diff --git a/src/color/generate_spectra_rust.py b/src/color/generate_spectra_rust.py
new file mode 100755
index 0000000..5df31b5
--- /dev/null
+++ b/src/color/generate_spectra_rust.py
@@ -0,0 +1,1233 @@
+#!/usr/bin/env python3
+
+# This file is originally from the supplemental material of the paper
+# "Physically Meaningful Rendering using Tristimulus Colours" by Meng et al.
+# It has been adapted by Nathan Vegdahl to generate Rust instead of C.
+
+import numpy as np
+import scipy
+import math
+import time
+import os
+import sys
+
+try:
+    import colour.plotting as clr
+    import colour.recovery as rec
+    import colour
+    have_colour_package = True
+except:
+    print("Install colour-science using 'sudo pip install colour-science' to get xy grid plots.")
+    print("See http://www.colour-science.org for more information.")
+    have_colour_package = False
+
+# Looking at the code, it looks like "Path" is used unconditionally, so
+# matplotlib is actually just required.  Import unconditionally.
+# --Nathan V
+#try:
+#print("Install matplotlib to get plots.")
+import matplotlib.pyplot as plt
+from matplotlib.path import Path
+have_matplotlib = True
+#except:
+#    have_matplotlib = False
+    
+SPEC_FUNC = """// This file is auto-generated by generate_spectra_rust.py
+#![allow(dead_code)]
+#![cfg_attr(rustfmt, rustfmt_skip)]
+
+
+use std::f32;
+
+/// Evaluate the spectrum for xyz at the given wavelength.
+pub fn spectrum_xyz_to_p(lambda: f32, xyz: (f32, f32, f32)) -> f32
+{
+    assert!(lambda >= SPECTRUM_SAMPLE_MIN);
+    assert!(lambda <= SPECTRUM_SAMPLE_MAX);
+
+    let norm = {
+        let norm = 1.0 / (xyz.0 + xyz.1 + xyz.2);
+        if norm < f32::MAX {
+            norm
+        } else {
+            return 0.0;
+        }
+    };
+  
+    let xyy = (
+        xyz.0 * norm,
+        xyz.1 * norm,
+        xyz.1,
+    );
+
+    // rotate to align with grid
+    let uv = spectrum_xy_to_uv((xyy.0, xyy.1));
+    if uv.0 < 0.0 || uv.0 >= SPECTRUM_GRID_WIDTH as f32 || uv.1 < 0.0 || uv.1 >= SPECTRUM_GRID_HEIGHT as f32 {
+        return 0.0;
+    }
+
+    let uvi = (uv.0 as i32, uv.1 as i32);
+    assert!(uvi.0 < SPECTRUM_GRID_WIDTH);
+    assert!(uvi.1 < SPECTRUM_GRID_HEIGHT);
+    
+    let cell_idx: i32 = uvi.0 + SPECTRUM_GRID_WIDTH * uvi.1;
+    assert!(cell_idx < SPECTRUM_GRID_WIDTH * SPECTRUM_GRID_HEIGHT);
+    assert!(cell_idx >= 0);
+    
+    let cell = &SPECTRUM_GRID[cell_idx as usize];
+    let inside: bool = cell.inside;
+    let idx = &cell.idx;
+    let num: i32 = cell.num_points;
+    
+    // get linearly interpolated spectral power for the corner vertices:
+    // this clamping is only necessary if lambda is not sure to be >= SPECTRUM_SAMPLE_MIN and <= SPECTRUM_SAMPLE_MAX:
+    let sb: f32 = /*(SPECTRUM_NUM_SAMPLES as f32 - 1e-4).min(0.0.max(*/ (lambda - SPECTRUM_SAMPLE_MIN) / (SPECTRUM_SAMPLE_MAX - SPECTRUM_SAMPLE_MIN) * (SPECTRUM_NUM_SAMPLES as f32 - 1.0)/*))*/;
+    assert!(sb >= 0.0);
+    assert!(sb <= SPECTRUM_NUM_SAMPLES as f32);
+    
+    let mut p = [0.0f32; 6];
+    let sb0: i32 = sb as i32;
+    let sb1: i32 = if (sb + 1.0) < SPECTRUM_NUM_SAMPLES as f32 { sb as i32 + 1 } else { SPECTRUM_NUM_SAMPLES - 1 };
+    let sbf: f32 = sb as f32 - sb0 as f32;
+    for i in 0..(num as usize) {
+        assert!(idx[i] >= 0);
+        assert!(sb0 < SPECTRUM_NUM_SAMPLES);
+        assert!(sb1 < SPECTRUM_NUM_SAMPLES);
+        let spectrum = &SPECTRUM_DATA_POINTS[idx[i] as usize].spectrum;
+        p[i] = spectrum[sb0 as usize] * (1.0 - sbf) + spectrum[sb1 as usize] * sbf;
+    }
+    
+    let mut interpolated_p: f32 = 0.0;
+    
+    if inside { // fast path for normal inner quads:
+        let uv2 = (uv.0 - uvi.0 as f32, uv.1 - uvi.1 as f32);
+                
+        assert!(uv2.0 >= 0.0 && uv2.0 <= 1.0);
+        assert!(uv2.1 >= 0.0 && uv2.1 <= 1.0);
+        
+        // the layout of the vertices in the quad is:
+        //  2  3
+        //  0  1
+        interpolated_p = p[0] * (1.0 - uv2.0) * (1.0 - uv2.1) +
+                         p[2] * (1.0 - uv2.0) * uv2.1 +
+                         p[3] * uv2.0 * uv2.1 +
+                         p[1] * uv2.0 * (1.0 - uv2.1);
+    } else { // need to go through triangulation :(
+        // we get the indices in such an order that they form a triangle fan around idx[0].
+        // compute barycentric coordinates of our xy* point for all triangles in the fan:
+        let ex: f32 = uv.0 - SPECTRUM_DATA_POINTS[idx[0] as usize].uv.0;
+        let ey: f32 = uv.1 - SPECTRUM_DATA_POINTS[idx[0] as usize].uv.1;
+        let mut e0x: f32 = SPECTRUM_DATA_POINTS[idx[1] as usize].uv.0 - SPECTRUM_DATA_POINTS[idx[0] as usize].uv.0;
+        let mut e0y: f32 = SPECTRUM_DATA_POINTS[idx[1] as usize].uv.1 - SPECTRUM_DATA_POINTS[idx[0] as usize].uv.1;
+        let mut uu: f32 = e0x * ey - ex * e0y;
+        
+        for i in 0..(num as usize - 1) {
+            let (e1x, e1y): (f32, f32) = if i as i32 == (num - 2) { // close the circle
+                (SPECTRUM_DATA_POINTS[idx[1] as usize].uv.0 - SPECTRUM_DATA_POINTS[idx[0] as usize].uv.0,
+                SPECTRUM_DATA_POINTS[idx[1] as usize].uv.1 - SPECTRUM_DATA_POINTS[idx[0] as usize].uv.1)
+            } else {
+                (SPECTRUM_DATA_POINTS[idx[i+2] as usize].uv.0 - SPECTRUM_DATA_POINTS[idx[0] as usize].uv.0,
+                SPECTRUM_DATA_POINTS[idx[i+2] as usize].uv.1 - SPECTRUM_DATA_POINTS[idx[0] as usize].uv.1)
+            };
+            
+            let vv: f32 = ex * e1y - e1x * ey;
+            
+            // TODO: with some sign magic, this division could be deferred to the last iteration!
+            let area: f32 = e0x * e1y - e1x * e0y;
+            // normalise 
+            let u: f32 = uu / area;
+            let v: f32 = vv / area;
+            let w: f32 = 1.0 - u - v;
+            // outside spectral locus (quantized version at least) or outside grid
+            if u < 0.0 || v < 0.0 || w < 0.0 {
+                uu = -vv;
+                e0x = e1x;
+                e0y = e1y;
+                continue;
+            }
+            
+            // This seems to be the triangle we've been looking for.
+            interpolated_p = p[0] * w + p[i + 1] * v + p[if i as i32 == (num - 2) { 1 } else { i + 2 }] * u;
+            break;
+        }
+    }
+    
+    // now we have a spectrum which corresponds to the xy chromaticities of the input. need to scale according to the
+    // input brightness X+Y+Z now:
+    return interpolated_p / norm;
+}
+"""
+
+# ------------------------------------------------------------------------------
+# Color matching functions.
+# Note: The load function assumes a CSV input, where each row
+# has wavelength, x, y, z (in that order).
+# For our paper, we used the truncated set of CMF from 380nm to 780nm, CIE 1931
+# standard colorimetric observer, as recommended in CIE Technical Report
+# Colorimetry, 2004 (ISBN 3901906339). The CMF values can be found n Table T.4. 
+# of the technical report.
+#
+# The same values can be obtained by downloading 
+# the CIE 1931 2-deg. XYZ CMFS here: http://www.cvrl.org/cmfs.htm.
+# In the table, use values for wavelengths in [380, 780] and round to 6 
+# decimal places.
+# ------------------------------------------------------------------------------
+class Cmf:
+    cmf = []
+
+    @classmethod
+    def load(cls, filename):
+        cls.cmf = np.loadtxt(filename, delimiter=',')
+        assert(cls.cmf.shape[1] == 4)
+
+    @classmethod
+    def num_bins(cls):
+        return cls.cmf.shape[0]
+
+    @classmethod
+    def bin_size(cls):
+        return cls.cmf[1,0]-cls.cmf[0,0]
+
+    @classmethod
+    def wavelength(cls):
+        return cls.cmf[:,0]
+
+    @classmethod
+    def x_bar(cls):
+        return cls.cmf[:,1]
+
+    @classmethod
+    def y_bar(cls):
+        return cls.cmf[:,2]
+
+    @classmethod
+    def z_bar(cls):
+        return cls.cmf[:,3]
+
+    @classmethod
+    def xyz_from_spectrum(cls, spectrum):
+        '''As CIE instructs, we integrate using simple summation.'''
+        assert(cls.cmf.shape[0] == len(spectrum))
+        d_lambda = cls.wavelength()[1]-cls.wavelength()[0]
+
+        xyz = [0, 0, 0]
+        for x_bar, y_bar, z_bar, s in zip(cls.x_bar(), cls.y_bar(), cls.z_bar(), spectrum):
+            xyz[0] += x_bar * s
+            xyz[1] += y_bar * s
+            xyz[2] += z_bar * s
+
+        return [v * d_lambda for v in xyz]
+
+    @classmethod
+    def xyz_ee_white(cls):
+        ee_white = [1] * cls.cmf.shape[0]
+        return cls.xyz_from_spectrum(ee_white)
+
+# ------------------------------------------------------------------------------
+# Transform between color spaces.
+# ------------------------------------------------------------------------------
+class Transform:
+    # --------------------------------------------------------------------------
+    # Homogenize/dehomogenize vectors.
+    # --------------------------------------------------------------------------
+    @staticmethod
+    def hom(v2):
+        assert(len(v2) >= 2)
+        return np.matrix([[v2[0]], [v2[1]], [1]])
+
+    @staticmethod
+    def dehom(v3):
+        assert((v3.shape[0] == 3 and v3.shape[1] == 1)
+            or (v3.shape[0] == 1 and v3.shape[1] == 3))
+        v = v3.flatten().tolist()[0]
+        return [v[0]/v[2], v[1]/v[2]]
+    
+
+    # ------------------------------------------------------------------------------
+    # Convert from xyy to xyz and back.
+    # ------------------------------------------------------------------------------
+    @staticmethod
+    def xyz_from_xyy(xyy):
+        return (xyy[0] * xyy[2]/xyy[1], 
+                xyy[2], 
+                (1-xyy[0]-xyy[1]) * xyy[2]/xyy[1])
+
+
+    @staticmethod
+    def xyy_from_xyz(xyz):
+        s = sum(xyz)
+        return (xyz[0] / s, xyz[1] / s, xyz[1])
+
+    # ------------------------------------------------------------------------------
+    # Convert from srgb to xyz and back.
