From 9db05565aa43d0458e80e062edb28a6fc8ccae91 Mon Sep 17 00:00:00 2001 From: Obvious Date: Mon, 12 Oct 2026 16:51:40 +0000 Subject: [PATCH 1/3] feat(export): IMAS-shaped replay export adapter (#49) Export-only adapter over ShotBundle v1: a static in-repo mapping from the bundle's arrays to IMAS data-dictionary paths, served by a new sibling of the USD route, GET /replay/{shot_id}/imas. The payload is the replay bundle's own values path-for-path - units converted once at this edge (MA->A, 1e20 m^-3 -> m^-3, keV->eV, MW->W, MJ->J) - never a recomputation. What the dictionary has no honest home for rides a sibling fusionlab_annotations.json: the catalog's useful/abort flags, the per-series provenance labels (measured/model/learned/computed), the machine-specific eq_inputs block, and the series IMAS cannot carry (n_e20 as line density, the Thomson radii, R_m, P_rad_MW, dWdt_MW). The IMAS payload points at the sidecar through ids_properties.comment and carries no flag or label as data. Groups the bundle lacks are omitted, never emitted as empty IDS stubs - the same graceful degradation /replay applies. Dictionary conventions were verified against the IMAS Data Dictionary (DD 4.2.x) before the conversion table locked; the vacuum_toroidal_field r0 is omitted because the bundle does not record the B_T reference radius. No new dependency. Fixes #49 Co-authored-by: Tapan Ganatma Nakkina --- fusionlab/api_replay.py | 26 ++++ fusionlab/imas_export.py | 263 +++++++++++++++++++++++++++++++++++++++ 2 files changed, 289 insertions(+) create mode 100644 fusionlab/imas_export.py diff --git a/fusionlab/api_replay.py b/fusionlab/api_replay.py index 5c5e5d0..8ac2eff 100644 --- a/fusionlab/api_replay.py +++ b/fusionlab/api_replay.py @@ -248,6 +248,32 @@ def replay_usd(shot_id: str, fmt: str = "usdc"): return FileResponse(out, filename=out.name, media_type="application/octet-stream") +@router.get("/replay/{shot_id}/imas") +async def replay_imas(shot_id: str, H: float = 1.0): + """IMAS-shaped export of the replay (export-only; IMAS is never the internal data spine — DATA_CONTRACT). + + An attachment beside the USD export: the same bundle /replay serves at IMAS + data-dictionary paths, with units converted once at this edge, plus a sibling + fusionlab_annotations for what the dictionary has no home for (archive flags, provenance + labels, logbook meta). GET, unlike the USD POST: pure serialization of served values — + nothing is written or recomputed (audit F1 applies to writes, not reads).""" + from fusionlab.imas_export import export_imas, fusionlab_annotations + bundle = await run_compute_async(partial(_replay_bundle, shot_id, H)) # the same dict /replay serves + s, src = _shot(shot_id) + body = json.dumps( + { + "imas": export_imas(s), + "fusionlab_annotations": fusionlab_annotations( + s, archive_flags=bundle["archive"], provenance=_export_provenance_map(bundle), + attribution=_attribution(s, src), + ), + }, + allow_nan=False, # strict JSON: a NaN would fail loudly here, not emit invalid JSON + ) + return Response(content=body, media_type="application/json", + headers={"Content-Disposition": f'attachment; filename="imas_{shot_id}.json"'}) + + @lru_cache(maxsize=8) # process-lifetime cache: a refetched or retrained artifact on disk is not seen until restart def _lines(shot_id: str): """Field lines for every slice of a shot in one Warp launch, plus traced q at psi_N = 0.95 beside EFIT's q95.""" diff --git a/fusionlab/imas_export.py b/fusionlab/imas_export.py new file mode 100644 index 0000000..31206b8 --- /dev/null +++ b/fusionlab/imas_export.py @@ -0,0 +1,263 @@ +"""IMAS-shaped export of a replay bundle (export-only): the ShotBundle v1 arrays at IMAS +data-dictionary paths, plus a FusionLab annotations sidecar for everything the dictionary +has no home for. Served by `GET /replay/{shot_id}/imas` (fusionlab.api_replay). + +FusionLab's internal data spine is the ShotBundle v1 (docs/DATA_CONTRACT.md) — IMAS is never +the internal format. This module is a naming discipline at the export edge, not a schema +enforcement: a static, in-repo table maps each bundle array to its IMAS path, converting +units once, here (house units m, T, MA, 1e20 m^-3, keV, MW, MJ, s -> the dictionary's +A, eV, m^-3, W, J). Values are the bundle's own — no physics is recomputed; the psi map and +the profiles_1d coordinate are un-normalised with the bundle's own axis/boundary fluxes (a +lossless linear re-labelling of psi_n, not an interpolation). Groups the bundle lacks are +omitted, never emitted as empty IDS stubs — the same graceful degradation /replay applies. + +Dictionary conventions were verified against the IMAS Data Dictionary +(imas-data-dictionary.readthedocs.io, DD 4.2.x build, accessed 2026-10-12) before this +conversion table was locked: equilibrium/global_quantities ip in A, q_95, beta_tor_norm +(defined as 100*beta_tor*a[m]*B0[T]/ip[MA] — i.e. beta_N), li_3, volume in m^3, +magnetic_axis.