wehub-resource-sync
469 lines
19 KiB
Common Lisp
469 lines
19 KiB
Common Lisp
#ifdef MNN_SUPPORT_FP16
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#pragma OPENCL EXTENSION cl_khr_fp16 : enable
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#endif
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#define PI 3.141592653589f
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__constant sampler_t SAMPLER = CLK_NORMALIZED_COORDS_FALSE | CLK_ADDRESS_CLAMP | CLK_FILTER_NEAREST;
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#define GLOBAL_SIZE_2_DIMS __private const int global_size_dim0, __private const int global_size_dim1,
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#define DEAL_NON_UNIFORM_DIM2(input1, input2) \
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if (input1 >= global_size_dim0 || input2 >= global_size_dim1) { \
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return; \
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}
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__kernel void set_zero(
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GLOBAL_SIZE_2_DIMS
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__global OUTPUT_TYPE *output
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) {
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const int x = get_global_id(0);
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const int y = get_global_id(1);
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DEAL_NON_UNIFORM_DIM2(x, y);
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output[y*global_size_dim0 + x] = (OUTPUT_TYPE)(0);
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}
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__kernel void batch_matmul(__private int global_dim0, __private int global_dim1, __private int global_dim2,
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__global FLOAT* output, __global FLOAT* input_A, __global FLOAT* input_B,
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#ifdef BIAS
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__global FLOAT* input_C,
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#endif
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__global int* offset_O, __global int* offset_A, __global int* offset_B,
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#ifdef BIAS
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__global int* offset_C,
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#endif
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__private const int e,
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__private const int l,
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__private const int h,__private const int iter,
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__private const int4 offsets,
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__private const int4 iters,
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__private const int4 steps) {
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int3 pos = (int3)(get_global_id(0), get_global_id(1), get_global_id(2));
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if (pos.x < global_dim0 && pos.y < global_dim1 && pos.z < global_dim2) {
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pos.x <<= 2;
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pos.y <<= 2;
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pos.z += iter;
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int4 index = (int4)(pos.z);
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if (iters.x >= 0) {
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index.x = offset_O[pos.z];
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}
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if (iters.y >= 0) {
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index.y = offset_A[pos.z];
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}
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if (iters.z >= 0) {
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index.z = offset_B[pos.z];
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}
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#ifdef BIAS
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if (iters.w >= 0) {
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index.w = offset_C[pos.z];
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}
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#endif
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int4 offset = index * steps + offsets;
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#ifdef TRANSPOSE_A
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__global FLOAT* A_ptr = input_A + offset.y + pos.y;
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#else
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__global FLOAT* A_ptr = input_A + offset.y + pos.y * l;
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#endif
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#ifdef TRANSPOSE_B
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__global FLOAT* B_ptr = input_B + offset.z + pos.x * l;
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#else
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__global FLOAT* B_ptr = input_B + offset.z + pos.x;
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#endif
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#ifdef BIAS
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FLOAT4 value0 = vload4(0, input_C + offset.w + pos.x);
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FLOAT4 value1 = value0;
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FLOAT4 value2 = value0;
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FLOAT4 value3 = value0;
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#else
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FLOAT4 value0 = (FLOAT4)0;
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FLOAT4 value1 = (FLOAT4)0;
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FLOAT4 value2 = (FLOAT4)0;
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FLOAT4 value3 = (FLOAT4)0;
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#endif
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const int l_pack = (l + 3) >> 2;
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for(int i = 0; i < l_pack - 1; ++i){
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int l_offset = i << 2;
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FLOAT4 value_a0, value_a1, value_a2, value_a3, value_b0, value_b1, value_b2, value_b3;
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#ifdef TRANSPOSE_A
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value_a0 = vload4(0, A_ptr + l_offset * e);
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value_a1 = vload4(0, A_ptr + (l_offset + 1) * e);
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value_a2 = vload4(0, A_ptr + (l_offset + 2) * e);
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value_a3 = vload4(0, A_ptr + (l_offset + 3) * e);
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#else
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value_a0 = vload4(0, A_ptr + l_offset);
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value_a1 = vload4(0, A_ptr + l_offset + l);
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value_a2 = vload4(0, A_ptr + l_offset + 2 * l);
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value_a3 = vload4(0, A_ptr + l_offset + 3 * l);
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#endif
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#ifdef TRANSPOSE_B
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FLOAT4 value_tmp0 = vload4(0, B_ptr + l_offset);
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FLOAT4 value_tmp1 = vload4(0, B_ptr + l_offset + l);