+    # ------------------------------------------------------------------------------
+    def xyz_from_srgb(srgb):
+        # This matrix is computed by transforming the sRGB primaries into xyz.
+        # Primaries are 
+        # red:   xy = 0.64, Y = 0.2126
+        # green: xy = 0.30, Y = 0.7152
+        # blue:  xy = 0.15, Y = 0.0722,
+        # where the luminance values are taken from HDTV Recommendation BT.709
+        # http://www.itu.int/rec/R-REC-BT.709/en
+        M = np.matrix([[ 0.41231515,  0.3576,      0.1805    ]
+                       [ 0.2126    ,  0.7152,      0.0722    ]
+                       [ 0.01932727,  0.1192,      0.95063333]])
+        return np.dot(M, srgb)
+
+    def srgb_from_xyz(xyz):
+        # This is the inverse of the above matrix.
+        M = np.matrix([[ 3.24156456, -1.53766524, -0.49870224],
+                       [-0.96920119,  1.87588535,  0.04155324],
+                       [ 0.05562416, -0.20395525,  1.05685902]])
+        return np.dot(M, xyz)
+
+    # EE-white adapted sRGB (Smits uses this).
+    def xyz_from_ergb(ergb):
+        M = np.matrix([
+            [0.496859,  0.339094,  0.164047],
+            [0.256193,  0.678188,  0.065619],
+            [0.023290,  0.113031,  0.863978]
+        ])
+        return np.dot(M, xyz)
+
+    # ------------------------------------------------------------------------------
+    # Convert from xy to xy* and back.
+    # ------------------------------------------------------------------------------
+    mat_xystar_to_xy = None
+    mat_xy_to_xystar = None
+
+    @classmethod
+    def init_xystar(cls):
+        '''xy* is a color space where the line between blue and red is horizontal.
+           Also, equal-energy white is the origin.
+           xy* depends only on the color matching functions used.'''
+        num_bins = len(Cmf.wavelength())
+
+        # Pure blue.
+        s = [0] * num_bins
+        s[0] = 1
+        xy0 = cls.xyy_from_xyz(Cmf.xyz_from_spectrum(s))
+
+        # Pure red.
+        s = [0] * num_bins
+        s[-1] = 1
+        xy1 = cls.xyy_from_xyz(Cmf.xyz_from_spectrum(s))
+
+        d = np.array(xy1[:2])-np.array(xy0[:2])
+        d /= math.sqrt(np.vdot(d, d))
+
+        # Translation to make ee-white (in xy) the origin.
+        T = np.matrix([[ 1, 0, -1/3],
+                       [ 0, 1, -1/3],
+                       [ 0, 0,    1]])
+        # Rotation to make purple line horizontal.
+        R = np.matrix([[ d[0], d[1], 0],
+                       [-d[1], d[0], 0],
+                       [    0,    0, 1]]) 
+
+        cls.mat_xy_to_xystar = np.dot(R, T)
+        cls.mat_xystar_to_xy = cls.mat_xy_to_xystar.getI()
+
+    @classmethod
+    def xystar_from_xy(cls, xy):
+        return cls.dehom(np.dot(cls.mat_xy_to_xystar, cls.hom(xy)))
+
+    @classmethod
+    def xy_from_xystar(cls, xystar):
+        return cls.dehom(np.dot(cls.mat_xystar_to_xy, cls.hom(xystar)))
+
+    # ------------------------------------------------------------------------------
+    # Convert from xy to uv and back.
+    # ------------------------------------------------------------------------------
+    mat_uv_to_xystar = None
+    mat_xystar_to_uv = None
+    mat_uv_to_xy     = None
+    mat_xy_to_uv     = None
+
+    @classmethod
+    def init_uv(cls, xystar_bbox, grid_res):
+        '''uv is derived from xy* by transforming grid points to integer coordinates.
+           uv depends on xy* and the grid used.'''
+
+        # Translate xystar bounding box min to origin.
+        T = np.matrix([[1, 0, -xystar_bbox[0][0]],
+                       [0, 1, -xystar_bbox[0][1]],
+                       [0, 0,                1]])
+
+        # Scale so that one grid cell has unit size.
+        w = xystar_bbox[1][0]-xystar_bbox[0][0]
+        h = xystar_bbox[1][1]-xystar_bbox[0][1]
+        S = np.matrix([[grid_res[0] / w, 0, 0],
+                       [0, grid_res[1] / h, 0],
+                       [0, 0, 1]])
+
+        cls.mat_xystar_to_uv = np.dot(S, T)
+        cls.mat_uv_to_xystar = cls.mat_xystar_to_uv.getI()
+        cls.mat_xy_to_uv     = np.dot(cls.mat_xystar_to_uv, cls.mat_xy_to_xystar)
+        cls.mat_uv_to_xy     = cls.mat_xy_to_uv.getI()
+
+    @classmethod
+    def uv_from_xy(cls, xy):
+        return cls.dehom(np.dot(cls.mat_xy_to_uv, cls.hom(xy)))
+
+    @classmethod
+    def xy_from_uv(cls, uv):
+        return cls.dehom(np.dot(cls.mat_uv_to_xy, cls.hom(uv)))
+
+    @classmethod
+    def uv_from_xystar(cls, xystar):
+        return cls.dehom(np.dot(cls.mat_xystar_to_uv, cls.hom(xystar)))
+
+    @classmethod
+    def xystar_from_uv(cls, uv):
+        return cls.dehom(np.dot(cls.mat_uv_to_xystar, cls.hom(uv)))
+
+# ------------------------------------------------------------------------------
+# Compute functor for all elements of data using a process pool, and call 
+# finished with (i, result) afterwards.
+# ------------------------------------------------------------------------------
+def multiprocess_progress(data, functor, finished, data_size, early_clip=None):
+    from multiprocessing import Process, current_process, Queue
+
+    num_procs = os.cpu_count()-1
+
+    def worker(wnum, input_queue, output_queue):
+        os.sched_setaffinity(0, [wnum])
+        while True:
+            try:
+                idx, value = input_queue.get(block=False)
+                if value == 'STOP':
+                    break
+                output_queue.put((idx, functor(value)))
+            except:
+                pass
+            os.sched_yield()
+
+    task_queue = Queue(2*num_procs)
+    done_queue = Queue(2*num_procs)
+
+    # Launch workers.
+    print('Running {} workers ...'.format(num_procs))
+    processes = []
+    for i in range(num_procs):
+        processes.append(Process(target = worker,
+            args = (i, task_queue, done_queue),
+            name = 'worker {}'.format(i),
+            daemon = True))
+        processes[-1].start()
+
+    # Push input data, and check for output data.
+    num_sent = 0
+    num_done = 0
+    num_clipped = 0
+    iterator = iter(data)
+    perc = 0
+
+    def print_progress(msg=None):
+        msg_str = ''
+        if msg is not None:
+            msg_str = '['+msg+']'
+        print('\033[2K\r{} sent, {} done, {} clipped, {} total ({} %) {}'.format(num_sent, 
+            num_done, num_clipped, data_size, perc, msg_str), end='')
+
+    while num_done < data_size:
+        print_progress('sending work')
+
+        while num_sent < data_size and not task_queue.full():
+            nextval = next(iterator)
+            clipped = False
+            if early_clip is not None:
+                clipped, clip_result = early_clip(num_sent, nextval)
+                if clipped:
+                    finished(num_sent, clip_result)
+                    num_clipped += 1
+                    num_done += 1
+
+            if not clipped:
+                task_queue.put((num_sent, nextval))
+
+            num_sent += 1
+            os.sched_yield()
+
+        while True:
+            try:
+                i, result = done_queue.get(block=False)
+                finished(i, result)
+                num_done += 1
+                perc = int(num_done / data_size * 100)
+                print_progress('collecting results')
+            except:
+                break;
+            time.sleep(0)
+
+        print_progress()
+        time.sleep(0)
+
+    # Terminate workers.
+    for i in range(num_procs):
+        task_queue.put((-1, 'STOP'))
+
+    for p in processes:
+        p.join()
+
+    print('\n ... done')
+
+# ------------------------------------------------------------------------------
+# Given a color in XYZ, determine a smooth spectrum that corresponds to that 
+# color.
+# ------------------------------------------------------------------------------
+def find_spectrum(xyz):
+    from scipy.optimize import minimize
+    
+    # As an objective, we use a similar roughness term as Smits did.
+    def objective(S):
+        roughness = 0
+        for i in range(len(S)-1):
+            roughness += (S[i]-S[i+1])**2
+        # Note: We found much better convergence with the square term!
+        # roughness = math.sqrt(roughness)
+        return roughness
+
+    num_bins = Cmf.num_bins()
+    x0       = [1] * num_bins
+    
+    # Constraint: Match XYZ values.
+    cnstr = { 
+        'type': 'eq', 
+        'fun': lambda s: (np.array(Cmf.xyz_from_spectrum(s))-xyz)
+    }
+
+    # We want positive spectra.
+    bnds = [(0, 1000)] * num_bins
+    
+    res = minimize(objective, x0, method='SLSQP', constraints=cnstr, 
+                   bounds=bnds, options={"maxiter": 2000, "ftol": 1e-10})
+    if not res.success:
+        err_message = 'Error for xyz={} after {} iterations: {}'.format(xyz, res.nit, res.message)
+        return ([0] * num_bins, True, err_message)
+    else:
+        # The result may contain some very tiny negative values due 
+        # to numerical issues. Clamp those to 0.
+        return ([max(x, 0) for x in res.x], False, "")
+
+
+# ------------------------------------------------------------------------------
+# Get the boundary of the horseshoe as a path in xy*.
+# ------------------------------------------------------------------------------
+def horseshoe_path():
+    verts = []
+    codes = []
+
+    d_lambda = Cmf.wavelength()[1]-Cmf.wavelength()[0]
+    for x, y, z in zip(Cmf.x_bar(), Cmf.y_bar(), Cmf.z_bar()):
+        xyz    = [x*d_lambda, y*d_lambda, z*d_lambda]
+        xyY    = Transform.xyy_from_xyz(xyz)
+        xystar = Transform.xystar_from_xy(xyY[:2])
+        verts.append(xystar)
+        codes.append(Path.LINETO)
+
+    codes[0] = Path.MOVETO
+    codes.append(Path.CLOSEPOLY)
+
+    vx = [x for (x, y) in verts]
+    vy = [y for (x, y) in verts]
+    bbox = [ (min(vx), min(vy)), (max(vx), max(vy)) ]
+
+    verts.append((0,0))
+    return (Path(verts, codes), bbox)
+
+# ------------------------------------------------------------------------------
+# Grid data structures.
+# ------------------------------------------------------------------------------
+
+class DataPoint:
+    def __init__(self):
+        self.xystar             = (0, 0)
+        self.uv                 = (0, 0)
+        self.Y                  = 0
+        self.spectrum           = [0]
+        self.M                  = 0
+        self.inside             = False
+        self.equal_energy_white = False
+        self.broken             = False
+
+    def update_uv(self):
+        self.uv = Transform.uv_from_xystar(self.xystar)
+
+class GridCell:
+    def __init__(self):
+        self.indices   = []
+        self.triangles = []
+        self.inside    = True
+
+# binary search to find intersection
+def find_intersection(p0, p1, i0, i1, clip_path):
+    delta = p1-p0
+    if np.linalg.norm(delta) < 0.0001:
+        # Points are very close, terminate.
+        # Move new intersection slightly into the gamut.
