper, you can use the subset of training data)	CODE
MEDIUM	egs2/mls/asr2/local/data.sh	17	data_split=full # full/1h/10h splits (mentioned in the original MLS paper, you can use the subset of training data)	CODE
MEDIUM	egs2/chime6/asr1/local/prepare_baseline_chime6_data.sh	181	# you can use both left and right channels for training	COMMENT
MEDIUM	egs2/chime7_task1/asr1/run.sh	41	gss_max_batch_dur=90 # set accordingly to your GPU VRAM, A100 40GB you can use 360	CODE
MEDIUM	egs2/chime7_task1/asr1/run.sh	49	# we do not train with mixer 6 training + GSS here, but you can try.	COMMENT
MEDIUM	egs2/chime7_task1/asr1/run.sh	60	asr_cv_set=kaldi/chime6/dev/gss # use chime only for validation. you can also try using all datasets after gss: kaldi/de	CODE
MEDIUM	egs2/chime7_task1/asr1/local/gen_task1_data.sh	14	# but if you have it already you can use your existing one.	COMMENT
MEDIUM	egs2/chime7_task1/diar_asr1/run_gss_asr.sh	41	gss_max_batch_dur=90 # set accordingly to your GPU VRAM, A100 40GB you can use 360	CODE
MEDIUM	egs2/chime7_task1/diar_asr1/run_gss_asr.sh	49	# we do not train with mixer 6 training + GSS here, but you can try.	COMMENT
MEDIUM	egs2/chime7_task1/diar_asr1/run_gss_asr.sh	60	asr_cv_set=kaldi/chime6/dev/gss # use chime only for validation. you can also try using all datasets after gss: kaldi/de	CODE
MEDIUM	egs2/chime7_task1/diar_asr1/local/pyannote_finetune.py	40	# slows significantly training, but you can try	COMMENT
MEDIUM	egs2/chime7_task1/diar_asr1/local/gen_task1_data.sh	14	# but if you have it already you can use your existing one.	COMMENT
MEDIUM	egs2/universal_se_v1/enh1/run.sh	32	# you can add the following arguments:	COMMENT
LOW	espnet3/systems/asr/task.py	111	), # If setting this to none, please make sure to provide input_size in the config.	CODE
LOW	espnet2/tasks/asr.py	107	), # If setting this to none, please make sure to provide input_size in the config.	CODE