{r,z} in m, psi_magnetic_axis in Wb (DD 4.1 renamed psi_axis); +boundary/{outline.{r,z} in m, psi in Wb, minor_radius in m, elongation, triangularity}; +vacuum_toroidal_field/b0 in T (b0 is defined at r0 — the archive does not record the +reference radius of its B_T, so r0 is omitted rather than invented); +profiles_1d/{psi in Wb, psi_norm, f in T.m ("Diamagnetic function (F=R B_Phi)")}; +profiles_2d/psi in Wb on grid_type index 1 ("rectangular": R=dim1, Z=dim2, and the +position arrays r/z "should not be filled since they are redundant with grid/dim1 and +dim2"); pf_active.coil[i]/geometry/rectangle/{r,z,width,height} in m with geometry_type +index 2 ("rectangle"); wall/description_2d[i]/limiter/unit[j]/outline/{r,z} in m; and the +common ids_properties structure, whose `comment` is the free-text slot describing the +origin and content of the IDS. + +What has no dictionary home rides the sidecar (fusionlab_annotations): the catalog's +useful/abort bookkeeping, the per-series provenance labels (measured/model/learned/computed), +the logbook meta, and the measured series the dictionary cannot hold without bending +(line-average density, heating powers, stored energy, Thomson profiles on a major-radius +axis, the machine-specific magnetics block). The IMAS payload mentions them only in +ids_properties.comment, as a pointer to the sidecar. + +What this is not: an IMAS import, a schema-validating writer, or a forecast. The twin is +compared with MAST data — nothing here is validated or predictive. +""" + +from __future__ import annotations + +import math +from typing import Any + +import numpy as np + +from fusionlab.data.bundle import BUNDLE_VERSION, SPEC +from fusionlab.data.machine import MAST_CONFIG, MachineConfig + +GENERATOR = "FusionLab IMAS-shaped export (export-only; IMAS is never the internal data spine)" + +# House unit -> (IMAS unit, factor). The conversion happens once, here, at the export edge. +# Units and spellings follow the DD's own unit column ("T.m", "Wb", "m^3", "1" for +# dimensionless); the factors are the test oracle's business (tests/test_imas_export.py, +# with api_replay._UNIT as the oracle for the trace names it covers). +_TO_IMAS: dict[str, tuple[str, float]] = { + "MA": ("A", 1e6), + "T": ("T", 1.0), + "1e20 m^-3": ("m^-3", 1e20), + "MW": ("W", 1e6), + "MJ": ("J", 1e6), + "keV": ("eV", 1e3), + "m": ("m", 1.0), + "m^3": ("m^3", 1.0), + "T m": ("T.m", 1.0), + "Wb/rad": ("Wb", 1.0), # poloidal flux per toroidal radian: the DD's psi convention + "s": ("s", 1.0), + "": ("1", 1.0), +} + +# Per-slice 1-D scalars: bundle field -> path inside time_slice[i]. Every path is a verified +# DD path (module docstring); the comments record the definitional caveats the mapping accepts. +_TIME_SLICE: dict[str, str] = { + "Ip_MA": "global_quantities/ip", + "q95": "global_quantities/q_95", + "beta_N": "global_quantities/beta_tor_norm", # DD definition == beta_N (renamed from beta_normal, DD 4.0) + "li": "global_quantities/li_3", # the archive's EFIT li, at the DD's only internal-inductance home + "V_m3": "global_quantities/volume", + "a_m": "boundary/minor_radius", # archive scalar; the DD defines it (Rmax-Rmin)/2 of the boundary + "kappa": "boundary/elongation", + "delta": "boundary/triangularity", + "R_mag_m": "global_quantities/magnetic_axis/r", + "Z_mag_m": "global_quantities/magnetic_axis/z", + "psi_axis_Wb": "global_quantities/psi_magnetic_axis", # DD 4.1 renamed psi_axis -> psi_magnetic_axis + "psi_bnd_Wb": "boundary/psi", # global_quantities/psi_boundary is deprecated since DD 4.1 +} + +# Bundle fields with no honest IMAS home: they ride the annotations sidecar, in house units. +# Each reason is the mapping's own record — a physics field is never bent to fit. +_NO_IMAS_HOME: dict[str, str] = { + "n_e20": "line-average density: the DD holds densities as core_profiles profiles, not scalars", + "P_ohm_MW": "heating powers: equilibrium carries no power balance", + "P_nbi_MW": "heating powers: equilibrium carries no power balance", + "P_rad_MW": "heating powers: equilibrium carries no power balance", + "W_MJ": "MHD stored energy: no equilibrium home", + "dWdt_MW": "MHD stored energy: no equilibrium home", + "R_m": "geometric major radius; magnetic_axis.r carries the axis position, not this scalar", + "Te0_keV": "core scalars: core_profiles is