+        delta *= 0.998
+        if i0:
+            return p1 - delta
+        else:
+            return p0 + delta
+
+    p01 = 0.5 * (p0 + p1)
+    i01 = clip_path.contains_point(p01)
+    if i0 != i01:
+        return find_intersection(p0, p01, i0, i01, clip_path)
+    elif i1 != i01:
+        return find_intersection(p01, p1, i01, i1, clip_path)
+    else:
+        print ("something wrong here")
+        return p01
+
+def clip_edge(d0, d1, clip_path):
+    from operator import xor
+    if not xor(d0.inside, d1.inside):
+        return (False, None)
+
+    p0 = np.array(d0.xystar)
+    p1 = np.array(d1.xystar)
+    p  = find_intersection(p0, p1, d0.inside, d1.inside, clip_path)
+    
+    data_point        = DataPoint()
+    data_point.xystar = p
+    data_point.inside = True
+
+    return (True, data_point)
+
+def generate_xystar_grid(scale):
+    print("Generating clip path ...")
+    clip_path, bbox = horseshoe_path()
+
+    # We know that xy(1/3, 1/3) = xystar(0, 0) must be a grid point.
+    # subdivide the rectangle between that and the purest red regularly with res.
+    # Note: This can be freely chosen, but we found 6,4 to be a reasonable value.
+    res          = (6, 4)
+    white_xystar = [0, 0]
+    step_x       = abs(white_xystar[0]-bbox[1][0]) / res[0]
+    step_y       = abs(white_xystar[1]-bbox[0][1]) / res[1]
+
+    # Find bbox top left corner so that the whole diagram is contained.
+    add_x = int(math.ceil(abs(white_xystar[0]-bbox[0][0]) / step_x))
+    add_y = int(math.ceil(abs(bbox[1][1]-white_xystar[1]) / step_y))
+
+    # The index of white - we will set this spectrum to equal energy white.
+    white_idx = (add_x, res[1])
+
+    grid_res = (res[0] + add_x, res[1] + add_y)
+    bbox = [
+        # min
+        (white_xystar[0]- step_x * add_x, bbox[0][1]),
+        # max
+        (bbox[1][0], white_xystar[1] + step_y * add_y)
+    ]
+
+    grid        = [GridCell() for i in range(grid_res[0] * grid_res[1])]
+    data_points = []
+
+    # Generate grid points.
+    print(" Generating grid points in xy* ...")
+    for (x,y) in [(x,y) for y in range(grid_res[1]+1) for x in range(grid_res[0]+1)]:
+        data_point        = DataPoint()
+        data_point.xystar = (bbox[0][0] + step_x * x, bbox[0][1] + step_y * y)
+
+        if (x, y) == white_idx:
+            # Numerically, we want the white point to be at xy = (1/3, 1/3).
+            delta = np.array(data_point.xystar) - np.array(white_xystar)
+            assert(np.dot(delta, delta) < 1e-7)
+            data_point.equal_energy_white = True
+
+        # Clip on horseshoe.
+        if clip_path.contains_point(data_point.xystar) \
+            or (x > 0 and y == 0): # Special case for purple line.
+            data_point.inside = True
+
+        new_idx = len(data_points)
+        data_points.append(data_point)
+    
+        # Add new index to this all four adjacent cells.
+        for (cx, cy) in [(x-dx, y-dy) for dy in range(2) for dx in range(2)]:
+            if cx >= 0 and cx < grid_res[0] and cy >= 0 and cy < grid_res[1]:
+                cell = grid[cy * grid_res[0] + cx]
+                cell.indices.append(new_idx)
+                cell.inside = cell.inside and data_point.inside
+
+    # Clip grid cells against horseshoe.
+    print(" Clipping cells to xy gamut ...")
+    for (x, y) in [(x, y) for x in range(grid_res[0]) for y in range(grid_res[1])]:
+        cell = grid[y * grid_res[0] + x]
+
+        # No need to clip cells that are completely inside.
+        if cell.inside:
+            continue
+
+        # We clip the two outgoing edges of each point:
+        #
+        # d2
+        #  .
+        # d0 . d1
+        # Note: We assume here that data_points was generated as a regular
+        #       grid in row major order.
+        d0 = data_points[(y+0)*(grid_res[0]+1)+(x+0)]
+        d1 = data_points[(y+0)*(grid_res[0]+1)+(x+1)]
+        d2 = data_points[(y+1)*(grid_res[0]+1)+(x+0)]
+
+        (clipped_h, p_h) = clip_edge(d0, d1, clip_path)
+        if clipped_h:
+            new_idx = len(data_points)
+            data_points.append(p_h)
+            cell.indices.append(new_idx)
+            if y > 0:
+                grid[(y-1) * grid_res[0] + x].indices.append(new_idx)
+
+        (clipped_v, p_v) = clip_edge(d0, d2, clip_path)
+        if clipped_v:
+            new_idx = len(data_points)
+            data_points.append(p_v)
+            cell.indices.append(new_idx)
+            if x > 0:
+                grid[y * grid_res[0] + x - 1].indices.append(new_idx)
+
+    # Compact grid points (throw away points that are not inside).
+    print(" Compacting grid ...")
+    new_data_points = []
+    new_indices = []
+    prefix = 0
+    for data_point in data_points:
+        if data_point.inside:
+            new_indices.append(prefix)
+            new_data_points.append(data_point)
+            prefix += 1
+        else:
+            new_indices.append(-1)
+    data_points = new_data_points
+
+    for gridcell in grid:
+        new_cell_indices = []
+        for index in range(len(gridcell.indices)):
+            old_index = gridcell.indices[index]
+            if new_indices[old_index] >= 0:
+                new_cell_indices.append(new_indices[old_index])
+        gridcell.indices = new_cell_indices[:]
+
+    # Scale points down towards white point to avoid singular spectra.
+    for data_point in data_points:
+        data_point.xystar = [v * scale for v in data_point.xystar]
+
+    bbox[0] = [v * scale for v in bbox[0]]
+    bbox[1] = [v * scale for v in bbox[1]]
+
+    return data_points, grid, grid_res, bbox
+
+# Plot the grid.
+def plot_grid(filename, data_points, grid, bbox_xystar, xystar=True):
+    if not have_matplotlib or not have_colour_package:
+        return
+
+    print("Plotting the grid ...")
+
+    plt.figure()
+    # Draw a nice chromaticity diagram.
+    clr.CIE_1931_chromaticity_diagram_plot(standalone=False)
+    clr.canvas(figure_size=(7,7))
+
+    # Show the sRGB gamut.
+    color_space = clr.get_RGB_colourspace('sRGB')
+    x = color_space.primaries[:,0].tolist()
+    y = color_space.primaries[:,1].tolist()
+    plt.fill(x, y, color='black', label='sRGB', fill=False)
+
+    # Draw crosses into all internal grid cells.
+    # for gridcell in grid:
+    #     if len(gridcell.indices) > 0 and gridcell.inside:
+    #         if xystar:
+    #             pointx = sum([data_points[i].xystar[0] for i in gridcell.indices])
+    #             pointy = sum([data_points[i].xystar[1] for i in gridcell.indices])
+    #             pointx /= len(gridcell.indices)
+    #             pointy /= len(gridcell.indices)
+    #             (pointx, pointy) = Transform.xy_from_xystar((pointx, pointy))
+    #             plt.plot(pointx, pointy, "x", color="black")
+    #         else:
+    #             pointx = sum([data_points[i].uv[0] for i in gridcell.indices])
+    #             pointy = sum([data_points[i].uv[1] for i in gridcell.indices])
+    #             pointx /= len(gridcell.indices)
+    #             pointy /= len(gridcell.indices)
+    #             (pointx, pointy) = Transform.xy_from_uv((pointx, pointy))
+    #             plt.plot(pointx, pointy, "x", color="black")
+ 
+    # Draw data points.
+    for i, data_point in enumerate(data_points):
+        if xystar:
+            p = Transform.xy_from_xystar(data_point.xystar)
+        else:
+            p = Transform.xy_from_uv(data_point.uv)
+
+        if data_point.equal_energy_white:
+            plt.plot(p[0], p[1], "o", color="white", ms=4)
+        elif data_point.broken:
+            plt.plot(p[0], p[1], "o", color="red", ms=4)
+        else:
+            plt.plot(p[0], p[1], "o", color="green", ms=4)
+
+        # Show grid point indices, for debugging.
+        # plt.text(p[0]+0.01, p[1]-0.01, '{}'.format(i))
+
+    bp0 = Transform.xy_from_xystar([bbox_xystar[0][0], bbox_xystar[0][1]])
+    bp1 = Transform.xy_from_xystar([bbox_xystar[0][0], bbox_xystar[1][1]])
+    bp2 = Transform.xy_from_xystar([bbox_xystar[1][0], bbox_xystar[1][1]])
+    bp3 = Transform.xy_from_xystar([bbox_xystar[1][0], bbox_xystar[0][1]])
+    plt.plot([bp0[0], bp1[0], bp2[0], bp3[0], bp0[0]],
+             [bp0[1], bp1[1], bp2[1], bp3[1], bp0[1]],
+             label="Grid Bounding Box")
+
+    plt.xlabel('$x$')
+    plt.ylabel('$y$')
+
+    plt.legend()
+    plt.savefig(filename)
+
+# ------------------------------------------------------------------------------
+# Compute spectra for all data points.
+# ------------------------------------------------------------------------------
+def compute_spectrum(data_point):
+    xy = Transform.xy_from_uv(data_point.uv)
+
+    # Set luminance to y. This means that X+Y+Z = 1, 
+    # since y = Y / (X+Y+Z) = y / (X+Y+Z).
+    xyY = [xy[0], xy[1], xy[1]]
+    xyz = Transform.xyz_from_xyy(xyY)
+
+    spectrum = []
+    broken   = False
+
+    if data_point.equal_energy_white:
+        # Since we want X=Y=Z=1/3 (so that X+Y+Z=1), the equal-energy white 
+        # spectrum we want is 1/(3 int(x)) for x color matching function.
+        spectrum = [1 / (3 * Cmf.xyz_ee_white()[0])] * Cmf.num_bins()
+    else:
+        spectrum, broken, message = find_spectrum(xyz)
+
+        if broken:
+            print("Couldn't find a spectrum for uv=({uv[0]},{uv[1]})".format(uv=data_point.uv))
+            print(message)
+
+    xyz = Cmf.xyz_from_spectrum(spectrum)
+    sum = xyz[0] + xyz[1] + xyz[2]
+    if sum > 1.01 or sum < 0.99:
+        print('Invalid brightness {} for uv=({uv[0]},{uv[1]})'.format(sum, uv=data_point.uv))
+
+    return (spectrum, broken)
+
+
+# ------------------------------------------------------------------------------
+
+def compute_spectra(data_points):
+    print('Computing spectra ...')
+
+    def finished(i, result):
+        data_points[i].spectrum = result[0]
+        data_points[i].broken   = result[1]
+
+    multiprocess_progress(data_points, compute_spectrum, finished, len(data_points))
+
+
+# ------------------------------------------------------------------------------
+# Plot some of our fitted spectra.
+# Plot to multiple output files, since there are so many spectra.
+# ------------------------------------------------------------------------------
+def plot_spectra(data_points):
+    if not have_matplotlib or not have_colour_package:
+        return
+
+    print('Plotting spectra ...')
+    plots_per_file = 15
+
+    #plt.figure(figsize=(12, 16))
+
+    cur_page = -1
+    ax_shape = (17, 4)
+    axes = None
+    for i, data_point in enumerate(data_points):
+        page_size =(ax_shape[0]*ax_shape[1])
+        page = i // page_size
+        if page > cur_page:
+            if cur_page >= 0:
+                plt.savefig('spectra_{}.svg'.format(cur_page))
+            fig, axes = plt.subplots(ax_shape[0], ax_shape[1], figsize=(14, 18))
+            cur_page = page
+
+        j = i % page_size
+        row = j % axes.shape[0]
+        col = j // axes.shape[0]
+        print(row, col)
+
+        if row >= axes.shape[0] or col >= axes.shape[1]:
+            print('cannot plot spectrum', i)
+            continue
+
+        ax = axes[row,col]
+
+        xy = Transform.xy_from_uv(data_point.uv)
+        # take a copy, we're going to normalise it
+        s = data_point.spectrum[:]
+        max_val = 0
+        for j in range(len(s)):
+            if s[j] > max_val:
+                max_val = s[j];
+        if max_val > 0:
+            for j in range(len(s)):
+                s[j] = s[j]/max_val
+        ax.plot(Cmf.wavelength(), s, color='black', lw=2)
+        ax.set_ylim(-0.01, 1.1)
+        ax.set_yticklabels([])
+        ax.set_xticklabels([])
+
+        perc = int((i+1) / len(data_points) * 100)
+        print(' {} / {} ({} %)             \r'.format((i+1), len(data_points), perc), end='')
+    plt.savefig('spectra_{}.svg'.format(cur_page))
+
+    print('\n... done')
+
+# ------------------------------------------------------------------------------
+# Write spectral data
+# ------------------------------------------------------------------------------
+def write_output(data_points, grid, grid_res, filename):
+    print('Write output ...')
