rasbt/LLMs-from-scratch

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115 of your 363 findings came from Repobility's proprietary detections. ✓ Repobility tags below mark them.

Scan timing: clone 5.77s · analysis 17.06s · 7.4 MB · GitHub preflight 406ms

https://github.com/rasbt/LLMs-from-scratch · scanned 2026-06-05 06:49 UTC (6 days, 1 hour ago) · 10 languages

600 raw signals (262 security + 338 graph) 43rd percentile · Python · medium (20-100K LoC) System graph score 77 (lower by 17)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 6 days, 1 hour ago · v2 · 242 actionable findings from 2 signal sources. 189 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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88.9% cov · 121 findings

Score breakdown â 2026-05-18-v5

Component	Sub-score	Weight	Contribution
`structure_score`	85.0	0.15	12.75
`security_score`	16.0	0.25	4.00
`testing_score`	97.0	0.20	19.40
`documentation_score`	65.0	0.15	9.75
`practices_score`	77.0	0.15	11.55
`code_quality`	28.0	0.10	2.80
Overall		1.00	60.2

Severity distribution — click a segment to filter

Active filters: excluding tests × Reset all

Severity: Critical 3 High 93 Medium 34 Low 55 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 121 System graph 121 Crowd 0 Layer: Software 69 Cicd 6 Security 57 Quality 104 Api 1 Hardware 4 Frontend 1

Exclude dismissed / FP Exclude test files

All 1571 nodes from the latest scan, grouped by kind. Each node is a unit the engine identified (file, function, endpoint, table…). Most users won't need this view — it's primarily for debugging the engine's graph extraction or for AI agents that want to enumerate the project structure.