Modern Structural Boilerplate83 hits · 84 pts

Severity	File	Line	Snippet	Context
LOW⚡	test/espnet3/publication/test_inference_model.py	165	def _set_schema_version(bundle_root: Path, version: int \| None) -> None:	CODE
LOW	test_utils/egs3/integration_test/asr/src/app_image.py	14	logger = logging.getLogger(__name__)	CODE
LOW	egs3/TEMPLATE/asr/src/app.py	14	logger = logging.getLogger(__name__)	CODE
LOW	egs3/mini_an4/asr/dataset/__init__.py	6	__all__ = ["Dataset", "DatasetBuilder"]	CODE
LOW	egs3/mini_an4/asr/src/app.py	14	logger = logging.getLogger(__name__)	CODE
LOW	egs2/easycom/avsr1/local/transforms.py	13	__all__ = [	CODE
LOW	egs2/lrs3/avsr1/local/transforms.py	13	__all__ = [	CODE
LOW	…2/TEMPLATE/asr1/pyscripts/utils/overlay_fbank_stats.py	20	logger = logging.getLogger(__name__)	CODE
LOW	egs2/TEMPLATE/asr1/steps/libs/__init__.py	11	__all__ = ["common"]	CODE
LOW	egs2/TEMPLATE/asr1/steps/libs/common.py	27	logger = logging.getLogger(__name__)	CODE
LOW	egs2/TEMPLATE/asr1/steps/libs/nnet3/xconfig/__init__.py	39	__all__ = ["utils", "layers", "parser"]	CODE
LOW	…MPLATE/asr1/steps/libs/nnet3/train/dropout_schedule.py	12	logger = logging.getLogger(__name__)	CODE
LOW	egs2/TEMPLATE/asr1/steps/libs/nnet3/train/common.py	23	logger = logging.getLogger(__name__)	CODE
LOW	…ps/libs/nnet3/train/frame_level_objf/acoustic_model.py	17	logger = logging.getLogger(__name__)	CODE
LOW	…r1/steps/libs/nnet3/train/frame_level_objf/__init__.py	14	__all__ = ["common", "raw_model", "acoustic_model"]	CODE
LOW	…1/steps/libs/nnet3/train/frame_level_objf/raw_model.py	16	logger = logging.getLogger(__name__)	CODE
LOW	…asr1/steps/libs/nnet3/train/frame_level_objf/common.py	24	logger = logging.getLogger(__name__)	CODE
LOW	…r1/steps/libs/nnet3/train/chain_objf/acoustic_model.py	21	logger = logging.getLogger(__name__)	CODE
LOW	…ATE/asr1/steps/libs/nnet3/train/chain_objf/__init__.py	12	__all__ = ["acoustic_model"]	CODE
LOW	egs2/TEMPLATE/asr1/steps/libs/nnet3/report/log_parse.py	16	logger = logging.getLogger(__name__)	CODE
LOW	egs2/TEMPLATE/asr1/steps/libs/nnet3/report/__init__.py	8	__all__ = ["log_parse"]	CODE
LOW	egs2/slurp_entity/asr1/local/evaluation/util.py	15	logger = logging.getLogger(__name__)	CODE
LOW	egs2/slurp_entity/asr1/local/evaluation/evaluate.py	14	logger = logging.getLogger(__name__)	CODE
LOW	espnet3/parallel/base_runner.py	27	logger = logging.getLogger(__name__)	CODE
LOW	espnet3/parallel/inference_provider.py	12	logger = logging.getLogger(__name__)	CODE
LOW	espnet3/parallel/parallel.py	122	def set_parallel(config: Optional[DictConfig]) -> None:	CODE
LOW	espnet3/publication/__init__.py	5	__all__ = ["InferenceModel"]	CODE
LOW	espnet3/publication/demo/session.py	19	logger = logging.getLogger(__name__)	CODE
LOW	espnet3/publication/demo/packing.py	24	logger = logging.getLogger(__name__)	CODE
LOW	espnet3/publication/demo/packing.py	283	def _setup_demo_assets(demo_dir: Path, demo_config) -> None:	CODE
LOW	espnet3/publication/demo/assets.py	13	logger = logging.getLogger(__name__)	CODE
LOW	espnet3/utils/publication_utils.py	29	logger = logging.getLogger(__name__)	CODE
LOW	espnet3/utils/stages_utils.py	18	logger = logging.getLogger(__name__)	CODE
LOW	espnet3/components/data/data_organizer.py	19	logger = logging.getLogger(__name__)	CODE
LOW	espnet3/components/data/collect_stats.py	22	__all__ = [	CODE
LOW	espnet3/components/data/dataloader.py	13	logger = logging.getLogger(__name__)	CODE
LOW	espnet3/systems/asr/system.py	19	logger = logging.getLogger(__name__)	CODE
LOW	espnet3/systems/base/system.py	21	logger = logging.getLogger(__name__)	CODE
LOW	espnet3/systems/base/inference_provider.py	15	logger = logging.getLogger(__name__)	CODE
LOW	espnet3/systems/base/metric.py	14	logger = logging.getLogger(__name__)	CODE
LOW	espnet3/systems/base/inference.py	14	logger = logging.getLogger(__name__)	CODE
LOW	espnet3/systems/base/training.py	20	logger = logging.getLogger(__name__)	CODE
LOW	espnet2/enh/diffusion/sampling/__init__.py	11	__all__ = ["Predictor", "Corrector", "get_sampler"]	CODE
LOW	espnet2/tasks/beats.py	28	logger = logging.getLogger(__name__)	CODE
LOW	espnet2/sds/end_to_end/mini_omni/litgpt/__init__.py	21	__all__ = ["GPT", "Config", "Tokenizer"]	CODE
LOW	espnet2/bin/asr_inference.py	68	logger = logging.getLogger(__name__)	CODE
LOW	espnet2/legacy/nets/beam_search.py	12	logger = logging.getLogger(__name__)	CODE
LOW	espnet2/legacy/nets/beam_search.py	123	def set_hyp_primer(self, hyp_primer: List[int] = None) -> None:	CODE
LOW	espnet2/legacy/nets/batch_beam_search.py	11	logger = logging.getLogger(__name__)	CODE
LOW	espnet2/cls/espnet_model.py	31	logger = logging.getLogger(__name__)	CODE
LOW	espnet2/beats/espnet_model.py	21	logger = logging.getLogger(__name__)	CODE
LOW	espnet2/beats/audio_tokenizer.py	18	logger = logging.getLogger(__name__)	CODE
LOW	espnet2/beats/generate_beats_checkpoint.py	19	logger = logging.getLogger(__name__)	CODE
LOW	espnet2/gan_tts/parallel_wavegan/__init__.py	6	__all__ = ["ParallelWaveGANDiscriminator", "ParallelWaveGANGenerator"]	CODE
LOW	espnet2/gan_tts/hifigan/__init__.py	10	__all__ = [	CODE
LOW	espnet2/asr_transducer/decoder/abs_decoder.py	80	def set_device(self, device: torch.Tensor) -> None:	CODE
LOW	espnet2/asr_transducer/decoder/rwkv_decoder.py	160	def set_device(self, device: torch.device) -> None:	CODE
LOW	espnet2/asr_transducer/decoder/mega_decoder.py	213	def set_device(self, device: torch.device) -> None:	CODE
LOW	espnet2/asr_transducer/decoder/rnn_decoder.py	182	def set_device(self, device: torch.device) -> None:	CODE
LOW	espnet2/asr_transducer/decoder/stateless_decoder.py	114	def set_device(self, device: torch.device) -> None:	CODE
23 more matches not shown…