+    with open(filename, 'w') as f:
+        lambda_min       = Cmf.wavelength()[0]
+        lambda_max       = Cmf.wavelength()[-1]
+        num_spec_samples = Cmf.num_bins()
+        spec_bin_size    = Cmf.bin_size()
+        
+        f.write(SPEC_FUNC)
+        f.write('\n\n')
+        f.write('/// This is 1 over the integral over either CMF.\n')
+        f.write('/// Spectra can be mapped so that xyz=(1,1,1) is converted to constant 1 by\n')
+        f.write('/// dividing by this value. This is important for valid reflectances.\n')
+        f.write('pub const EQUAL_ENERGY_REFLECTANCE: f32 = {};'.format(1/max(Cmf.xyz_ee_white())));
+        
+        f.write('\n\n')
+        f.write('// Basic info on the spectrum grid.\n')
+        f.write('const SPECTRUM_GRID_WIDTH: i32 = {};\n'.format(grid_res[0]))
+        f.write('const SPECTRUM_GRID_HEIGHT: i32 = {};\n'.format(grid_res[1]))
+        f.write('\n')
+        
+        f.write('// The spectra here have these properties.\n')
+        f.write('pub const SPECTRUM_SAMPLE_MIN: f32 = {};\n'.format(lambda_min))
+        f.write('pub const SPECTRUM_SAMPLE_MAX: f32 = {};\n'.format(lambda_max))
+        f.write('const SPECTRUM_BIN_SIZE: f32 = {};\n'.format(spec_bin_size))
+        f.write('const SPECTRUM_NUM_SAMPLES: i32 = {};\n'.format(num_spec_samples))
+        f.write('\n')
+
+        # Conversion routines xy->xystar and xy->uv and back.
+        f.write('// xy* color space.\n')
+        f.write('const SPECTRUM_MAT_XY_TO_XYSTAR: [f32; 6] = [\n')
+        f.write('    {m[0]}, {m[1]}, {m[2]},\n    {m[3]}, {m[4]}, {m[5]}\n'
+            .format(m=Transform.mat_xy_to_xystar[:2,:].flatten().tolist()[0]))
+        f.write('];\n')
+        f.write('const SPECTRUM_MAT_XYSTAR_TO_XY: [f32; 6] = [\n')
+        f.write('    {m[0]}, {m[1]}, {m[2]},\n    {m[3]}, {m[4]}, {m[5]}\n'
+            .format(m=Transform.mat_xystar_to_xy[:2,:].flatten().tolist()[0]))
+        f.write('];\n')
+        
+        f.write('// uv color space.\n')
+        f.write('const SPECTRUM_MAT_XY_TO_UV: [f32; 6] = [\n')
+        f.write('    {m[0]}, {m[1]}, {m[2]},\n    {m[3]}, {m[4]}, {m[5]}\n'
+            .format(m=Transform.mat_xy_to_uv[:2,:].flatten().tolist()[0]))
+        f.write('];\n')
+        f.write('const SPECTRUM_MAT_UV_TO_XY: [f32; 6] = [\n')
+        f.write('    {m[0]}, {m[1]}, {m[2]},\n    {m[3]}, {m[4]}, {m[5]}\n'
+            .format(m=Transform.mat_uv_to_xy[:2,:].flatten().tolist()[0]))
+        f.write('];\n')
+        
+        f.write('// apply a 3x2 matrix to a 2D color.\n')
+        f.write('fn spectrum_apply_3x2(matrix: &[f32; 6], src: (f32, f32)) -> (f32, f32) {\n')
+        f.write('    (matrix[0] * src.0 + matrix[1] * src.1 + matrix[2],\n')
+        f.write('    matrix[3] * src.0 + matrix[4] * src.1 + matrix[5])\n')
+        f.write('}\n')
+        
+        f.write('// Concrete conversion routines.\n')
+        f.write('fn spectrum_xy_to_xystar(xy: (f32, f32)) -> (f32, f32) {\n')
+        f.write('    spectrum_apply_3x2(&SPECTRUM_MAT_XY_TO_XYSTAR, xy)\n')
+        f.write('}\n')
+        f.write('fn spectrum_xystar_to_xy(xystar: (f32, f32)) -> (f32, f32) {\n')
+        f.write('    spectrum_apply_3x2(&SPECTRUM_MAT_XYSTAR_TO_XY, xystar)\n')
+        f.write('}\n')
+        f.write('fn spectrum_xy_to_uv(xy: (f32, f32)) -> (f32, f32) {\n')
+        f.write('    spectrum_apply_3x2(&SPECTRUM_MAT_XY_TO_UV, xy)\n')
+        f.write('}\n')
+        f.write('fn spectrum_uv_to_xy(uv: (f32, f32)) -> (f32, f32) {\n')
+        f.write('    spectrum_apply_3x2(&SPECTRUM_MAT_UV_TO_XY, uv)\n')
+        f.write('}\n')
+        
+        f.write('// Grid cells. Laid out in row-major format.\n')
+        f.write('// num_points = 0 for cells without data points.\n')
+        f.write('#[derive(Copy, Clone)]\n')
+        f.write('struct SpectrumGridCell {\n')
+        f.write('    inside: bool,\n')
+        f.write('    num_points: i32,\n')
+        max_num_idx = 0
+        for c in grid:
+            if len(c.indices) > max_num_idx:
+                max_num_idx = len(c.indices)
+        f.write('\tidx: [i32; {}],\n'.format(max_num_idx))
+        f.write('}\n\n')
+        
+        # Count grid cells
+        grid_cell_count = 0
+        for (x, y) in [(x,y) for y in range(grid_res[1]) for x in range(grid_res[0])]:
+            grid_cell_count += 1
+        
+        # Write grid cells
+        f.write('const SPECTRUM_GRID: [SpectrumGridCell; {}] = [\n'.format(grid_cell_count))
+        cell_strings = []
+        for (x, y) in [(x,y) for y in range(grid_res[1]) for x in range(grid_res[0])]:
+            cell = grid[y * grid_res[0] + x]
+            # pad cell indices with -1.
+            padded_indices = cell.indices[:] + [-1] * (max_num_idx-len(cell.indices))
+                    
+            num_inside = len(cell.indices)
+            if num_inside > 0:
+                idx_str = ', '.join(map(str, padded_indices))
+                if cell.inside and num_inside == 4:
+                    cell_strings.append('    SpectrumGridCell {{ inside: true, num_points: {}, idx: [{}] }}'.format(num_inside, idx_str))
+                else:
+                    cell_strings.append('    SpectrumGridCell {{ inside: false, num_points: {}, idx: [{}] }}'.format(num_inside, idx_str))
+            else:
+                cell_strings.append('    SpectrumGridCell {{ inside: false, num_points: 0, idx: [{}] }}'.format(', '.join(['-1'] * max_num_idx)))
+        f.write(',\n'.join(cell_strings))
+        f.write('\n];\n\n')
+        
+        f.write('// Grid data points.\n')
+        f.write('#[derive(Copy)]\n')
+        f.write('struct SpectrumDataPoint {\n')
+        f.write('    xystar: (f32, f32),\n')
+        f.write('    uv: (f32, f32),\n')
+        f.write('    spectrum: [f32; {}], // X+Y+Z = 1\n'.format(num_spec_samples))
+        f.write('}\n\n')
+        f.write("impl Clone for SpectrumDataPoint {\n"
+                "    fn clone(&self) -> SpectrumDataPoint {\n"
+                "        *self\n"
+                "    }\n"
+                "}\n\n"
+        )
+        data_point_strings = []
+        data_point_count = 0
+        for p in data_points:
+            data_point_count += 1
+            spec_str = ', '.join(["{:f}".format(v) for v in list(p.spectrum)])
+            data_point_strings.append(
+                "    SpectrumDataPoint {{\n"
+                "        xystar: ({p.xystar[0]}, {p.xystar[1]}),\n"
+                "        uv: ({p.uv[0]}, {p.uv[1]}),\n"
+                "        spectrum: [{spec}],\n"
+                "    }}".format(p=p, spec=spec_str)
+            )
+        f.write('const SPECTRUM_DATA_POINTS: [SpectrumDataPoint; {}] = [\n'.format(data_point_count))
+        f.write(',\n'.join(data_point_strings))
+        f.write('\n];\n\n')
+
+
+        f.write('// Color matching functions.\n')
+        f.write('const CMF_WAVELENGTH: [f32; {}] = [\n'.format(len(Cmf.wavelength())))
+        f.write('    {}\n'.format(', '.join(str(v) for v in Cmf.wavelength())))
+        f.write('];\n')
+        f.write('const CMF_X: [f32; {}] = [\n'.format(len(Cmf.x_bar())))
+        f.write('    {}\n'.format(', '.join(str(v) for v in Cmf.x_bar())))
+        f.write('];\n')
+        f.write('const CMF_Y: [f32; {}] = [\n'.format(len(Cmf.y_bar())))
+        f.write('    {}\n'.format(', '.join(str(v) for v in Cmf.y_bar())))
+        f.write('];\n')
+        f.write('const CMF_Z: [f32; {}] = [\n'.format(len(Cmf.z_bar())))
+        f.write('    {}\n'.format(', '.join(str(v) for v in Cmf.z_bar())))
+        f.write('];\n\n')
+        f.write('fn xyz_from_spectrum(spectrum: &[f32]) -> (f32, f32, f32) {\n')
+        f.write('    let mut xyz = (0.0, 0.0, 0.0);\n')
+        f.write('    for i in 0..(SPECTRUM_NUM_SAMPLES as usize) {\n')
+        f.write('        xyz.0 += spectrum[i] * CMF_X[i];\n')
+        f.write('        xyz.1 += spectrum[i] * CMF_Y[i];\n')
+        f.write('        xyz.2 += spectrum[i] * CMF_Z[i];\n')
+        f.write('    }\n')
+        f.write('    xyz.0 *= SPECTRUM_BIN_SIZE;\n')
+        f.write('    xyz.1 *= SPECTRUM_BIN_SIZE;\n')
+        f.write('    xyz.2 *= SPECTRUM_BIN_SIZE;\n')
+        f.write('    return xyz;\n')
+        f.write('}\n\n')
+    
+    print(' ... done')
+
+# ------------------------------------------------------------------------------
+# We need to triangulate along the spectral locus, since our regular grid
+# cannot properly capture this edge.
+# ------------------------------------------------------------------------------
+def create_triangle_fans(grid):
+    print("generating triangle fans...")
+    for cell in grid:
+        num_points = len(cell.indices)
+        # skip trivial inner cells (full quad interpolation)\n",
+        if len(cell.indices) == 4 and cell.inside:
+            # these could be sorted here, too. but turns out we always get them in scanline order
+            # so we will know exactly how to treat them in the exported c code.
