HIGH
SEC080
[SEC080] Python: tarfile.extractall without filter: tarfile.extract*() without filter='da…
ch06/03_bonus_imdb-classification/downl…:46
HIGH
SEC035
[SEC035] Unbounded Resource Allocation — DoS risk: Allocating resources (buffers, recursi…
ch06/03_bonus_imdb-classification/downl…:46
HIGH
MINED006
[MINED006] Overcatch Baseexception: except BaseException: ... — prevents Ctrl+C and Syste…
ch05/05_bonus_hparam_tuning/hparam_sear…:206
HIGH
MINED006
[MINED006] Overcatch Baseexception: except BaseException: ... — prevents Ctrl+C and Syste…
ch05/03_bonus_pretraining_on_gutenberg/…:141
HIGH
SEC085
[SEC085] JS: child_process.exec with non-literal: child_process.exec with user-derived in…
pkg/llms_from_scratch/utils.py:149
HIGH
SEC085
[SEC085] JS: child_process.exec with non-literal: child_process.exec with user-derived in…
ch02/05_bpe-from-scratch/tests.py:28
HIGH
SEC128
[SEC128] Async function without await — fire-and-forget Promise (AI mistake): Async call …
ch05/01_main-chapter-code/gpt_generate.…:296
HIGH
SEC128
[SEC128] Async function without await — fire-and-forget Promise (AI mistake): Async call …
ch04/10_kv-sharing/plot_memory_estimate…:162
HIGH
SEC128
[SEC128] Async function without await — fire-and-forget Promise (AI mistake): Async call …
ch02/02_bonus_bytepair-encoder/bpe_open…:165
HIGH
MINED001
[MINED001] Bare Except Pass: except: pass or except Exception: pass — silently swallows e…
ch06/01_main-chapter-code/gpt_download.…:80
HIGH
MINED001
[MINED001] Bare Except Pass: except: pass or except Exception: pass — silently swallows e…
ch05/01_main-chapter-code/gpt_download.…:81
HIGH
MINED001
[MINED001] Bare Except Pass: except: pass or except Exception: pass — silently swallows e…
appendix-E/01_main-chapter-code/gpt_dow…:80
HIGH
SEC114
[SEC114] path.join / Path() on user-controlled segment without containment check: filepat…
ch05/01_main-chapter-code/gpt_generate.…:56
HIGH
SEC114
[SEC114] path.join / Path() on user-controlled segment without containment check: filepat…
ch05/01_main-chapter-code/gpt_download.…:42
HIGH
SEC114
[SEC114] path.join / Path() on user-controlled segment without containment check: filepat…
appendix-E/01_main-chapter-code/gpt_dow…:41
HIGH
SEC078
[SEC078] Python: requests without timeout: requests.get/post without a timeout will hang …
ch02/02_bonus_bytepair-encoder/bpe_open…:156
HIGH
SEC029
[SEC029] Server-Side Request Forgery (SSRF) — outbound HTTP from user input: Outbound HTT…
ch06/01_main-chapter-code/gpt_download.…:49
HIGH
SEC029
[SEC029] Server-Side Request Forgery (SSRF) — outbound HTTP from user input: Outbound HTT…
ch05/01_main-chapter-code/gpt_download.…:50
HIGH
SEC029
[SEC029] Server-Side Request Forgery (SSRF) — outbound HTTP from user input: Outbound HTT…
appendix-E/01_main-chapter-code/gpt_dow…:49
HIGH
MINED106
Phantom test coverage: test_context_overflow_bug
ch04/03_kv-cache/tests.py:113
HIGH
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Action `actions/setup-python` pinned to mutable ref `@v6`
.github/workflows/basic-tests-pytorch-r…:28
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Action `actions/checkout` pinned to mutable ref `@v6`
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Action `actions/setup-python` pinned to mutable ref `@v6`
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Dockerfile `ADD https://astral.sh/uv/install.sh`
setup/03_optional-docker-environment/.d…:11
