simluca-blade 0.1.5

Xiaoyu's Package of SynLUCA Simulator, named after Blade, the KamenRider.

SimLUCA_Blade 🚀🧪

A simulation framework for spatiotemporal biochemical reaction systems. It lets you:

• Define reactions using a simple embedded reaction language with operator overloading.
• Build a 2D radial-slice mesh of a rotationally symmetric container and compute diffusion geometries.
• Automatically assemble RHS and sparse Jacobian (with numba JIT) for fast stiff ODE integration.
• Visualize simulation results with animations.

Units 📏⏱️:

• Length: nm
• Time: s
• 3D interpretation: revolve the 2D (x, r)-slice around r=0 to form the container.

Features ✨

• Reaction language ✍️:
  • Group species with @, build reactions with >>, compose rates with + and *.
  • Supports cytosolic (volume) species and membrane (surface) species.
• Mesh and geometry 🧱:
  • Border and interior node generation via Voronoi relaxation.
  • Delaunay triangulation, neighbor adjacency, border adjacency.
  • Geometric factors (areas/volumes) consistent with rotational symmetry.
• Diffusion 🌊:
  • Cytosolic diffusion on triangle mesh; membrane diffusion along border edges.
  • Precomputed geometry factors; efficient vectorized/numba kernels.
• Fast stiff ODE solving ⚙️:
  • solve_ivp with sparse Jacobian and numba-compiled RHS/Jacobian assembly.
• Visualization 🎥:
  • Triangles colored by cytosolic species; border edges colored by membrane species.
  • Optional mirrored view across r=0; log-scaled colorbars.

Installation 📦

Requirements:

• Python 3.9+ recommended
• Dependencies: numpy, scipy, shapely, numba, matplotlib, tqdm

Install deps:

mamba install numpy scipy shapely numba matplotlib tqdm

Install SimLUCA_Blade

pip install simluca-blade

Optional (for H.264 video export) 🎬:

• ffmpeg (macOS: brew install ffmpeg, Ubuntu: sudo apt-get install ffmpeg)

Geometry and shape file 📐

The container is defined by a 1D shape profile: each line i (starting at x=0) is the maximum radius r(x=i nm).

• File format: plain text, one floating-point radius per line.
• Resolution parameter (nm) controls density of border and interior nodes.

Example generator (rod-like shape) — see test/shape_gen.py:

# ...existing code (see test/shape_gen.py for a full example)...
with open('test/shape.txt', 'w') as f:
    # write radii line by line
    # f.write(f"{r}\n")
    ...

Quickstart ⚡

Minimal end-to-end script:

from SimLUCA_Blade import CytSubs, MemSubs, ReactionSys, SolveSystem, MakeAnimation
import numpy as np

# 1) Define species (with diffusion coefficients in nm^2/s)
Cyt_A = CytSubs("Cyt_A", diffusion_coeff=1.6e7)
Cyt_B = CytSubs("Cyt_B", diffusion_coeff=1.6e7)
Mem_M = MemSubs("Mem_M", diffusion_coeff=1e4)

# 2) Build reaction system from a shape profile
rs = ReactionSys(shape_file="test/shape.txt", resolution=30)

# 3) Add reactions: use @ to group, >> to form reaction, +/* to build rate
# Example: Cyt_A -> Mem_M with membrane-assisted term
k_bind = 1e2
k_assist = 1e7
rs.AddReaction(Cyt_A >> Mem_M, (k_bind + k_assist * Mem_M) * Cyt_A)

# Another example: Cyt_B production from Mem_M
k_prod = 2.0
rs.AddReaction(Mem_M >> Cyt_B, k_prod * Mem_M)

# 4) Prepare (build mesh, precompute diffusion, compile plans)
rs.Establish()

# 5) Initial conditions (per-site sampler functions)
rng = np.random.default_rng(0)
Cyt_A.SetInitDistribution(rng.uniform, low=0.5, high=1.0)
Cyt_B.SetInitDistribution(rng.uniform, low=0.0, high=0.2)
Mem_M.SetInitDistribution(rng.uniform, low=50.0, high=100.0)

# 6) Integrate
sol = SolveSystem(rs, t_span=(0.0, 200.0), save_every=1.0, method="Radau", atol=1e-8, rtol=1e-4)

# 7) Animate (mirror=True shows a symmetric view across r=0)
MakeAnimation(rs, sol, tri_species=Cyt_A, bor_species=Mem_M, mirror=True, save_dir="out.mp4")

Reaction language 🧩

Species classes:

• CytSubs(name, diffusion_coeff=...) — cytosolic (volume) species
• MemSubs(name, diffusion_coeff=...) — membrane (surface) species

Operators:

• Group species: A @ B produces a group
• Make a reaction: A >> B or A @ B >> C @ D
• Rate expressions: build polynomials with numbers and species
  • k * A * B + c means k·A·B + c (sets of variables multiply by union)
  • Add reactions with: ReactionSys.AddReaction(reaction, rate_expression)

Examples:

A = CytSubs("A"); B = CytSubs("B"); C = MemSubs("C")
rs.AddReaction(A @ B >> C, 1e6 * A * B)         # production on membrane
rs.AddReaction(C >> A @ B, 0.5 * C + 1.0)           # linear + constant term

API highlights 🛠️

Core exports (from SimLUCA_Blade.init):

• CytSubs, MemSubs — species types
• ReactionSys — system builder and runtime
  • Establish(animation_dir=None) builds mesh and compiles numba plans
  • Properties: N_Tri, N_Bor, CytOffset, MemOffset, NameToKindIndex, etc.
• SolveSystem(reaction_sys, t_span, ...) — integrates using scipy.integrate.solve_ivp
  • Uses sparse Jacobian and numba-accelerated evaluation
• MakeAnimation(reaction_sys, solution, tri_species, bor_species, mirror=False, save_dir=None, ...)
  • Log-scaled color maps for both mesh and border; mirrored view optional

Mesh and diffusion (from VolumeTessellation):

• Container(shape_file, resolution) — builds border and interior nodes via Voronoi relaxation, Delaunay triangulation
• DiffusionProperties(trimesh) — precomputes geometry-based factors:
  • triangle-triangle and border-border diffusion factors
  • triangle-to-membrane transfer coefficient

Performance notes 🚄

• First run includes numba warm-up; subsequent calls are fast.
• Stiff solvers (Radau/BDF) with Jacobian sparsity are recommended.
• Smaller resolution increases mesh density and cost; tune to balance accuracy and speed.

Troubleshooting 🐛

• ffmpeg not found or video save fails:
  • Install ffmpeg, or omit save_dir to just show the animation. A Pillow fallback is attempted if ffmpeg fails.
• Shapely/GEOS issues:
  • Ensure shapely is installed and a compatible GEOS is available in your environment.

Example 📁

A complete example is provided in test/test.py. It builds a MinDE system on a rod-shaped cell, runs the simulation, and saves an animation.

License 📜

See repository for licensing information.