+            continue
+
+        # triangulate hard cases (irregular quads + n-gons, 5-gons in practice)
+        if num_points > 0:
+            # used for delaunay or plotting:\n",
+            points = np.array([data_points[cell.indices[i]].xystar for i in range(num_points)])
+            centroid = (sum(points[:,0])/num_points, sum(points[:,1])/num_points)
+            dp = DataPoint()
+            dp.xystar = centroid
+            dp.update_uv()
+            index = len(data_points)
+            data_points.append(dp)
+
+            # create triangle fan:
+            pts = [(points[i], i, cell.indices[i], math.atan2((points[i]-centroid)[1], (points[i]-centroid)[0])) for i in range(num_points)]
+            pts = sorted(pts, key=lambda pt: pt[3])
+            # print('sorted {}'.format([pts[i][2] for i in range(num_points)]))
+            cell.indices = [index] + [pts[i][2] for i in range(num_points)]
+            # print('indices: {}'.format(cell.indices))
+            num_points = num_points + 1;
+            # do that again with the new sort order:
+            # points = np.array([data_points[cell.indices[i]].xystar for i in range(num_points)])
+            # now try triangle fan again with right pivot
+            cell.triangles = [[0, i+1, i+2] for i in range(len(cell.indices)-2)]
+
+# ------------------------------------------------------------------------------
+# Compute a high-resolution reflectance map. This map contains, for all
+# possible values of (xy), the largest value Y for which the corresponding 
+# spectrum is still a valid reflectance.
+# ------------------------------------------------------------------------------
+def compute_max_brightness(point):
+    x           = point[0]
+    y           = point[1]
+
+    try:
+        xyz = Transform.xyz_from_xyy((x, y, y)) # x+y+z = 1
+        spec, broken, msg = find_spectrum(xyz)
+        if broken: 
+            print('{},{}: {}'.format(x, y, msg))
+            return -1
+
+        return 1.0/(106.8 * max(spec))
+    except:
+        print('Exception - this is fatal.')
+        raise
+
+def compute_reflectance_map(res):
+    width      = res
+    height     = res
+    num_pixels = width * height
+    buffer     = [0, 0, 0.1] * num_pixels
+
+    def store_buffer():
+        with open('reflectance_map.pfm', 'wb') as file:
+            import struct
+            header = 'PF\n{w} {h}\n{le}\n'.format(
+                w  = width, 
+                h  = height, 
+                le = -1 if sys.byteorder == 'little' else 1)
+
+            s = struct.pack('f' * len(buffer), *buffer)
+            file.write(bytes(header, encoding='utf-8'))
+            file.write(s)
+            file.close()
+
+    def coordinates():
+        for y in range(height):
+            for x in range(width):
+                yield (x / width, y / height)
+
+    def store_pixel(i, v):
+        global last_time_stored
+
+        if v == 0:
+            pass
+        elif v < 0:
+            buffer[3*i]   = -v
+            buffer[3*i+1] = 0
+            buffer[3*i+2] = 0
+        else:
+            buffer[3*i]   = v
+            buffer[3*i+1] = v
+            buffer[3*i+2] = v
+
+        now = time.time()
+        if (now-last_time_stored) > 60:
+            store_buffer()
+            last_time_stored = time.time()
+
+    def early_clip(idx, v):
+        global clip_path
+        if clip_path.contains_point(Transform.xystar_from_xy(v)):
+            return (False, 0)
+        return (True, 0)
+
+    multiprocess_progress(coordinates(),
+        compute_max_brightness,
+        store_pixel,
+        width*height, 
+        early_clip)
+
+    store_buffer()
+
+if __name__ == "__main__":
+    # Parse command line options.
+    import argparse
+    parser = argparse.ArgumentParser(description='Generate spectrum_grid.h')
+    parser.add_argument('-s', '--scale', metavar='SCALE', type=float, default=0.97,
+        dest='scale',
+        help='Scale grid points toward the EE white point using this factor. Defaults to 0.99.')
+
+    parser.add_argument('-p', '--plot_spectra', default=False, action='store_const',
+        const=True, dest='plot',
+        help='Plot all spectra in a set of png files. Instructive, but takes quite a while.')
+
+    parser.add_argument('-r', '--reflectance_map', metavar='RES', type=int, default=0, 
+        dest='reflectance_map',
+        help='Generate a high-resolution reflectance map instead of the grid header.')
+
+    parser.add_argument('cmf', metavar='CMF', type=str, help='The cmf file to be used.')
+
+    args = parser.parse_args()
+
+    # Init xystar.
+    Cmf.load(args.cmf)
+    Transform.init_xystar()
+
+    last_time_stored = 0
+    clip_path,_ =  horseshoe_path()
+
+    # plot spectral locus
+    # for i in range(0,Cmf.num_bins()):
+    #    print('{} {} {}'.format(Cmf.wavelength()[i],
+    #             Cmf.x_bar()[i]/(Cmf.x_bar()[i]+Cmf.y_bar()[i]+Cmf.z_bar()[i]),
+    #             Cmf.y_bar()[i]/(Cmf.x_bar()[i]+Cmf.y_bar()[i]+Cmf.z_bar()[i])))
+
+    if args.reflectance_map > 0:
+        compute_reflectance_map(args.reflectance_map)
+
+    else:
+        # Generate the grid.
+        data_points, grid, grid_res, xystar_bbox = generate_xystar_grid(args.scale)
+
+        # Init uv.
+        Transform.init_uv(xystar_bbox, grid_res)
+        for dp in data_points:
+            dp.update_uv()
+
+        create_triangle_fans(grid)
+        # plot_grid('grid.pdf', data_points, grid, xystar_bbox, False)
+
+        # Compute spectra and store in spectrum_data.h
+        compute_spectra(data_points)
+        write_output(data_points, grid, grid_res, 
+            #'spectra_{}_{}.rs'.format(os.path.splitext(args.cmf)[0], args.scale))
+            'spectra_xyz.rs')
+
+        # Finally, plot all spectra.
+        if args.plot:
+            plot_spectra(data_points)
+
diff --git a/src/color/mod.rs b/src/color/mod.rs
new file mode 100644
index 0000000..8c139dc
--- /dev/null
+++ b/src/color/mod.rs
@@ -0,0 +1,7 @@
+mod spectra_xyz;
+
+use self::spectra_xyz::{spectrum_xyz_to_p, EQUAL_ENERGY_REFLECTANCE};
+
+pub fn xyz_to_spectrum(xyz: (f32, f32, f32), wavelength: f32) -> f32 {
+    spectrum_xyz_to_p(wavelength, xyz) * (1.0 / EQUAL_ENERGY_REFLECTANCE)
+}
diff --git a/src/color/spectra_xyz.rs b/src/color/spectra_xyz.rs
new file mode 100644
index 0000000..239592b
--- /dev/null
+++ b/src/color/spectra_xyz.rs
@@ -0,0 +1,1331 @@
+// This file is auto-generated by generate_spectra_rust.py
+#![allow(dead_code)]
+#![cfg_attr(rustfmt, rustfmt_skip)]
+
+
+use std::f32;
+
+/// Evaluate the spectrum for xyz at the given wavelength.
+pub fn spectrum_xyz_to_p(lambda: f32, xyz: (f32, f32, f32)) -> f32
+{
+    assert!(lambda >= SPECTRUM_SAMPLE_MIN);
+    assert!(lambda <= SPECTRUM_SAMPLE_MAX);
+
+    let norm = {
+        let norm = 1.0 / (xyz.0 + xyz.1 + xyz.2);
+        if norm < f32::MAX {
+            norm
+        } else {
+            return 0.0;
+        }
+    };
+  
+    let xyy = (
+        xyz.0 * norm,
+        xyz.1 * norm,
+        xyz.1,
+    );
+
+    // rotate to align with grid
+    let uv = spectrum_xy_to_uv((xyy.0, xyy.1));
+    if uv.0 < 0.0 || uv.0 >= SPECTRUM_GRID_WIDTH as f32 || uv.1 < 0.0 || uv.1 >= SPECTRUM_GRID_HEIGHT as f32 {
+        return 0.0;
+    }
+
+    let uvi = (uv.0 as i32, uv.1 as i32);
+    assert!(uvi.0 < SPECTRUM_GRID_WIDTH);
+    assert!(uvi.1 < SPECTRUM_GRID_HEIGHT);
+    
+    let cell_idx: i32 = uvi.0 + SPECTRUM_GRID_WIDTH * uvi.1;
+    assert!(cell_idx < SPECTRUM_GRID_WIDTH * SPECTRUM_GRID_HEIGHT);
+    assert!(cell_idx >= 0);
+    
+    let cell = &SPECTRUM_GRID[cell_idx as usize];
+    let inside: bool = cell.inside;
+    let idx = &cell.idx;
+    let num: i32 = cell.num_points;
+    
+    // get linearly interpolated spectral power for the corner vertices:
+    // this clamping is only necessary if lambda is not sure to be >= SPECTRUM_SAMPLE_MIN and <= SPECTRUM_SAMPLE_MAX:
+    let sb: f32 = /*(SPECTRUM_NUM_SAMPLES as f32 - 1e-4).min(0.0.max(*/ (lambda - SPECTRUM_SAMPLE_MIN) / (SPECTRUM_SAMPLE_MAX - SPECTRUM_SAMPLE_MIN) * (SPECTRUM_NUM_SAMPLES as f32 - 1.0)/*))*/;
+    assert!(sb >= 0.0);
+    assert!(sb <= SPECTRUM_NUM_SAMPLES as f32);
+    
+    let mut p = [0.0f32; 6];
+    let sb0: i32 = sb as i32;
+    let sb1: i32 = if (sb + 1.0) < SPECTRUM_NUM_SAMPLES as f32 { sb as i32 + 1 } else { SPECTRUM_NUM_SAMPLES - 1 };
+    let sbf: f32 = sb as f32 - sb0 as f32;
+    for i in 0..(num as usize) {
+        assert!(idx[i] >= 0);
+        assert!(sb0 < SPECTRUM_NUM_SAMPLES);
+        assert!(sb1 < SPECTRUM_NUM_SAMPLES);
+        let spectrum = &SPECTRUM_DATA_POINTS[idx[i] as usize].spectrum;
+        p[i] = spectrum[sb0 as usize] * (1.0 - sbf) + spectrum[sb1 as usize] * sbf;
+    }
+    
+    let mut interpolated_p: f32 = 0.0;
+    
+    if inside { // fast path for normal inner quads:
+        let uv2 = (uv.0 - uvi.0 as f32, uv.1 - uvi.1 as f32);
+                
+        assert!(uv2.0 >= 0.0 && uv2.0 <= 1.0);
+        assert!(uv2.1 >= 0.0 && uv2.1 <= 1.0);
+        
+        // the layout of the vertices in the quad is:
+        //  2  3
+        //  0  1
+        interpolated_p = p[0] * (1.0 - uv2.0) * (1.0 - uv2.1) +
+                         p[2] * (1.0 - uv2.0) * uv2.1 +
+                         p[3] * uv2.0 * uv2.1 +
+                         p[1] * uv2.0 * (1.0 - uv2.1);
+    } else { // need to go through triangulation :(
+        // we get the indices in such an order that they form a triangle fan around idx[0].
+        // compute barycentric coordinates of our xy* point for all triangles in the fan:
+        let ex: f32 = uv.0 - SPECTRUM_DATA_POINTS[idx[0] as usize].uv.0;
+        let ey: f32 = uv.1 - SPECTRUM_DATA_POINTS[idx[0] as usize].uv.1;
+        let mut e0x: f32 = SPECTRUM_DATA_POINTS[idx[1] as usize].uv.0 - SPECTRUM_DATA_POINTS[idx[0] as usize].uv.0;
+        let mut e0y: f32 = SPECTRUM_DATA_POINTS[idx[1] as usize].uv.1 - SPECTRUM_DATA_POINTS[idx[0] as usize].uv.1;
+        let mut uu: f32 = e0x * ey - ex * e0y;
+        
+        for i in 0..(num as usize - 1) {
+            let (e1x, e1y): (f32, f32) = if i as i32 == (num - 2) { // close the circle
+                (SPECTRUM_DATA_POINTS[idx[1] as usize].uv.0 - SPECTRUM_DATA_POINTS[idx[0] as usize].uv.0,
+                SPECTRUM_DATA_POINTS[idx[1] as usize].uv.1 - SPECTRUM_DATA_POINTS[idx[0] as usize].uv.1)
+            } else {
+                (SPECTRUM_DATA_POINTS[idx[i+2] as usize].uv.0 - SPECTRUM_DATA_POINTS[idx[0] as usize].uv.0,
+                SPECTRUM_DATA_POINTS[idx[i+2] as usize].uv.1 - SPECTRUM_DATA_POINTS[idx[0] as usize].uv.1)
+            };
+            
+            let vv: f32 = ex * e1y - e1x * ey;
+            
+            // TODO: with some sign magic, this division could be deferred to the last iteration!
