This commit is contained in:
Daniel Knüttel 2019-07-08 11:21:51 +02:00
commit 7cd5e01ad3
5 changed files with 331 additions and 0 deletions

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c/interaction/interaction.c Normal file
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#include "interaction.h"
#include "math.h"
#define raise2(x) (x)*(x)
static float
interaction_force_function
( float r
, float * coefficients)
{
float result = 0;
int i;
for(i = 0; i < 7; i++)
{
result += coefficients[i] * powf(r, i);
}
result *= coefficients[7] * expf(coefficients[8] * (r - coefficients[9]));
result += coefficients[10] * expf(coefficients[11] * (r - coefficients[12]));
result += coefficients[13] * expf(coefficients[14] * raise2(r - coefficients[15]));
result += coefficients[16] * expf(coefficients[17] * raise2(r - coefficients[18]));
return result;
}
static void
interaction_ufunc_force
( char ** args
, npy_intp * dimensions
, npy_intp * steps
, void * data)
{
char * in = args[0]
, * out = args[1]
, * raw_coefficients = args[2];
npy_intp n = dimensions[0];
npy_intp in_step = steps[0]
, out_step = steps[1]
, raw_coefficients_steps = steps[2];
npy_intp i;
// Copy the coefficients to a safe array.
// This is because NumPy arrays are not
// necessarily cast-safe.
float coefficients[19];
for(i = 0; i < 19; i++)
{
coefficients[i] = *(float *)raw_coefficients;
raw_coefficients += raw_coefficients_steps;
}
for(i = 0; i < n; i++)
{
*(float *)out = interaction_force_function(*(float *)in, coefficients);
out += out_step;
in += in_step;
}
}
static void
interaction_ufunc_float2D
( char ** args
, npy_intp * dimensions
, npy_intp * steps
, void * data)
{
npy_intp i;
npy_intp j;
npy_intp n = dimensions[0];
char * x_old = args[0]
, * y_old = args[1]
, * p_x_old = args[2]
, * p_y_old = args[3]
, * raw_coefficients = args[4]
, * p_x_new = args[5]
, * p_y_new = args[6];
npy_intp x_old_steps = steps[0]
, y_old_steps = steps[1]
, p_x_old_steps = steps[2]
, p_y_old_steps = steps[3]
, raw_coefficients_steps = steps[4]
, p_x_new_steps = steps[5]
, p_y_new_steps = steps[6];
// Copy the coefficients to a safe array.
// This is because NumPy arrays are not
// necessarily cast-safe.
float coefficients[19];
for(i = 0; i < 19; i++)
{
coefficients[i] = *(float *)raw_coefficients;
raw_coefficients += raw_coefficients_steps;
}
// Compute the new momenta:
// Stuff we will need:
float r; // Distance between interacting particles.
float delta_x_e; // x-component of unit direction vector.
float delty_y_e; // y-component of unit direction vector.
float delta_p_x;
float delta_p_y;
// The current x_old[i], y_old[i] coordinates.
float this_x_i;
float this_y_i;
// The current x_old[j], y_old[j] coordinates.
float this_x_j;
float this_y_j;
for(i = 0; i < n; i++)
{
this_x_i = *(float *)(x_old + i*x_old_steps);
this_y_i = *(float *)(y_old + i*y_old_steps);
// copy current momenta
*(float *)(p_x_new + i*p_x_new_steps) = *(float *)(p_x_old + i*p_x_old_steps);
*(float *)(p_y_new + i*p_y_new_steps) = *(float *)(p_y_old + i*p_y_old_steps);
// compute and add the momentum offset
for(j = 0; j < i; j++)
{
this_x_j = *(float *)(x_old + j*x_old_steps);
this_y_j = *(float *)(y_old + j*y_old_steps);
// Compute distance and direction between particles i,j.
r = sqrtf(raise2(this_x_i - this_x_j) + raise2(this_y_i - this_y_j));
delta_x_e = (this_x_i - this_x_j) / r;
delty_y_e = (this_y_i - this_y_j) / r;
// Update the momenta.
delta_p_x = delta_x_e * interaction_force_function(r, coefficients);
delta_p_y = delty_y_e * interaction_force_function(r, coefficients);
*(float *)(p_x_new + i*p_x_new_steps) -= delta_p_x;
*(float *)(p_y_new + i*p_y_new_steps) -= delta_p_y;
*(float *)(p_x_new + j*p_x_new_steps) += delta_p_x;
*(float *)(p_y_new + j*p_y_new_steps) += delta_p_y;
}
}
}
static PyMethodDef InteractionMethods[] = {
{NULL, NULL, 0, NULL}
};
PyUFuncGenericFunction interaction_funcs[] =
{ &interaction_ufunc_float2D};
PyUFuncGenericFunction force_funcs[] =
{ &interaction_ufunc_force};
static char interaction_types[] =
{ NPY_FLOAT, NPY_FLOAT, NPY_FLOAT, NPY_FLOAT, NPY_FLOAT, NPY_FLOAT, NPY_FLOAT};
static char force_types[] =
{ NPY_FLOAT, NPY_FLOAT, NPY_FLOAT};
static void *interaction_data[] = {NULL};
static void *force_data[] = {NULL};
static struct PyModuleDef moduledef = {
PyModuleDef_HEAD_INIT
, "brown.interaction"
, NULL
, -1
, InteractionMethods
, NULL
, NULL
, NULL
, NULL
};
PyMODINIT_FUNC
PyInit_interaction(void)
{
PyObject * module
, * ufunc_interaction
, * ufunc_force
, * dct;
module = PyModule_Create(&moduledef);
if(!module)
{
return NULL;
}
import_array();
import_umath();
ufunc_interaction = PyUFunc_FromFuncAndDataAndSignature(
interaction_funcs
, interaction_data
, interaction_types
, 1
, 5
, 2
, PyUFunc_None
, "interaction2D"
, "Update the momenta according to the given coefficients and positions"
, 0
, "(n),(n),(n),(n),(19)->(n),(n)");
ufunc_force = PyUFunc_FromFuncAndDataAndSignature(
force_funcs
, force_data
, force_types
, 1
, 2
, 1
, PyUFunc_None
, "force_function"
, "computes the scalar force between two particles with given coefficients"
, 0
, "(n),(19)->(n)");
dct = PyModule_GetDict(module);
PyDict_SetItemString(dct, "interaction2D", ufunc_interaction);
PyDict_SetItemString(dct, "force_function", ufunc_force);
Py_DECREF(ufunc_interaction);
Py_DECREF(ufunc_force);
return module;
}