Label	Layer	Status	Path
`_get_env_number`	software	healthy	`conftest.py:8`
`pytest_configure`	software	healthy	`conftest.py:19`
`request_with_timeout`	software	healthy	`conftest.py:38`
`get_model_and_tokenizer`	software	healthy	`ch06/04_user_interface/app.py:22`
`main`	software	healthy	`ch06/04_user_interface/app.py:69`
`__init__`	software	healthy	`ch06/03_bonus_imdb-classification/train_gpt.py:24`
`__getitem__`	software	healthy	`ch06/03_bonus_imdb-classification/train_gpt.py:39`
`__len__`	software	healthy	`ch06/03_bonus_imdb-classification/train_gpt.py:44`
`_longest_encoded_length`	software	healthy	`ch06/03_bonus_imdb-classification/train_gpt.py:47`
`instantiate_model`	software	healthy	`ch06/03_bonus_imdb-classification/train_gpt.py:56`
`calc_loss_batch`	software	healthy	`ch06/03_bonus_imdb-classification/train_gpt.py:87`
`calc_loss_loader`	software	healthy	`ch06/03_bonus_imdb-classification/train_gpt.py:103`
`calc_accuracy_loader`	software	healthy	`ch06/03_bonus_imdb-classification/train_gpt.py:128`
`evaluate_model`	software	healthy	`ch06/03_bonus_imdb-classification/train_gpt.py:159`
`train_classifier_simple`	software	healthy	`ch06/03_bonus_imdb-classification/train_gpt.py:175`
`load_dataframes`	software	healthy	`ch06/03_bonus_imdb-classification/train_sklearn_logreg.py:14`
`eval_model`	software	healthy	`ch06/03_bonus_imdb-classification/train_sklearn_logreg.py:22`
`__init__`	software	healthy	`ch06/03_bonus_imdb-classification/train_gpt_muon.py:24`
`__getitem__`	software	healthy	`ch06/03_bonus_imdb-classification/train_gpt_muon.py:39`
`__len__`	software	healthy	`ch06/03_bonus_imdb-classification/train_gpt_muon.py:44`
`_longest_encoded_length`	software	healthy	`ch06/03_bonus_imdb-classification/train_gpt_muon.py:47`
`instantiate_model`	software	healthy	`ch06/03_bonus_imdb-classification/train_gpt_muon.py:56`
`calc_loss_batch`	software	healthy	`ch06/03_bonus_imdb-classification/train_gpt_muon.py:87`
`calc_loss_loader`	software	healthy	`ch06/03_bonus_imdb-classification/train_gpt_muon.py:103`
`calc_accuracy_loader`	software	healthy	`ch06/03_bonus_imdb-classification/train_gpt_muon.py:128`
`evaluate_model`	software	healthy	`ch06/03_bonus_imdb-classification/train_gpt_muon.py:159`
`create_muon_optimizers`	software	healthy	`ch06/03_bonus_imdb-classification/train_gpt_muon.py:175`
`train_classifier_simple`	software	healthy	`ch06/03_bonus_imdb-classification/train_gpt_muon.py:210`
`download_and_load_gpt2`	software	healthy	`ch06/03_bonus_imdb-classification/gpt_download.py:15`
`download_file`	software	healthy	`ch06/03_bonus_imdb-classification/gpt_download.py:47`
`_attempt_download`	software	healthy	`ch06/03_bonus_imdb-classification/gpt_download.py:48`
`load_gpt2_params_from_tf_ckpt`	software	healthy	`ch06/03_bonus_imdb-classification/gpt_download.py:126`
`__init__`	software	healthy	`ch06/03_bonus_imdb-classification/train_bert_hf.py:19`
`_create_attention_mask`	software	healthy	`ch06/03_bonus_imdb-classification/train_bert_hf.py:43`
`__getitem__`	software	healthy	`ch06/03_bonus_imdb-classification/train_bert_hf.py:46`
`__len__`	software	healthy	`ch06/03_bonus_imdb-classification/train_bert_hf.py:61`
`_longest_encoded_length`	software	healthy	`ch06/03_bonus_imdb-classification/train_bert_hf.py:64`
`calc_loss_batch`	software	healthy	`ch06/03_bonus_imdb-classification/train_bert_hf.py:73`
`calc_loss_loader`	software	healthy	`ch06/03_bonus_imdb-classification/train_bert_hf.py:83`
`calc_accuracy_loader`	software	healthy	`ch06/03_bonus_imdb-classification/train_bert_hf.py:101`
`evaluate_model`	software	healthy	`ch06/03_bonus_imdb-classification/train_bert_hf.py:123`
`train_classifier_simple`	software	healthy	`ch06/03_bonus_imdb-classification/train_bert_hf.py:132`
`reporthook`	software	dead	`ch06/03_bonus_imdb-classification/download_prepare_dataset.…`
`download_and_extract_dataset`	software	healthy	`ch06/03_bonus_imdb-classification/download_prepare_dataset.…`
`load_dataset_to_dataframe`	software	healthy	`ch06/03_bonus_imdb-classification/download_prepare_dataset.…`
`partition_and_save`	software	healthy	`ch06/03_bonus_imdb-classification/download_prepare_dataset.…`
`__init__`	software	healthy	`ch06/03_bonus_imdb-classification/train_bert_hf_spam.py:116`
`__getitem__`	software	healthy	`ch06/03_bonus_imdb-classification/train_bert_hf_spam.py:143`
`__len__`	software	healthy	`ch06/03_bonus_imdb-classification/train_bert_hf_spam.py:158`
`_longest_encoded_length`	software	healthy	`ch06/03_bonus_imdb-classification/train_bert_hf_spam.py:161`