Structural Annotation Overuse26 hits · 43 pts

Severity	File	Line	Snippet	Context
LOW	egs2/jtubespeech/asr1/run.sh	20	# NOTE: The default settings require 4 GPUs with 32 GB memory	COMMENT
LOW	egs2/ms_snsd/enh1/README.md	24	### Step 1: Download MS-SNSD	COMMENT
LOW	egs2/ms_snsd/enh1/README.md	40	### Step 2: Generate Noisy Data	COMMENT
LOW	egs2/ms_snsd/enh1/README.md	67	### Step 3: Prepare ESPnet Data Directories (train/valid/test)	COMMENT
LOW⚡	egs2/acesinger/svs1/local/data_prep.py	64	# Step 1: Load the audio file	COMMENT
LOW⚡	egs2/acesinger/svs1/local/data_prep.py	67	# Step 2: Calculate short-time energy for each frame	COMMENT
LOW⚡	egs2/acesinger/svs1/local/data_prep.py	75	# Step 3: Find index of the first frame where energy exceeds the threshold	COMMENT
LOW⚡	egs2/acesinger/svs1/local/data_prep.py	86	# Step 1: Load the textgrid file	COMMENT
LOW⚡	egs2/acesinger/svs1/local/data_prep.py	89	# Step 2: Get the start and end times of non-silent utterances	COMMENT
LOW⚡	egs2/acesinger/svs1/local/data_prep.py	103	# Step 3: Load the transcription file	COMMENT
LOW⚡	egs2/acesinger/svs1/local/data_prep.py	108	# Step 4: Split the content in each row	COMMENT
LOW⚡	egs2/acesinger/svs1/local/data_prep.py	112	# Step 5: Find all the rows' corresponding name in the txt file starting with 2001	COMMENT
LOW⚡	egs2/acesinger/svs1/local/data_prep.py	117	# Step 6: Find the start and end times for the song's corresponding row names	COMMENT
LOW	egs2/spgispeech/asr1/run.sh	22	# NOTE: The default settings require 4 GPUs with 32 GB memory	COMMENT
LOW	egs2/laborotv/asr1/run_streaming.sh	20	# NOTE: The default settings require 4 GPUs with 32 GB memory	COMMENT
LOW	egs2/laborotv/asr1/run.sh	20	# NOTE: The default settings require 4 GPUs with 32 GB memory	COMMENT
LOW	egs2/csj/asr1/run.sh	20	# NOTE: The default settings require 4 GPUs with 32 GB memory	COMMENT
LOW	espnet2/samplers/category_power_sampler.py	347	# Step 1: Category sampling within each dataset	STRING
LOW	espnet2/samplers/category_power_sampler.py	400	# Step 2: Dataset sampling using resampled data	STRING
LOW⚡	espnet2/samplers/category_power_sampler.py	448	# Step 1: Sample dataset d according to P(d)	STRING
LOW⚡	espnet2/samplers/category_power_sampler.py	454	# Step 2: Sample category l according to P(l \| d)	STRING
LOW	espnet2/samplers/category_power_sampler.py	468	# Step 3: Sample utterance uniformly from	STRING
LOW⚡	espnet2/speechlm/trainer/deepspeed_trainer.py	100	# Step 1: Check resume_path	COMMENT
LOW⚡	espnet2/speechlm/trainer/deepspeed_trainer.py	104	# Step 2: Check latest checkpoint in output_dir	COMMENT
LOW	espnet2/speechlm/dataloader/dataset.py	166	# Step 1: Collect all (dataset_name, json_path) pairs	COMMENT
LOW	espnet2/speechlm/dataloader/dataset.py	190	# Step 2: Load all datasets in parallel using multiprocessing	COMMENT

