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GHSA-66gw-5xpf-gfp5","Warn: Project is vulnerable to: PYSEC-2015-25 / GHSA-92mr-v722-f48m","Warn: Project is vulnerable to: PYSEC-2022-12 / GHSA-pq7m-3gw7-gq5x","Warn: Project is vulnerable to: PYSEC-2017-47","Warn: Project is vulnerable to: PYSEC-2024-118 / GHSA-3hjh-jh2h-vrg6","Warn: Project is vulnerable to: GHSA-f2jm-rw3h-6phg","Warn: Project is vulnerable to: PYSEC-2025-70 / GHSA-h5gc-rm8j-5gpr","Warn: Project is vulnerable to: GHSA-pc6w-59fv-rh23","Warn: Project is vulnerable to: GHSA-q25c-c977-4cmh","Warn: Project is vulnerable to: PYSEC-2024-43 / PYSEC-2024-45 / GHSA-h59x-p739-982c","Warn: Project is vulnerable to: GHSA-q84m-rmw3-4382","Warn: Project is vulnerable to: PYSEC-2018-34 / GHSA-2fc2-6r4j-p65h","Warn: Project is vulnerable to: PYSEC-2021-856 / GHSA-5545-2q6w-2gh6","Warn: Project is vulnerable to: PYSEC-2019-108 / GHSA-9fq2-x9r6-wfmf","Warn: Project is vulnerable to: PYSEC-2018-33 / GHSA-cw6w-4rcx-xphc","Warn: Project is vulnerable to: PYSEC-2021-857 / GHSA-f7c7-j99h-c22f","Warn: Project is vulnerable to: GHSA-fpfv-jqm9-f5jm","Warn: Project is vulnerable to: PYSEC-2017-1 / GHSA-frgw-fgh6-9g52","Warn: Project is vulnerable to: PYSEC-2024-153 / GHSA-rxff-vr5r-8cj5","Warn: Project is vulnerable to: PYSEC-2024-12 / GHSA-2jxw-4hm4-6w87","Warn: Project is vulnerable to: PYSEC-2023-148 / GHSA-2xxc-73fv-36f7","Warn: Project is vulnerable to: GHSA-5hq9-5r78-2gjh","Warn: Project is vulnerable to: GHSA-j3wr-m6xh-64hg","Warn: Project is vulnerable to: GHSA-jmgm-gx32-vp4w","Warn: Project is vulnerable to: PYSEC-2025-11 / GHSA-jvpf-xf32-2w4q","Warn: Project is vulnerable to: GHSA-pw38-xv9x-h8ch","Warn: Project is vulnerable to: GHSA-rg9h-vx28-xxp5","Warn: Project is vulnerable to: GHSA-v3c8-3pr6-gr7p","Warn: Project is vulnerable to: PYSEC-2024-192","Warn: Project is vulnerable to: PYSEC-2020-107 / GHSA-jjw5-xxj6-pcv5","Warn: Project is vulnerable to: PYSEC-2024-110 / GHSA-jw8x-6495-233v","Warn: Project is vulnerable to: PYSEC-2020-108","Warn: Project is vulnerable to: PYSEC-2023-299 / GHSA-282v-666c-3fvg","Warn: Project is vulnerable to: GHSA-37mw-44qp-f5jm","Warn: Project is vulnerable to: GHSA-37q5-v5qm-c9v8","Warn: Project is vulnerable to: PYSEC-2023-300 / GHSA-3863-2447-669p","Warn: Project is vulnerable to: GHSA-4w7r-h757-3r74","Warn: Project is vulnerable to: GHSA-59p9-h35m-wg4g","Warn: Project is vulnerable to: GHSA-6rvg-6v2m-4j46","Warn: Project is vulnerable to: GHSA-9356-575x-2w9m","Warn: Project is vulnerable to: GHSA-fpwr-67px-3qhx","Warn: Project is vulnerable to: PYSEC-2024-229 / GHSA-hxxf-235m-72v3","Warn: Project is vulnerable to: GHSA-jjph-296x-mrcr","Warn: Project is vulnerable to: GHSA-phhr-52qp-3mj4","Warn: Project is vulnerable to: GHSA-q2wp-rjmx-x6x9","Warn: Project is vulnerable to: PYSEC-2025-40 / GHSA-qq3j-4f4f-9583","Warn: Project is vulnerable to: PYSEC-2024-227 / GHSA-qxrp-vhvm-j765","Warn: Project is vulnerable to: GHSA-rcv9-qm8p-9p6j","Warn: Project is