{"adoption": {"forks": 2452, "observed_at": "2026-08-28T04:11:31.864796+00:00", "stars": 21598}, "canonical_url": "https://ross.abutalabs.com/products/peft", "card": {"archived": false, "artifact_type": "library", "description": "🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.", "domain": ["large-language-models", "machine-learning", "deep-learning", "artificial-intelligence"], "enriched": true, "function": ["llm-training", "machine-learning", "deep-learning", "sdk"], "health_score": 100, "homepage": "https://huggingface.co/docs/peft", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "stable", "member_repos": ["huggingface/peft"], "name": "huggingface/peft", "platform": ["python", "cross-platform"], "pushed_at": "2026-08-26T12:57:33+00:00", "repo": "huggingface/peft", "stars": 21598, "tags": ["lora", "parameter-efficient-fine-tuning", "adapters", "hugging-face", "pytorch", "transformers", "diffusion", "qlora", "prompt-tuning", "gpu"], "topics": ["adapter", "diffusion", "llm", "parameter-efficient-learning", "python", "pytorch", "transformers", "lora", "fine-tuning", "peft"], "urls": [], "use_cases": ["fine-tune an LLM with LoRA on a single GPU", "train a diffusion model adapter for custom image styles", "reduce GPU memory needed to fine-tune large models", "swap multiple task adapters on one base model", "fine-tune Llama with QLoRA and quantization", "train only a small fraction of model parameters for a downstream task"], "what_it_is": "PEFT is a Python library from Hugging Face providing state-of-the-art parameter-efficient fine-tuning methods (LoRA, adapters, soft prompts, IA3) for adapting large pretrained models. It integrates with Transformers, Diffusers, and Accelerate to make fine-tuning large models feasible on consumer hardware.", "when_to_avoid": ["you need to fully fine-tune all model parameters", "you work outside PyTorch/Hugging Face tooling", "you only need inference of pre-trained models without adaptation"], "when_to_choose": ["you want to fine-tune large language or diffusion models cheaply on limited hardware", "you use the Hugging Face Transformers/Diffusers ecosystem", "you need to train and store many task-specific adapters from one base model", "you want a reference implementation of LoRA and other PEFT methods"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/peft", "repo": "huggingface/peft", "role": "main", "score": 93}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:11:31.864796+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T16:57:51.705868+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4b6da58c2cc51bae3280f16dd09c8441689b1e7d7c7950a923af2af5d1a616f8", "fetched_at": "2026-08-28T04:11:31.864796+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/peft"}, {"content_hash": "ba3a4d9aede9ce17baec785f27166bb09f58cdcb33e1fe687accb35d45696303", "fetched_at": "2026-08-29T07:56:32.760844+00:00", "kind": "homepage", "missing": false, "url": "https://huggingface.co/docs/peft"}, {"content_hash": "bdec26667b98a2700d86b15044cf944ca1f17f4ab8579c3d27a3e627603b9ae8", "fetched_at": "2026-08-29T07:56:32.770775+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs"}, {"content_hash": "efe64cfc29d0d63ce11ae7d28d11e8e854e8d9f71464418f1229bd79dc75cd27", "fetched_at": "2026-08-29T07:56:32.776044+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/quicktour"}, {"content_hash": "fcf21f84007a0e0a0b20f842992d1a7799f529eee46eb5f90584134cd5a60d01", "fetched_at": "2026-08-29T07:56:32.778491+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/install"}, {"content_hash": "82d99f7a6c85db61e4eff351a1d85ea7a135e68b6607023e17433243989788a3", "fetched_at": "2026-08-29T07:56:32.780763+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/guides/peft_model_config"}, {"content_hash": "431068b80f0abb27cbac1b1ceba6a22f0e2b841d30a08f5b619b60c34c63cc88", "fetched_at": "2026-08-29T07:56:32.783611+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/guides/peft_integrations"}, {"content_hash": "90acef5dea32deefabd3c16eef8c9a53aab9f7c4a5ab8ffbff56fff3c588afa0", "fetched_at": "2026-