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Dockerfile FROM `pytorch/pytorch:2.5.0-cuda12.4-cudnn9-runtime` not pinned by digest
setup/03_optional-docker-environment/.d…:2
HIGH
PYSEC-2026-139
torch: PYSEC-2026-139
requirements.txt
HIGH
PYSEC-2025-209
torch: PYSEC-2025-209
requirements.txt
HIGH
PYSEC-2025-208
torch: PYSEC-2025-208
requirements.txt
HIGH
PYSEC-2025-207
torch: PYSEC-2025-207
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HIGH
PYSEC-2025-206
torch: PYSEC-2025-206
requirements.txt
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PYSEC-2025-205
torch: PYSEC-2025-205
requirements.txt
HIGH
PYSEC-2025-204
torch: PYSEC-2025-204
requirements.txt
HIGH
PYSEC-2025-203
torch: PYSEC-2025-203
requirements.txt
HIGH
PYSEC-2025-198
torch: PYSEC-2025-198
requirements.txt
HIGH
PYSEC-2025-191
torch: PYSEC-2025-191
requirements.txt
HIGH
PYSEC-2024-259
torch: PYSEC-2024-259
requirements.txt
HIGH
GHSA-rch3-82jr-f9w9
jupyterlab: GHSA-rch3-82jr-f9w9
requirements.txt
HIGH
GHSA-mqcg-5x36-vfcg
jupyterlab: GHSA-mqcg-5x36-vfcg
requirements.txt
HIGH
GHSA-9q39-rmj3-p4r2
jupyterlab: GHSA-9q39-rmj3-p4r2
requirements.txt
HIGH
GHSA-44cc-43rp-5947
jupyterlab: GHSA-44cc-43rp-5947
requirements.txt
HIGH
PYSEC-2026-164
jupyterlab: PYSEC-2026-164
requirements.txt
HIGH
PYSEC-2024-110
scikit-learn: PYSEC-2024-110
ch06/03_bonus_imdb-classification/requi…
HIGH
GHSA-38vq-g6vr-w8wf
sentencepiece: GHSA-38vq-g6vr-w8wf
ch05/07_gpt_to_llama/requirements-extra…
HIGH
GHSA-2g59-m95p-pgfq
chainlit: GHSA-2g59-m95p-pgfq
ch05/06_user_interface/requirements-ext…
HIGH
PYSEC-2025-40
transformers: PYSEC-2025-40
ch02/02_bonus_bytepair-encoder/requirem…
HIGH
PYSEC-2025-218
transformers: PYSEC-2025-218
ch02/02_bonus_bytepair-encoder/requirem…
HIGH
PYSEC-2025-217
transformers: PYSEC-2025-217
ch02/02_bonus_bytepair-encoder/requirem…
HIGH
PYSEC-2025-216
transformers: PYSEC-2025-216
ch02/02_bonus_bytepair-encoder/requirem…
HIGH
PYSEC-2025-215
transformers: PYSEC-2025-215
ch02/02_bonus_bytepair-encoder/requirem…
HIGH
PYSEC-2025-214
transformers: PYSEC-2025-214
ch02/02_bonus_bytepair-encoder/requirem…
HIGH
PYSEC-2025-213
transformers: PYSEC-2025-213
ch02/02_bonus_bytepair-encoder/requirem…
HIGH
PYSEC-2025-212
transformers: PYSEC-2025-212
ch02/02_bonus_bytepair-encoder/requirem…
HIGH
PYSEC-2025-211
transformers: PYSEC-2025-211
ch02/02_bonus_bytepair-encoder/requirem…
HIGH
PYSEC-2024-229
transformers: PYSEC-2024-229
ch02/02_bonus_bytepair-encoder/requirem…
HIGH
PYSEC-2024-228
transformers: PYSEC-2024-228
ch02/02_bonus_bytepair-encoder/requirem…
HIGH
PYSEC-2024-227
transformers: PYSEC-2024-227
ch02/02_bonus_bytepair-encoder/requirem…
HIGH
PYSEC-2023-301
transformers: PYSEC-2023-301
ch02/02_bonus_bytepair-encoder/requirem…
HIGH
SEC020
[SEC020] Secret Printed to Logs: Debug or diagnostic code appears to print a credential-b…
ch02/05_bpe-from-scratch/tests.py:146
HIGH
SEC013
[SEC013] Path Traversal — User Input in File Path: User-controlled input used in file pat…
ch05/01_main-chapter-code/gpt_generate.…:56
HIGH
SEC013
[SEC013] Path Traversal — User Input in File Path: User-controlled input used in file pat…
ch05/01_main-chapter-code/gpt_download.…:42
HIGH
SEC013
[SEC013] Path Traversal — User Input in File Path: User-controlled input used in file pat…
appendix-E/01_main-chapter-code/gpt_dow…:41
MED
SEC012
[SEC012] ZipSlip — Archive Path Traversal: Archive extraction without path validation all…
pkg/llms_from_scratch/ch06.py:33