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

Label	Layer	Status	Path
`IMDbDataset`	software	healthy	`ch06/03_bonus_imdb-classification/train_gpt.py:23`
`IMDbDataset`	software	healthy	`ch06/03_bonus_imdb-classification/train_gpt_muon.py:23`
`IMDbDataset`	software	healthy	`ch06/03_bonus_imdb-classification/train_bert_hf.py:18`
`SpamDataset`	software	healthy	`ch06/03_bonus_imdb-classification/train_bert_hf_spam.py:21`
`SPAMDataset`	software	healthy	`ch06/03_bonus_imdb-classification/train_bert_hf_spam.py:115`
`GPTDatasetV1`	software	healthy	`ch06/03_bonus_imdb-classification/previous_chapters.py:21`
`MultiHeadAttention`	software	healthy	`ch06/03_bonus_imdb-classification/previous_chapters.py:62`
`LayerNorm`	software	healthy	`ch06/03_bonus_imdb-classification/previous_chapters.py:121`
`GELU`	software	healthy	`ch06/03_bonus_imdb-classification/previous_chapters.py:135`
`FeedForward`	software	healthy	`ch06/03_bonus_imdb-classification/previous_chapters.py:146`
`TransformerBlock`	software	healthy	`ch06/03_bonus_imdb-classification/previous_chapters.py:159`
`GPTModel`	software	healthy	`ch06/03_bonus_imdb-classification/previous_chapters.py:192`
`SpamDataset`	software	healthy	`ch06/01_main-chapter-code/gpt_class_finetune.py:78`
`GPTDatasetV1`	software	healthy	`ch06/01_main-chapter-code/previous_chapters.py:21`
`MultiHeadAttention`	software	healthy	`ch06/01_main-chapter-code/previous_chapters.py:61`
`LayerNorm`	software	healthy	`ch06/01_main-chapter-code/previous_chapters.py:120`
`GELU`	software	healthy	`ch06/01_main-chapter-code/previous_chapters.py:134`
`FeedForward`	software	healthy	`ch06/01_main-chapter-code/previous_chapters.py:145`
`TransformerBlock`	software	healthy	`ch06/01_main-chapter-code/previous_chapters.py:158`
`GPTModel`	software	healthy	`ch06/01_main-chapter-code/previous_chapters.py:191`
`LoRALayer`	software	healthy	`ch06/02_bonus_additional-experiments/additional_experiments…`
`LinearWithLoRA`	software	healthy	`ch06/02_bonus_additional-experiments/additional_experiments…`
`LinearWithLoRAMerged`	software	healthy	`ch06/02_bonus_additional-experiments/additional_experiments…`
`SpamDataset`	software	healthy	`ch06/02_bonus_additional-experiments/additional_experiments…`
`GPTDatasetV1`	software	healthy	`ch06/02_bonus_additional-experiments/previous_chapters.py:21`
`MultiHeadAttention`	software	healthy	`ch06/02_bonus_additional-experiments/previous_chapters.py:61`
`LayerNorm`	software	healthy	`ch06/02_bonus_additional-experiments/previous_chapters.py:1…`
`GELU`	software	healthy	`ch06/02_bonus_additional-experiments/previous_chapters.py:1…`
`FeedForward`	software	healthy	`ch06/02_bonus_additional-experiments/previous_chapters.py:1…`
`TransformerBlock`	software	healthy	`ch06/02_bonus_additional-experiments/previous_chapters.py:1…`
`GPTModel`	software	healthy	`ch06/02_bonus_additional-experiments/previous_chapters.py:1…`
`MultiHeadAttention`	software	healthy	`ch04/05_mla/gpt_with_kv_mha.py:20`
`LayerNorm`	software	healthy	`ch04/05_mla/gpt_with_kv_mha.py:118`
`GELU`	software	healthy	`ch04/05_mla/gpt_with_kv_mha.py:132`
`FeedForward`	software	healthy	`ch04/05_mla/gpt_with_kv_mha.py:143`
`TransformerBlock`	software	healthy	`ch04/05_mla/gpt_with_kv_mha.py:156`
`GPTModel`	software	healthy	`ch04/05_mla/gpt_with_kv_mha.py:194`
`MultiHeadLatentAttention`	software	healthy	`ch04/05_mla/gpt_with_kv_mla.py:24`
`LayerNorm`	software	healthy	`ch04/05_mla/gpt_with_kv_mla.py:124`
`GELU`	software	healthy	`ch04/05_mla/gpt_with_kv_mla.py:138`
`FeedForward`	software	healthy	`ch04/05_mla/gpt_with_kv_mla.py:149`
`TransformerBlock`	software	healthy	`ch04/05_mla/gpt_with_kv_mla.py:162`
`GPTModel`	software	healthy	`ch04/05_mla/gpt_with_kv_mla.py:202`
`MultiHeadAttention`	software	healthy	`ch04/04_gqa/gpt_with_kv_mha.py:20`
`LayerNorm`	software	healthy	`ch04/04_gqa/gpt_with_kv_mha.py:118`
`GELU`	software	healthy	`ch04/04_gqa/gpt_with_kv_mha.py:132`
`FeedForward`	software	healthy	`ch04/04_gqa/gpt_with_kv_mha.py:143`
`TransformerBlock`	software	healthy	`ch04/04_gqa/gpt_with_kv_mha.py:156`
`GPTModel`	software	healthy	`ch04/04_gqa/gpt_with_kv_mha.py:194`
`GroupedQueryAttention`	software	healthy	`ch04/04_gqa/gpt_with_kv_gqa.py:20`