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#ifndef interaction_h
#define interaction_h
#include <Python.h>
#include <numpy/ndarraytypes.h>
#include <numpy/ufuncobject.h>
/*
* This is a quite generic force function mapping a
* distance to the magnitude of a force. The coefficients
* are an array of length 19 and the force function
* is given as:
*
* (c0 + c1*r + c2*r^2 + ... + c6*r^6) * c7 * exp(c8*(r - c9))
* + c10 * exp(c11 * (r - c12))
* + c13 * exp(c14 * (r - c15)^2)
* + c16 * exp(c17 * (r - c18)^2)
* */
static float
interaction_force_function
( float r
, float * coefficients);
static void
interaction_ufunc_float2D
( char ** args
, npy_intp * dimensions
, npy_intp * steps
, void * data);
#endif

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py/brown/__init__.py Normal file
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setup.py Normal file
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#from distutils.core import setup, Extension
#
#
#interaction = Extension("brown.interaction",
# sources = ["c/interaction/interaction.c"])
#
#setup(name = "brown",
# version = "0.0.1",
# description = "Me playing around with single-atom classical gases",
# ext_modules = [interaction],
# packages = [
# "brown"
# ],
# package_dir = {"brown": "py/brown"},
# #url="https://github.com/daknuett/python3-nf",
# author = "Daniel Knüttel",
# author_email = "daniel.knuettel@daknuett.eu")
def configuration(parent_package='', top_path=None):
from numpy.distutils.misc_util import Configuration
config = Configuration('brown'
, parent_package
, top_path)
config.add_extension('interaction', ['c/interaction/interaction.c'])
return config
if __name__ == "__main__":
from numpy.distutils.core import setup
setup(configuration=configuration)

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test.py Normal file
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from brown.interaction import interaction2D,force_function
import numpy as np
from collections import deque
from copy import copy
import matplotlib.pyplot as plt
c = np.array([5, 10, 20, 0, 0, 0, 0, 1, -2, 0, -2, -0.1, 2, 0, 0, 0, 0, 0, 0], dtype=np.float16)
x_coords = np.array([0, 1], dtype=np.float16)
y_coords = np.array([0, 0], dtype=np.float16)
x_momenta = np.array([0, 0], dtype=np.float16)
y_momenta = np.array([0, 0], dtype=np.float16)
time = np.arange(0, 5, 1, dtype=np.float16)
time_evolution = deque()
for t in time:
x_momenta, y_momenta = interaction2D(x_coords, y_coords, x_momenta, y_momenta, c)
x_coords += x_momenta
y_coords += y_momenta
time_evolution.append(copy(x_coords))
time_evolution = np.array(time_evolution)
particle_one_evolution = time_evolution[:, 0]
particle_two_evolution = time_evolution[:, 1]
#plt.subplot(2, 1, 1)
r = np.arange(0, 0.5, 0.01, dtype=np.float16)
plt.title("Force")
plt.xlabel("particle distance")
plt.ylabel("scalar force")
plt.plot(r, force_function(r, c))
#plt.subplot(2, 1, 2)
#plt.title("Particle x-positions over time")
#plt.xlabel("time")
#plt.ylabel("particle x-position")
#h0, = plt.plot(time, particle_one_evolution, label="particle 1")
#h1, = plt.plot(time, particle_two_evolution, label="particle 2")
#plt.legend(handles=[h0, h1])
plt.show()