vulnerable to: PYSEC-2023-301 / GHSA-v68g-wm8c-6x7j","Warn: Project is vulnerable to: PYSEC-2024-228 / GHSA-wrfc-pvp9-mr9g","Warn: Project is vulnerable to: PYSEC-2024-203","Warn: Project is vulnerable to: PYSEC-2024-25","Warn: Project is vulnerable to: GHSA-2m57-hf25-phgg","Warn: Project is vulnerable to: PYSEC-2021-142 / GHSA-8q59-q68h-6hv4","Warn: Project is vulnerable to: PYSEC-2018-49 / GHSA-rprw-h62v-c2w7","Warn: Project is vulnerable to: PYSEC-2025-53 / GHSA-4qjh-9fv9-r85r","Warn: Project is vulnerable to: GHSA-5vqr-wprc-cpp7","Warn: Project is vulnerable to: GHSA-cj47-qj6g-x7r4","Warn: Project is vulnerable to: GHSA-ggpf-24jw-3fcw","Warn: Project is vulnerable to: GHSA-mgrm-fgjv-mhv8","Warn: Project is vulnerable to: GHSA-pgr7-mhp5-fgjp","Warn: Project is vulnerable to: PYSEC-2025-58 / GHSA-rh4j-5rhw-hr54","Warn: Project is vulnerable to: PYSEC-2025-62 / GHSA-rm76-4mrf-v9r8","Warn: Project is vulnerable to: GHSA-w2r7-9579-27hf","Warn: Project is vulnerable to: GHSA-wc36-9694-f9rf","Warn: Project is vulnerable to: GHSA-wr9h-g72x-mwhm","Warn: Project is vulnerable to: PYSEC-2025-43","Warn: Project is vulnerable to: GHSA-4vvm-4w3v-6mr8","Warn: Project is vulnerable to: GHSA-3749-ghw9-m3mg","Warn: Project is vulnerable to: PYSEC-2025-41 / GHSA-53q9-r3pm-6pq6","Warn: Project is vulnerable to: PYSEC-2024-252 / GHSA-5pcm-hx3q-hm94","Warn: Project is vulnerable to: GHSA-887c-mr87-cxwp","Warn: Project is vulnerable to: PYSEC-2024-251 / GHSA-pg7h-5qx3-wjr3","Warn: Project is vulnerable to: PYSEC-2024-250","Warn: Project is vulnerable to: PYSEC-2024-259","Warn: Project is vulnerable to: GHSA-g7vv-2v7x-gj9p","Warn: Project is vulnerable to: PYSEC-2014-14 / GHSA-652x-xj99-gmcc","Warn: Project is vulnerable to: GHSA-9hjg-9r4m-mvj7","Warn: Project is vulnerable to: GHSA-9wx4-h78v-vm56","Warn: Project is vulnerable to: PYSEC-2014-13 / GHSA-cfj3-7x9c-4p3h","Warn: Project is vulnerable to: PYSEC-2018-28 / GHSA-x84v-xcm2-53pg","Warn: Project is vulnerable to: PYSEC-2022-43015 / GHSA-47fc-vmwq-366v","Warn: Project is vulnerable to: GHSA-7m75-x27w-r52r","Warn: Project is vulnerable to: PYSEC-2018-66 / GHSA-562c-5r94-xh97","Warn: Project is vulnerable to: PYSEC-2019-179 / GHSA-5wv5-4vpf-pj6m","Warn: Project is vulnerable to: PYSEC-2023-62 / GHSA-m2qf-hxjv-5gpq","Warn: Project is vulnerable to: GHSA-43qf-4rqw-9q2g","Warn: Project is vulnerable to: GHSA-7rxf-gvfg-47g4","Warn: Project is vulnerable to: GHSA-84pr-m4jr-85g5","Warn: Project is vulnerable to: GHSA-8vgw-p6qm-5gr7","Warn: Project is vulnerable to: PYSEC-2024-71 / GHSA-hxwh-jpp2-84pm","Warn: Project is vulnerable to: PYSEC-2020-43 / GHSA-xc3p-ff3m-f46v","Warn: Project is vulnerable to: GHSA-2g68-c3qc-8985","Warn: Project is vulnerable to: PYSEC-2020-157 / GHSA-3p3h-qghp-hvh2","Warn: Project is vulnerable to: GHSA-f9vj-2wh5-fj8j","Warn: Project is vulnerable to: PYSEC-2019-140 / GHSA-gq9m-qvpx-68hc","Warn: Project is vulnerable to: PYSEC-2017-43 / GHSA-h2fp-xgx6-xh6f","Warn: Project is vulnerable to: PYSEC-2023-221 / GHSA-hrfv-mqp8-q5rw","Warn: Project is vulnerable to: GHSA-j544-7q9p-6xp8","Warn: Project is vulnerable to: PYSEC-2023-57 / GHSA-px8h-6qxv-m22q","Warn: Project is vulnerable to: GHSA-q34m-jh98-gwm2","Warn: Project is vulnerable to: PYSEC-2023-58 / GHSA-xg9f-g7g7-2323","Warn: Project is vulnerable to: PYSEC-2022-203","Warn: Project is vulnerable to: PYSEC-2023-98 / GHSA-2qmj-7962-cjq8","Warn: Project is vulnerable to: PYSEC-2024-115 / GHSA-45pg-36p6-83v9","Warn: Project is vulnerable to: PYSEC-2023-109 / GHSA-57fc-8q82-gfp3","Warn: Project is vulnerable to: PYSEC-2023-205 / GHSA-655w-fm8m-m478","Warn: Project is vulnerable to: PYSEC-2023-92 / GHSA-6643-h7h5-x9wh","Warn: Project is vulnerable to: GHSA-6h8p-4hx9-w66c","Warn: Project is vulnerable to: PYSEC-2023-151 / GHSA-7gfq-f96f-g85j","Warn: Project is vulnerable to: PYSEC-2023-110 / GHSA-7q94-qpjr-xpgm","Warn: Project is vulnerable to: GHSA-8h5w-f6q9-wg35","Warn: Project is vulnerable to: PYSEC-2023-146 / GHSA-92j5-3459-qgp4","Warn: Project is vulnerable to: PYSEC-2023-162 / GHSA-f73w-4m7g-ch9x","Warn: Project is vulnerable to: PYSEC-2023-145 / GHSA-fj32-q626-pjjc","Warn: Project is vulnerable to: PYSEC-2023-18 / GHSA-fprp-p869-w6q2","Warn: Project is vulnerable to: PYSEC-2023-138 / GHSA-gwqq-6vq7-5j86","Warn: Project is vulnerable to: GHSA-h9j7-5xvc-qhg5","Warn: Project is vulnerable to: PYSEC-2023-147 / GHSA-prgp-w7vf-ch62","Warn: Project is vulnerable to: GHSA-rgp8-pm28-3759","Warn: Project is vulnerable to: PYSEC-2023-91 / GHSA-x32c-59v5-h7fg","Warn: Project is vulnerable to: GHSA-26jh-r8g2-6fpr","Warn: Project is vulnerable to: PYSEC-2024-219 / GHSA-279j-x4gx-hfrh","Warn: Project is vulnerable to: GHSA-34rf-p3r3-58x2","Warn: Project is vulnerable to: PYSEC-2024-197 / GHSA-37qc-qgx6-9xjv","Warn: Project is vulnerable to: PYSEC-2024-196 / GHSA-3c67-5hwx-f6wx","Warn: Project is vulnerable to: GHSA-3f95-mxq2-2f63","Warn: Project is vulnerable to: GHSA-3gf9-wv65-gwh9","Warn: Project is vulnerable to: PYSEC-2023-90 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Notebook","funding_links":[],"categories":["Jupyter Notebook","HarmonyOS","Repos","🚀 MLOps","Open-Source LLM \u0026 Agent Projects","Image Generation \u0026 Editing","🤖 AI \u0026 Machine Learning"],"sub_categories":["Windows Manager","Resources"],"readme":"\u003ch1 align=\"center\"\u003e Llama Cookbook \u003c/h1\u003e\n\u003cp align=\"center\"\u003e\n\t\u003ca href=\"https://llama.developer.meta.com/join_waitlist?utm_source=llama-cookbook\u0026utm_medium=readme\u0026utm_campaign=main\"\u003e\u003cimg src=\"https://img.shields.io/badge/Llama_API-Join_Waitlist-brightgreen?logo=meta\" /\u003e\u003c/a\u003e\n\t\u003ca href=\"https://llama.developer.meta.com/docs?utm_source=llama-cookbook\u0026utm_medium=readme\u0026utm_campaign=main\"\u003e\u003cimg src=\"https://img.shields.io/badge/Llama_API-Documentation-4BA9FE?logo=meta\" /\u003e\u003c/a\u003e\n\n\u003c/p\u003e\n\u003cp align=\"center\"\u003e\n\t\u003ca