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awesome-llama: https://github.com/meta-llama/llama-cookbook

ai finetuning langchain llama llama2 llm machine-learning python pytorch vllm

Score: 21.223455520698977

Last synced: about 10 hours ago
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Repository metadata:

Welcome to the Llama Cookbook! This is your go to guide for Building with Llama: Getting started with Inference, Fine-Tuning, RAG. We also show you how to solve end to end problems using Llama model family and using them on various provider services


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GitHub Events

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Last Year

Committers metadata

Last synced: 3 days ago

Total Commits: 1,793
Total Committers: 138
Avg Commits per committer: 12.993
Development Distribution Score (DDS): 0.881

Commits in past year: 63
Committers in past year: 11
Avg Commits per committer in past year: 5.727
Development Distribution Score (DDS) in past year: 0.683

Name Email Commits
Matthias Reso 1****o 213
Jeff Tang j****g@g****m 155
Sanyam Bhutani s****i@m****m 145
Hamid Shojanazeri h****0@g****m 144
Kai Wu k****u@m****m 139
Allen 3****n 109
Beto a****a@g****m 96
Thierry Moreau t****u@o****i 57
Suraj Subramanian s****3@g****m 57
Igor Kasianenko i****a@m****m 50
Chester Hu h****2@g****m 46
Young Han y****n@m****m 46
sekyonda 1****a 42
himanshushukla12 h****3@g****m 30
Connor Treacy c****y 27
llamatest n****t@g****m 19
Riandy r****y@w****m 16
Ankith Gunapal a****l@f****m 16
Monireh Ebrahimi m****i@m****m 16
Jeff Tang j****g@m****m 16
Lance Martin l****e@l****v 15
Pia Papanna p****a@m****m 14
abhilash1910 a****r@i****m 13
lchu l****u@u****m 13
varunfb v****a@f****m 12
Amit Arora a****i@a****m 12
Rahul A R r****l@s****i 11
Eissa Jamil e****l@g****m 10
Thomas Robinson t****o 10
Michael Tontchev m****v@y****m 9
and 108 more...

Issue and Pull Request metadata

Last synced: 8 days ago

Total issues: 93
Total pull requests: 261
Average time to close issues: about 1 month
Average time to close pull requests: 11 days
Total issue authors: 80
Total pull request authors: 81
Average comments per issue: 3.39
Average comments per pull request: 0.67
Merged pull request: 168
Bot issues: 0
Bot pull requests: 9

Past year issues: 5
Past year pull requests: 36
Past year average time to close issues: 4 days
Past year average time to close pull requests: 23 days
Past year issue authors: 5
Past year pull request authors: 19
Past year average comments per issue: 1.6
Past year average comments per pull request: 0.61
Past year merged pull request: 12
Past year bot issues: 0
Past year bot pull requests: 7

More stats: https://issues.ecosyste.ms/repositories/lookup?url=https://github.com/meta-llama/llama-cookbook

Top Issue Authors

  • vivekmadan2 (5)
  • kushalj001 (4)
  • IgorKasianenko (3)
  • DeekshithaDPrakash (2)
  • sdx0112 (2)
  • wang-sj16 (2)
  • Abhivadan (2)
  • jyC23333 (1)
  • Emersonksc (1)
  • coopslarhette (1)
  • judyhappy (1)
  • farris (1)
  • rlucas7 (1)
  • Ola-123Mohamed (1)
  • jasonyeh7426 (1)

Top Pull Request Authors

  • IgorKasianenko (42)
  • init27 (21)
  • Monireh2 (14)
  • HamidShojanazeri (12)
  • albertodepaola (11)
  • connortreacy (10)
  • dependabot[bot] (9)
  • wukaixingxp (7)
  • Yggdrasill501 (7)
  • subramen (6)
  • agunapal (6)
  • Riandy (5)
  • nelish01 (5)
  • sekyondaMeta (4)
  • heyjustinai (4)

Top Issue Labels

  • question (19)
  • documentation (8)
  • triaged (3)
  • enhancement (3)
  • bug (3)