+            let area: f32 = e0x * e1y - e1x * e0y;
+            // normalise 
+            let u: f32 = uu / area;
+            let v: f32 = vv / area;
+            let w: f32 = 1.0 - u - v;
+            // outside spectral locus (quantized version at least) or outside grid
+            if u < 0.0 || v < 0.0 || w < 0.0 {
+                uu = -vv;
+                e0x = e1x;
+                e0y = e1y;
+                continue;
+            }
+            
+            // This seems to be the triangle we've been looking for.
+            interpolated_p = p[0] * w + p[i + 1] * v + p[if i as i32 == (num - 2) { 1 } else { i + 2 }] * u;
+            break;
+        }
+    }
+    
+    // now we have a spectrum which corresponds to the xy chromaticities of the input. need to scale according to the
+    // input brightness X+Y+Z now:
+    return interpolated_p / norm;
+}
+
+
+/// This is 1 over the integral over either CMF.
+/// Spectra can be mapped so that xyz=(1,1,1) is converted to constant 1 by
+/// dividing by this value. This is important for valid reflectances.
+pub const EQUAL_ENERGY_REFLECTANCE: f32 = 0.009355121400914532;
+
+// Basic info on the spectrum grid.
+const SPECTRUM_GRID_WIDTH: i32 = 12;
+const SPECTRUM_GRID_HEIGHT: i32 = 14;
+
+// The spectra here have these properties.
+pub const SPECTRUM_SAMPLE_MIN: f32 = 360.0;
+pub const SPECTRUM_SAMPLE_MAX: f32 = 830.0;
+const SPECTRUM_BIN_SIZE: f32 = 5.0;
+const SPECTRUM_NUM_SAMPLES: i32 = 95;
+
+// xy* color space.
+const SPECTRUM_MAT_XY_TO_XYSTAR: [f32; 6] = [
+    0.9067484787957371, 0.4216719058718719, -0.44280679488920294,
+    -0.4216719058718719, 0.9067484787957371, -0.1616921909746217
+];
+const SPECTRUM_MAT_XYSTAR_TO_XY: [f32; 6] = [
+    0.9067484787957371, -0.4216719058718719, 0.3333333333333333,
+    0.4216719058718719, 0.9067484787957371, 0.3333333333333333
+];
+// uv color space.
+const SPECTRUM_MAT_XY_TO_UV: [f32; 6] = [
+    16.730260708356887, 7.7801960340706, -2.170152247475828,
+    -7.530081094743006, 16.192422314095225, 1.1125529268825942
+];
+const SPECTRUM_MAT_UV_TO_XY: [f32; 6] = [
+    0.0491440520940413, -0.02361291916573777, 0.13292069743203658,
+    0.022853819546830627, 0.05077639329371236, -0.0068951571224999215
+];
+// apply a 3x2 matrix to a 2D color.
+fn spectrum_apply_3x2(matrix: &[f32; 6], src: (f32, f32)) -> (f32, f32) {
+    (matrix[0] * src.0 + matrix[1] * src.1 + matrix[2],
+    matrix[3] * src.0 + matrix[4] * src.1 + matrix[5])
+}
+// Concrete conversion routines.
+fn spectrum_xy_to_xystar(xy: (f32, f32)) -> (f32, f32) {
+    spectrum_apply_3x2(&SPECTRUM_MAT_XY_TO_XYSTAR, xy)
+}
+fn spectrum_xystar_to_xy(xystar: (f32, f32)) -> (f32, f32) {
+    spectrum_apply_3x2(&SPECTRUM_MAT_XYSTAR_TO_XY, xystar)
+}
+fn spectrum_xy_to_uv(xy: (f32, f32)) -> (f32, f32) {
+    spectrum_apply_3x2(&SPECTRUM_MAT_XY_TO_UV, xy)
+}
+fn spectrum_uv_to_xy(uv: (f32, f32)) -> (f32, f32) {
+    spectrum_apply_3x2(&SPECTRUM_MAT_UV_TO_XY, uv)
+}
+// Grid cells. Laid out in row-major format.
+// num_points = 0 for cells without data points.
+#[derive(Copy, Clone)]
+struct SpectrumGridCell {
+    inside: bool,
+    num_points: i32,
+	idx: [i32; 6],
+}
+
+const SPECTRUM_GRID: [SpectrumGridCell; 168] = [
+    SpectrumGridCell { inside: false, num_points: 5, idx: [148, 110, 0, 12, 111, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [0, 1, 12, 13, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [1, 2, 13, 14, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [2, 3, 14, 15, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [3, 4, 15, 16, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [4, 5, 16, 17, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [5, 6, 17, 18, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [6, 7, 18, 19, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [7, 8, 19, 20, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [8, 9, 20, 21, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [9, 10, 21, 22, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 5, idx: [149, 10, 11, 145, 22, -1] },
+    SpectrumGridCell { inside: false, num_points: 5, idx: [150, 111, 12, 23, 112, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [12, 13, 23, 24, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [13, 14, 24, 25, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [14, 15, 25, 26, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [15, 16, 26, 27, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [16, 17, 27, 28, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [17, 18, 28, 29, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [18, 19, 29, 30, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [19, 20, 30, 31, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [20, 21, 31, 32, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [21, 22, 32, 33, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 5, idx: [151, 22, 145, 146, 33, -1] },
+    SpectrumGridCell { inside: false, num_points: 5, idx: [152, 112, 23, 34, 113, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [23, 24, 34, 35, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [24, 25, 35, 36, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [25, 26, 36, 37, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [26, 27, 37, 38, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [27, 28, 38, 39, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [28, 29, 39, 40, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [29, 30, 40, 41, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [30, 31, 41, 42, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [31, 32, 42, 43, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 6, idx: [153, 32, 33, 147, 141, 43] },
+    SpectrumGridCell { inside: false, num_points: 4, idx: [154, 33, 146, 147, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 5, idx: [155, 113, 34, 44, 114, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [34, 35, 44, 45, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [35, 36, 45, 46, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [36, 37, 46, 47, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [37, 38, 47, 48, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [38, 39, 48, 49, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [39, 40, 49, 50, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [40, 41, 50, 51, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [41, 42, 51, 52, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [42, 43, 52, 53, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 5, idx: [156, 43, 141, 142, 53, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 5, idx: [157, 114, 44, 54, 115, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [44, 45, 54, 55, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [45, 46, 55, 56, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [46, 47, 56, 57, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [47, 48, 57, 58, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [48, 49, 58, 59, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [49, 50, 59, 60, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [50, 51, 60, 61, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [51, 52, 61, 62, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [52, 53, 62, 63, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 5, idx: [158, 53, 142, 143, 63, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 4, idx: [159, 115, 54, 116, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 6, idx: [160, 116, 54, 55, 64, 117] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [55, 56, 64, 65, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [56, 57, 65, 66, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [57, 58, 66, 67, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [58, 59, 67, 68, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [59, 60, 68, 69, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [60, 61, 69, 70, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [61, 62, 70, 71, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 6, idx: [161, 62, 63, 144, 138, 71] },
+    SpectrumGridCell { inside: false, num_points: 4, idx: [162, 63, 143, 144, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 5, idx: [163, 117, 64, 72, 118, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [64, 65, 72, 73, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [65, 66, 73, 74, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [66, 67, 74, 75, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [67, 68, 75, 76, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [68, 69, 76, 77, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [69, 70, 77, 78, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [70, 71, 78, 79, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 5, idx: [164, 71, 138, 139, 79, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 5, idx: [165, 118, 72, 80, 119, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [72, 73, 80, 81, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [73, 74, 81, 82, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [74, 75, 82, 83, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [75, 76, 83, 84, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [76, 77, 84, 85, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [77, 78, 85, 86, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 6, idx: [166, 78, 79, 140, 134, 86] },
+    SpectrumGridCell { inside: false, num_points: 4, idx: [167, 79, 139, 140, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 4, idx: [168, 119, 80, 120, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 6, idx: [169, 80, 81, 87, 121, 120] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [81, 82, 87, 88, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [82, 83, 88, 89, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [83, 84, 89, 90, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [84, 85, 90, 91, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [85, 86, 91, 92, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 5, idx: [170, 86, 134, 135, 92, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 5, idx: [171, 121, 87, 93, 122, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [87, 88, 93, 94, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [88, 89, 94, 95, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [89, 90, 95, 96, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [90, 91, 96, 97, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [91, 92, 97, 98, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 5, idx: [172, 92, 135, 136, 98, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 5, idx: [173, 122, 93, 99, 123, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [93, 94, 99, 100, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [94, 95, 100, 101, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [95, 96, 101, 102, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [96, 97, 102, 103, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 6, idx: [174, 97, 98, 137, 131, 103] },
+    SpectrumGridCell { inside: false, num_points: 4, idx: [175, 98, 136, 137, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 4, idx: [176, 123, 99, 124, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 6, idx: [177, 124, 99, 100, 104, 125] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [100, 101, 104, 105, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [101, 102, 105, 106, -1, -1] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [102, 103, 106, 107, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 5, idx: [178, 103, 131, 132, 107, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 4, idx: [179, 125, 104, 126, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 6, idx: [180, 104, 105, 108, 127, 126] },
+    SpectrumGridCell { inside: true, num_points: 4, idx: [105, 106, 108, 109, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 6, idx: [181, 106, 107, 133, 129, 109] },
+    SpectrumGridCell { inside: false, num_points: 4, idx: [182, 107, 132, 133, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 4, idx: [183, 127, 108, 128, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 5, idx: [184, 108, 109, 130, 128, -1] },
+    SpectrumGridCell { inside: false, num_points: 4, idx: [185, 109, 129, 130, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] },
+    SpectrumGridCell { inside: false, num_points: 0, idx: [-1, -1, -1, -1, -1, -1] }
+];
+
+// Grid data points.
