Feature Extraction
Kernels
Scikit-learn
kernel
governance
provenance
suite
embeddings
word-embeddings
doi:10.5281/zenodo.19944926
Instructions to use SZLHOLDINGS/szl-kernels with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Kernels
How to use SZLHOLDINGS/szl-kernels with Kernels:
# !pip install kernels from kernels import get_kernel kernel = get_kernel("SZLHOLDINGS/szl-kernels") - Scikit-learn
How to use SZLHOLDINGS/szl-kernels with Scikit-learn:
from huggingface_hub import hf_hub_download import joblib model = joblib.load( hf_hub_download("SZLHOLDINGS/szl-kernels", "sklearn_model.joblib") ) # only load pickle files from sources you trust # read more about it here https://skops.readthedocs.io/en/stable/persistence.html - Notebooks
- Google Colab
- Kaggle
docs(provenance): attest model source of record
#2
by betterwithage - opened
- MODEL_PROVENANCE.json +44 -0
MODEL_PROVENANCE.json
ADDED
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{
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"schema": "szl.model-source-attestation/v1",
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"observed_at": "2026-07-12T00:27:14Z",
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"model": {
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"id": "SZLHOLDINGS/szl-kernels",
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"repository_type": "model",
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"artifact_kind": "kernel-code-and-configuration",
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"trained_weights_present": false
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},
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"source_of_record": {
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"state": "VERIFIED_HF_SOURCE_OF_RECORD",
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"platform": "huggingface",
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"repository": "SZLHOLDINGS/szl-kernels",
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"artifact_base_revision": "dab03c8bfffd0e771e1e4e03b1c16fb2e71dd147",
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"artifact_base_state": "MEASURED_PRE_ATTESTATION_BASE",
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"artifact_base_url": "https://huggingface.co/SZLHOLDINGS/szl-kernels/tree/dab03c8bfffd0e771e1e4e03b1c16fb2e71dd147",
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"file_count": 10,
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"tree_sha256": "d40080d89d5f4ad6fc5f4024d4f614d1578ac9a2e8a600e80cf5de9fed055d8f",
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"tree_hash_algorithm": "sha256 of UTF-8 path + NUL + per-file sha256 + LF, sorted by path; .cache excluded"
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},
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"public_github": {
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"state": "NO_DIRECT_PUBLIC_IMPLEMENTATION_OBSERVED",
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"same_name_candidate": "https://github.com/szl-holdings/szl-kernels",
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"same_name_candidate_http_status": 404,
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"card_references": [
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"https://github.com/szl-holdings/lutar-lean",
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"https://github.com/szl-holdings/governed-receipt-spec",
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"https://github.com/szl-holdings/szl-papers/blob/main/PAPERS_INDEX.md"
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],
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"card_reference_role": "FORMALIZATION_SPECIFICATION_OR_RESEARCH_CONTEXT_NOT_BUILD_SOURCE"
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},
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"claims": {
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"github_repository_parity": "NOT_CLAIMED",
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"reproducible_build": "NOT_CLAIMED",
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"trained_model": "NOT_CLAIMED",
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"serving_process_revision": "NOT_APPLICABLE_REPOSITORY_ARTIFACT"
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},
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"limits": [
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"The 404 observation establishes only that no public same-name repository was reachable at the observation time; it does not make a claim about private repositories.",
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"The formalization and receipt-spec repositories are supporting evidence, not asserted build sources for this artifact.",
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"The attestation overlay cannot self-embed its resulting Hub commit, so the immutable artifact_base_revision is the measured pre-overlay base.",
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"No .bin, .safetensors, .pt, .pth, .onnx, or .gguf weight artifact was present in the measured base tree."
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]
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}
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