profile-shaped, and t_e[0] would invent a grid", + "ne0_e20": "core scalars: core_profiles is profile-shaped, and n_e[0] would invent a grid", + "ts_R": "Thomson profiles are on a major-radius axis; core_profiles needs rho_tor (a recomputation)", + "ts_Te_keV": "Thomson profiles are on a major-radius axis; core_profiles needs rho_tor (a recomputation)", + "ts_ne_e20": "Thomson profiles are on a major-radius axis; core_profiles needs rho_tor (a recomputation)", + "q_mid": "q on a midplane-radius axis; profiles_1d.q's coordinate is psi, which the bundle lacks here", + "q_mid_R": "q on a midplane-radius axis; profiles_1d.q's coordinate is psi, which the bundle lacks here", + "eq_inputs": "magnetics in the machine's own sensor layout — no dictionary home", +} + + +def _nan_to_none(x: Any) -> Any: + """JSON has no NaN or Infinity: replace non-finite float leaves a tolist leaves behind with None.""" + if isinstance(x, list): + return [_nan_to_none(v) for v in x] + return None if isinstance(x, float) and not math.isfinite(x) else x + + +def _j(a: Any, nd: int = 4) -> list: + """numpy -> JSON-safe nested lists: rounded to nd decimals, NaN/inf as null. The same + rule as api_replay._j, kept local so this module stays free of the API stack.""" + a = np.round(np.asarray(a).astype(float), nd) + return _nan_to_none(a.tolist()) + + +def _set_at(d: dict, path: str, value: Any) -> None: + """value at an IMAS path like 'global_quantities/ip' inside one time-slice dict.""" + head, _, tail = path.partition("/") + if not tail: + d[head] = value + else: + _set_at(d.setdefault(head, {}), tail, value) + + +def _slice_scalars(shot: dict, i: int) -> dict: + """One time-slice's scalar fields from the static table; NaN slices are omitted, not nulled.""" + out: dict = {} + for field, path in _TIME_SLICE.items(): + if field not in shot: + continue + v = float(shot[field][i]) + if np.isfinite(v): + unit, factor = _TO_IMAS[SPEC[field].units] + _set_at(out, path, round(v * factor, 4)) + return out + + +def _psi_profiles(shot: dict, i: int, ax: float, bd: float) -> dict: + """profiles_2d + profiles_1d for slice i: the bundle's own map and F profile, un-normalised + with its own axis/boundary fluxes (lossless linear re-labelling — not an interpolation).""" + out: dict = {} + if "psi_n" in shot and np.isfinite(ax) and np.isfinite(bd): + out["profiles_2d"] = [{ + "grid_type": {"name": "rectangular", "index": 1}, # DD index 1: cylindrical R,Z, R=dim1, Z=dim2 + "grid": {"dim1": _j(shot["psi_R"]), "dim2": _j(shot["psi_Z"])}, + "psi": _j(ax + shot["psi_n"][i] * (bd - ax)), + }] + if "F_Tm" in shot and np.isfinite(ax) and np.isfinite(bd): + out["profiles_1d"] = [{ + "psi": _j(ax + shot["psi_norm"] * (bd - ax)), + "psi_norm": _j(shot["psi_norm"]), + "f": _j(shot["F_Tm"][i]), # DD: f = R B_phi, the diamagnetic function, in T.m + }] + return out + + +def export_imas(shot: dict, machine: MachineConfig = MAST_CONFIG) -> dict: + """IMAS-path-shaped export of one shot (the dict load_shot returns). + + Compares with MAST data; carries no forecast. Units convert once, here, at the export + edge; absent groups are omitted, never emitted as empty IDS stubs. See the module + docstring for the dictionary verification behind the mapping table. + """ + t = np.asarray(shot["t_s"], float) + nt = int(t.size) + if nt == 0: + raise ValueError("shot has no time slices") + + time_slice: list[dict] = [] + for i in range(nt): + sl: dict = {"time": round(float(t[i]), 4)} + sl.update(_slice_scalars(shot, i)) + if "lcfs_R" in shot: # the boundary group: LCFS outline (+ scalar shape factors above) + sl.setdefault("boundary", {})["outline"] = { + "r": _j(shot["lcfs_R"][i]), "z": _j(shot["lcfs_Z"][i]), + } + ax = float(shot["psi_axis_Wb"][i]) if "psi_axis_Wb" in shot else float("nan") + bd = float(shot["psi_bnd_Wb"][i]) if "psi_bnd_Wb" in shot else float("nan") + sl.update(_psi_profiles(shot, i, ax, bd)) + time_slice.append(sl) + + eq: dict[str, Any] = {"time": _j(t), "time_slice": time_slice} + if "B_T" in shot: + # b0 is defined at the reference radius r0; the archive does not record that radius + # for its B_T, so r0 is omitted rather than invented (noted in ids_properties.comment). + eq["vacuum_toroidal_field"] = {"b0": _j(shot["B_T"])} + + out: dict[str, Any] = {"ids_properties": {"comment": _comment(shot, machine)}, "equilibrium": eq} + + if "coil_R" in shot and np.size(shot["coil_R"]): + coils = [] + for r, z, w, h in zip(shot["coil_R"], shot["coil_Z"], shot["coil_W"], shot["coil_H"], strict=True): + if np.isfinite([r, z, w, h]).all(): + coils.append({"name": "", "geometry": { + "geometry_type": {"name": "rectangle", "index": 2}, # DD: 2 = rectangle + "rectangle": {"r": round(float(r), 4), "z": round(float(z), 4), + "width": round(float(w), 4), "height": round(float(h), 4)}, + }}) + if coils: + out["pf_active"] = {"coil": coils} + if "wall_R" in shot: + # The DD's description_2d.type has no enum value for a single limiter unit without a + # filled vessel, so type is omitted rather than mislabelled. + out["wall"] = {"description_2d": [{"limiter": {"unit": [{"name": "vessel_limiter", "outline": { + "r": _j(shot["wall_R"]), "z": _j(shot["wall_Z"])}}]}}]} + return out + + +def _comment(shot: dict, machine: MachineConfig) -> str: + """The ids_properties.comment: origin, content, honesty rule, and the sidecar pointer. + Catalog bookkeeping and provenance labels have no IMAS home — the comment only points.""" + meta = shot.get("meta", {}) or {} + sid = meta.get("shot_id", "?") + campaign = f", campaign {meta['campaign']}" if meta.get("campaign") else "" + return ( + f"FusionLab replay export of {machine.device} shot {sid} " + f"({machine.reconstruction_name} reconstruction{campaign}). An educational digital twin " + "compared with MAST data - carries no forecast; nothing here is validated or predictive. " + "Export-only: IMAS is never FusionLab's internal data spine (docs/DATA_CONTRACT.md). " + "Catalog bookkeeping (useful/abort), per-series provenance labels, logbook meta and the " + "series the dictionary has no home for are in the sibling fusionlab_annotations.json " + "sidecar of the same download. Units converted once at the export edge (house MA, " + "1e20 m^-3, keV, MW, MJ -> A, m^-3, eV, W, J); vacuum_toroidal_field/b0's reference " + "radius is not recorded by the archive and is left unset. " + f"Generated by {GENERATOR}." + ) + + +def fusionlab_annotations(shot: dict, *, archive_flags: dict, provenance: dict, + attribution: str | None = None) -> dict: + """The sibling sidecar: what the IMAS dictionary has no home for, in the house's own units. + + archive_flags: the catalog's useful/abort bookkeeping (api_replay._archive_flags) — + archive bookkeeping, not physics. provenance: the per-series labels of the replay bundle + (api_replay._export_provenance_map), the measured/model/learned/computed vocabulary. + quantities_without_imas_home: the bundle arrays the dictionary cannot hold (see + _NO_IMAS_HOME), values exactly as the bundle carries them. + """ + meta = shot.get("meta", {}) or {} + return { + "shot_id": meta.get("shot_id"), + "bundle_version": BUNDLE_VERSION, + "attribution": attribution, + "archive_flags": archive_flags, + "meta": meta, # the logbook text, verbatim — no IMAS home for it either + "provenance": provenance, + "quantities_without_imas_home": { + name: {"unit": SPEC[name].units, "values": _j(shot[name]), "note": _NO_IMAS_HOME[name]} + for name in _NO_IMAS_HOME if name in shot + }, + "note": ( + "FusionLab annotations for the sibling IMAS export. The twin is compared with " + "MAST data; nothing is validated or predictive." + ), + } From 8704dbe13304156e6a75b7c8602fbee75ff42741 Mon Sep 17 00:00:00 2001 From: Obvious Date: Mon, 12 Oct 2026 16:51:51 +0000 Subject: [PATCH 2/3] test(export): golden snapshot, unit oracle and degraded-bundle tests for the IMAS adapter - tests/test_imas_export.py: the mapping table partitions the SPEC exactly once (an IMAS home or a sidecar entry - a future field fails here until its home is decided); the conversion table is pinned against the api_replay._UNIT oracle the house already keeps; a committed golden snapshot of the shot 30166 export pins shape and values (a snapshot diff is the failure mode; regenerate with the one-liner in the module docstring); minimal and LCFS-only synthetic bundles prove degraded shots export core traces only - no empty IDS stubs; the sidecar test asserts flags, provenance, meta and unmapped series stay out of the IMAS payload, which mentions them only in the comment. - tests/test_api.py: the /replay/{id}/imas attachment equals the replay bundle at IMAS paths (factor-1 traces exactly, Ip within rounding), carries the replay's own archive flags and provenance map, is GET-only with clean 404s, and never emits a non-finite float. Full suite: 489 passed, 1 skipped (baseline 476 + 1); ruff and mypy clean. Co-authored-by: Tapan Ganatma Nakkina --- tests/fixtures/imas/golden_30166.json | 370487 +++++++++++++++++++++++ tests/test_api.py | 57 + tests/test_imas_export.py | 191 + 3 files changed, 370735 insertions(+) create mode 100644 tests/fixtures/imas/golden_30166.json create mode 100644 tests/test_imas_export.py diff --git a/tests/fixtures/imas/golden_30166.json b/tests/fixtures/imas/golden_30166.json new