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Explicit-implicit and symplectic Euler implementations
Create field evaluation module with tokamak magnetic field model
Develop manifold analysis and visualization tools for particle trajectories
Add plotting utilities for orbit and manifold visualization
Reorganize and clean up codebase with test utilities
Diagram Walkthrough
flowchart LR
A["Field Model<br/>field_correct_test.py"] --> B["Integration Schemes"]
B --> C["cpp_sym_midpoint.py"]
B --> D["cp_sym_midpoint.py"]
B --> E["cpp_lagrange.py"]
B --> F["cpp_runge_kutta.py"]
B --> G["cpp_expl_impl.py"]
C --> H["Visualization"]
D --> H
E --> H
F --> H
G --> H
H --> I["plotale.py<br/>manifolds.py"]
Generic: Meaningful Naming and Self-Documenting Code
Objective: Ensure all identifiers clearly express their purpose and intent, making code self-documenting
Status: Ambiguous Names: Variables like z1, z2, z3, X, Y, Z, c, and loop counters with reused names reduce clarity and violate meaningful naming guidance.
Objective: To create a detailed and reliable record of critical system actions for security analysis and compliance.
Status: No Logging: The new simulation steps, root-solver calls, and field evaluations perform critical numerical actions without any audit/logging of inputs, outputs, or outcomes.
Generic: Robust Error Handling and Edge Case Management
Objective: Ensure comprehensive error handling that provides meaningful context and graceful degradation
Status: Unhandled Solver: Calls to scipy.optimize.root assume success without checking sol.success or handling failures, which may cause silent numerical errors.
Generic: Security-First Input Validation and Data Handling
Objective: Ensure all data inputs are validated, sanitized, and handled securely to prevent vulnerabilities
Status: Input Bounds: Mathematical functions (e.g., elliptic integrals, Legendre polynomials) accept raw inputs without explicit validation, relying on comments rather than enforcing domain constraints.
Referred Code
@njitdefellipe(m):
""" Compute the complete elliptic integral of the second kind. Adapted from Cephes Math Library by Stephen L. Moshier MIT License Parameters: m (float): Input parameter (0 <= x <= 1) Returns: float: Computed value of E(m) """P=np.array(
[
1.53552577301013293365e-4,
2.50888492163602060990e-3,
8.68786816565889628429e-3,
1.07350949056076193403e-2,
7.77395492516787092951e-3,
... (clipped32lines)
Consolidate duplicated code and experimental scripts
The PR should be refactored to address widespread code duplication, especially of the metric function. Additionally, temporary and experimental files like DELETE.py, the test_delete_later directory, and manifolds.py should be removed or cleaned up.
# In file 'python/cp_runge_kutta.py'metric=lambdaz: { ... } # Definition 1
...
# In file 'python/cp_sym_midpoint.py'metric=lambdaz: { ... } # Definition 2
...
# In file 'python/cpp_expl_impl.py'metric=lambdaz: { ... } # Definition 3
...
# ... and so on in 5 other files# In file 'python/DELETE.py'# ... temporary script ...# In directory 'python/test_delete_later/'# ... multiple temporary scripts ...
After:
# In a new file 'python/utils.py' or 'python/common.py'defget_metric(z):
# Centralized metric function logicreturn {
"_ii": np.array([1, z[0]**2, (1+z[0]*np.cos(z[1]))**2]),
"^ii": np.array([1, 1/z[0]**2, 1/(1+z[0]*np.cos(z[1]))**2]),
...
}
# In file 'python/cp_runge_kutta.py'from .utilsimportget_metricmetric=get_metric
...
# In file 'python/cp_sym_midpoint.py'from .utilsimportget_metricmetric=get_metric
...
# ... and so on in other files# Files 'DELETE.py' and directory 'test_delete_later/' are removed.
Suggestion importance[1-10]: 9
__
Why: This suggestion correctly identifies major structural issues, including significant code duplication of the metric function and the inclusion of numerous experimental/temporary files, which severely impact maintainability and code quality across the entire PR.
High
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PR Type
Enhancement
Description
Add multiple numerical integration schemes for charged particle dynamics
Create field evaluation module with tokamak magnetic field model
Develop manifold analysis and visualization tools for particle trajectories
Add plotting utilities for orbit and manifold visualization
Reorganize and clean up codebase with test utilities
Diagram Walkthrough
File Walkthrough
13 files
Tokamak magnetic field model implementationSymplectic midpoint integration for charged particlesClassical particle symplectic midpoint schemeVariational midpoint integrator implementationLagrange formalism integration schemeRunge-Kutta explicit integration methodExplicit-implicit hybrid integration schemeSymplectic Euler integration methodClassical particle Runge-Kutta integrationOrbit and manifold visualization utilitiesManifold analysis and trajectory visualizationSimple magnetic field models with numba optimizationLegendre polynomials and elliptic integral utilities1 files
Minor formatting and print statement additions4 files
Test script for symplectic midpoint methodTest implementation for guiding center approximationHamiltonian formalism test with implicit integrationLagrangian formalism test implementation1 files
Removed obsolete Pauli particle implementation