Top Pull Request Labels

  • cla signed (223)
  • dependencies (9)
  • python (7)
  • github_actions (2)
  • bug (2)
  • recipe (1)

Package metadata

proxy.golang.org: github.com/meta-llama/llama-cookbook

pypi.org: llama-recipes

This is a compatibility package to keep projects build on llama-recipes compatible with the new name llama-cookbook. If you're updating your project or starting a new one please use llama-cookbook package

  • Homepage: https://github.com/meta-llama/llama-cookbook
  • Documentation: https://llama-recipes.readthedocs.io/
  • Licenses: Other/Proprietary License
  • Latest release: 0.0.5 (published over 1 year ago)
  • Last Synced: 2026-08-11T22:04:21.197Z (1 day ago)
  • Versions: 8
  • Dependent Packages: 2
  • Dependent Repositories: 1
  • Downloads: 344 Last month
  • Rankings:
    • Stargazers count: 1.127%
    • Forks count: 2.308%
    • Downloads: 4.457%
    • Average: 7.917%
    • Dependent packages count: 10.052%
    • Dependent repos count: 21.642%
  • Maintainers (1)
pypi.org: llama-text2sql-eval

A Quick Llama Text2SQL Evaluation Library

  • Homepage: https://github.com/meta-llama/llama-cookbook/tree/text2sql/end-to-end-use-cases/coding/text2sql/eval
  • Documentation: https://llama-text2sql-eval.readthedocs.io/
  • Licenses: MIT
  • Latest release: 0.0.4 (published about 1 year ago)
  • Last Synced: 2026-08-11T22:04:21.727Z (1 day ago)
  • Versions: 5
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 65 Last month
  • Rankings:
    • Dependent packages count: 8.832%
    • Average: 29.298%
    • Dependent repos count: 49.765%
  • Maintainers (1)
pypi.org: llama-cookbook

Llama-cookbook is a companion project to the Llama models. It's goal is to provide examples to quickly get started with fine-tuning for domain adaptation and how to run inference for the fine-tuned models.

  • Homepage: https://github.com/meta-llama/llama-cookbook
  • Documentation: https://llama-cookbook.readthedocs.io/
  • Licenses: Other/Proprietary License
  • Latest release: 0.0.5 (published over 1 year ago)
  • Last Synced: 2026-08-11T22:04:22.183Z (1 day ago)
  • Versions: 3
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 227 Last month
  • Rankings:
    • Dependent packages count: 9.761%
    • Average: 32.353%
    • Dependent repos count: 54.946%
  • Maintainers (1)