file mode 100644 index 0000000..edbab39 --- /dev/null +++ b/tests/fixtures/imas/golden_30166.json @@ -0,0 +1,370487 @@ +{ + "ids_properties": { + "comment": "FusionLab replay export of mast shot 30166 (EFIT reconstruction, campaign M9). An educational digital twin compared with MAST data - carries no forecast; nothing here is validated or predictive. Export-only: IMAS is never FusionLab's internal data spine (docs/DATA_CONTRACT.md). Catalog bookkeeping (useful/abort), per-series provenance labels, logbook meta and the series the dictionary has no home for are in the sibling fusionlab_annotations.json sidecar of the same download. Units converted once at the export edge (house MA, 1e20 m^-3, keV, MW, MJ -> A, m^-3, eV, W, J); vacuum_toroidal_field/b0's reference radius is not recorded by the archive and is left unset. Generated by FusionLab IMAS-shaped export (export-only; IMAS is never the internal data spine)." + }, + "equilibrium": { + "time": [ + 0.03, + 0.035, + 0.04, + 0.045, + 0.05, + 0.055, + 0.06, + 0.065, + 0.07, + 0.075, + 0.08, + 0.085, + 0.09, + 0.095, + 0.1, + 0.105, + 0.11, + 0.115, + 0.12, + 0.125, + 0.13, + 0.135, + 0.14, + 0.145, + 0.15, + 0.155, + 0.16, + 0.165, + 0.17, + 0.175, + 0.18, + 0.185, + 0.19, + 0.195, + 0.2, + 0.205, + 0.21, + 0.215, + 0.22, + 0.225, + 0.23, + 0.235, + 0.24, + 0.245, + 0.25, + 0.255, + 0.26, + 0.265, + 0.27, + 0.275, + 0.28, + 0.285, + 0.29, + 0.295, + 0.3, + 0.305, + 0.31, + 0.315, + 0.32, + 0.325, + 0.33, + 0.335, + 0.34, + 0.345, + 0.35, + 0.355, + 0.36, + 0.365, + 0.37, + 0.375, + 0.38 + ], + "time_slice": [ + { + "time": 0.03, + "global_quantities": { + "ip": 224451.2188, + "q_95": 11.955, + "beta_tor_norm": 0.3359, + "li_3": 0.8111, + "volume": 2.8295, + "magnetic_axis": { + "r": 0.6655, + "z": -0.003 + }, + "psi_magnetic_axis": 0.0654 + }, + 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params={"fmt": "parquet"}).status_code == 422 +# ---- IMAS-shaped export (issue #49): export-only, values equal the replay bundle path-for-path + + +def test_imas_export_equals_the_replay_bundle_at_imas_paths(): + """The export serves the replay's own values at IMAS dictionary paths — units converted + once at this edge, never recomputed (the /export ground rule, applied to the IMAS edge).""" + replay = client.get("/replay/30420").json() + r = client.get("/replay/30420/imas") + assert r.headers["content-type"].startswith("application/json") + assert 'filename="imas_30420.json"' in r.headers["content-disposition"] + body = r.json() + + def finite(node): # strict JSON: no NaN/inf leaked into the attachment (allow_nan=False enforces it) + if isinstance(node, float): + assert math.isfinite(node), "non-finite float in the IMAS attachment" + if isinstance(node, dict): + for v in node.values(): + finite(v) + if isinstance(node, list): + for v in node: + finite(v) + + finite(body) + eq, side = body["imas"]["equilibrium"], body["fusionlab_annotations"] + ts = eq["time_slice"][len(replay["measured"]["t_s"]) // 2] + + def at(node, path): + for part in path.split("/"): + node = node[part] + return node + + expect = {"q95": "global_quantities/q_95", "beta_N": "global_quantities/beta_tor_norm", + "kappa": "boundary/elongation", "a_m": "boundary/minor_radius", + "R_mag_m": "global_quantities/magnetic_axis/r", + "Z_mag_m": "global_quantities/magnetic_axis/z", "Ip_MA": "global_quantities/ip"} + for name, path in expect.items(): + got, want = at(ts, path), replay["measured"][name][len(replay["measured"]["t_s"]) // 2] + if name == "Ip_MA": + assert got == pytest.approx(want * 1e6, rel=1e-3), name # MA -> A, rounded at the edge + else: + assert got == want, name # factor 1: the replay's own rounded number, untouched + assert eq["time"] == replay["measured"]["t_s"] + assert ts["boundary"]["outline"]["r"] == pytest.approx(replay["lcfs"]["R"][len(replay["measured"]["t_s"]) // 2], abs=1e-3) + assert ts["profiles_2d"][0]["grid"]["dim1"] == pytest.approx(replay["psi_grid"]["R"], abs=1e-3) + assert [c["geometry"]["rectangle"]["r"] for c in body["imas"]["pf_active"]["coil"]] \ + == pytest.approx(replay["coils"]["R"], abs=1e-3) + assert side["archive_flags"] == replay["archive"] + assert side["provenance"] == api_replay._export_provenance_map(replay) + assert set(side["provenance"].values()) == {"measured", "model", "learned", "computed"} + assert side["attribution"] == replay["attribution"] + + +def test_imas_export_is_get_only_and_resolves_ids(): + assert client.post("/replay/30420/imas").status_code == 405 # a read: pure serialization, never a write + assert client.get("/replay/nope/imas").status_code == 404 + + # ---- domain shading on the