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-rw-r--r--candle-metal-kernels/src/conv.metal69
1 files changed, 69 insertions, 0 deletions
diff --git a/candle-metal-kernels/src/conv.metal b/candle-metal-kernels/src/conv.metal
index d7c23ddf..7f7a75cf 100644
--- a/candle-metal-kernels/src/conv.metal
+++ b/candle-metal-kernels/src/conv.metal
@@ -206,6 +206,67 @@ kernel void FN_NAME( \
upsample_nearest2d<TYPENAME>(w_out, h_out, w_scale, h_scale, dims, strides, src, dst, tid); \
} \
+template <typename T, typename A>
+METAL_FUNC void avg_pool2d(
+ constant size_t &w_k,
+ constant size_t &h_k,
+ constant size_t &w_stride,
+ constant size_t &h_stride,
+ constant size_t *src_dims,
+ constant size_t *src_strides,
+ device const T *src,
+ device T *dst,
+ uint tid [[ thread_position_in_grid ]]
+) {
+ const size_t c = src_dims[1];
+ const size_t w_in = src_dims[2];
+ const size_t h_in = src_dims[3];
+
+ const size_t w_out = (w_in - w_k) / w_stride + 1;
+ const size_t h_out = (h_in - h_k) / h_stride + 1;
+ if (tid >= src_dims[0] * c * w_out * h_out) {
+ return;
+ }
+
+ const size_t b_idx = tid / (w_out * h_out * c);
+ const size_t c_idx = (tid / (w_out * h_out)) % c;
+ const size_t dst_w = (tid / h_out) % w_out;
+ const size_t dst_h = tid % h_out;
+
+ const size_t src_idx0 = b_idx * src_strides[0];
+ A d = 0;
+ for (size_t w_offset = 0; w_offset < w_k; ++w_offset) {
+ size_t src_w = w_stride * dst_w + w_offset;
+ if (src_w >= w_in){
+ continue;
+ }
+ for (size_t h_offset = 0; h_offset < h_k; ++h_offset) {
+ size_t src_h = h_stride * dst_h + h_offset;
+ if (src_h >= h_in) {
+ continue;
+ }
+ const size_t src_idx = src_idx0 + c_idx * src_strides[1] + src_w * src_strides[2] + src_h * src_strides[3];
+ d += static_cast<A>(src[src_idx]);
+ }
+ }
+ dst[tid] = static_cast<T>(d / (w_k * h_k));
+}
+
+#define AVGPOOL2D_OP(TYPENAME, TYPEACC, FN_NAME) \
+kernel void FN_NAME( \
+ constant size_t &w_k, \
+ constant size_t &h_k, \
+ constant size_t &w_s, \
+ constant size_t &h_s, \
+ constant size_t *src_dims, \
+ constant size_t *src_s, \
+ device const TYPENAME *src, \
+ device TYPENAME *dst, \
+ uint tid [[ thread_position_in_grid ]] \
+) { \
+ avg_pool2d<TYPENAME, TYPEACC>(w_k, h_k, w_s, h_s, src_dims, src_s, src, dst, tid); \
+} \
+
template <typename T>
METAL_FUNC void max_pool2d(
constant size_t &w_k,
@@ -292,4 +353,12 @@ MAXPOOL2D_OP(uint32_t, max_pool2d_u32)
MAXPOOL2D_OP(uint8_t, max_pool2d_u8)
#if defined(__HAVE_BFLOAT__)
MAXPOOL2D_OP(bfloat, max_pool2d_bf16)
+#endif
+
+AVGPOOL2D_OP(float, float, avg_pool2d_f32)
+AVGPOOL2D_OP(half, float, avg_pool2d_f16)
+AVGPOOL2D_OP(uint32_t, uint32_t, avg_pool2d_u32)
+AVGPOOL2D_OP(uint8_t, uint8_t, avg_pool2d_u8)
+#if defined(__HAVE_BFLOAT__)
+AVGPOOL2D_OP(bfloat, float, avg_pool2d_bf16)
#endif \ No newline at end of file