Dependencies

requirements.txt pypi
  • accelerate *
  • appdirs *
  • bitsandbytes ==0.39.1
  • black *
  • datasets *
  • fire *
  • loralib *
  • py7zr *
  • scipy *
  • sentencepiece *
  • torch ==2.0.1
  • transformers *
.github/workflows/spellcheck.yml actions
  • actions/checkout v3 composite
  • gaurav-nelson/github-action-markdown-link-check 1.0.13 composite
  • tj-actions/changed-files v29.0.4 composite
dev_requirements.txt pypi
  • auditnlg * development
  • pytest-mock * development
  • vllm * development
pyproject.toml pypi
.github/workflows/pytest_cpu_gha_runner.yaml actions
  • actions/checkout v4 composite
  • test-summary/action v2 composite
3p-integrations/groq/groq-example-templates/text-to-sql-json-mode/requirements.txt pypi
  • duckdb *
  • groq *
  • pandas *
  • sqlparse *
end-to-end-use-cases/coding/text2sql/requirements.txt pypi
  • langchain *
  • langchain-community *
  • langchain-together *
end-to-end-use-cases/book-character-mindmap/package.json npm
  • tailwindcss ^3.4.15 development
  • @testing-library/jest-dom ^5.17.0
  • @testing-library/react ^13.4.0
  • @testing-library/user-event ^13.5.0
  • axios ^1.7.7
  • force-graph ^1.49.5
  • fs ^0.0.1-security
  • lottie-react ^2.4.0
  • lucide-react ^0.460.0
  • react ^18.3.1
  • react-dom ^18.3.1
  • react-force-graph ^1.44.7
  • react-force-graph-2d ^1.25.8
  • react-icons ^4.10.1
  • react-router-dom ^7.0.1
  • react-scripts ^5.0.1
  • web-vitals ^2.1.4
end-to-end-use-cases/blog_generator/requirements.txt pypi
  • IPython *
  • jupyter *
  • python-dotenv *
  • qdrant-client *
  • requests *
  • sentence-transformers *
end-to-end-use-cases/structured_parser/requirements.txt pypi
  • Pillow >=9.3.0
  • chromadb >=0.4.0
  • fire >=0.5.0
  • numpy >=1.22.0
  • openai >=1.0.0
  • openpyxl >=3.0.10
  • pandas >=1.5.0
  • pymupdf >=1.21.0
  • pyyaml >=6.0
  • sqlalchemy >=2.0.0
  • tqdm >=4.64.0
  • vllm >=0.2.0
  • xlsxwriter >=3.0.0
end-to-end-use-cases/benchmarks/inference/requirements.txt pypi
  • azure-ai-contentsafety *
  • azure-core *
  • requests *
  • torch *
  • transformers *
3p-integrations/groq/groq-example-templates/groqing-the-stock-market-function-calling-llama3/requirements.txt pypi
  • groq *
  • ipython *
  • kaleido *
  • langchain_community *
  • langchain_core *
  • langchain_groq *
  • nbformat >=4.2.0
  • numpy *
  • pandas *
  • plotly *
  • streamlit *
  • yfinance *
end-to-end-use-cases/ArticleSummarizer/build.gradle.kts maven
3p-integrations/groq/groq-api-cookbook/parallel-tool-use/requirements.txt pypi
  • groq *
  • python-dotenv *
3p-integrations/groq/groq-example-templates/presidential-speeches-rag-with-pinecone/requirements.txt pypi
  • groq *
  • langchain_community *
  • langchain_pinecone *
  • numpy *
  • pandas *
  • scikit-learn *
  • sentence-transformers *
  • transformers *
end-to-end-use-cases/research_paper_analyzer/requirements.txt pypi
  • gradio *
  • pypdf2 *
  • requests *
  • together *
end-to-end-use-cases/NotebookLlama/requirements.txt pypi
  • PyPDF2 >=3.0.0
  • accelerate >=0.27.0
  • ipykernel >=6.0.0
  • ipywidgets >=8.0.0
  • jupyter >=1.0.0
  • rich >=13.0.0
  • torch >=2.0.0
  • tqdm >=4.66.0
  • transformers >=4.46.0
end-to-end-use-cases/whatsapp_llama_4_bot/requirements.txt pypi
  • Pygments ==2.19.1
  • aiohappyeyeballs ==2.6.1
  • aiohttp ==3.11.16
  • aiosignal ==1.3.2
  • annotated-types ==0.7.0
  • anyio ==4.9.0
  • async-timeout ==5.0.1
  • attrs ==25.3.0
  • certifi ==2025.1.31
  • charset-normalizer ==3.4.1
  • click ==8.1.8
  • colorama ==0.4.6
  • distro ==1.9.0
  • dotenv ==0.9.9
  • eval_type_backport ==0.2.2
  • exceptiongroup ==1.2.2
  • fastapi ==0.115.12
  • filelock ==3.18.0
  • frozenlist ==1.5.0