href=\"https://github.com/meta-llama/llama-models/blob/main/models/?utm_source=llama-cookbook\u0026utm_medium=readme\u0026utm_campaign=main\"\u003e\u003cimg alt=\"Llama Model cards\" src=\"https://img.shields.io/badge/Llama_OSS-Model_cards-green?logo=meta\" /\u003e\u003c/a\u003e\n\t\u003ca href=\"https://www.llama.com/docs/overview/?utm_source=llama-cookbook\u0026utm_medium=readme\u0026utm_campaign=main\"\u003e\u003cimg alt=\"Llama Documentation\" src=\"https://img.shields.io/badge/Llama_OSS-Documentation-4BA9FE?logo=meta\" /\u003e\u003c/a\u003e\n\t\u003ca href=\"https://huggingface.co/meta-llama\"\u003e\u003cimg alt=\"Hugging Face meta-llama\" src=\"https://img.shields.io/badge/Hugging_Face-meta--llama-yellow?logo=huggingface\" /\u003e\u003c/a\u003e\n\n\u003c/p\u003e\n\u003cp align=\"center\"\u003e\n\t\u003ca href=\"https://github.com/meta-llama/synthetic-data-kit\"\u003e\u003cimg alt=\"Llama Tools Syntethic Data Kit\" src=\"https://img.shields.io/badge/Llama_Tools-synthetic--data--kit-orange?logo=meta\" /\u003e\u003c/a\u003e\n\t\u003ca href=\"https://github.com/meta-llama/llama-prompt-ops\"\u003e\u003cimg alt=\"Llama Tools Syntethic Data Kit\" src=\"https://img.shields.io/badge/Llama_Tools-llama--prompt--ops-orange?logo=meta\" /\u003e\u003c/a\u003e\n\u003c/p\u003e\n\u003ch2\u003e Official Guide to building with Llama \u003c/h2\u003e\n\n\n\nWelcome to the official repository for helping you get started with [inference](https://github.com/meta-llama/llama-cookbook/tree/main/getting-started/inference/), [fine-tuning](https://github.com/meta-llama/llama-cookbook/tree/main/getting-started/finetuning) and [end-to-end use-cases](https://github.com/meta-llama/llama-cookbook/tree/main/end-to-end-use-cases) of building with the Llama Model family.\n\nThis repository covers the most popular community approaches, use-cases and the latest recipes for Llama Text and Vision models.\n\n## Latest Llama 4 recipes\n\n* [Get started](./getting-started/build_with_llama_api.ipynb) with [Llama API](https://bit.ly/llama-api-main)\n* Integrate [Llama API](https://bit.ly/llama-api-main) with [WhatsApp](./end-to-end-use-cases/whatsapp_llama_4_bot/README.md)\n* 5M long context using [Llama 4 Scout](./getting-started/build_with_llama_4.ipynb)\n* Analyze research papers with [Llama 4 Maverick](./end-to-end-use-cases/research_paper_analyzer/README.md)\n* Create a character mind map from a book using [Llama 4 Maverick](./end-to-end-use-cases/book-character-mindmap/README.md)\n\n## Repository Structure:\n\n- [3P Integrations](https://github.com/meta-llama/llama-cookbook/tree/main/3p-integrations): Getting Started Recipes and End to End Use-Cases from various Llama providers\n- [End to End Use Cases](https://github.com/meta-llama/llama-cookbook/tree/main/end-to-end-use-cases): As the name suggests, spanning various domains and applications\n- [Getting Started](https://github.com/meta-llama/llama-cookbook/tree/main/getting-started/): Reference for inferencing, fine-tuning and RAG examples\n- [src](https://github.com/meta-llama/llama-cookbook/tree/main/src/): Contains the src for the original llama-recipes library along with some FAQs for fine-tuning.