+#[derive(Copy)]
+struct SpectrumDataPoint {
+    xystar: (f32, f32),
+    uv: (f32, f32),
+    spectrum: [f32; 95], // X+Y+Z = 1
+}
+
+impl Clone for SpectrumDataPoint {
+    fn clone(&self) -> SpectrumDataPoint {
+        *self
+    }
+}
+
+const SPECTRUM_DATA_POINTS: [SpectrumDataPoint; 186] = [
+    SpectrumDataPoint {
+        xystar: (-0.27099054061447164, -0.22399328802249138),
+        uv: (0.9999999999999991, 0.0),
+        spectrum: [0.023575, 0.023575, 0.023574, 0.023571, 0.023565, 0.023554, 0.023534, 0.023498, 0.023433, 0.023312, 0.023102, 0.022727, 0.022062, 0.020919, 0.019066, 0.016400, 0.013015, 0.009187, 0.005332, 0.002029, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000067, 0.000577, 0.001244, 0.001906, 0.002492, 0.002971, 0.003344, 0.003630, 0.003844, 0.004001, 0.004113, 0.004195, 0.004253, 0.004292, 0.004320, 0.004341, 0.004355, 0.004364, 0.004372, 0.004377, 0.004380, 0.004382, 0.004384, 0.004384, 0.004385, 0.004386, 0.004386, 0.004386, 0.004386, 0.004386, 0.004386, 0.004387, 0.004386, 0.004386, 0.004386, 0.004386, 0.004386, 0.004385, 0.004385, 0.004385],
+    },
+    SpectrumDataPoint {
+        xystar: (-0.21679243249157729, -0.22399328802249138),
+        uv: (2.0, 0.0),
+        spectrum: [0.023280, 0.023278, 0.023276, 0.023274, 0.023269, 0.023257, 0.023234, 0.023192, 0.023117, 0.022980, 0.022742, 0.022316, 0.021562, 0.020267, 0.018190, 0.015247, 0.011585, 0.007577, 0.003781, 0.000946, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000849, 0.002453, 0.004291, 0.006055, 0.007590, 0.008848, 0.009834, 0.010583, 0.011142, 0.011555, 0.011858, 0.012073, 0.012225, 0.012334, 0.012411, 0.012465, 0.012504, 0.012530, 0.012548, 0.012561, 0.012570, 0.012578, 0.012582, 0.012584, 0.012584, 0.012585, 0.012587, 0.012588, 0.012587, 0.012585, 0.012584, 0.012585, 0.012586, 0.012586, 0.012586, 0.012587, 0.012587, 0.012588, 0.012589, 0.012590, 0.012589],
+    },
+    SpectrumDataPoint {
+        xystar: (-0.16259432436868296, -0.22399328802249138),
+        uv: (3.0, 0.0),
+        spectrum: [0.023405, 0.023403, 0.023400, 0.023396, 0.023388, 0.023374, 0.023346, 0.023297, 0.023208, 0.023044, 0.022762, 0.022258, 0.021368, 0.019846, 0.017428, 0.014056, 0.009975, 0.005715, 0.002048, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000048, 0.002031, 0.004876, 0.007897, 0.010699, 0.013091, 0.015029, 0.016537, 0.017676, 0.018522, 0.019145, 0.019599, 0.019922, 0.020152, 0.020314, 0.020429, 0.020510, 0.020567, 0.020608, 0.020637, 0.020657, 0.020671, 0.020680, 0.020685, 0.020690, 0.020694, 0.020697, 0.020700, 0.020701, 0.020701, 0.020702, 0.020702, 0.020702, 0.020703, 0.020702, 0.020702, 0.020701, 0.020702, 0.020702, 0.020703, 0.020704, 0.020704],
+    },
+    SpectrumDataPoint {
+        xystar: (-0.10839621624578864, -0.22399328802249138),
+        uv: (4.0, 0.0),
+        spectrum: [0.023957, 0.023957, 0.023954, 0.023950, 0.023940, 0.023922, 0.023888, 0.023825, 0.023711, 0.023506, 0.023153, 0.022523, 0.021414, 0.019529, 0.016578, 0.012563, 0.007906, 0.003431, 0.000288, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.002783, 0.006879, 0.011267, 0.015355, 0.018852, 0.021687, 0.023894, 0.025564, 0.026807, 0.027722, 0.028387, 0.028862, 0.029198, 0.029436, 0.029606, 0.029726, 0.029811, 0.029872, 0.029914, 0.029943, 0.029963, 0.029977, 0.029987, 0.029994, 0.029999, 0.030002, 0.030004, 0.030004, 0.030005, 0.030007, 0.030008, 0.030009, 0.030009, 0.030009, 0.030010, 0.030010, 0.030010, 0.030010, 0.030009, 0.030009, 0.030009],
+    },
+    SpectrumDataPoint {
+        xystar: (-0.05419810812289431, -0.22399328802249138),
+        uv: (5.0, 0.0),
+        spectrum: [0.024728, 0.024726, 0.024723, 0.024715, 0.024702, 0.024677, 0.024633, 0.024552, 0.024405, 0.024135, 0.023669, 0.022845, 0.021408, 0.018992, 0.015295, 0.010469, 0.005302, 0.001183, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.002776, 0.008050, 0.014104, 0.019921, 0.024986, 0.029137, 0.032391, 0.034861, 0.036705, 0.038067, 0.039062, 0.039773, 0.040276, 0.040634, 0.040888, 0.041069, 0.041197, 0.041286, 0.041348, 0.041392, 0.041422, 0.041442, 0.041457, 0.041467, 0.041474, 0.041480, 0.041483, 0.041485, 0.041487, 0.041489, 0.041491, 0.041491, 0.041491, 0.041491, 0.041491, 0.041491, 0.041491, 0.041490, 0.041490, 0.041490, 0.041490],
+    },
+    SpectrumDataPoint {
+        xystar: (0.0, -0.22399328802249138),
+        uv: (6.0, 0.0),
+        spectrum: [0.025078, 0.025076, 0.025072, 0.025063, 0.025045, 0.025013, 0.024956, 0.024853, 0.024667, 0.024327, 0.023739, 0.022706, 0.020912, 0.017934, 0.013498, 0.008006, 0.002777, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.002130, 0.008537, 0.016516, 0.024438, 0.031454, 0.037262, 0.041845, 0.045339, 0.047956, 0.049893, 0.051309, 0.052324, 0.053043, 0.053554, 0.053918, 0.054177, 0.054359, 0.054487, 0.054577, 0.054640, 0.054684, 0.054714, 0.054736, 0.054750, 0.054761, 0.054768, 0.054773, 0.054777, 0.054779, 0.054780, 0.054781, 0.054782, 0.054783, 0.054783, 0.054783, 0.054784, 0.054784, 0.054784, 0.054784, 0.054783, 0.054784],
+    },
+    SpectrumDataPoint {
+        xystar: (0.05419810812289436, -0.22399328802249138),
+        uv: (7.000000000000001, 0.0),
+        spectrum: [0.024931, 0.024929, 0.024924, 0.024914, 0.024893, 0.024854, 0.024784, 0.024657, 0.024429, 0.024014, 0.023300, 0.022048, 0.019887, 0.016344, 0.011221, 0.005254, 0.000451, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000935, 0.008435, 0.018559, 0.028909, 0.038207, 0.045969, 0.052127, 0.056839, 0.060376, 0.062999, 0.064919, 0.066295, 0.067272, 0.067967, 0.068462, 0.068813, 0.069061, 0.069235, 0.069358, 0.069444, 0.069503, 0.069544, 0.069573, 0.069594, 0.069607, 0.069617, 0.069624, 0.069629, 0.069633, 0.069635, 0.069637, 0.069639, 0.069639, 0.069639, 0.069639, 0.069639, 0.069639, 0.069639, 0.069639, 0.069639, 0.069639],
+    },
+    SpectrumDataPoint {
+        xystar: (0.10839621624578867, -0.22399328802249138),
+        uv: (8.0, 0.0),
+        spectrum: [0.023903, 0.023900, 0.023894, 0.023881, 0.023856, 0.023808, 0.023723, 0.023570, 0.023296, 0.022795, 0.021938, 0.020448, 0.017902, 0.013818, 0.008231, 0.002550, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.007273, 0.019410, 0.032632, 0.044862, 0.055243, 0.063561, 0.069970, 0.074804, 0.078402, 0.081043, 0.082941, 0.084288, 0.085247, 0.085931, 0.086416, 0.086758, 0.087000, 0.087169, 0.087288, 0.087370, 0.087428, 0.087467, 0.087495, 0.087514, 0.087528, 0.087538, 0.087545, 0.087550, 0.087553, 0.087555, 0.087556, 0.087556, 0.087556, 0.087556, 0.087556, 0.087557, 0.087557, 0.087557, 0.087556, 0.087557],
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+        spectrum: [0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.005126, 0.016493, 0.029500, 0.040588, 0.046974, 0.046832, 0.039777, 0.027361, 0.013107, 0.002029, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000001],
+    },
+    SpectrumDataPoint {
+        xystar: (0.02647452672101075, 0.47289053917065604),
+        uv: (6.488476953125001, 12.444726953124999),
+        spectrum: [0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.003506, 0.009139, 0.015455, 0.021171, 0.025254, 0.027108, 0.026619, 0.024002, 0.019671, 0.014239, 0.008506, 0.003444, 0.000186, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000],
+    },
+    SpectrumDataPoint {
+        xystar: (0.056738679726381684, 0.45216096658402294),
+        uv: (7.046875651041668, 12.074544921874997),
+        spectrum: [0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.004328, 0.011605, 0.018940, 0.024427, 0.027217, 0.027102, 0.024261, 0.019237, 0.012936, 0.006584, 0.001689, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000],
+    },
+    SpectrumDataPoint {
+        xystar: (-0.07057048857024528, 0.5168178833008018),
+        uv: (4.697916015625, 13.229167317708333),
+        spectrum: [0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000195, 0.017901, 0.040081, 0.056786, 0.061148, 0.050847, 0.029751, 0.007922, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000001, 0.000000, 0.000000, 0.000001, 0.000000, 0.000000],
+    },
+    SpectrumDataPoint {
+        xystar: (-0.027099054061447154, 0.5199805671765496),
+        uv: (5.5, 13.285645507812498),
+        spectrum: [0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.005899, 0.019086, 0.033309, 0.043457, 0.046146, 0.040597, 0.028764, 0.014526, 0.002900, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000],
+    },
+    SpectrumDataPoint {
+        xystar: (0.00799213911975501, 0.5124794716350015),
+        uv: (6.147461588541667, 13.151693359374999),
+        spectrum: [0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.003433, 0.016112, 0.030274, 0.039955, 0.042108, 0.036770, 0.026016, 0.013147, 0.002607, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000000, 0.000001, 0.000000, 0.000000, 0.000002, 0.000000],
+    }
+];
+
+// Color matching functions.