08-29T07:56:32.786529+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/accelerate/deepspeed"}, {"content_hash": "7819d6d99afcd751a7dee22d47b0e2fb556508634d7c415d414173e1035a835c", "fetched_at": "2026-08-29T07:56:32.790655+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/accelerate/fsdp"}, {"content_hash": "caa5ba1033a5837af7cf53ec3f2c1b007c7a6bc0096cdce7673d55aee61b6e47", "fetched_at": "2026-08-29T07:56:32.793365+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/peft/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:11:31.864796+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T16:57:51.705868+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4b6da58c2cc51bae3280f16dd09c8441689b1e7d7c7950a923af2af5d1a616f8", "fetched_at": "2026-08-28T04:11:31.864796+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/peft"}, {"content_hash": "ba3a4d9aede9ce17baec785f27166bb09f58cdcb33e1fe687accb35d45696303", "fetched_at": "2026-08-29T07:56:32.760844+00:00", "kind": "homepage", "missing": false, "url": "https://huggingface.co/docs/peft"}, {"content_hash": "bdec26667b98a2700d86b15044cf944ca1f17f4ab8579c3d27a3e627603b9ae8", "fetched_at": "2026-08-29T07:56:32.770775+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs"}, {"content_hash": "efe64cfc29d0d63ce11ae7d28d11e8e854e8d9f71464418f1229bd79dc75cd27", "fetched_at": "2026-08-29T07:56:32.776044+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/quicktour"}, {"content_hash": "fcf21f84007a0e0a0b20f842992d1a7799f529eee46eb5f90584134cd5a60d01", "fetched_at": "2026-08-29T07:56:32.778491+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/install"}, {"content_hash": "82d99f7a6c85db61e4eff351a1d85ea7a135e68b6607023e17433243989788a3", "fetched_at": "2026-08-29T07:56:32.780763+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/guides/peft_model_config"}, {"content_hash": "431068b80f0abb27cbac1b1ceba6a22f0e2b841d30a08f5b619b60c34c63cc88", "fetched_at": "2026-08-29T07:56:32.783611+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/guides/peft_integrations"}, {"content_hash": "90acef5dea32deefabd3c16eef8c9a53aab9f7c4a5ab8ffbff56fff3c588afa0", "fetched_at": "2026-08-29T07:56:32.786529+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/accelerate/deepspeed"}, {"content_hash": "7819d6d99afcd751a7dee22d47b0e2fb556508634d7c415d414173e1035a835c", "fetched_at": "2026-08-29T07:56:32.790655+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/accelerate/fsdp"}, {"content_hash": "caa5ba1033a5837af7cf53ec3f2c1b007c7a6bc0096cdce7673d55aee61b6e47", "fetched_at": "2026-08-29T07:56:32.793365+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/peft/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T16:57:51.705868+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4b6da58c2cc51bae3280f16dd09c8441689b1e7d7c7950a923af2af5d1a616f8", "fetched_at": "2026-08-28T04:11:31.864796+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/peft"}, {"content_hash": "ba3a4d9aede9ce17baec785f27166bb09f58cdcb33e1fe687accb35d45696303", "fetched_at": "2026-08-29T07:56:32.760844+00:00", "kind": "homepage", "missing": false, "url": "https://huggingface.co/docs/peft"}, {"content_hash": "bdec26667b98a2700d86b15044cf944ca1f17f4ab8579c3d27a3e627603b9ae8", "fetched_at": "2026-08-29T07:56:32.770775+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs"}, {"content_hash": "efe64cfc29d0d63ce11ae7d28d11e8e854e8d9f71464418f1229bd79dc75cd27", "fetched_at": "2026-08-29T07:56:32.776044+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/quicktour"}, {"content_hash": "fcf21f84007a0e0a0b20f842992d1a7799f529eee46eb5f90584134cd5a60d01", "fetched_at": "2026-08-29T07:56:32.778491+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/install"}, {"content_hash": "82d99f7a6c85db61e4eff351a1d85ea7a135e68b6607023e17433243989788a3", "fetched_at": "2026-08-29T07:56:32.780763+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/guides/peft_model_config"}, {"content_hash": "431068b80f0abb27cbac1b1ceba6a22f0e2b841d30a08f5b619b60c34c63cc88", "fetched_at": "2026-08-29T07:56:32.783611+