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

Label	Layer	Status	Path
`conftest.py`	software	healthy	`conftest.py`
`README.md`	software	healthy	`README.md`
`troubleshooting.md`	software	healthy	`troubleshooting.md`
`pyproject.toml`	software	healthy	`pyproject.toml`
`requirements.txt`	software	healthy	`requirements.txt`
`pixi.toml`	software	healthy	`pixi.toml`
`reading-recommendations.md`	software	healthy	`ch01/reading-recommendations.md`
`README.md`	software	healthy	`ch01/README.md`
`README.md`	software	healthy	`ch06/README.md`
`README.md`	software	healthy	`ch06/04_user_interface/README.md`
`app.py`	software	healthy	`ch06/04_user_interface/app.py`
`train_gpt.py`	software	healthy	`ch06/03_bonus_imdb-classification/train_gpt.py`
`train_sklearn_logreg.py`	software	healthy	`ch06/03_bonus_imdb-classification/train_sklearn_logreg.py`
`train_gpt_muon.py`	software	healthy	`ch06/03_bonus_imdb-classification/train_gpt_muon.py`
`gpt_download.py`	software	healthy	`ch06/03_bonus_imdb-classification/gpt_download.py`
`README.md`	software	healthy	`ch06/03_bonus_imdb-classification/README.md`
`train_bert_hf.py`	software	healthy	`ch06/03_bonus_imdb-classification/train_bert_hf.py`
`download_prepare_dataset.py`	software	healthy	`ch06/03_bonus_imdb-classification/download_prepare_dataset.…`
`train_bert_hf_spam.py`	software	healthy	`ch06/03_bonus_imdb-classification/train_bert_hf_spam.py`
`previous_chapters.py`	software	healthy	`ch06/03_bonus_imdb-classification/previous_chapters.py`
`gpt_download.py`	software	healthy	`ch06/01_main-chapter-code/gpt_download.py`
`README.md`	software	healthy	`ch06/01_main-chapter-code/README.md`
`tests.py`	software	healthy	`ch06/01_main-chapter-code/tests.py`
`gpt_class_finetune.py`	software	healthy	`ch06/01_main-chapter-code/gpt_class_finetune.py`
`previous_chapters.py`	software	healthy	`ch06/01_main-chapter-code/previous_chapters.py`
`gpt_download.py`	software	healthy	`ch06/02_bonus_additional-experiments/gpt_download.py`
`README.md`	software	healthy	`ch06/02_bonus_additional-experiments/README.md`
`additional_experiments.py`	software	healthy	`ch06/02_bonus_additional-experiments/additional_experiments…`
`previous_chapters.py`	software	healthy	`ch06/02_bonus_additional-experiments/previous_chapters.py`
`README.md`	software	healthy	`ch04/README.md`
`README.md`	software	healthy	`ch04/05_mla/README.md`
`gpt_with_kv_mha.py`	software	healthy	`ch04/05_mla/gpt_with_kv_mha.py`
`plot_memory_estimates_mla.py`	software	healthy	`ch04/05_mla/plot_memory_estimates_mla.py`
`gpt_with_kv_mla.py`	software	healthy	`ch04/05_mla/gpt_with_kv_mla.py`
`memory_estimator_mla.py`	software	healthy	`ch04/05_mla/memory_estimator_mla.py`
`plot_memory_estimates_gqa.py`	software	healthy	`ch04/04_gqa/plot_memory_estimates_gqa.py`
`README.md`	software	healthy	`ch04/04_gqa/README.md`
`gpt_with_kv_mha.py`	software	healthy	`ch04/04_gqa/gpt_with_kv_mha.py`
`memory_estimator_gqa.py`	software	healthy	`ch04/04_gqa/memory_estimator_gqa.py`
`gpt_with_kv_gqa.py`	software	healthy	`ch04/04_gqa/gpt_with_kv_gqa.py`
`memory_estimator_swa.py`	software	healthy	`ch04/06_swa/memory_estimator_swa.py`
`README.md`	software	healthy	`ch04/06_swa/README.md`
`gpt_with_kv_mha.py`	software	healthy	`ch04/06_swa/gpt_with_kv_mha.py`
`tests.py`	software	healthy	`ch04/06_swa/tests.py`
`gpt_with_kv_swa.py`	software	healthy	`ch04/06_swa/gpt_with_kv_swa.py`
`plot_memory_estimates_swa.py`	software	healthy	`ch04/06_swa/plot_memory_estimates_swa.py`
`gpt_with_kv_dsa.py`	software	healthy	`ch04/09_dsa/gpt_with_kv_dsa.py`
`README.md`	software	healthy	`ch04/09_dsa/README.md`
`test_dsa.py`	software	healthy	`ch04/09_dsa/test_dsa.py`
`README.md`	software	healthy	`ch04/07_moe/README.md`