measured replay (FEAT-2): the bundle carries the virtual path's own guard # and the band coordinates are exactly the flags' out-of-domain runs — one shared source, no copied numbers. diff --git a/tests/test_imas_export.py b/tests/test_imas_export.py new file mode 100644 index 0000000..eda312d --- /dev/null +++ b/tests/test_imas_export.py @@ -0,0 +1,191 @@ +"""Offline tests for the IMAS-shaped export (issue #49) on the committed FAIR-MAST cache. + +The golden snapshot pins the export's shape and values; a snapshot diff is the failure mode. +When the export changes deliberately, regenerate the snapshot and review the diff — never +hand-edit it: + + uv run python -c "import json; from fusionlab import imas_export, mast; \ +print(json.dumps(imas_export.export_imas(mast.load_shot(30166)), indent=1))" \ + > tests/fixtures/imas/golden_30166.json +""" + +import json +from pathlib import Path + +import numpy as np +import pytest + +from fusionlab import imas_export, mast +from fusionlab.data.bundle import BUNDLE_VERSION, SPEC + +GOLDEN = Path(__file__).resolve().parent / "fixtures" / "imas" / "golden_30166.json" +SHOT = 30166 + +# The mapping's non-scalar groups: fields export_imas places by hand (everything else with an +# IMAS home is in _TIME_SLICE). +_HAND_MAPPED = {"t_s", "B_T", "lcfs_R", "lcfs_Z", "psi_n", "psi_R", "psi_Z", + "F_Tm", "psi_norm", "wall_R", "wall_Z", "coil_R", "coil_Z", "coil_W", "coil_H"} + + +@pytest.fixture(scope="module") +def shot(): + if SHOT not in mast.cached_shots(): + pytest.skip("shot cache missing") + return mast.load_shot(SHOT) + + +@pytest.fixture(scope="module") +def payload(shot): + return imas_export.export_imas(shot) + + +def test_mapping_table_partitions_the_spec(): + """Every SPEC field is classified exactly once — an IMAS home or an honest sidecar entry. + A future SPEC field fails here until its home is decided, never silently unexported.""" + mapped = set(imas_export._TIME_SLICE) | _HAND_MAPPED + assert mapped | set(imas_export._NO_IMAS_HOME) == set(SPEC) + assert not mapped & set(imas_export._NO_IMAS_HOME) + + +def test_conversion_table_against_the_house_oracle(): + """api_replay._UNIT is the house's own record of its units (the oracle the spec named): + the trace units it records agree with SPEC, and each maps to the IMAS unit the DD defines.""" + from fusionlab import api_replay + for name, house in api_replay._UNIT.items(): + if name in SPEC: + assert SPEC[name].units == house, name + expected = { # bundle field -> (IMAS unit, factor), verified against the IMAS DD + "Ip_MA": ("A", 1e6), "B_T": ("T", 1.0), "q95": ("1", 1.0), "beta_N": ("1", 1.0), + "kappa": ("1", 1.0), "a_m": ("m", 1.0), "V_m3": ("m^3", 1.0), "R_mag_m": ("m", 1.0), + "Z_mag_m": ("m", 1.0), "Te0_keV": ("eV", 1e3), "ne0_e20": ("m^-3", 1e20), + "P_ohm_MW": ("W", 1e6), "W_MJ": ("J", 1e6), "F_Tm": ("T.m", 1.0), + "psi_axis_Wb": ("Wb", 1.0), "psi_bnd_Wb": ("Wb", 1.0), "t_s": ("s", 1.0), + } + for name, want in expected.items(): + assert imas_export._TO_IMAS[SPEC[name].units] == want, name + + +def test_golden_snapshot_30166(payload): + """The committed snapshot pins the export of the demo shot; a diff is the failure mode + (see the module docstring for the regeneration one-liner).""" + assert payload == json.loads(GOLDEN.read_text()) + + +def test_imas_payload_structure(payload): + eq = payload["equilibrium"] + assert set(payload) == {"ids_properties", "equilibrium", "pf_active", "wall"} + assert set(eq) == {"time", "time_slice", "vacuum_toroidal_field"} + k = eq["time_slice"][0] + assert set(k) == {"time", "global_quantities", "boundary", "profiles_1d", "profiles_2d"} + assert set(k["global_quantities"]) == {"ip", "q_95", "beta_tor_norm", "li_3", "volume", + "psi_magnetic_axis", "magnetic_axis"} + assert set(k["boundary"]) == {"outline", "psi", "minor_radius", "elongation", "triangularity"} + + +def test_values_are_the_bundles_own_converted_once(shot, payload): + """Spot-check the conversion edge: house values in, IMAS units out, nothing recomputed.""" + k = shot["t_s"].size // 2 + ts = payload["equilibrium"]["time_slice"][k] + assert ts["global_quantities"]["ip"] == round(float(shot["Ip_MA"][k]) * 1e6, 4) # MA -> A + assert ts["global_quantities"]["q_95"] == round(float(shot["q95"][k]), 4) # dimensionless + assert ts["boundary"]["minor_radius"] == round(float(shot["a_m"][k]), 4) # m -> m + assert payload["equilibrium"]["vacuum_toroidal_field"]["b0"][k] == round(float(shot["B_T"][k]), 4) + assert "r0" not in payload["equilibrium"]["vacuum_toroidal_field"] # never invented (see module docstring) + + +def test_psi_profiles_are_the_bundles_own_map_relabelled(shot, payload): + """profiles_2d/psi