MED
SEC012
[SEC012] ZipSlip — Archive Path Traversal: Archive extraction without path validation all…
ch06/03_bonus_imdb-classification/downl…:46
MED
SEC045
[SEC045] eval()/exec() on stored or user-supplied data: eval() and exec() on data — even …
pkg/llms_from_scratch/utils.py:149
MED
SEC045
[SEC045] eval()/exec() on stored or user-supplied data: eval() and exec() on data — even …
ch02/05_bpe-from-scratch/tests.py:28
MED
MINED111
Bare except continues silently
appendix-E/01_main-chapter-code/gpt_dow…:91
MED
MINED111
Bare except continues silently
pkg/llms_from_scratch/ch05.py:323
MED
MINED111
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.github/scripts/check_double_quotes.py:111
MED
MINED111
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MED
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MED
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ch07/01_main-chapter-code/gpt_download.…:91
MED
MINED109
Mutable default argument in `load_dataset_to_dataframe` (dict)
ch06/03_bonus_imdb-classification/downl…:51
MED
MINED111
Bare except continues silently
ch06/03_bonus_imdb-classification/gpt_d…:91
MED
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MED
MINED111
Bare except continues silently
ch06/02_bonus_additional-experiments/gp…:91
MED
COMP001
[COMP001] High cognitive complexity: Function `check_quotes_in_source` has cognitive comp…
.github/scripts/check_double_quotes.py:76
MED
DKR007
Docker build context has no .dockerignore
.dockerignore
MED
DEPCUR-GHA
GitHub Action `actions/github-script@v8` is 1 major version(s) behind (latest v9.0.0)
.github/workflows/required-checks.yml:18
MED
MINED124
requirements.txt: `tqdm` has no version pin
ch02/02_bonus_bytepair-encoder/requirem…:2
MED
MINED124
requirements.txt: `requests` has no version pin
ch02/02_bonus_bytepair-encoder/requirem…:1
MED
MINED124
requirements.txt: `thop` has no version pin
ch04/02_performance-analysis/requiremen…:1
MED
GHSA-887c-mr87-cxwp
torch: GHSA-887c-mr87-cxwp
requirements.txt
MED
GHSA-4m77-cmpx-vjc4
jupyterlab: GHSA-4m77-cmpx-vjc4
requirements.txt
MED
GHSA-rcv9-qm8p-9p6j
transformers: GHSA-rcv9-qm8p-9p6j
ch02/02_bonus_bytepair-encoder/requirem…
MED
GHSA-q2wp-rjmx-x6x9
transformers: GHSA-q2wp-rjmx-x6x9
ch02/02_bonus_bytepair-encoder/requirem…
MED
GHSA-jjph-296x-mrcr
transformers: GHSA-jjph-296x-mrcr
ch02/02_bonus_bytepair-encoder/requirem…
MED
GHSA-fpwr-67px-3qhx
transformers: GHSA-fpwr-67px-3qhx
ch02/02_bonus_bytepair-encoder/requirem…
MED
GHSA-9356-575x-2w9m
transformers: GHSA-9356-575x-2w9m
ch02/02_bonus_bytepair-encoder/requirem…
MED
GHSA-6rvg-6v2m-4j46
transformers: GHSA-6rvg-6v2m-4j46
ch02/02_bonus_bytepair-encoder/requirem…
MED
GHSA-69w3-r845-3855
transformers: GHSA-69w3-r845-3855
ch02/02_bonus_bytepair-encoder/requirem…
MED
GHSA-59p9-h35m-wg4g
transformers: GHSA-59p9-h35m-wg4g
ch02/02_bonus_bytepair-encoder/requirem…
MED
GHSA-4w7r-h757-3r74
transformers: GHSA-4w7r-h757-3r74
ch02/02_bonus_bytepair-encoder/requirem…
MED
GHSA-37mw-44qp-f5jm
transformers: GHSA-37mw-44qp-f5jm
ch02/02_bonus_bytepair-encoder/requirem…
MED
DKR013
Dockerfile ADD downloads remote content
setup/03_optional-docker-environment/.d…:11
MED
DKR001
Docker final stage has no non-root USER
setup/03_optional-docker-environment/.d…:2
MED
AIC001
Parallel implementation file sits beside a canonical file
ch04/03_kv-cache/gpt_with_kv_cache_opti…:1
MED
AGT015
Remote install command pipes network code directly to a shell