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FLOAT4 value_tmp2 = vload4(0, B_ptr + l_offset + 2 * l);
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FLOAT4 value_tmp3 = vload4(0, B_ptr + l_offset + 3 * l);
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value_b0 = (FLOAT4)(value_tmp0.x, value_tmp1.x, value_tmp2.x, value_tmp3.x);
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value_b1 = (FLOAT4)(value_tmp0.y, value_tmp1.y, value_tmp2.y, value_tmp3.y);
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value_b2 = (FLOAT4)(value_tmp0.z, value_tmp1.z, value_tmp2.z, value_tmp3.z);
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value_b3 = (FLOAT4)(value_tmp0.w, value_tmp1.w, value_tmp2.w, value_tmp3.w);
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#else
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value_b0 = vload4(0, B_ptr + l_offset * h);
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value_b1 = vload4(0, B_ptr + (l_offset + 1) * h);
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value_b2 = vload4(0, B_ptr + (l_offset + 2) * h);
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value_b3 = vload4(0, B_ptr + (l_offset + 3) * h);
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#endif
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#ifdef TRANSPOSE_A
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value0 = mad((FLOAT4)value_a0.x, value_b0, value0);
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value0 = mad((FLOAT4)value_a1.x, value_b1, value0);
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value0 = mad((FLOAT4)value_a2.x, value_b2, value0);
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value0 = mad((FLOAT4)value_a3.x, value_b3, value0);
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value1 = mad((FLOAT4)value_a0.y, value_b0, value1);
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value1 = mad((FLOAT4)value_a1.y, value_b1, value1);
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value1 = mad((FLOAT4)value_a2.y, value_b2, value1);
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value1 = mad((FLOAT4)value_a3.y, value_b3, value1);
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value2 = mad((FLOAT4)value_a0.z, value_b0, value2);
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value2 = mad((FLOAT4)value_a1.z, value_b1, value2);
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value2 = mad((FLOAT4)value_a2.z, value_b2, value2);
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value2 = mad((FLOAT4)value_a3.z, value_b3, value2);
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value3 = mad((FLOAT4)value_a0.w, value_b0, value3);
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value3 = mad((FLOAT4)value_a1.w, value_b1, value3);
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value3 = mad((FLOAT4)value_a2.w, value_b2, value3);
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value3 = mad((FLOAT4)value_a3.w, value_b3, value3);
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#else
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value0 = mad((FLOAT4)value_a0.x, value_b0, value0);
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value0 = mad((FLOAT4)value_a0.y, value_b1, value0);
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value0 = mad((FLOAT4)value_a0.z, value_b2, value0);
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value0 = mad((FLOAT4)value_a0.w, value_b3, value0);
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value1 = mad((FLOAT4)value_a1.x, value_b0, value1);
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value1 = mad((FLOAT4)value_a1.y, value_b1, value1);
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value1 = mad((FLOAT4)value_a1.z, value_b2, value1);
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value1 = mad((FLOAT4)value_a1.w, value_b3, value1);
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value2 = mad((FLOAT4)value_a2.x, value_b0, value2);
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value2 = mad((FLOAT4)value_a2.y, value_b1, value2);
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value2 = mad((FLOAT4)value_a2.z, value_b2, value2);
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value2 = mad((FLOAT4)value_a2.w, value_b3, value2);
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value3 = mad((FLOAT4)value_a3.x, value_b0, value3);
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value3 = mad((FLOAT4)value_a3.y, value_b1, value3);
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value3 = mad((FLOAT4)value_a3.z, value_b2, value3);
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value3 = mad((FLOAT4)value_a3.w, value_b3, value3);
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#endif
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}
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for(int i = ((l_pack - 1) << 2); i < l; ++i){
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#ifdef TRANSPOSE_A
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FLOAT4 value_a = vload4(0, A_ptr + i * e);
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#else
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FLOAT4 value_a;
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value_a.x = A_ptr[i];
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value_a.y = A_ptr[i + l];
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value_a.z = A_ptr[i + 2 * l];
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value_a.w = A_ptr[i + 3 * l];
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#endif
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#ifdef TRANSPOSE_B
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FLOAT4 value_b;
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value_b.x = B_ptr[i];
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value_b.y = B_ptr[i + l];
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value_b.z = B_ptr[i + 2 * l];
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value_b.w = B_ptr[i + 3 * l];
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#else
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FLOAT4 value_b = vload4(0, B_ptr + i * h);
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#endif
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value0 = mad((FLOAT4)value_a.x, value_b, value0);
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value1 = mad((FLOAT4)value_a.y, value_b, value1);
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value2 = mad((FLOAT4)value_a.z, value_b, value2);
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value3 = mad((FLOAT4)value_a.w, value_b, value3);
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}
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const int output_offset = offset.x + pos.y * h + pos.x;
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#if H_LEAVES == 0
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vstore4(value0, 0, output + output_offset);
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if(pos.y + 1 >= e) return;
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vstore4(value1, 0, output + output_offset + h);
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if(pos.y + 2 >= e) return;
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vstore4(value2, 0, output + output_offset + 2 * h);
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if(pos.y + 3 >= e) return;
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vstore4(value3, 0, output + output_offset + 3 * h);
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#else
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if(pos.x + 3 < h){
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vstore4(value0, 0, output + output_offset);
