{"id":48733,"name":"llm-from-scratch-main","description":null,"url":"https://github.com/nishahariii/llm-from-scratch-main","last_synced_at":"2025-09-05T11:32:05.637Z","repository":{"id":305272998,"uuid":"1022438793","full_name":"nishahariii/LLM-from-scratch-main","owner":"nishahariii","description":null,"archived":false,"fork":false,"pushed_at":"2025-07-19T04:54:40.000Z","size":1728,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2025-07-19T09:48:10.296Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/nishahariii.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2025-07-19T04:41:49.000Z","updated_at":"2025-07-19T04:54:45.000Z","dependencies_parsed_at":"2025-07-19T09:48:20.266Z","dependency_job_id":"d0f5ddb7-ccc8-4b9a-ba48-909dc1160a5d","html_url":"https://github.com/nishahariii/LLM-from-scratch-main","commit_stats":null,"previous_names":["nishahariii/llm-from-scratch-main"],"tags_count":null,"template":false,"template_full_name":null,"purl":"pkg:github/nishahariii/LLM-from-scratch-main","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nishahariii%2FLLM-from-scratch-main","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nishahariii%2FLLM-from-scratch-main/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nishahariii%2FLLM-from-scratch-main/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nishahariii%2FLLM-from-scratch-main/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/nishahariii","download_url":"https://codeload.github.com/nishahariii/LLM-from-scratch-main/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nishahariii%2FLLM-from-scratch-main/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273750855,"owners_count":25161412,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-09-05T02:00:09.113Z","response_time":402,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"owner":{"login":"nishahariii","name":null,"uuid":"15262651","kind":"user","description":null,"email":"","website":null,"location":null,"twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/15262651?v=4","repositories_count":1,"last_synced_at":"2025-06-24T09:36:07.402Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/nishahariii","funding_links":[],"total_stars":0,"followers":0,"following":0,"created_at":"2025-06-24T09:36:07.424Z","updated_at":"2025-06-24T09:36:07.424Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/nishahariii","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/nishahariii/repositories"},"packages":[],"commits":{"message":"Repository syncing started."},"issues_stats":{"full_name":"nishahariii/llm-from-scratch-main","html_url":"https://github.com/nishahariii/llm-from-scratch-main","last_synced_at":null,"status":null,"issues_count":null,"pull_requests_count":null,"avg_time_to_close_issue":null,"avg_time_to_close_pull_request":null,"issues_closed_count":null,"pull_requests_closed_count":null,"pull_request_authors_count":null,"issue_authors_count":null,"avg_comments_per_issue":null,"avg_comments_per_pull_request":null,"merged_pull_requests_count":null,"bot_issues_count":null,"bot_pull_requests_count":null,"past_year_issues_count":null,"past_year_pull_requests_count":null,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":null,"past_year_issues_closed_count":null,"past_year_pull_requests_closed_count":null,"past_year_pull_request_authors_count":null,"past_year_issue_authors_count":null,"past_year_avg_comments_per_issue":null,"past_year_avg_comments_per_pull_request":null,"past_year_bot_issues_count":null,"past_year_bot_pull_requests_count":null,"past_year_merged_pull_requests_count":null,"created_at":"2025-09-05T11:31:24.375Z","updated_at":"2025-09-05T11:31:24.375Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/nishahariii%2Fllm-from-scratch-main","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/nishahariii%2Fllm-from-scratch-main/issues","issue_labels_count":{},"pull_request_labels_count":{},"issue_author_associations_count