setup/01_optional-python-setup-preferen…:33
MED
AGT015
Remote install command pipes network code directly to a shell
setup/01_optional-python-setup-preferen…:23
MED
AGT015
Remote install command pipes network code directly to a shell
.github/workflows/pep8-linter.yml:20
MED
AGT015
Remote install command pipes network code directly to a shell
.github/workflows/check-spelling-errors…:25
MED
AGT015
Remote install command pipes network code directly to a shell
.github/workflows/check-links.yml:25
MED
AGT015
Remote install command pipes network code directly to a shell
.github/workflows/basic-tests-pytorch-r…:34
MED
AGT015
Remote install command pipes network code directly to a shell
.github/workflows/basic-tests-old-pytor…:38
MED
AGT015
Remote install command pipes network code directly to a shell
.github/workflows/basic-tests-macos-uv.…:41
MED
AGT015
Remote install command pipes network code directly to a shell
.github/workflows/basic-tests-linux-uv.…:41
MED
AGT015
Remote install command pipes network code directly to a shell
.github/workflows/basic-tests-latest-py…:34
LOW
SEC124
[SEC124] TOCTOU file access (os.access then open): Check-then-use file pattern (access/ex…
ch05/18_muon/gpt_train_muon.py:187
LOW
SEC124
[SEC124] TOCTOU file access (os.access then open): Check-then-use file pattern (access/ex…
ch05/18_muon/gpt_train.py:143
LOW
SEC124
[SEC124] TOCTOU file access (os.access then open): Check-then-use file pattern (access/ex…
ch05/01_main-chapter-code/gpt_train.py:143
LOW
COMP001
[COMP001] High cognitive complexity: Function `download_file` has cognitive complexity 13…
appendix-E/01_main-chapter-code/gpt_dow…:47
LOW
COMP001
[COMP001] High cognitive complexity: Function `calc_loss_loader` has cognitive complexity…
appendix-D/01_main-chapter-code/previou…:256
LOW
DEPCUR-GHA
GitHub Action `actions/setup-python@v6` is minor version(s) behind (latest v6.2.0)
.github/workflows/basic-tests-pytorch-r…:28
LOW
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LOW
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.github/workflows/basic-tests-pip.yml:34
LOW
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GitHub Action `actions/setup-python@v6` is minor version(s) behind (latest v6.2.0)
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LOW
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LOW
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LOW
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.github/workflows/basic-tests-latest-py…:28
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GitHub Action `actions/setup-python@v6` is minor version(s) behind (latest v6.2.0)
.github/workflows/basic-tests-old-pytor…:32
LOW
GHSA-g7vv-2v7x-gj9p
tqdm: GHSA-g7vv-2v7x-gj9p
requirements.txt
LOW
GHSA-vvfj-2jqx-52jm
jupyterlab: GHSA-vvfj-2jqx-52jm
requirements.txt
LOW
GHSA-g7vv-2v7x-gj9p
tqdm: GHSA-g7vv-2v7x-gj9p
ch07/02_dataset-utilities/requirements-…
LOW
GHSA-v492-6xx2-p57g
chainlit: GHSA-v492-6xx2-p57g
ch05/06_user_interface/requirements-ext…
LOW
GHSA-phhr-52qp-3mj4
transformers: GHSA-phhr-52qp-3mj4
ch02/02_bonus_bytepair-encoder/requirem…
LOW
GHSA-37q5-v5qm-c9v8
transformers: GHSA-37q5-v5qm-c9v8
ch02/02_bonus_bytepair-encoder/requirem…
LOW
AIC003
Duplicated implementation block across source files
ch04/05_mla/gpt_with_kv_mla.py:71
LOW
AIC003
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ch04/05_mla/gpt_with_kv_mla.py:66
LOW
