Stored-Relationship Mechanism research package: home of the Attested Multi-Source Collector/Catalog (AMSC) framework — Mathematical Provenance Record v1 on-disk format, descriptor TOML loader, six adapters (html/json/csv/netcdf/geotiff/literature), universal catalog bridge with register_attested_root cross-package overlay, and schema-gap-driven trigger. Native C dispatch (SHA-256 + NDJSON line reader) with pure-Python fallback for Pyodide / WASM.
Project description
srmech
Status: v0.2.0 on PyPI. The Task #201 build-out (rc3 → rc9, then v0.2.0rc1 → rc2 on TestPyPI) ships srmech at peer quality with ephemerides-spectral: native C dispatch for SHA-256 + NDJSON line reader, scikit-build-core + CMake build, cibuildwheel matrix (Linux/macOS/Windows × py3.10–3.14), pure-Python fallback for Pyodide / WASM, and JPL Power-of-Ten audit. Cross-package integration with ephemerides-spectral verified during the rc series. The earlier v0.1.0 shipped the pure-Python AMSC framework via the Task #197 refactor.
srmech (Stored-Relationship Mechanism) is a research package. It ships the Attested Multi-Source Collector/Catalog (AMSC) framework — the Mathematical Provenance Record (MPR) v1 on-disk format, descriptor TOML loader, six fetch/parse adapters, and a universal catalog bridge surface that downstream packages register their own catalog SSOTs with at import time. Native C for the SHA-256 attestation hash + NDJSON streaming reader; pure-Python fallback for Pyodide / WASM environments.
Why "Collector/Catalog"?
Both readings of AMSC are correct and the abbreviation is the same either way:
- At collection time (T1 / T3 lifecycle stages — fetch / live-query / re-bake), the adapter classes are collecting attested rows from upstream archives. The framework's name describes what it's doing in that moment: Attested Multi-Source Collector.
- After collection, the resulting NDJSON SSOTs are a catalog of attested data — committed into the package, registered into the universal bridge by downstream consumers, queryable through
list_attested_sources()/get_attested_dataset(). The same framework name describes the post-collection state: Attested Multi-Source Catalog.
Both names abbreviate to AMSC. Pick whichever fits the lifecycle stage you're describing — the framework is one thing wearing two hats.
The package was extracted from ephemerides-spectral's _research/ mirror in Task #197 so that other spectral-research packages can consume the AMSC framework without depending on ephemerides-spectral. The catalog SSOTs themselves do NOT migrate — each downstream package registers its own root via srmech.amsc.catalog.register_attested_root(path, source=...).
Public API
from srmech.amsc import (
MPRRecord, MPR_SCHEMA_VERSION, read_ndjson, write_ndjson, sha256_bytes,
Descriptor, load_descriptor, discover_descriptors, render_template, descriptor_hash,
list_attested_sources, get_attested_dataset, get_attested_descriptor,
attestation_audit, register_attested_root, list_registered_roots,
use_local_kernel, clear_local_kernel, get_local_kernel_state,
)
Cross-package catalog registration
The load-bearing API for cross-package use:
from pathlib import Path
from srmech.amsc import catalog as _amsc_catalog
_amsc_catalog.register_attested_root(
Path(__file__).resolve().parent / "_research" / "attested",
source="ephemerides-spectral",
)
Call this once at package-import time. Subsequent list_attested_sources(), get_attested_dataset(), etc. enumerate the union of srmech's own amsc/attested/ plus every registered root, in registration order. Duplicate source_key resolves first-registered-wins with a warning.
Adapter classes
Six adapters cover the realistic source space:
| adapter | class | network? |
|---|---|---|
html_scraper |
fetched | yes (BeautifulSoup) |
json_api |
fetched | yes (paginated JSON) |
csv_bulk |
fetched | yes (CSV/XYZ bulk) |
netcdf_grid |
fetched | stub (gated behind extras) |
geotiff_bbox |
fetched | stub (gated behind extras) |
literature_curated |
curated | no (NDJSON committed directly) |
The curated class never touches the network: rows are committed as data-only NDJSON and srmech synthesises full MPR attestation blocks at read time from each row's per-row DOI.
Install
pip install srmech # core (no jsonschema, no network adapters)
pip install srmech[validation] # adds jsonschema for strict data-block validation
pip install srmech[collectors] # adds requests + beautifulsoup4 for fetched adapters
pip install srmech[dev] # everything
License
GPL-3.0-or-later. See LICENSE.
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