difflow-gradient-check
Verifies that JAX gradients through a difflow unit operation or flowsheet match finite differences, and tracks down NaN or wrong gradients. Use when the user asks to check, test or debug gradients, derivatives, sensitivities or jax.grad of a difflow unit (CSTR, PFR, Flash, distillation, ...) or flowsheet, or sees NaN gradients.
Source facts
- Repository
- jkitchin/differentiable-flowsheets
- Last source activity
- October 27, 2026 at 18:09
- Detected SKILL.md language
- English
- Stars
- 16
- Forks
- 1
Install options
The review-first prompt is selected by default. You can switch to a direct command or download a local copy.
Review the source files
Read SKILL.md and any companion files shown by SkillsMP before deciding whether to install.
Showing SKILL.md
| name | difflow-gradient-check |
|---|---|
| description | Verifies that JAX gradients through a difflow unit operation or flowsheet match finite differences, and tracks down NaN or wrong gradients. Use when the user asks to check, test or debug gradients, derivatives, sensitivities or jax.grad of a difflow unit (CSTR, PFR, Flash, distillation, ...) or flowsheet, or sees NaN gradients. |