#version 450 layout (push_constant) uniform parameter { uint ne; uint a_offset; uint d_offset; uint ne00; uint ne01; uint nb00; uint nb01; uint nb02; uint nb03; uint ne10; uint ne11; uint ne12; uint ne13; float sf0; float sf1; float sf2; float sf3; float pixel_offset; } p; #include "types.glsl" layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; layout (binding = 0) readonly buffer A {A_TYPE data_a[];}; layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; // from ggml.h: enum ggml_scale_mode, enum ggml_scale_flag #define NEAREST 0 #define BILINEAR 1 #define BICUBIC 2 #define BILINEAR_ANTIALIAS 513 layout (constant_id = 0) const uint scale_mode = 0; float fetch_nearest(uint i10, uint i11, uint i12, uint i13) { const uint i00 = uint(i10 / p.sf0); const uint i01 = uint(i11 / p.sf1); const uint i02 = uint(i12 / p.sf2); const uint i03 = uint(i13 / p.sf3); return data_a[p.a_offset + i03 * p.nb03 + i02 * p.nb02 + i01 * p.nb01 + i00 * p.nb00]; } float fetch_bilinear(ivec2 c0, ivec2 c1, vec2 d, uint i12, uint i13) { const uint i02 = uint(i12 / p.sf2); const uint i03 = uint(i13 / p.sf3); const uint base = p.a_offset + i03 * p.nb03 + i02 * p.nb02; const float v00 = data_a[base + c0.y * p.nb01 + c0.x * p.nb00]; const float v01 = data_a[base + c0.y * p.nb01 + c1.x * p.nb00]; const float v10 = data_a[base + c1.y * p.nb01 + c0.x * p.nb00]; const float v11 = data_a[base + c1.y * p.nb01 + c1.x * p.nb00]; return v00 * (1.0-d.x) * (1.0-d.y) + v01 * d.x * (1.0-d.y) + v10 * (1.0-d.x) * d.y + v11 * d.x * d.y; } float interpolate_bilinear(uint i10, uint i11, uint i12, uint i13) { const ivec2 ne0 = ivec2(p.ne00, p.ne01); const vec2 c = (vec2(i10, i11) + p.pixel_offset) / vec2(p.sf0, p.sf1) - p.pixel_offset; const vec2 c0f = floor(c); const vec2 d = c - c0f; const ivec2 c0 = max(ivec2(c0f), 0); const ivec2 c1 = min(ivec2(c0f + 1), ne0 - 1); return fetch_bilinear(c0, c1, d, i12, i13); } float triangle_filter(float x) { return max(1.0f - abs(x), 0.0f); } float interpolate_bilinear_antialias(uint i10, uint i11, uint i12, uint i13) { const float support1 = max(1.0f, 1.0f / p.sf1); const float invscale1 = 1.0f / support1; const float support0 = max(1.0f, 1.0f / p.sf0); const float invscale0 = 1.0f / support0; const uint i02 = uint(i12 / p.sf2); const uint i03 = uint(i13 / p.sf3); const float y = (float(i11) + p.pixel_offset) / p.sf1; const float x = (float(i10) + p.pixel_offset) / p.sf0; // the range of source pixels that contribute const int x_min = max(int(x - support0 + p.pixel_offset), 0); const int x_max = min(int(x + support0 + p.pixel_offset), int(p.ne00)); const int y_min = max(int(y - support1 + p.pixel_offset), 0); const int y_max = min(int(y + support1 + p.pixel_offset), int(p.ne01)); // bilinear filter with antialiasing float val = 0.0f; float total_weight = 0.0f; for (int sy = y_min; sy < y_max; sy++) { const float weight_y = triangle_filter((sy - y + p.pixel_offset) * invscale1); for (int sx = x_min; sx < x_max; sx++) { const float weight_x = triangle_filter((sx - x + p.pixel_offset) * invscale0); const float weight = weight_x * weight_y; if (weight <= 0.0f) { continue; } const float pixel = data_a[p.a_offset + i03 * p.nb03 + i02 * p.nb02 + sy * p.nb01 + sx * p.nb00]; val += pixel * weight; total_weight += weight; } } if (total_weight > 0.0f) { val /= total_weight; } return val; } // Bicubic interpolation with alpha = -0.75 // https://en.wikipedia.org/wiki/Bicubic_interpolation#Bicubic_convolution_algorithm const vec4 bcoeffs1 = vec4( 1.25, -2.25, 0.0, 1.0); const vec4 bcoeffs2 = vec4(-0.75, 3.75, -6.0, 3.0); vec4 powers(float x) { return vec4(x*x*x, x*x, x, 1); } float bicubic(float p0, float p1, float p2, float p3, float x) { return p0 * dot(bcoeffs2, powers(x + 1)) + p1 * dot(bcoeffs1, powers(x )) + p2 * dot(bcoeffs1, powers(1 - x)) + p3 * dot(bcoeffs2, powers(2 - x)); } #define FETCH(a,b) data_a[base + clamp(i.x+(a), 0, res.x) * p.nb00 + clamp(i.y+(b), 0, res.y) * p.nb01] float interpolate_bicubic(uint i10, uint i11, uint i12, uint i13) { const ivec2 res = ivec2(p.ne00 - 1, p.ne01 - 1); const vec2 coord = (vec2(i10, i11) + p.pixel_offset) / vec2(p.sf0, p.sf1) - p.pixel_offset; const vec2 d = fract(coord); const ivec2 i = ivec2(floor(coord)); const uint i02 = uint(i12 / p.sf2); const uint i03 = uint(i13 / p.sf3); const uint base = p.a_offset + i03 * p.nb03 + i02 * p.nb02; return bicubic( bicubic(FETCH(-1,-1), FETCH(0,-1), FETCH(1,-1), FETCH(2,-1), d.x), bicubic(FETCH(-1, 0), FETCH(0, 0), FETCH(1, 0), FETCH(2, 0), d.x), bicubic(FETCH(-1, 1), FETCH(0, 1), FETCH(1, 1), FETCH(2, 1), d.x), bicubic(FETCH(-1, 2), FETCH(0, 2), FETCH(1, 2), FETCH(2, 2), d.x), d.y); } void main() { const uint idx = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; if (idx >= p.ne) { return; } const uint i10 = idx % p.ne10; const uint i11 = (idx / p.ne10) % p.ne11; const uint i12 = (idx / (p.ne10 * p.ne11)) % p.ne12; const uint i13 = (idx / (p.ne10 * p.ne11 * p.ne12)) % p.ne13; float result; switch (scale_mode) { case NEAREST: result = fetch_nearest(i10, i11, i12, i13); break; case BILINEAR: result = interpolate_bilinear(i10, i11, i12, i13); break; case BICUBIC: result = interpolate_bicubic(i10, i11, i12, i13); break; case BILINEAR_ANTIALIAS: result = interpolate_bilinear_antialias(i10, i11, i12, i13); break; } data_d[p.d_offset + idx] = D_TYPE(result); }