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

Label	Layer	Status	Path
`ch01`	software	healthy	`ch01`
`ch06`	software	healthy	`ch06`
`04_user_interface`	software	healthy	`ch06/04_user_interface`
`03_bonus_imdb-classification`	software	healthy	`ch06/03_bonus_imdb-classification`
`01_main-chapter-code`	software	healthy	`ch06/01_main-chapter-code`
`02_bonus_additional-experiments`	software	healthy	`ch06/02_bonus_additional-experiments`
`ch04`	software	healthy	`ch04`
`05_mla`	software	healthy	`ch04/05_mla`
`04_gqa`	software	healthy	`ch04/04_gqa`
`06_swa`	software	healthy	`ch04/06_swa`
`09_dsa`	software	healthy	`ch04/09_dsa`
`07_moe`	software	healthy	`ch04/07_moe`
`01_main-chapter-code`	software	healthy	`ch04/01_main-chapter-code`
`03_kv-cache`	software	healthy	`ch04/03_kv-cache`
`10_kv-sharing`	software	healthy	`ch04/10_kv-sharing`
`02_performance-analysis`	software	healthy	`ch04/02_performance-analysis`
`08_deltanet`	software	healthy	`ch04/08_deltanet`
`ch07`	software	healthy	`ch07`
`02_dataset-utilities`	software	healthy	`ch07/02_dataset-utilities`
`06_user_interface`	software	healthy	`ch07/06_user_interface`
`03_model-evaluation`	software	healthy	`ch07/03_model-evaluation`
`scores`	software	healthy	`ch07/03_model-evaluation/scores`
`01_main-chapter-code`	software	healthy	`ch07/01_main-chapter-code`
`04_preference-tuning-with-dpo`	software	healthy	`ch07/04_preference-tuning-with-dpo`
`05_dataset-generation`	software	healthy	`ch07/05_dataset-generation`
`ch05`	software	healthy	`ch05`
`07_gpt_to_llama`	software	healthy	`ch05/07_gpt_to_llama`
`tests`	software	healthy	`ch05/07_gpt_to_llama/tests`
`06_user_interface`	software	healthy	`ch05/06_user_interface`
`09_extending-tokenizers`	software	healthy	`ch05/09_extending-tokenizers`
`13_olmo3`	software	healthy	`ch05/13_olmo3`
`tests`	software	healthy	`ch05/13_olmo3/tests`
`03_bonus_pretraining_on_gutenberg`	software	healthy	`ch05/03_bonus_pretraining_on_gutenberg`
`11_qwen3`	software	healthy	`ch05/11_qwen3`
`tests`	software	healthy	`ch05/11_qwen3/tests`
`qwen3-chat-interface`	software	healthy	`ch05/11_qwen3/qwen3-chat-interface`
`05_bonus_hparam_tuning`	software	healthy	`ch05/05_bonus_hparam_tuning`
`02_alternative_weight_loading`	software	healthy	`ch05/02_alternative_weight_loading`
`08_memory_efficient_weight_loading`	software	healthy	`ch05/08_memory_efficient_weight_loading`
`01_main-chapter-code`	software	healthy	`ch05/01_main-chapter-code`
`14_ch05_with_other_llms`	software	healthy	`ch05/14_ch05_with_other_llms`
`16_qwen3.5`	software	healthy	`ch05/16_qwen3.5`
`tests`	software	healthy	`ch05/16_qwen3.5/tests`
`18_muon`	software	healthy	`ch05/18_muon`
`12_gemma3`	software	healthy	`ch05/12_gemma3`
`tests`	software	healthy	`ch05/12_gemma3/tests`
`17_gemma4`	software	healthy	`ch05/17_gemma4`
`tests`	software	healthy	`ch05/17_gemma4/tests`
`test_e4b`	software	healthy	`ch05/17_gemma4/tests/test_e4b`
`test_e2b`	software	healthy	`ch05/17_gemma4/tests/test_e2b`