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Duplicated implementation block across source files
ch04/05_mla/gpt_with_kv_mla.py:54
LOW
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Duplicated implementation block across source files
ch04/05_mla/gpt_with_kv_mla.py:50
LOW
AIC003
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ch04/05_mla/gpt_with_kv_mha.py:68
LOW
AIC003
Duplicated implementation block across source files
ch04/05_mla/gpt_with_kv_mha.py:41
LOW
AIC003
Duplicated implementation block across source files
ch04/05_mla/gpt_with_kv_mha.py:18
LOW
AIC003
Duplicated implementation block across source files
ch04/05_mla/gpt_with_kv_mha.py:1
LOW
AIC003
Duplicated implementation block across source files
ch04/04_gqa/gpt_with_kv_mha.py:68
LOW
AIC003
Duplicated implementation block across source files
ch04/04_gqa/gpt_with_kv_mha.py:41
LOW
AIC003
Duplicated implementation block across source files
ch04/04_gqa/gpt_with_kv_mha.py:18
LOW
AIC003
Duplicated implementation block across source files
ch04/04_gqa/gpt_with_kv_gqa.py:76
LOW
AIC003
Duplicated implementation block across source files
ch04/04_gqa/gpt_with_kv_gqa.py:68
LOW
AIC003
Duplicated implementation block across source files
ch04/03_kv-cache/gpt_with_kv_cache.py:92
LOW
AIC003
Duplicated implementation block across source files
ch04/03_kv-cache/gpt_with_kv_cache.py:65
LOW
AIC003
Duplicated implementation block across source files
ch04/03_kv-cache/gpt_with_kv_cache.py:5
LOW
AIC003
Duplicated implementation block across source files
ch04/03_kv-cache/gpt_with_kv_cache.py:1
LOW
AIC003
Duplicated implementation block across source files
ch04/03_kv-cache/gpt_ch04.py:42
LOW
AIC003
Duplicated implementation block across source files
ch04/03_kv-cache/gpt_ch04.py:27
LOW
AIC003
Duplicated implementation block across source files
ch04/03_kv-cache/gpt_ch04.py:5
LOW
AIC003
Duplicated implementation block across source files
ch04/01_main-chapter-code/previous_chap…:18
LOW
AIC003
Duplicated implementation block across source files
ch04/01_main-chapter-code/previous_chap…:5
LOW
AIC003
Duplicated implementation block across source files
ch04/01_main-chapter-code/previous_chap…:1
LOW
AIC003
Duplicated implementation block across source files
ch04/01_main-chapter-code/gpt.py:59
LOW
AIC003
Duplicated implementation block across source files
ch04/01_main-chapter-code/gpt.py:5
LOW
AIC003
Duplicated implementation block across source files
ch04/01_main-chapter-code/gpt.py:1
LOW
AIC003
Duplicated implementation block across source files
appendix-E/01_main-chapter-code/previou…:66
LOW
AIC003
Duplicated implementation block across source files
appendix-E/01_main-chapter-code/previou…:12
LOW
AIC003
Duplicated implementation block across source files
appendix-D/01_main-chapter-code/previou…:60
LOW
AIC003
Duplicated implementation block across source files
appendix-A/01_main-chapter-code/DDP-scr…:17
LOW
DKR012
Dockerfile keeps pip download cache
setup/03_optional-docker-environment/.d…:17
LOW
DKR011
Dockerfile installs recommended OS packages
setup/03_optional-docker-environment/.d…:5
LOW
AIC005
Duplicate top-level symbol appears in a patch-style file
ch04/03_kv-cache/gpt_with_kv_cache_opti…:1
INFO
MINED043
[MINED043] Http Not Https: Hardcoded http:// (not localhost) for endpoints that handle cr…
ch06/03_bonus_imdb-classification/downl…:86
INFO
MINED049
[MINED049] Print Pii: Logging password/token/email/ssn directly to stdout.
ch04/07_moe/memory_estimator_moe.py:120
INFO
MINED049
[MINED049] Print Pii: Logging password/token/email/ssn directly to stdout.
ch04/03_kv-cache/gpt_ch04.py:245
INFO
MINED049
[MINED049] Print Pii: Logging password/token/email/ssn directly to stdout.
ch02/05_bpe-from-scratch/tests.py:146
INFO
MINED067
[MINED067] Python Requests No Timeout: requests.get/post/etc. without timeout= can hang f…
ch05/01_main-chapter-code/gpt_download.…:50
INFO
MINED067
[MINED067] Python Requests No Timeout: requests.get/post/etc. without timeout= can hang f…
ch02/02_bonus_bytepair-encoder/bpe_open…:156
INFO
MINED067
[MINED067] Python Requests No Timeout: requests.get/post/etc. without timeout= can hang f…
appendix-E/01_main-chapter-code/gpt_dow…:49
INFO
MINED050
[MINED050] Stub Only Function: Function declared but body is just pass, return None, rais…
ch06/01_main-chapter-code/gpt_download.…:81
INFO
MINED050
[MINED050] Stub Only Function: Function declared but body is just pass, return None, rais…
ch05/01_main-chapter-code/gpt_download.…:82
INFO
MINED050
[MINED050] Stub Only Function: Function declared but body is just pass, return None, rais…
appendix-E/01_main-chapter-code/gpt_dow…:81
INFO
DEPCUR-GHA
GitHub Action `actions/checkout@v6` is patch version(s) behind (latest v6.0.3)
.github/workflows/basic-tests-pytorch-r…:25
INFO
DEPCUR-GHA
GitHub Action `actions/checkout@v6` is patch version(s) behind (latest v6.0.3)
.github/workflows/basic-tests-macos-uv.…:31
INFO
DEPCUR-GHA
GitHub Action `actions/checkout@v6` is patch version(s) behind (latest v6.0.3)
.github/workflows/basic-tests-pip.yml:31
INFO
DEPCUR-GHA
GitHub Action `actions/checkout@v6` is patch version(s) behind (latest v6.0.3)
.github/workflows/basic-tests-windows-u…:27
INFO
DEPCUR-GHA
GitHub Action `actions/checkout@v6` is patch version(s) behind (latest v6.0.3)
.github/workflows/check-spelling-errors…:16
INFO
DEPCUR-GHA
GitHub Action `actions/checkout@v6` is patch version(s) behind (latest v6.0.3)
.github/workflows/pep8-linter.yml:13
INFO
DEPCUR-GHA
GitHub Action `actions/checkout@v6` is patch version(s) behind (latest v6.0.3)
.github/workflows/check-links.yml:16
INFO
DEPCUR-GHA
GitHub Action `actions/checkout@v6` is patch version(s) behind (latest v6.0.3)
.github/workflows/basic-tests-linux-uv.…:31
INFO
DEPCUR-GHA
GitHub Action `actions/checkout@v6` is patch version(s) behind (latest v6.0.3)
.github/workflows/basic-tests-pixi.yml:34
INFO
DEPCUR-GHA
GitHub Action `actions/checkout@v6` is patch version(s) behind (latest v6.0.3)
.github/workflows/basic-tests-latest-py…:25
INFO
DEPCUR-GHA
GitHub Action `actions/checkout@v6` is patch version(s) behind (latest v6.0.3)
.github/workflows/basic-tests-old-pytor…:29