Modern AI Meta-Vocabulary14 hits · 39 pts

Severity	File	Line	Snippet	Context
MEDIUM	egs3/TEMPLATE/asr/conf/training.yaml	24	# Path scaffold relative to the recipe root.	COMMENT
MEDIUM	…brimix/sot_asr1/conf/tuning/train_sot_asr_whisper.yaml	25	# do_pad_trim: true # should be set when doing zero-shot inference	COMMENT
MEDIUM	…sot_asr1/conf/tuning/train_sot_asr_whisper_medium.yaml	25	# do_pad_trim: true # should be set when doing zero-shot inference	COMMENT
MEDIUM	…/sot_asr1/conf/tuning/train_sot_asr_whisper_small.yaml	25	# do_pad_trim: true # should be set when doing zero-shot inference	COMMENT
MEDIUM	egs2/stop/asr1/conf/train_asr_whisper_full_correct.yaml	35	# do_pad_trim: true # should be set when doing zero-shot inference	COMMENT
MEDIUM	…asr1_pipeline/conf/train_asr_whisper_full_correct.yaml	35	# do_pad_trim: true # should be set when doing zero-shot inference	COMMENT
MEDIUM	…sr1/conf/tuning/train_asr_whisper_medium_finetune.yaml	41	# do_pad_trim: true # should be set when doing zero-shot inference	COMMENT
MEDIUM	…onf/tuning/train_asr_whisper_medium_lora_finetune.yaml	41	# do_pad_trim: true # should be set when doing zero-shot inference	COMMENT
MEDIUM	…conf/tuning/train_asr_whisper_large_lora_finetune.yaml	41	# do_pad_trim: true # should be set when doing zero-shot inference	COMMENT
MEDIUM	…/asr1/conf/train_asr_whisper_full_correct_specaug.yaml	36	# do_pad_trim: true # should be set when doing zero-shot inference	COMMENT
MEDIUM	egs2/ml_superb/asr1/local/data_prep.py	249	reserve_flag = True # skip reserve lange for zero-shot	CODE
MEDIUM	…peech_100/asr1/conf/tuning/train_asr_whisper_full.yaml	35	# do_pad_trim: true # should be set when doing zero-shot inference	COMMENT
MEDIUM	…/interspeech2024_dsu_challenge/asr1/local/data_prep.py	249	reserve_flag = True # skip reserve lange for zero-shot	CODE
MEDIUM	…/interspeech2024_dsu_challenge/asr2/local/data_prep.py	249	reserve_flag = True # skip reserve lange for zero-shot	CODE

