القائمة
Quick-reference for writing TokSearch + DIII-D pipeline scripts — imports, invocation, API gotchas, and signal types
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
Read this FIRST when unsure which Signal class or data path a DIII-D quantity needs. Maps physics quantities (Ip, Wmhd, beta_N, q95, NBI power, density, Te, boundary, ...) to the correct Signal class and path, how to discover IMAS paths, and which skill to use for time-alignment/correlation. Avoids the common mistake of using PtDataSignal for a quantity that lives in MDSplus or IMAS.
fdp CLI for FDP/Pelican data access — fdp run, fdp env, fdp ls, authentication, and available DIII-D data
ImasSignal for DIII-D IMAS IDS data — leaf/prefix paths, ragged arrays, channel splitting, dimension control, and shared ImasComposer
PtDataSignal and RDataSignal for DIII-D PTDATA diagnostics — constructor args, calibration, times in milliseconds, Pipeline usage, and xarray conversion
| name | toksearch-quickstart |
| description | Quick-reference for writing TokSearch + DIII-D pipeline scripts — imports, invocation, API gotchas, and signal types |
| user-invocable | false |
| license | Apache-2.0 |
| compatibility | Claude Code |
| metadata | {"author":"GA-FDP","version":"2.0","url":"https://ga-fdp.github.io/toksearch/"} |
The canonical documentation now lives in the package docstrings.
help(toksearch) or python -c "help(toksearch)"help(toksearch_d3d) or python -c "help(toksearch_d3d)"Together they cover: imports, invocation, Pipeline lifecycle, signal types, backends, DataFrame conversion, and all critical API gotchas.