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

Label	Layer	Status	Path
`gha::basic-tests-old-pytorch`	cicd	healthy	`.github/workflows/basic-tests-old-pytorch.yml`
`gha::basic-tests-latest-python`	cicd	healthy	`.github/workflows/basic-tests-latest-python.yml`
`gha::basic-tests-pixi`	cicd	healthy	`.github/workflows/basic-tests-pixi.yml`
`gha::basic-tests-linux-uv`	cicd	healthy	`.github/workflows/basic-tests-linux-uv.yml`
`gha::check-links`	cicd	healthy	`.github/workflows/check-links.yml`
`gha::pep8-linter`	cicd	healthy	`.github/workflows/pep8-linter.yml`
`gha::check-spelling-errors`	cicd	healthy	`.github/workflows/check-spelling-errors.yml`
`gha::basic-tests-windows-uv-pip`	cicd	healthy	`.github/workflows/basic-tests-windows-uv-pip.yml`
`gha::basic-tests-pip`	cicd	healthy	`.github/workflows/basic-tests-pip.yml`
`gha::required-checks`	cicd	healthy	`.github/workflows/required-checks.yml`
`gha::basic-tests-macos-uv`	cicd	healthy	`.github/workflows/basic-tests-macos-uv.yml`
`gha::basic-tests-pytorch-rc`	cicd	healthy	`.github/workflows/basic-tests-pytorch-rc.yml`

Label	Layer	Status	Path
`test`	cicd	healthy	`.github/workflows/basic-tests-old-pytorch.yml`
`test`	cicd	healthy	`.github/workflows/basic-tests-latest-python.yml`
`test`	cicd	healthy	`.github/workflows/basic-tests-pixi.yml`
`uv-tests`	cicd	healthy	`.github/workflows/basic-tests-linux-uv.yml`
`test`	cicd	healthy	`.github/workflows/check-links.yml`
`flake8`	cicd	healthy	`.github/workflows/pep8-linter.yml`
`spellcheck`	cicd	healthy	`.github/workflows/check-spelling-errors.yml`
`test`	cicd	healthy	`.github/workflows/basic-tests-windows-uv-pip.yml`
`pip-tests`	cicd	healthy	`.github/workflows/basic-tests-pip.yml`
`required-checks`	cicd	healthy	`.github/workflows/required-checks.yml`
`uv-tests`	cicd	healthy	`.github/workflows/basic-tests-macos-uv.yml`
`test`	cicd	healthy	`.github/workflows/basic-tests-pytorch-rc.yml`

Label	Layer	Status	Path
`vps::aws`	hardware	healthy	`setup/04_optional-aws-sagemaker-notebook/cloudformation-tem…`
`vps::ec2`	hardware	healthy	`setup/04_optional-aws-sagemaker-notebook/cloudformation-tem…`
`vps::azure`	hardware	healthy	`.github/ISSUE_TEMPLATE/bug-report.yaml`
`vps::gcp`	hardware	healthy	`.github/ISSUE_TEMPLATE/bug-report.yaml`

Label	Layer	Status	Path
`repobility-clone-p9fum9ua`	software	healthy	`/tmp/repobility-clone-p9fum9ua`

Label	Layer	Status	Path
`4.7.12.1`	network	healthy	`setup/04_optional-aws-sagemaker-notebook/cloudformation-tem…`

Label	Layer	Status	Path
`image::setup/03_optional-docker-environment/.devcontainer/D…`	hardware	healthy	`setup/03_optional-docker-environment/.devcontainer/Dockerfi…`

Label	Layer	Status	Path
`gpu (detected)`	hardware	healthy	`ch06/04_user_interface/app.py`

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rasbt/LLMs-from-scratch

Complete repo analysis

function 50+

class 50+

file 50+

directory 50+

pipeline 12

job 12

vps 4

repo 1

service 1

container 1

gpu 1