is psi_n un-normalised with the bundle's own axis/boundary fluxes — a + lossless linear re-labelling, not an interpolation; grid_type 1 = rectangular (R=dim1, Z=dim2).""" + k = shot["t_s"].size // 2 + ts = payload["equilibrium"]["time_slice"][k] + ax, bd = float(shot["psi_axis_Wb"][k]), float(shot["psi_bnd_Wb"][k]) + psi = np.round((ax + shot["psi_n"][k] * (bd - ax)).astype(float), 4) + got = np.array([[v if v is not None else np.nan for v in row] for row in ts["profiles_2d"][0]["psi"]]) + assert np.array_equal(got, psi) + assert ts["profiles_2d"][0]["grid_type"] == {"name": "rectangular", "index": 1} + assert np.array_equal(np.asarray(ts["profiles_2d"][0]["grid"]["dim1"]), np.round(shot["psi_R"].astype(float), 4)) + assert np.array_equal(np.asarray(ts["profiles_1d"][0]["f"]), np.round(shot["F_Tm"][k].astype(float), 4)) + + +def test_geometry_groups_map_to_verified_paths(shot, payload): + """Coils land on pf_active rectangle geometry, the vessel outline on the wall limiter + outline — the two DD paths the mapping table cites.""" + coil = payload["pf_active"]["coil"][0] + assert coil["geometry"]["geometry_type"] == {"name": "rectangle", "index": 2} + assert coil["geometry"]["rectangle"]["r"] == round(float(shot["coil_R"][0]), 4) + assert coil["geometry"]["rectangle"]["height"] == round(float(shot["coil_H"][0]), 4) + wall = payload["wall"]["description_2d"][0]["limiter"]["unit"][0] + assert np.array_equal(np.asarray(wall["outline"]["r"]), np.round(shot["wall_R"].astype(float), 4)) + + +def test_minimal_bundle_exports_core_traces_only(): + """A shot missing equilibrium, tracing, Thomson, vessel and coils exports core traces only — + no empty IDS stubs (spec criterion): no pf_active/wall, no boundary outline, no profiles.""" + nt = 5 + b = {"t_s": np.linspace(0.1, 0.5, nt), "Ip_MA": np.full(nt, 0.4), "B_T": np.full(nt, 0.6), + "n_e20": np.full(nt, 1.0), "P_ohm_MW": np.full(nt, 0.5), "P_nbi_MW": np.full(nt, 2.0), + "W_MJ": np.full(nt, 0.1), "dWdt_MW": np.full(nt, np.nan), "q95": np.full(nt, 3.0), + "beta_N": np.full(nt, 1.5), "kappa": np.full(nt, 1.6), "a_m": np.full(nt, 0.5), + "R_m": np.full(nt, 0.85), "V_m3": np.full(nt, 8.0), "meta": {"shot_id": 1}} + out = imas_export.export_imas(b) + assert set(out) == {"ids_properties", "equilibrium"} # no pf_active, no wall + eq = out["equilibrium"] + assert set(eq) == {"time", "time_slice", "vacuum_toroidal_field"} + ts = eq["time_slice"][0] + assert set(ts) == {"time", "global_quantities", "boundary"} + assert "outline" not in ts["boundary"] # scalars only — never an empty stub + + +def test_boundary_without_psi_fluxes_still_exports_the_outline(): + """A bundle carrying the LCFS but no axis/boundary fluxes exports the outline and omits + profiles_2d/1d and boundary/psi rather than emitting un-normalisable or null data.""" + nt = 3 + b = {"t_s": np.linspace(0.1, 0.3, nt), "Ip_MA": np.full(nt, 0.4), "B_T": np.full(nt, 0.6), + "n_e20": np.full(nt, 1.0), "P_ohm_MW": np.full(nt, 0.5), "P_nbi_MW": np.full(nt, 2.0), + "W_MJ": np.full(nt, 0.1), "dWdt_MW": np.full(nt, np.nan), "q95": np.full(nt, 3.0), + "beta_N": np.full(nt, 1.5), "kappa": np.full(nt, 1.6), "a_m": np.full(nt, 0.5), + "R_m": np.full(nt, 0.85), "V_m3": np.full(nt, 8.0), "meta": {}, + "lcfs_R": np.tile(np.linspace(0.3, 1.2, 8), (nt, 1)), + "lcfs_Z": np.tile(np.linspace(-0.6, 0.6, 8), (nt, 1))} + ts = imas_export.export_imas(b)["equilibrium"]["time_slice"][0] + assert set(ts["boundary"]) == {"outline", "minor_radius", "elongation"} + assert "profiles_2d" not in ts and "profiles_1d" not in ts + + +def test_sidecar_carries_what_the_dictionary_has_no_home_for(shot): + """Archive flags, provenance labels, meta and the unmapped measured series ride the + sidecar in house units; mapped fields never appear there.""" + flags, prov = {"useful": 1, "abort": 0}, {"Ip_MA": "measured", "H98": "computed"} + side = imas_export.fusionlab_annotations(shot, archive_flags=flags, provenance=prov, attribution="attr") + assert side["archive_flags"] == flags and side["provenance"] == prov + assert side["attribution"] == "attr" and side["bundle_version"] == BUNDLE_VERSION + assert side["shot_id"] == SHOT and side["meta"] == shot["meta"] + q = side["quantities_without_imas_home"] + assert q["n_e20"]["unit"] == "1e20 m^-3" and len(q["n_e20"]["values"]) == shot["t_s"].size + assert q["W_MJ"]["unit"] == "MJ" and q["ts_R"]["unit"] == "m" + assert set(q) == set(imas_export._NO_IMAS_HOME) # shot 30166 carries them all + assert "Ip_MA" not in q and "lcfs_R" not in q and "wall_R" not in q # mapped: never sidecar'd + + +def _keys(node) -> set: + """Every dict key