\n\n\u003e Note: We recently did a refactor of the repo, [archive-main](https://github.com/meta-llama/llama-cookbook/tree/archive-main) is a snapshot branch from before the refactor\n\n## FAQ:\n\n- **Q:** What happened to llama-recipes?\n  **A:** We recently renamed llama-recipes to llama-cookbook.\n\n- **Q:** I have some questions for Fine-Tuning, is there a section to address these?\n  **A:** Check out the Fine-Tuning FAQ [here](https://github.com/meta-llama/llama-cookbook/tree/main/src/docs/).\n\n- **Q:** Some links are broken/folders are missing:\n  **A:** We recently did a refactor of the repo, [archive-main](https://github.com/meta-llama/llama-cookbook/tree/archive-main) is a snapshot branch from before the refactor.\n\n- **Q:** Where can we find details about the latest models?\n  **A:** Official [Llama models website](https://www.llama.com).\n\n## Contributing\n\nPlease read [CONTRIBUTING.md](CONTRIBUTING.md) for details on our code of conduct, and the process for submitting pull requests to us.\n\n## License\n\u003c!-- markdown-link-check-disable --\u003e\nSee the License file for Meta Llama 4 [here](https://github.com/meta-llama/llama-models/blob/main/models/llama4/LICENSE) and Acceptable Use Policy [here](https://github.com/meta-llama/llama-models/blob/main/models/llama4/USE_POLICY.md)\n\nSee the License file for Meta Llama 3.3 [here](https://github.com/meta-llama/llama-models/blob/main/models/llama3_3/LICENSE) and Acceptable Use Policy [here](https://github.com/meta-llama/llama-models/blob/main/models/llama3_3/USE_POLICY.md)\n\nSee the License file for Meta Llama 3.2 [here](https://github.com/meta-llama/llama-models/blob/main/models/llama3_2/LICENSE) and Acceptable Use Policy [here](https://github.com/meta-llama/llama-models/blob/main/models/llama3_2/USE_POLICY.md)\n\nSee the License file for Meta Llama 3.1 [here](https://github.com/meta-llama/llama-models/blob/main/models/llama3_1/LICENSE) and Acceptable Use Policy [here](https://github.com/meta-llama/llama-models/blob/main/models/llama3_1/USE_POLICY.md)\n\nSee the License file for Meta Llama 3 [here](https://github.com/meta-llama/llama-models/blob/main/models/llama3/LICENSE) and Acceptable Use Policy [here](https://github.com/meta-llama/llama-models/blob/main/models/llama3/USE_POLICY.md)\n\nSee the License file for Meta Llama 2 [here](https://github.com/meta-llama/llama-models/blob/main/models/llama2/LICENSE) and Acceptable Use Policy [here](https://github.com/meta-llama/llama-models/blob/main/models/llama2/USE_POLICY.md)\n\u003c!-- markdown-link-check-enable --\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmeta-llama%2Fllama-cookbook","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmeta-llama%2Fllama-cookbook","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmeta-llama%2Fllama-cookbook/lists"}