+const CMF_WAVELENGTH: [f32; 95] = [
+    360.0, 365.0, 370.0, 375.0, 380.0, 385.0, 390.0, 395.0, 400.0, 405.0, 410.0, 415.0, 420.0, 425.0, 430.0, 435.0, 440.0, 445.0, 450.0, 455.0, 460.0, 465.0, 470.0, 475.0, 480.0, 485.0, 490.0, 495.0, 500.0, 505.0, 510.0, 515.0, 520.0, 525.0, 530.0, 535.0, 540.0, 545.0, 550.0, 555.0, 560.0, 565.0, 570.0, 575.0, 580.0, 585.0, 590.0, 595.0, 600.0, 605.0, 610.0, 615.0, 620.0, 625.0, 630.0, 635.0, 640.0, 645.0, 650.0, 655.0, 660.0, 665.0, 670.0, 675.0, 680.0, 685.0, 690.0, 695.0, 700.0, 705.0, 710.0, 715.0, 720.0, 725.0, 730.0, 735.0, 740.0, 745.0, 750.0, 755.0, 760.0, 765.0, 770.0, 775.0, 780.0, 785.0, 790.0, 795.0, 800.0, 805.0, 810.0, 815.0, 820.0, 825.0, 830.0
+];
+const CMF_X: [f32; 95] = [
+    0.0001299, 0.0002321, 0.0004149, 0.0007416, 0.001368, 0.002236, 0.004243, 0.00765, 0.01431, 0.02319, 0.04351, 0.07763, 0.13438, 0.21477, 0.2839, 0.3285, 0.34828, 0.34806, 0.3362, 0.3187, 0.2908, 0.2511, 0.19536, 0.1421, 0.09564, 0.05795001, 0.03201, 0.0147, 0.0049, 0.0024, 0.0093, 0.0291, 0.06327, 0.1096, 0.1655, 0.2257499, 0.2904, 0.3597, 0.4334499, 0.5120501, 0.5945, 0.6784, 0.7621, 0.8425, 0.9163, 0.9786, 1.0263, 1.0567, 1.0622, 1.0456, 1.0026, 0.9384, 0.8544499, 0.7514, 0.6424, 0.5419, 0.4479, 0.3608, 0.2835, 0.2187, 0.1649, 0.1212, 0.0874, 0.0636, 0.04677, 0.0329, 0.0227, 0.01584, 0.01135916, 0.008110916, 0.005790346, 0.004109457, 0.002899327, 0.00204919, 0.001439971, 0.0009999493, 0.0006900786, 0.0004760213, 0.0003323011, 0.0002348261, 0.0001661505, 0.000117413, 8.307527e-05, 5.870652e-05, 4.150994e-05, 2.935326e-05, 2.067383e-05, 1.455977e-05, 1.025398e-05, 7.221456e-06, 5.085868e-06, 3.581652e-06, 2.522525e-06, 1.776509e-06, 1.251141e-06
+];
+const CMF_Y: [f32; 95] = [
+    3.917e-06, 6.965e-06, 1.239e-05, 2.202e-05, 3.9e-05, 6.4e-05, 0.00012, 0.000217, 0.000396, 0.00064, 0.00121, 0.00218, 0.004, 0.0073, 0.0116, 0.01684, 0.023, 0.0298, 0.038, 0.048, 0.06, 0.0739, 0.09098, 0.1126, 0.13902, 0.1693, 0.20802, 0.2586, 0.323, 0.4073, 0.503, 0.6082, 0.71, 0.7932, 0.862, 0.9148501, 0.954, 0.9803, 0.9949501, 1.0, 0.995, 0.9786, 0.952, 0.9154, 0.87, 0.8163, 0.757, 0.6949, 0.631, 0.5668, 0.503, 0.4412, 0.381, 0.321, 0.265, 0.217, 0.175, 0.1382, 0.107, 0.0816, 0.061, 0.04458, 0.032, 0.0232, 0.017, 0.01192, 0.00821, 0.005723, 0.004102, 0.002929, 0.002091, 0.001484, 0.001047, 0.00074, 0.00052, 0.0003611, 0.0002492, 0.0001719, 0.00012, 8.48e-05, 6e-05, 4.24e-05, 3e-05, 2.12e-05, 1.499e-05, 1.06e-05, 7.4657e-06, 5.2578e-06, 3.7029e-06, 2.6078e-06, 1.8366e-06, 1.2934e-06, 9.1093e-07, 6.4153e-07, 4.5181e-07
+];
+const CMF_Z: [f32; 95] = [
+    0.0006061, 0.001086, 0.001946, 0.003486, 0.006450001, 0.01054999, 0.02005001, 0.03621, 0.06785001, 0.1102, 0.2074, 0.3713, 0.6456, 1.0390501, 1.3856, 1.62296, 1.74706, 1.7826, 1.77211, 1.7441, 1.6692, 1.5281, 1.28764, 1.0419, 0.8129501, 0.6162, 0.46518, 0.3533, 0.272, 0.2123, 0.1582, 0.1117, 0.07824999, 0.05725001, 0.04216, 0.02984, 0.0203, 0.0134, 0.008749999, 0.005749999, 0.0039, 0.002749999, 0.0021, 0.0018, 0.001650001, 0.0014, 0.0011, 0.001, 0.0008, 0.0006, 0.00034, 0.00024, 0.00019, 0.0001, 4.999999e-05, 3e-05, 2e-05, 1e-05, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0
+];
+
+fn xyz_from_spectrum(spectrum: &[f32]) -> (f32, f32, f32) {
+    let mut xyz = (0.0, 0.0, 0.0);
+    for i in 0..(SPECTRUM_NUM_SAMPLES as usize) {
+        xyz.0 += spectrum[i] * CMF_X[i];
+        xyz.1 += spectrum[i] * CMF_Y[i];
+        xyz.2 += spectrum[i] * CMF_Z[i];
+    }
+    xyz.0 *= SPECTRUM_BIN_SIZE;
+    xyz.1 *= SPECTRUM_BIN_SIZE;
+    xyz.2 *= SPECTRUM_BIN_SIZE;
+    return xyz;
+}
+
diff --git a/src/color/xyz_5nm_360_830.csv b/src/color/xyz_5nm_360_830.csv
new file mode 100644
index 0000000..8247c1d
--- /dev/null
+++ b/src/color/xyz_5nm_360_830.csv
@@ -0,0 +1,95 @@
+360,0.000129900000,0.000003917000,0.000606100000
+365,0.000232100000,0.000006965000,0.001086000000
+370,0.000414900000,0.000012390000,0.001946000000
+375,0.000741600000,0.000022020000,0.003486000000
+380,0.001368000000,0.000039000000,0.006450001000
+385,0.002236000000,0.000064000000,0.010549990000
+390,0.004243000000,0.000120000000,0.020050010000
+395,0.007650000000,0.000217000000,0.036210000000
+400,0.014310000000,0.000396000000,0.067850010000
+405,0.023190000000,0.000640000000,0.110200000000
+410,0.043510000000,0.001210000000,0.207400000000
+415,0.077630000000,0.002180000000,0.371300000000
+420,0.134380000000,0.004000000000,0.645600000000
+425,0.214770000000,0.007300000000,1.039050100000
+430,0.283900000000,0.011600000000,1.385600000000
+435,0.328500000000,0.016840000000,1.622960000000
+440,0.348280000000,0.023000000000,1.747060000000
+445,0.348060000000,0.029800000000,1.782600000000
+450,0.336200000000,0.038000000000,1.772110000000
+455,0.318700000000,0.048000000000,1.744100000000
+460,0.290800000000,0.060000000000,1.669200000000
+465,0.251100000000,0.073900000000,1.528100000000
+470,0.195360000000,0.090980000000,1.287640000000
+475,0.142100000000,0.112600000000,1.041900000000
+480,0.095640000000,0.139020000000,0.812950100000
+485,0.057950010000,0.169300000000,0.616200000000
+490,0.032010000000,0.208020000000,0.465180000000
+495,0.014700000000,0.258600000000,0.353300000000
+500,0.004900000000,0.323000000000,0.272000000000
+505,0.002400000000,0.407300000000,0.212300000000
+510,0.009300000000,0.503000000000,0.158200000000
+515,0.029100000000,0.608200000000,0.111700000000
+520,0.063270000000,0.710000000000,0.078249990000
+525,0.109600000000,0.793200000000,0.057250010000
+530,0.165500000000,0.862000000000,0.042160000000
+535,0.225749900000,0.914850100000,0.029840000000
+540,0.290400000000,0.954000000000,0.020300000000
+545,0.359700000000,0.980300000000,0.013400000000
+550,0.433449900000,0.994950100000,0.008749999000
+555,0.512050100000,1.000000000000,0.005749999000
+560,0.594500000000,0.995000000000,0.003900000000
+565,0.678400000000,0.978600000000,0.002749999000
+570,0.762100000000,0.952000000000,0.002100000000
+575,0.842500000000,0.915400000000,0.001800000000
+580,0.916300000000,0.870000000000,0.001650001000
+585,0.978600000000,0.816300000000,0.001400000000
+590,1.026300000000,0.757000000000,0.001100000000
+595,1.056700000000,0.694900000000,0.001000000000
+600,1.062200000000,0.631000000000,0.000800000000
+605,1.045600000000,0.566800000000,0.000600000000
+610,1.002600000000,0.503000000000,0.000340000000
+615,0.938400000000,0.441200000000,0.000240000000
+620,0.854449900000,0.381000000000,0.000190000000
+625,0.751400000000,0.321000000000,0.000100000000
+630,0.642400000000,0.265000000000,0.000049999990
+635,0.541900000000,0.217000000000,0.000030000000
+640,0.447900000000,0.175000000000,0.000020000000
+645,0.360800000000,0.138200000000,0.000010000000
+650,0.283500000000,0.107000000000,0.000000000000
+655,0.218700000000,0.081600000000,0.000000000000
+660,0.164900000000,0.061000000000,0.000000000000
+665,0.121200000000,0.044580000000,0.000000000000
+670,0.087400000000,0.032000000000,0.000000000000
+675,0.063600000000,0.023200000000,0.000000000000
+680,0.046770000000,0.017000000000,0.000000000000
+685,0.032900000000,0.011920000000,0.000000000000
+690,0.022700000000,0.008210000000,0.000000000000
+695,0.015840000000,0.005723000000,0.000000000000
+700,0.011359160000,0.004102000000,0.000000000000
+705,0.008110916000,0.002929000000,0.000000000000
+710,0.005790346000,0.002091000000,0.000000000000
+715,0.004109457000,0.001484000000,0.000000000000
+720,0.002899327000,0.001047000000,0.000000000000
+725,0.002049190000,0.000740000000,0.000000000000
+730,0.001439971000,0.000520000000,0.000000000000
+735,0.000999949300,0.000361100000,0.000000000000
+740,0.000690078600,0.000249200000,0.000000000000
+745,0.000476021300,0.000171900000,0.000000000000
+750,0.000332301100,0.000120000000,0.000000000000
+755,0.000234826100,0.000084800000,0.000000000000
+760,0.000166150500,0.000060000000,0.000000000000
+765,0.000117413000,0.000042400000,0.000000000000
+770,0.000083075270,0.000030000000,0.000000000000
+775,0.000058706520,0.000021200000,0.000000000000
+780,0.000041509940,0.000014990000,0.000000000000
+785,0.000029353260,0.000010600000,0.000000000000
+790,0.000020673830,0.000007465700,0.000000000000
+795,0.000014559770,0.000005257800,0.000000000000
+800,0.000010253980,0.000003702900,0.000000000000
+805,0.000007221456,0.000002607800,0.000000000000
+810,0.000005085868,0.000001836600,0.000000000000
+815,0.000003581652,0.000001293400,0.000000000000
+820,0.000002522525,0.000000910930,0.000000000000
+825,0.000001776509,0.000000641530,0.000000000000
+830,0.000001251141,0.000000451810,0.000000000000
\ No newline at end of file
diff --git a/src/color/xyz_5nm_380_780.csv b/src/color/xyz_5nm_380_780.csv
new file mode 100644
index 0000000..77c3d74
--- /dev/null
+++ b/src/color/xyz_5nm_380_780.csv
@@ -0,0 +1,81 @@
+380,0.001368,0.000039,0.006450
+385,0.002236,0.000064,0.010550
+390,0.004243,0.000120,0.020050
+395,0.007650,0.000217,0.036210
+400,0.014310,0.000396,0.067850
+405,0.023190,0.000640,0.110200
+410,0.043510,0.001210,0.207400
+415,0.077630,0.002180,0.371300
+420,0.134380,0.004000,0.645600
+425,0.214770,0.007300,1.039050
+430,0.283900,0.011600,1.385600
+435,0.328500,0.016840,1.622960
+440,0.348280,0.023000,1.747060
+445,0.348060,0.029800,1.782600
+450,0.336200,0.038000,1.772110
+455,0.318700,0.048000,1.744100
+460,0.290800,0.060000,1.669200
+465,0.251100,0.073900,1.528100
+470,0.195360,0.090980,1.287640
+475,0.142100,0.112600,1.041900
+480,0.095640,0.139020,0.812950
+485,0.057950,0.169300,0.616200
+490,0.032010,0.208020,0.465180
+495,0.014700,0.258600,0.353300
+500,0.004900,0.323000,0.272000
+505,0.002400,0.407300,0.212300
+510,0.009300,0.503000,0.158200
+515,0.029100,0.608200,0.111700
+520,0.063270,0.710000,0.078250
+525,0.109600,0.793200,0.057250
+530,0.165500,0.862000,0.042160
+535,0.225750,0.914850,0.029840
+540,0.290400,0.954000,0.020300
+545,0.359700,0.980300,0.013400
+550,0.433450,0.994950,0.008750
+555,0.512050,1.000000,0.005750
+560,0.594500,0.995000,0.003900
+565,0.678400,0.978600,0.002750
+570,0.762100,0.952000,0.002100
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+580,0.916300,0.870000,0.001650
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diff --git a/src/main.rs b/src/main.rs
index f291773..96918c2 100644
--- a/src/main.rs
+++ b/src/main.rs
@@ -24,6 +24,7 @@ mod bvh;
 mod scene;
 mod assembly;
 mod halton;
+mod color;
 
 use std::mem;
 use std::io;