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/guides/peft_integrations"}, {"content_hash": "90acef5dea32deefabd3c16eef8c9a53aab9f7c4a5ab8ffbff56fff3c588afa0", "fetched_at": "2026-08-29T07:56:32.786529+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/accelerate/deepspeed"}, {"content_hash": "7819d6d99afcd751a7dee22d47b0e2fb556508634d7c415d414173e1035a835c", "fetched_at": "2026-08-29T07:56:32.790655+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/accelerate/fsdp"}, {"content_hash": "caa5ba1033a5837af7cf53ec3f2c1b007c7a6bc0096cdce7673d55aee61b6e47", "fetched_at": "2026-08-29T07:56:32.793365+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/peft/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:11:31.864796+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:11:31.864796+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:11:31.864796+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T16:57:51.705868+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4b6da58c2cc51bae3280f16dd09c8441689b1e7d7c7950a923af2af5d1a616f8", "fetched_at": "2026-08-28T04:11:31.864796+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/peft"}, {"content_hash": "ba3a4d9aede9ce17baec785f27166bb09f58cdcb33e1fe687accb35d45696303", "fetched_at": "2026-08-29T07:56:32.760844+00:00", "kind": "homepage", "missing": false, "url": "https://huggingface.co/docs/peft"}, {"content_hash": "bdec26667b98a2700d86b15044cf944ca1f17f4ab8579c3d27a3e627603b9ae8", "fetched_at": "2026-08-29T07:56:32.770775+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs"}, {"content_hash": "efe64cfc29d0d63ce11ae7d28d11e8e854e8d9f71464418f1229bd79dc75cd27", "fetched_at": "2026-08-29T07:56:32.776044+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/quicktour"}, {"content_hash": "fcf21f84007a0e0a0b20f842992d1a7799f529eee46eb5f90584134cd5a60d01", "fetched_at": "2026-08-29T07:56:32.778491+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/install"}, {"content_hash": "82d99f7a6c85db61e4eff351a1d85ea7a135e68b6607023e17433243989788a3", "fetched_at": "2026-08-29T07:56:32.780763+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/guides/peft_model_config"}, {"content_hash": "431068b80f0abb27cbac1b1ceba6a22f0e2b841d30a08f5b619b60c34c63cc88", "fetched_at": "2026-08-29T07:56:32.783611+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/guides/peft_integrations"}, {"content_hash": "90acef5dea32deefabd3c16eef8c9a53aab9f7c4a5ab8ffbff56fff3c588afa0", "fetched_at": "2026-08-29T07:56:32.786529+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/accelerate/deepspeed"}, {"content_hash": "7819d6d99afcd751a7dee22d47b0e2fb556508634d7c415d414173e1035a835c", "fetched_at": "2026-08-29T07:56:32.790655+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/accelerate/fsdp"}, {"content_hash": "caa5ba1033a5837af7cf53ec3f2c1b007c7a6bc0096cdce7673d55aee61b6e47", "fetched_at": "2026-08-29T07:56:32.793365+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/peft/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:11:31.864796+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:11:31.864796+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T16:57:51.705868+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4b6da58c2cc51bae3280f16dd09c8441689b1e7d7c7950a923af2af5d1a616f8", "fetched_at": "2026-08-28T04:11:31.864796+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/peft"}, {"content_hash": "ba3a4d9aede9ce17baec785f27166bb09f58cdcb33e1fe687accb35d45696303", "fetched_at": "2026-08-29T07:56:32.760844+00:00", "kind": "homepage", "missing": false, "url": "https://huggingface.co/docs/peft"}, {"content_hash": "bdec26667b98a2700d86b15044cf944ca1f17f4ab8579c3d27a3e627603b9ae8", "fetched_at": "2026-08-29T07:56:32.770775+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs"}, {"content_hash": "efe64cfc29d0d63ce11ae7d28d11e8e854e8d9f71464418f1229bd79dc75cd27", "fetched_at": "2026-08-29T07:56:32.776044+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/quicktour"}, {"content_hash": "fcf21f84007a0e0a0b20f842992d1a7799f529eee46eb5f90584134cd5a60d01", "fetched_at": "2026-08-29T07:56:32.778491+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/install"}, {"content_hash": "82d99f7a6c85db61e4eff351a1d85ea7a135e68b6607023e17433243989788a3", "fetched_at": "2026-08-29T07:56:32.780763+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/guides/peft_model_config"}, {"content_hash": "431068b80f0abb27cbac1b1ceba6a22f0e2b841d30a08f5b619b60c34c63cc88", "fetched_at": "2026-08-29T07:56:32.783611+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/guides/peft_integrations"}, {"content_hash": "90acef5dea32deefabd3c16eef8c9a53aab9f7c4a5ab8ffbff56fff3c588afa0", "fetched_at": "2026-08-29T07:56:32.786529+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/accelerate/deepspeed"}, {"content_hash": "7819d6d99afcd751a7dee22d47b0e2fb556508634d7c415d414173e1035a835c", "fetched_at": "2026-08-29T07:56:32.790655+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/accelerate/fsdp"}, {"content_hash": "caa5ba1033a5837af7cf53ec3f2c1b007c7a6bc0096cdce7673d55aee61b6e47", "fetched_at": "2026-08-29T07:56:32.793365+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/peft/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:11:31.864796+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:11:31.864796+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:11:31.864796+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T16:57:51.705868+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4b6da58c2cc51bae3280f16dd09c8441689b1e7d7c7950a923af2af5d1a616f8", "fetched_at": "2026-08-28T04:11:31.864796+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/peft"}, {"content_hash": "ba3a4d9aede9ce17baec785f27166bb09f58cdcb33e1fe687accb35d45696303", "fetched_at": "2026-08-29T07:56:32.760844+00:00", "kind": "homepage", "missing": false, "url": "https://huggingface.co/docs/peft"}, {"content_hash": "bdec26667b98a2700d86b15044cf944ca1f17f4ab8579c3d27a3e627603b9ae8", "fetched_at": "2026-08-29T07:56:32.770775+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs"}, {"content_hash": "efe64cfc29d0d63ce11ae7d28d11e8e854e8d9f71464418f1229bd79dc75cd27", "fetched_at": "2026-08-29T07:56:32.776044+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/quicktour"}, {"content_hash": "fcf21f84007a0e0a0b20f842992d1a7799f529eee46eb5f90584134cd5a60d01", "fetched_at": "2026-08-29T07:56:32.778491+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/install"}, {"content_hash": "82d99f7a6c85db61e4eff351a1d85ea7a135e68b6607023e17433243989788a3", "fetched_at": "2026-08-29T07:56:32.780763+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/guides/peft_model_config"}, {"content_hash": "431068b80f0abb27cbac1b1ceba6a22f0e2b841d30a08f5b619b60c34c63cc88", "fetched_at": "2026-08-29T07:56:32.783611+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/guides/peft_integrations"}, {"content_hash": "90acef5dea32deefabd3c16eef8c9a53aab9f7c4a5ab8ffbff56fff3c588afa0", "fetched_at": "2026-08-29T07:56:32.786529+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/accelerate/deepspeed"}, {"content_hash": "7819d6d99afcd751a7dee22d47b0e2fb556508634d7c415d414173e1035a835c", "fetched_at": "2026-08-29T07:56:32.790655+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/accelerate/fsdp"}, {"content_hash": "caa5ba1033a5837af7cf53ec3f2c1b007c7a6bc0096cdce7673d55aee61b6e47", "fetched_at": "2026-08-29T07:56:32.793365+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/peft/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:11:31.864796+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:11:31.864796+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T16:57:51.705868+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4b6da58c2cc51bae3280f16dd09c8441689b1e7d7c7950a923af2af5d1a616f8", "fetched_at": "2026-08-28T04:11:31.864796+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/peft"}, {"content_hash": "ba3a4d9aede9ce17baec785f27166bb09f58cdcb33e1fe687accb35d45696303", "fetched_at": "2026-08-29T07:56:32.760844+00:00", "kind": "homepage", "missing": false, "url": "https://huggingface.co/docs/peft"}, {"content_hash": "bdec26667b98a2700d86b15044cf944ca1f17f4ab8579c3d27a3e627603b9ae8", "fetched_at": "2026-08-29T07:56:32.770775+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs"}, {"content_hash": "efe64cfc29d0d63ce11ae7d28d11e8e854e8d9f71464418f1229bd79dc75cd27", "fetched_at": "2026-08-29T07:56:32.776044+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/quicktour"}, {"content_hash": "fcf21f84007a0e0a0b20f842992d1a7799f529eee46eb5f90584134cd5a60d01", "fetched_at": "2026-08-29T07:56:32.778491+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/install"}, {"content_hash": "82d99f7a6c85db61e4eff351a1d85ea7a135e68b6607023e17433243989788a3", "fetched_at": "2026-08-29T07:56:32.780763+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/guides/peft_model_config"}, {"content_hash": "431068b80f0abb27cbac1b1ceba6a22f0e2b841d30a08f5b619b60c34c63cc88", "fetched_at": "2026-08-29T07:56:32.783611+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/guides/peft_integrations"}, {"content_hash": "90acef5dea32deefabd3c16eef8c9a53aab9f7c4a5ab8ffbff56fff3c588afa0", "fetched_at": "2026-08-29T07:56:32.786529+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/accelerate/deepspeed"}, {"content_hash": "7819d6d99afcd751a7dee22d47b0e2fb556508634d7c415d414173e1035a835c", "fetched_at": "2026-08-29T07:56:32.790655+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/accelerate/fsdp"}, {"content_hash": "caa5ba1033a5837af7cf53ec3f2c1b007c7a6bc0096cdce7673d55aee61b6e47", "fetched_at": "2026-08-29T07:56:32.793365+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/peft/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T16:57:51.705868+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4b6da58c2cc51bae3280f16dd09c8441689b1e7d7c7950a923af2af5d1a616f8", "fetched_at": "2026-08-28T04:11:31.864796+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/peft"}, {"content_hash": "ba3a4d9aede9ce17baec785f27166bb09f58cdcb33e1fe687accb35d45696303", "fetched_at": "2026-08-29T07:56:32.760844+00:00", "kind": "homepage", "missing": false, "url": "https://huggingface.co/docs/peft"}, {"content_hash": "bdec26667b98a2700d86b15044cf944ca1f17f4ab8579c3d27a3e627603b9ae8", "fetched_at": "2026-08-29T07:56:32.770775+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs"}, {"content_hash": "efe64cfc29d0d63ce11ae7d28d11e8e854e8d9f71464418f1229bd79dc75cd27", "fetched_at": "2026-08-29T07:56:32.776044+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/quicktour"}, {"content_hash": "fcf21f84007a0e0a0b20f842992d1a7799f529eee46eb5f90584134cd5a60d01", "fetched_at": "2026-08-29T07:56:32.778491+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/install"}, {"content_hash": "82d99f7a6c85db61e4eff351a1d85ea7a135e68b6607023e17433243989788a3", "fetched_at": "2026-08-29T07:56:32.780763+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/guides/peft_model_config"}, {"content_hash": "431068b80f0abb27cbac1b1ceba6a22f0e2b841d30a08f5b619b60c34c63cc88", "fetched_at": "2026-08-29T07:56:32.783611+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/guides/peft_integrations"}, {"content_hash": "90acef5dea32deefabd3c16eef8c9a53aab9f7c4a5ab8ffbff56fff3c588afa0", "fetched_at": "2026-08-29T07:56:32.786529+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/accelerate/deepspeed"}, {"content_hash": "7819d6d99afcd751a7dee22d47b0e2fb556508634d7c415d414173e1035a835c", "fetched_at": "2026-08-29T07:56:32.790655+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/accelerate/fsdp"}, {"content_hash": "caa5ba1033a5837af7cf53ec3f2c1b007c7a6bc0096cdce7673d55aee61b6e47", "fetched_at": "2026-08-29T07:56:32.793365+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/peft/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T16:57:51.705868+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4b6da58c2cc51bae3280f16dd09c8441689b1e7d7c7950a923af2af5d1a616f8", "fetched_at": "2026-08-28T04:11:31.864796+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/peft"}, {"content_hash": "ba3a4d9aede9ce17baec785f27166bb09f58cdcb33e1fe687accb35d45696303", "fetched_at": "2026-08-29T07:56:32.760844+00:00", "kind": "homepage", "missing": false, "url": "https://huggingface.co/docs/peft"}, {"content_hash": "bdec26667b98a2700d86b15044cf944ca1f17f4ab8579c3d27a3e627603b9ae8", "fetched_at": "2026-08-29T07:56:32.770775+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs"}, {"content_hash": "efe64cfc29d0d63ce11ae7d28d11e8e854e8d9f71464418f1229bd79dc75cd27", "fetched_at": "2026-08-29T07:56:32.776044+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/quicktour"}, {"content_hash": "fcf21f84007a0e0a0b20f842992d1a7799f529eee46eb5f90584134cd5a60d01", "fetched_at": "2026-08-29T07:56:32.778491+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/install"}, {"content_hash": "82d99f7a6c85db61e4eff351a1d85ea7a135e68b6607023e17433243989788a3", "fetched_at": "2026-08-29T07:56:32.780763+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/guides/peft_model_config"}, {"content_hash": "431068b80f0abb27cbac1b1ceba6a22f0e2b841d30a08f5b619b60c34c63cc88", "fetched_at": "2026-08-29T07:56:32.783611+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/guides/peft_integrations"}, {"content_hash": "90acef5dea32deefabd3c16eef8c9a53aab9f7c4a5ab8ffbff56fff3c588afa0", "fetched_at": "2026-08-29T07:56:32.786529+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/accelerate/deepspeed"}, {"content_hash": "7819d6d99afcd751a7dee22d47b0e2fb556508634d7c415d414173e1035a835c", "fetched_at": "2026-08-29T07:56:32.790655+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/accelerate/fsdp"}, {"content_hash": "caa5ba1033a5837af7cf53ec3f2c1b007c7a6bc0096cdce7673d55aee61b6e47", "fetched_at": "2026-08-29T07:56:32.793365+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/peft/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T16:57:51.705868+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4b6da58c2cc51bae3280f16dd09c8441689b1e7d7c7950a923af2af5d1a616f8", "fetched_at": "2026-08-28T04:11:31.864796+00:00", "kind": "readme", "missing": false, "url": "https://github.com/huggingface/peft"}, {"content_hash": "ba3a4d9aede9ce17baec785f27166bb09f58cdcb33e1fe687accb35d45696303", "fetched_at": "2026-08-29T07:56:32.760844+00:00", "kind": "homepage", "missing": false, "url": "https://huggingface.co/docs/peft"}, {"content_hash": "bdec26667b98a2700d86b15044cf944ca1f17f4ab8579c3d27a3e627603b9ae8", "fetched_at": "2026-08-29T07:56:32.770775+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs"}, {"content_hash": "efe64cfc29d0d63ce11ae7d28d11e8e854e8d9f71464418f1229bd79dc75cd27", "fetched_at": "2026-08-29T07:56:32.776044+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/quicktour"}, {"content_hash": "fcf21f84007a0e0a0b20f842992d1a7799f529eee46eb5f90584134cd5a60d01", "fetched_at": "2026-08-29T07:56:32.778491+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/install"}, {"content_hash": "82d99f7a6c85db61e4eff351a1d85ea7a135e68b6607023e17433243989788a3", "fetched_at": "2026-08-29T07:56:32.780763+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/guides/peft_model_config"}, {"content_hash": "431068b80f0abb27cbac1b1ceba6a22f0e2b841d30a08f5b619b60c34c63cc88", "fetched_at": "2026-08-29T07:56:32.783611+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/guides/peft_integrations"}, {"content_hash": "90acef5dea32deefabd3c16eef8c9a53aab9f7c4a5ab8ffbff56fff3c588afa0", "fetched_at": "2026-08-29T07:56:32.786529+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/accelerate/deepspeed"}, {"content_hash": "7819d6d99afcd751a7dee22d47b0e2fb556508634d7c415d414173e1035a835c", "fetched_at": "2026-08-29T07:56:32.790655+00:00", "kind": "site_page", "missing": false, "url": "https://huggingface.co/docs/peft/accelerate/fsdp"}, {"content_hash": "caa5ba1033a5837af7cf53ec3f2c1b007c7a6bc0096cdce7673d55aee61b6e47", "fetched_at": "2026-08-29T07:56:32.793365+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/peft/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 98, "rhythm": 83}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1377, "days_push": 7, "days_rel": 36, "gap_med": 42.0, "n_releases_24m": 15}, "score": 93, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}