  • groq ==0.22.0
  • h11 >=0.16.0
  • httpcore ==1.0.8
  • httpx ==0.28.1
  • idna ==3.10
  • markdown-it-py ==3.0.0
  • mdurl ==0.1.2
  • multidict ==6.4.3
  • numpy ==2.2.4
  • pillow >=11.3.0
  • propcache ==0.3.1
  • pyarrow ==19.0.1
  • pydantic ==2.11.3
  • pydantic_core ==2.33.1
  • python-dotenv ==1.1.0
  • requests ==2.32.3
  • rich ==13.9.4
  • shellingham ==1.5.4
  • sniffio ==1.3.1
  • starlette ==0.47.2
  • tabulate ==0.9.0
  • together ==1.5.5
  • tqdm ==4.67.1
  • typer ==0.15.2
  • typing-inspection ==0.4.0
  • typing_extensions ==4.13.2
  • urllib3 ==2.4.0
  • uvicorn ==0.34.1
  • yarl ==1.19.0
end-to-end-use-cases/customerservice_chatbots/RAG_chatbot/requirements.txt pypi
  • faiss-cpu *
  • gradio *
  • langchain *
  • pypdf *
  • sentence-transformers *
  • text-generation *
end-to-end-use-cases/email_agent/requirements.txt pypi
  • beautifulsoup4 *
  • google-api-python-client ==2.34.0
  • google-auth ==2.27.0
  • google-auth-httplib2 ==0.1.0
  • google-auth-oauthlib ==0.4.6
  • ollama *
  • pypdf *
  • pytz *
3p-integrations/groq/groq-example-templates/llamachat-conversational-chatbot-with-llamaIndex/requirements.txt pypi
  • llama-index-llms-groq *
  • llama_index *
3p-integrations/groq/groq-example-templates/verified-sql-function-calling/requirements.txt pypi
  • duckdb *
  • groq *
  • langchain_community *
  • numpy *
  • pyyaml *
  • scikit-learn *
  • sentence-transformers *
  • sqlparse *
  • tabulate *
3p-integrations/groq/groq-example-templates/conversational-chatbot-langchain/requirements.txt pypi
end-to-end-use-cases/github_triage/requirements.txt pypi
  • fpdf *
  • groq *
  • kaleido *
  • openai *
  • plotly *
end-to-end-use-cases/ArticleSummarizer/app/build.gradle.kts maven
  • androidx.activity:activity 1.9.0 implementation
  • androidx.activity:activity-compose 1.7.0 implementation
  • androidx.appcompat:appcompat 1.6.1 implementation
  • androidx.camera:camera-core 1.3.0-rc02 implementation
  • androidx.compose.material3:material3 * implementation
  • androidx.compose.ui:ui * implementation
  • androidx.compose.ui:ui-graphics * implementation
  • androidx.compose.ui:ui-tooling-preview * implementation
  • androidx.constraintlayout:constraintlayout 2.2.0-alpha12 implementation
  • androidx.core:core-ktx 1.9.0 implementation
  • androidx.lifecycle:lifecycle-runtime-ktx 2.6.1 implementation
  • com.facebook.fbjni:fbjni 0.5.1 implementation
  • com.fasterxml.jackson.datatype:jackson-datatype-jdk8 2.18.1 implementation
  • com.fasterxml.jackson.datatype:jackson-datatype-jsr310 2.18.1 implementation
  • com.fasterxml.jackson.module:jackson-module-kotlin 2.18.1 implementation
  • com.google.android.material:material 1.12.0 implementation
  • com.google.code.gson:gson 2.8.6 implementation
  • com.google.guava:guava 31.0-jre implementation
  • com.squareup.okhttp3:okhttp 4.10.0 implementation
  • io.noties.markwon:core 4.6.2 implementation
  • org.jetbrains.kotlinx:kotlinx-datetime 0.2.1 implementation
  • junit:junit 4.13.2 testImplementation
3p-integrations/crusoe/vllm-fp8/pyproject.toml pypi
  • llmcompressor >=0.1.0
  • matplotlib >=3.9.2
  • setuptools >=74.0.0
  • vllm >=0.5.5
end-to-end-use-cases/book-character-mindmap/server/requirements.txt pypi
  • asyncio *
  • flask *
  • flask-cors *
  • transformers *
  • vllm *
  • werkzeug *
3p-integrations/groq/groq-example-templates/crewai-agents/requirements.txt pypi
  • crewai *
  • langchain_groq *
  • pandas *
3p-integrations/groq/groq-example-templates/groq-quickstart-conversational-chatbot/requirements.txt pypi
  • groq *
end-to-end-use-cases/long_context/H2O/requirements.txt pypi
  • needlehaystack *
  • rouge *
  • transformers *
  • xopen *