Verbosity Indicators18 hits · 31 pts

Severity	File	Line	Snippet	Context
LOW⚡	egs2/acesinger/svs1/local/data_prep.py	64	# Step 1: Load the audio file	COMMENT
LOW⚡	egs2/acesinger/svs1/local/data_prep.py	67	# Step 2: Calculate short-time energy for each frame	COMMENT
LOW⚡	egs2/acesinger/svs1/local/data_prep.py	75	# Step 3: Find index of the first frame where energy exceeds the threshold	COMMENT
LOW⚡	egs2/acesinger/svs1/local/data_prep.py	86	# Step 1: Load the textgrid file	COMMENT
LOW⚡	egs2/acesinger/svs1/local/data_prep.py	89	# Step 2: Get the start and end times of non-silent utterances	COMMENT
LOW⚡	egs2/acesinger/svs1/local/data_prep.py	103	# Step 3: Load the transcription file	COMMENT
LOW⚡	egs2/acesinger/svs1/local/data_prep.py	108	# Step 4: Split the content in each row	COMMENT
LOW⚡	egs2/acesinger/svs1/local/data_prep.py	112	# Step 5: Find all the rows' corresponding name in the txt file starting with 2001	COMMENT
LOW⚡	egs2/acesinger/svs1/local/data_prep.py	117	# Step 6: Find the start and end times for the song's corresponding row names	COMMENT
LOW	espnet2/samplers/category_power_sampler.py	347	# Step 1: Category sampling within each dataset	STRING
LOW	espnet2/samplers/category_power_sampler.py	400	# Step 2: Dataset sampling using resampled data	STRING
LOW⚡	espnet2/samplers/category_power_sampler.py	448	# Step 1: Sample dataset d according to P(d)	STRING
LOW⚡	espnet2/samplers/category_power_sampler.py	454	# Step 2: Sample category l according to P(l \| d)	STRING
LOW	espnet2/samplers/category_power_sampler.py	468	# Step 3: Sample utterance uniformly from	STRING
LOW⚡	espnet2/speechlm/trainer/deepspeed_trainer.py	100	# Step 1: Check resume_path	COMMENT
LOW⚡	espnet2/speechlm/trainer/deepspeed_trainer.py	104	# Step 2: Check latest checkpoint in output_dir	COMMENT
LOW	espnet2/speechlm/dataloader/dataset.py	166	# Step 1: Collect all (dataset_name, json_path) pairs	COMMENT
LOW	espnet2/speechlm/dataloader/dataset.py	190	# Step 2: Load all datasets in parallel using multiprocessing	COMMENT

Dead Code13 hits · 26 pts

Severity	File	Line	Context
MEDIUM	…lipreading1/local/feature_extract/models/pretrained.py	98	CODE
MEDIUM	…lipreading1/local/feature_extract/models/pretrained.py	99	CODE
MEDIUM	…lipreading1/local/feature_extract/models/pretrained.py	100	CODE
MEDIUM	…asr1/steps/libs/nnet3/train/frame_level_objf/common.py	624	CODE
MEDIUM	…asr1/steps/libs/nnet3/train/frame_level_objf/common.py	630	CODE
MEDIUM	…asr1/steps/libs/nnet3/train/frame_level_objf/common.py	635	CODE
MEDIUM	…asr1/steps/libs/nnet3/train/frame_level_objf/common.py	636	CODE
MEDIUM	…asr1/steps/libs/nnet3/train/frame_level_objf/common.py	637	CODE
MEDIUM	…asr1/steps/libs/nnet3/train/frame_level_objf/common.py	638	CODE
MEDIUM	…asr1/steps/libs/nnet3/train/frame_level_objf/common.py	640	CODE
MEDIUM	…asr1/steps/libs/nnet3/train/frame_level_objf/common.py	642	CODE
MEDIUM	espnet2/layers/augmentation.py	410	CODE
MEDIUM	espnet2/layers/augmentation.py	419	CODE