":{},"pull_request_author_associations_count":{},"issue_authors":{},"pull_request_authors":{},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-05T00:00:10.444Z","repositories_count":10098650,"issues_count":31447165,"pull_requests_count":97330651,"authors_count":10702032,"icon_url":"https://github.com/github.png","host_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories","owners_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/owners","authors_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors"},"past_year_issue_labels_count":{},"past_year_pull_request_labels_count":{},"past_year_issue_author_associations_count":{},"past_year_pull_request_author_associations_count":{},"past_year_issue_authors":{},"past_year_pull_request_authors":{},"maintainers":[],"active_maintainers":[]},"events":{"total":{"PushEvent":5,"CreateEvent":2},"last_year":{"PushEvent":5,"CreateEvent":2}},"keywords":[],"dependencies":[{"ecosystem":"docker","filepath":"setup/03_optional-docker-environment/.devcontainer/Dockerfile","sha":null,"kind":"manifest","created_at":"2025-07-19T09:48:14.231Z","updated_at":"2025-07-19T09:48:14.231Z","repository_link":"https://github.com/nishahariii/LLM-from-scratch-main/blob/main/setup/03_optional-docker-environment/.devcontainer/Dockerfile","dependencies":[{"id":24212089077,"package_name":"pytorch/pytorch","ecosystem":"docker","requirements":"2.5.0-cuda12.4-cudnn9-runtime","direct":true,"kind":"build","optional":false}]},{"ecosystem":"pypi","filepath":"ch02/02_bonus_bytepair-encoder/requirements-extra.txt","sha":null,"kind":"manifest","created_at":"2025-07-19T09:48:15.521Z","updated_at":"2025-07-19T09:48:15.521Z","repository_link":"https://github.com/nishahariii/LLM-from-scratch-main/blob/main/ch02/02_bonus_bytepair-encoder/requirements-extra.txt","dependencies":[{"id":24212089795,"package_name":"requests","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":24212089796,"package_name":"tqdm","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":24212089797,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.33.2","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"ch04/02_performance-analysis/requirements-extra.txt","sha":null,"kind":"manifest","created_at":"2025-07-19T09:48:15.712Z","updated_at":"2025-07-19T09:48:15.712Z","repository_link":"https://github.com/nishahariii/LLM-from-scratch-main/blob/main/ch04/02_performance-analysis/requirements-extra.txt","dependencies":[{"id":24212089843,"package_name":"thop","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"ch05/06_user_interface/requirements-extra.txt","sha":null,"kind":"manifest","created_at":"2025-07-19T09:48:16.243Z","updated_at":"2025-07-19T09:48:16.243Z","repository_link":"https://github.com/nishahariii/LLM-from-scratch-main/blob/main/ch05/06_user_interface/requirements-extra.txt","dependencies":[{"id":24212089931,"package_name":"chainlit","ecosystem":"pypi","requirements":"\u003e=1.2.0","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"ch05/07_gpt_to_llama/requirements-extra.txt","sha":null,"kind":"manifest","created_at":"2025-07-19T09:48:16.309Z","updated_at":"2025-07-19T09:48:16.309Z","repository_link":"https://github.com/nishahariii/LLM-from-scratch-main/blob/main/ch05/07_gpt_to_llama/requirements-extra.txt","dependencies":[{"id":24212089933,"package_name":"blobfile","ecosystem":"pypi","requirements":"\u003e=3.0.0","direct":true,"kind":"runtime","optional":false},{"id":24212089934,"package_name":"huggingface_hub","ecosystem":"pypi","requirements":"\u003e=0.24.7","direct":true,"kind":"runtime","optional":false},{"id":24212089935,"package_name":"ipywidgets","ecosystem":"pypi","requirements":"\u003e=8.1.2","direct":true,"kind":"runtime","optional":false},{"id":24212089936,"package_name":"safetensors","ecosystem":"pypi","requirements":"\u003e=0.4.4","direct":true,"kind":"runtime","optional":false},{"id":24212089937,"package_name":"sentencepiece","ecosystem":"pypi","requirements":"\u003e=0.1.99","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"ch05/07_gpt_to_llama/tests/test-requirements-extra.txt","sha":null,"kind":"manifest","created_at":"2025-07-19T09:48:16.625Z","updated_at":"2025-07-19T09:48:16.625Z","repository_link":"https://github.com/nishahariii/LLM-from-scratch-main/blob/main/ch05/07_gpt_to_llama/tests/test-requirements-extra.txt","dependencies":[{"id":24212089938,"package_name":"pytest","ecosystem":"pypi","requirements":"\u003e=8.1.1","direct":true,"kind":"test","optional":false},{"id":24212089939,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.44.2","direct":true,"kind":"test","optional":false}]},{"ecosystem":"pypi","filepath":"ch06/03_bonus_imdb-classification/requirements-extra.txt","sha":null,"kind":"manifest","created_at":"2025-07-19T09:48:16.991Z","updated_at":"2025-07-19T09:48:16.991Z","repository_link":"https://github.com/nishahariii/LLM-from-scratch-main/blob/main/ch06/03_bonus_imdb-classification/requirements-extra.txt","dependencies":[{"id":24212089979,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.33.2","direct":true,"kind":"runtime","optional":false},{"id":24212089980,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"\u003e=1.3.0","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"ch06/04_user_interface/requirements-extra.txt","sha":null,"kind":"manifest","created_at":"2025-07-19T09:48:17.391Z","updated_at":"2025-07-19T09:48:17.391Z","repository_link":"https://github.com/nishahariii/LLM-from-scratch-main/blob/main/ch06/04_user_interface/requirements-extra.txt","dependencies":[{"id":24212090425,"package_name":"chainlit","ecosystem":"pypi","requirements":"\u003e=1.2.0","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"ch07/02_dataset-utilities/requirements-extra.txt","sha":null,"kind":"manifest","created_at":"2025-07-19T09:48:18.216Z","updated_at":"2025-07-19T09:48:18.216Z","repository_link":"https://github.com/nishahariii/LLM-from-scratch-main/blob/main/ch07/02_dataset-utilities/requirements-extra.txt","dependencies":[{"id":24212090537,"package_name":"openai","ecosystem":"pypi","requirements":"\u003e=1.30.3","direct":true,"kind":"runtime","optional":false},{"id":24212090538,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"\u003e=1.3.1","direct":true,"kind":"runtime","optional":false},{"id":24212090539,"package_name":"tqdm","ecosystem":"pypi","requirements":"\u003e=4.65.0","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"ch07/03_model-evaluation/requirements-extra.txt","sha":null,"kind":"manifest","created_at":"2025-07-19T09:48:18.355Z","updated_at":"2025-07-19T09:48:18.355Z","repository_link":"https://github.com/nishahariii/LLM-from-scratch-main/blob/main/ch07/03_model-evaluation/requirements-extra.txt","dependencies":[{"id":24212090624,"package_name":"openai","ecosystem":"pypi","requirements":"\u003e=1.30.3","direct":true,"kind":"runtime","optional":false},{"id":24212090625,"package_name":"tqdm","ecosystem":"pypi","requirements":"\u003e=4.65.0","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"ch07/05_dataset-generation/requirements-extra.txt","sha":null,"kind":"manifest","created_at":"2025-07-19T09:48:19.113Z","updated_at":"2025-07-19T09:48:19.113Z","repository_link":"https://github.com/nishahariii/LLM-from-scratch-main/blob/main/ch07/05_dataset-generation/requirements-extra.txt","dependencies":[{"id":24212090644,"package_name":"openai","ecosystem":"pypi","requirements":"\u003e=1.30.3","direct":true,"kind":"runtime","optional":false},{"id":24212090645,"package_name":"tqdm","ecosystem":"pypi","requirements":"\u003e=4.65.0","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"ch07/06_user_interface/requirements-extra.txt","sha":null,"kind":"manifest","created_at":"2025-07-19T09:48:19.332Z","updated_at":"2025-07-19T09:48:19.332Z","repository_link":"https://github.com/nishahariii/LLM-from-scratch-main/blob/main/ch07/06_user_interface/requirements-extra.txt","dependencies":[{"id":24212090808,"package_name":"chainlit","ecosystem":"pypi","requirements":"\u003e=1.2.0","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"pyproject.toml","sha":null,"kind":"manifest","created_at":"2025-07-19T09:48:19.765Z","updated_at":"2025-07-19T09:48:19.765Z","repository_link":"https://github.com/nishahariii/LLM-from-scratch-main/blob/main/pyproject.toml","dependencies":[{"id":24212090817,"package_name":"torch","ecosystem":"pypi","requirements":"\u003e=2.3.0","direct":true,"kind":"runtime","optional":false},{"id":24212090818,"package_name":"jupyterlab","ecosystem":"pypi","requirements":"\u003e=4.0","direct":true,"kind":"runtime","optional":false},{"id":24212090819,"package_name":"tiktoken","ecosystem":"pypi","requirements":"\u003e=0.5.1","direct":true,"kind":"runtime","optional":false},{"id":24212090820,"package_name":"matplotlib","ecosystem":"pypi","requirements":"\u003e=3.7.1","direct":true,"kind":"runtime","optional":false},{"id":24212090821,"package_name":"tensorflow","ecosystem":"pypi","requirements":"\u003e=2.18.0","direct":true,"kind":"runtime","optional":false},{"id":24212090822,"package_name":"tqdm","ecosystem":"pypi","requirements":"\u003e=4.66.1","direct":true,"kind":"runtime","optional":false},{"id":24212090823,"package_name":"numpy","ecosystem":"pypi","requirements":"\u003e=1.26,\u003c2.1","direct":true,"kind":"runtime","optional":false},{"id":24212090824,"package_name":"pandas","ecosystem":"pypi","requirements":"\u003e=2.2.1","direct":true,"kind":"runtime","optional":false},{"id":24212090825,"package_name":"pip","ecosystem":"pypi","requirements":"\u003e=25.0.1","direct":true,"kind":"runtime","optional":false},{"id":24212090826,"package_name":"pytest","ecosystem":"pypi","requirements":"\u003e=8.3.5","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"requirements.txt","sha":null,"kind":"manifest","created_at":"2025-07-19T09:48:19.901Z","updated_at":"2025-07-19T09:48:19.901Z","repository_link":"https://github.com/nishahariii/LLM-from-scratch-main/blob/main/requirements.txt","dependencies":[{"id":24212090827,"package_name":"torch","ecosystem":"pypi","requirements":"\u003e=2.3.0","direct":true,"kind":"runtime","optional":false},{"id":24212090828,"package_name":"jupyterlab","ecosystem":"pypi","requirements":"\u003e=4.0","direct":true,"kind":"runtime","optional":false},{"id":24212090829,"package_name":"tiktoken","ecosystem":"pypi","requirements":"\u003e=0.5.1","direct":true,"kind":"runtime","optional":false},{"id":24212090830,"package_name":"matplotlib","ecosystem":"pypi","requirements":"\u003e=3.7.1","direct":true,"kind":"runtime","optional":false},{"id":24212090831,"package_name":"tensorflow","ecosystem":"pypi","requirements":"\u003e=2.18.0","direct":true,"kind":"runtime","optional":false},{"id":24212090832,"package_name":"tqdm","ecosystem":"pypi","requirements":"\u003e=4.66.1","direct":true,"kind":"runtime","optional":false},{"id":24212090833,"package_name":"numpy","ecosystem":"pypi","requirements":"\u003e=1.26,\u003c2.1","direct":true,"kind":"runtime","optional":false},{"id":24212090834,"package_name":"pandas","ecosystem":"pypi","requirements":"\u003e=2.2.1","direct":true,"kind":"runtime","optional":false},{"id":24212090835,"package_name":"psutil","ecosystem":"pypi","requirements":"\u003e=5.9.5","direct":true,"kind":"runtime","optional":false}]}],"score":null,"created_at":"2025-09-04T15:51:24.310Z","updated_at":"2025-10-07T08:19:13.121Z","avatar_url":"https://github.com/nishahariii.png","language":"Jupyter Notebook","category":null,"sub_category":null,"monthly_downloads":0,"funding_links":[],"readme_doi_urls":[],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":[],"project_url":"https://science.ecosyste.ms/api/v1/projects/48733","html_url":"https://science.ecosyste.ms/projects/48733","bibtex_url":"https://science.ecosyste.ms/projects/48733/export.bibtex","apalike_url":"https://science.ecosyste.ms/projects/48733/export.apalike"}