anywhere in a nested structure (structure only — never builds a big string).""" + if isinstance(node, dict): + out = set(node) + for v in node.values(): + out |= _keys(v) + return out + if isinstance(node, list): + out: set = set() + for v in node: + out |= _keys(v) + return out + return set() + + +def test_imas_payload_carries_the_sidecars_semantics_only_in_the_comment(payload): + """Catalog bookkeeping and provenance have no IMAS home: no dict key anywhere in the + payload is a flag or a label — the comment is the pointer (spec criterion).""" + assert not {"useful", "abort", "provenance"} & _keys(payload) + comment = payload["ids_properties"]["comment"] + assert "fusionlab_annotations.json" in comment and "30166" in comment + assert "compared with MAST data" in comment and "validated or predictive" in comment From 857bff03eb55a33831f0922fc89365a24bd3dfbc Mon Sep 17 00:00:00 2001 From: Obvious Date: Mon, 12 Oct 2026 16:51:55 +0000 Subject: [PATCH 3/3] docs: IMAS is an export direction, never an import spine (#49) DATA_CONTRACT.md's "future adapter" paragraph framed IMAS as producing bundles (the import side); it now states the export direction - the /replay/{id}/imas adapter emits the bundle's own values at IMAS paths with units converted once at that edge - and the rule that IMAS is never an internal format or an import spine. Route maps in .obvious pick up the new endpoint and the imas_export module. Co-authored-by: Tapan Ganatma Nakkina --- .obvious/codebase-map.md | 1 + .obvious/obvious.md | 2 +- docs/DATA_CONTRACT.md | 8 +++++--- 3 files changed, 7 insertions(+), 4 deletions(-) diff --git a/.obvious/codebase-map.md b/.obvious/codebase-map.md index 52dd5bb..4c916f0 100644 --- a/.obvious/codebase-map.md +++ b/.obvious/codebase-map.md @@ -13,6 +13,7 @@ | `fusionlab/eq_surrogate.py` | PhysicsNeMo flux-map surrogate: 93 magnetics signals → ψ(R,Z) 65×65 | | `fusionlab/fieldlines.py` | NVIDIA Warp RK4 field-line tracer + q95 check vs EFIT | | `fusionlab/usd_export.py` | Time-sampled OpenUSD stage export (vessel, PF coils, plasma, field lines) | +| `fusionlab/imas_export.py` | IMAS-shaped JSON export of the replay bundle (units converted once at the edge) + annotations sidecar | | `fusionlab/virtual.py` | Virtual-shot engine: blind + anchored 0D re-fly, matched-pair gating | | `web/` | Static frontend, no bundler, works offline | | `web/index.html`, `app.js`, `replay.js` | App shell, tabs, replay panel | diff --git a/.obvious/obvious.md b/.obvious/obvious.md index b714d90..4ab7dec 100644 --- a/.obvious/obvious.md +++ b/.obvious/obvious.md @@ -47,7 +47,7 @@ No external services (no Postgres/Redis/etc.). The only setup prerequisite is `u See [codebase-map.md](codebase-map.md) for the folder-level table. Key entry points: `fusionlab/api.py` (app + `/health /devices /simulate /map /reactivity /`), -`fusionlab/api_replay.py` (`/shots /replay/{id}[/psi|/usd|/fieldlines] /db /surrogate /eq_surrogate`), +`fusionlab/api_replay.py` (`/shots /replay/{id}[/psi|/usd|/imas|/fieldlines] /db /surrogate /eq_surrogate`), `fusionlab/api_virtual.py` (`/virtual/gate`, `POST /virtual/{id}`), `fusionlab/physics.py` (0D engine). Optional agent (off unless `FUSIONLAB_AGENT_ENABLED` + `ANTHROPIC_API_KEY`): `fusionlab/api_agent.py` (`/agent/health /agent/chat /agent/actions/{id}/confirm /agent/protocol/ingest /agent/protocols/{id}/accept`), diff --git a/docs/DATA_CONTRACT.md b/docs/DATA_CONTRACT.md index 1825aee..520f6f4 100644 --- a/docs/DATA_CONTRACT.md +++ b/docs/DATA_CONTRACT.md @@ -173,9 +173,11 @@ Example `machine.json`, for an imaginary AUG-like machine: The bundle schema is versioned (`ShotBundle v1`, `fusionlab/data/bundle.py` — the field table in code is authoritative and drives both validation and this page). Later versions add fields and -degrade old readers gracefully; the `omas`/IMAS path is a future *adapter* that produces bundles, -not a new internal format. If your archive can emit these ~45 arrays per shot, FusionLab is -yours. +degrade old readers gracefully. IMAS is an *export* direction only: `GET /replay/{id}/imas` +(`fusionlab/imas_export.py`) emits the bundle's own values at IMAS dictionary paths — units +converted once at that edge — with an annotations sidecar for what the dictionary has no home +for. IMAS is never an internal format and never an import spine; the bundle stays the +interchange format. If your archive can emit these ~45 arrays per shot, FusionLab is yours. One last restatement of the no-validation rule, because it is the contract's soul: numbers from your bundles are replayed, compared with the 0D model and the learned corrections, and exported