Fake / Example Data25 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	egs2/chime8_task1/asr1/local/get_lhotse_manifests.py	171	segment["words"] = "placeholder"	CODE
LOW	egs2/chime8_task1/asr1/local/get_lhotse_manifests.py	321	segment["words"] = "placeholder"	CODE
LOW	egs2/chime8_task1/asr1/local/get_lhotse_manifests.py	479	segment["words"] = "placeholder"	CODE
LOW	…MPLATE/asr1/pyscripts/utils/dialog_eval/LLM_Metrics.py	76	>>> responses = ["Hello world", "Foo bar", "Lorem ipsum dolor sit amet"]	STRING
LOW	…MPLATE/asr1/pyscripts/utils/dialog_eval/LLM_Metrics.py	76	>>> responses = ["Hello world", "Foo bar", "Lorem ipsum dolor sit amet"]	STRING
LOW	egs2/chime7_task1/asr1/local/gen_task1_data.py	111	ex["words"] = "placeholder"	CODE
LOW	egs2/chime7_task1/asr1/local/gen_task1_data.py	114	ex_scoring["words"] = "placeholder"	CODE
LOW	egs2/chime7_task1/asr1/local/gen_task1_data.py	253	ex["words"] = "placeholder" # diarization only annotation	CODE
LOW	egs2/chime7_task1/asr1/local/gen_task1_data.py	256	ex_scoring["words"] = "placeholder" # diarization only annotation	CODE
LOW	egs2/chime7_task1/asr1/local/gen_task1_data.py	365	ex["words"] = "placeholder"	CODE
LOW	egs2/chime7_task1/asr1/local/get_lhotse_manifests.py	171	segment["words"] = "placeholder"	CODE
LOW	egs2/chime7_task1/asr1/local/get_lhotse_manifests.py	321	segment["words"] = "placeholder"	CODE
LOW	egs2/chime7_task1/asr1/local/get_lhotse_manifests.py	479	segment["words"] = "placeholder"	CODE
LOW	egs2/chime7_task1/diar_asr1/local/gen_task1_data.py	111	ex["words"] = "placeholder"	CODE
LOW	egs2/chime7_task1/diar_asr1/local/gen_task1_data.py	114	ex_scoring["words"] = "placeholder"	CODE
LOW	egs2/chime7_task1/diar_asr1/local/gen_task1_data.py	253	ex["words"] = "placeholder" # diarization only annotation	CODE
LOW	egs2/chime7_task1/diar_asr1/local/gen_task1_data.py	256	ex_scoring["words"] = "placeholder" # diarization only annotation	CODE
LOW	egs2/chime7_task1/diar_asr1/local/gen_task1_data.py	365	ex["words"] = "placeholder"	CODE
LOW	…2/chime7_task1/diar_asr1/local/get_lhotse_manifests.py	171	segment["words"] = "placeholder"	CODE
LOW	…2/chime7_task1/diar_asr1/local/get_lhotse_manifests.py	321	segment["words"] = "placeholder"	CODE
LOW	…2/chime7_task1/diar_asr1/local/get_lhotse_manifests.py	479	segment["words"] = "placeholder"	CODE
LOW	espnet2/speechlm/model/speechlm/multimodal_io/audio.py	837	dummy_data = torch.zeros(	CODE
LOW	espnet2/speechlm/model/speechlm/multimodal_io/audio.py	843	codes = self.encode_batch(dummy_data, dummy_length)	CODE
LOW	espnet2/speechlm/model/speechlm/multimodal_io/audio.py	1126	dummy_data = torch.zeros(	CODE
LOW	espnet2/speechlm/model/speechlm/multimodal_io/audio.py	1132	feats = self.encode_batch(dummy_data, dummy_length)	CODE

Synthetic Comment Markers2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	.gemini/config.yaml	6	# Currently, this will be generated by Copilot on request.	COMMENT
HIGH	espnet2/gan_svs/pits/ying_decoder.py	7	# TODO(Yifeng): This comment is generated by ChatGPT, which may not be accurate.	COMMENT

Hallucination Indicators1 hit · 5 pts

Severity	File	Line	Snippet	Context
CRITICAL	espnet3/components/data/dataset_builder.py	30	``espnet3.systems.base.system.BaseSystem.create_dataset()`` instantiates	STRING

Magic Placeholder Names2 hits · 5 pts

Severity	File	Line	Snippet	Context
HIGH	doc/generate_code_doc.py	24	--api-key "YOUR_API_KEY"	STRING
HIGH	doc/generate_code_doc.py	43	--api-key "YOUR_API_KEY" \	STRING

Example Usage Blocks2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	…ech/tts1/conf/tuning/train_fastspeech2_xpu_bucket.yaml	11	# Usage:	COMMENT
LOW	egs2/swbd/asr1/local/eval2000_data_prep.sh	15	# Example usage:	COMMENT

Overly Generic Function Names2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	egs2/harpervalley/asr1/local/data_prep.py	13	def process_data(target_dir, source_dir, audio_dir, filename, min_length):	CODE
LOW	egs2/swbd_sentiment/asr1/local/prepare_sentiment.py	41	def process_data(	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings