PEFT
ENT-00000965 · AI Framework

PEFT

PEFT is a AI software framework associated with Hugging Face, classified in LXKeys.world as AI / ML Framework.

Level IV ConnectedActiveDocumented
Human record

Overview

PEFT is documented as an AI developer platform or infrastructure component associated with Hugging Face. Its importance comes from library for parameter-efficient model fine-tuning. The record helps connect models, applications, agents and deployment environments inside the broader AI tooling layer.

Timeline

  1. 2023Initial public software release

    PEFT entered the documented public record in 2023. This event is retained at the precision supported by the Entry’s reviewed source history.

Capabilities

AI application developmentModel orchestration or deploymentTool and API integrationDeveloper workflow support

Known limitations

Capabilities depend on product version, integration context and access tier.Public behavior can change as the provider updates models, policies and interfaces.
Technical and structured detail

Technical description

Structured LXKeys.world registry record for PEFT. Entity type: AI Framework; classification: AI / ML Framework; creator/organization context: Hugging Face. Canonical source anchor: https://huggingface.co/docs/peft/index. The record tracks source authority, first public appearance, timeline, capabilities, limitations, registry status and graph relationships. Automatic refresh is limited to sources explicitly classified as OFFICIAL and enabled for updates; documentary and research references remain non-authoritative unless reviewed.

Controlled tags

Hugging FaceDeveloper PlatformDocumented AIparameter-efficient
Relationship graph

PEFT

Open in full graph
PEFT
Associated OrganizationOutgoing
Hugging Face

Hugging Face is the organization or ecosystem associated with PEFT.

Machine readable layer

Structured entry data for human tools, AI systems and machine clients.

{
    "@context": [
        "https://schema.org",
        {
            "lxw": "https://lxkeys.world/schema/"
        }
    ],
    "@type": "Thing",
    "identifier": "ENT-00000965",
    "name": "PEFT",
    "alternateName": [],
    "additionalType": {
        "category": "Frameworks and Software",
        "type": "AI Framework",
        "subtype": "",
        "lxkeysEntity": false
    },
    "description": "PEFT is a AI software framework associated with Hugging Face, classified in LXKeys.world as AI / ML Framework.",
    "creator": "Hugging Face",
    "url": "https://lxkeys.world/entry.php?id=ENT-00000965&lang=en",
    "sameAs": "https://huggingface.co/docs/peft/index",
    "image": "https://lxkeys.world/uploads/entity-images/ENT-00000965.png",
    "lxkeysWorld": {
        "worldId": "ENT-00000965",
        "kind": "Frameworks and Software",
        "type": "AI Framework",
        "subtype": "",
        "classification": "AI / ML Framework",
        "organization": "Hugging Face",
        "originContext": "Model adaptation library",
        "firstPublicAppearance": "2023",
        "currentStatus": "Active",
        "documentationStatus": "Documented",
        "documentationIndex": {
            "total": 74,
            "documentation": 25,
            "evidence": 13,
            "structure": 25,
            "relationships": 11,
            "level": "Level IV Connected"
        },
        "lxCalendarium": {
            "start_date_utc": "2023-04-01",
            "created_utc": "2026-06-16T23:59:02+00:00",
            "created_dypclt": "D-0 Y-2 P-3 C-3 L-21 T-3",
            "updated_utc": "2026-06-16T23:59:02+00:00",
            "updated_dypclt": "D-0 Y-2 P-3 C-3 L-21 T-3"
        },
        "facts": [],
        "capabilities": [
            "AI application development",
            "Model orchestration or deployment",
            "Tool and API integration",
            "Developer workflow support"
        ],
        "limitations": [
            "Capabilities depend on product version, integration context and access tier.",
            "Public behavior can change as the provider updates models, policies and interfaces."
        ],
        "tags": [
            "Hugging Face",
            "Developer Platform",
            "Documented AI",
            "parameter-efficient"
        ],
        "timeline": [
            {
                "date": "2023",
                "title": "Initial public software release",
                "description": "PEFT entered the documented public record in 2023. This event is retained at the precision supported by the Entry’s reviewed source history.",
                "source_url": "https://huggingface.co/docs/peft/index",
                "verification_status": "source_backed_curated_baseline"
            }
        ],
        "relationships": [
            {
                "target": "Hugging Face",
                "type": "Associated Organization",
                "description": "Hugging Face is the organization or ecosystem associated with PEFT.",
                "evidence_level": "documentary",
                "target_id": "ENT-00000057"
            }
        ],
        "sources": [
            {
                "label": "PEFT official reference",
                "url": "https://huggingface.co/docs/peft/index",
                "source_type": "Official Documentation",
                "verification_status": "verified",
                "authority": "TRUSTED_PRIMARY",
                "role": "model_or_dataset_repository",
                "update_enabled": false,
                "authority_basis": "curated-corpus-refresh-2026-09-08"
            }
        ],
        "canonical": [],
        "imageMeta": {
            "path": "uploads/entity-images/ENT-00000965.png",
            "sha256": "1f7c4cf1cbb015e67e967d8b2d76973c3d4a72ffa3066ff9a693644502cc84b8",
            "width": 512,
            "height": 512,
            "mime": "image/png",
            "provenance_status": "PROVENANCE_UNCONFIRMED",
            "review_status": "preserved_pending_official_verification",
            "legacy_provenance_status": "legacy_unverified",
            "source_type": "historical",
            "source_label": "LXKeys.world historical media corpus",
            "metadata_namespace": "urn:lxkeys:xmp:1.0",
            "metadata_embedded": true,
            "metadata_verified": true,
            "asset_id": "LXW-IMG-ENT-00000965-1F7C4CF1CBB0",
            "processing_id": "LXP-20260908-3DBC48BED85F",
            "processed_at_utc": "2026-09-08T18:00:00Z",
            "dypclt": "D-0 Y-2 P-4 C-4 L-33 T-6",
            "rights_holder": "",
            "rights_policy": "PROVENANCE_REVIEW_REQUIRED",
            "original_sha256": "1f7c4cf1cbb015e67e967d8b2d76973c3d4a72ffa3066ff9a693644502cc84b8",
            "processed_sha256": "3e8ae7683099b0f1a82f2445ef1e4fefba2592811ca5d1f058d8d2f9c3379c44"
        }
    }
}
Proofs

Contribute to this record

Submit a source, correction or comment. Public changes remain moderated.

Submit proof or comment

Approved comments

No approved public comment yet.