diff options
Diffstat (limited to 'cnn_v3/shaders/cnn_v3_bottleneck.wgsl')
| -rw-r--r-- | cnn_v3/shaders/cnn_v3_bottleneck.wgsl | 73 |
1 files changed, 73 insertions, 0 deletions
diff --git a/cnn_v3/shaders/cnn_v3_bottleneck.wgsl b/cnn_v3/shaders/cnn_v3_bottleneck.wgsl new file mode 100644 index 0000000..909fd41 --- /dev/null +++ b/cnn_v3/shaders/cnn_v3_bottleneck.wgsl @@ -0,0 +1,73 @@ +// CNN v3 — Bottleneck +// AvgPool2x2(enc1) + Conv(8->8, 1x1) + ReLU (no FiLM) +// +// Input: enc1_tex (rgba32uint, 8xf16) half-res +// Output: bottleneck_out (rgba32uint, 8xf16) quarter-res (dispatch at quarter-res dims) +// +// Weight layout (f16, OIHW + bias): +// [0 .. 8*8*1) conv: w[out][in] (1x1 kernel) +// [64 .. +8) bias: b[out] + +#include "cnn_v3/common" + +const BN_IN: u32 = 8u; +const BN_OUT: u32 = 8u; + +struct Params { + weight_offset: u32, + _pad0: u32, + _pad1: u32, + _pad2: u32, +} + +@group(0) @binding(0) var enc1_tex: texture_2d<u32>; +@group(0) @binding(1) var<storage, read> weights: array<u32>; +@group(0) @binding(2) var<uniform> params: Params; +@group(0) @binding(3) var bottleneck_out: texture_storage_2d<rgba32uint, write>; + +// Avg-pool 2x2 from enc1_tex at quarter-res coord qcoord. +// Returns zeros for OOB quarter-res coords (zero-padding for the 1x1 conv). +fn load_enc1_avg(qcoord: vec2i, half_dims: vec2i) -> array<f32, 8> { + let quart_dims = half_dims / 2; + if (qcoord.x < 0 || qcoord.y < 0 || qcoord.x >= quart_dims.x || qcoord.y >= quart_dims.y) { + return array<f32, 8>(0., 0., 0., 0., 0., 0., 0., 0.); + } + let base = qcoord * 2; + var s: array<f32, BN_IN>; + for (var dy: i32 = 0; dy < 2; dy++) { + for (var dx: i32 = 0; dx < 2; dx++) { + let hc = clamp(base + vec2i(dx, dy), vec2i(0), half_dims - vec2i(1)); + let f = unpack_8ch(enc1_tex, hc); + for (var i: u32 = 0u; i < BN_IN; i++) { s[i] += f[i]; } + } + } + for (var i: u32 = 0u; i < BN_IN; i++) { s[i] *= 0.25; } + return s; +} + +@compute @workgroup_size(8, 8) +fn bottleneck_main(@builtin(global_invocation_id) id: vec3u) { + let half_dims = vec2i(textureDimensions(enc1_tex)); + let quart_dims = half_dims / 2; + let coord = vec2i(id.xy); + if (coord.x >= quart_dims.x || coord.y >= quart_dims.y) { return; } + + let wo = params.weight_offset; + let feat = load_enc1_avg(coord, half_dims); + var out: array<f32, BN_OUT>; + + for (var o: u32 = 0u; o < BN_OUT; o++) { + var sum = get_w(wo, BN_OUT * BN_IN + o); // bias (1x1 kernel: no spatial idx) + for (var i: u32 = 0u; i < BN_IN; i++) { + sum += get_w(wo, o * BN_IN + i) * feat[i]; + } + out[o] = max(0.0, sum); + } + + textureStore(bottleneck_out, coord, vec4u( + pack2x16float(vec2f(out[0], out[1])), + pack2x16float(vec2f(out[2], out[3])), + pack2x16float(vec2f(out[4], out[5])), + pack2x16float(vec2f(out[6], out[7])) + )); +} |