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if(pos.y + 1 >= e) return;
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vstore4(value1, 0, output + output_offset + h);
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if(pos.y + 2 >= e) return;
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vstore4(value2, 0, output + output_offset + 2 * h);
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if(pos.y + 3 >= e) return;
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vstore4(value3, 0, output + output_offset + 3 * h);
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}else{
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#if H_LEAVES == 1
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output[output_offset] = value0.x;
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if(pos.y + 1 >= e) return;
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output[output_offset + h] = value1.x;
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if(pos.y + 2 >= e) return;
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output[output_offset + 2 * h] = value2.x;
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if(pos.y + 3 >= e) return;
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output[output_offset + 3 * h] = value3.x;
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#elif H_LEAVES == 2
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vstore2((FLOAT2)value0.xy, 0, output + output_offset);
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if(pos.y + 1 >= e) return;
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vstore2((FLOAT2)value1.xy, 0, output + output_offset + h);
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if(pos.y + 2 >= e) return;
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vstore2((FLOAT2)value2.xy, 0, output + output_offset + 2 * h);
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if(pos.y + 3 >= e) return;
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vstore2((FLOAT2)value3.xy, 0, output + output_offset + 3 * h);
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#elif H_LEAVES == 3
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vstore3((FLOAT3)value0.xyz, 0, output + output_offset);
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if(pos.y + 1 >= e) return;
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vstore3((FLOAT3)value1.xyz, 0, output + output_offset + h);
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if(pos.y + 2 >= e) return;
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vstore3((FLOAT3)value2.xyz, 0, output + output_offset + 2 * h);
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if(pos.y + 3 >= e) return;
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vstore3((FLOAT3)value3.xyz, 0, output + output_offset + 3 * h);
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#endif
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}
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#endif
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}
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}
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__kernel void tile(__private int global_dim0, __private int global_dim1, __private int global_dim2,
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__read_only image2d_t input,
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__global OUTPUT_TYPE* output,
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__private const int width,
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__private const int height,
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__private const int channel){
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int3 pos = (int3)(get_global_id(0), get_global_id(1), get_global_id(2));
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if (pos.x < global_dim0 && pos.y < global_dim1 && pos.z < global_dim2) {
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const int w = pos.x % width;
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const int h = pos.x / width;
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const int c = pos.y << 2;
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#ifdef MNN_NHWC
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const int c_dst_pitch = 1;
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const int x_dst_pitch = c_dst_pitch * channel;
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const int y_dst_pitch = x_dst_pitch * width;
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const int b_dst_pitch = y_dst_pitch * height;
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#else
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const int x_dst_pitch = 1;
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const int y_dst_pitch = x_dst_pitch * width;
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const int c_dst_pitch = y_dst_pitch * height;
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const int b_dst_pitch = c_dst_pitch * channel;
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#endif
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__global OUTPUT_TYPE* dst_ptr = output + pos.z * b_dst_pitch + c * c_dst_pitch + h * y_dst_pitch + w * x_dst_pitch;
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OUTPUT_TYPE4 value = CONVERT_OUTPUT4(RI_DATA(input, SAMPLER, (int2)(pos.y * width + w, pos.z * height + h)));
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dst_ptr[0] = value.x;
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if(c + 1 >= channel)return;
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dst_ptr[c_dst_pitch] = value.y;
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if(c + 2 >= channel)return;
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dst_ptr[2 * c_dst_pitch] = value.z;
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if(c + 3 >= channel)return;
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dst_ptr[3 * c_dst_pitch] = value.w;
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}
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}
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__kernel void pack(__private int global_dim0, __private int global_dim1, __private int global_dim2,
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__global INPUT_TYPE* input,
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__write_only image2d_t output,
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__private const int width,
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__private const int height,
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__private const int channel){
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int3 pos = (int3)(get_global_id(0), get_global_id(1), get_global_id(2));
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if (pos.x < global_dim0 && pos.y < global_dim1 && pos.z < global_dim2) {
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const int w = pos.x % width;
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const int h = pos.x / width;
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const int c = pos.y << 2;
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#ifdef MNN_NHWC
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const int c_src_pitch = 1;
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const int x_src_pitch = c_src_pitch * channel;
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const int y_src_pitch = x_src_pitch * width;
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const int b_src_pitch = y_src_pitch * height;
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#else
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const int x_src_pitch = 1;
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const int y_src_pitch = x_src_pitch * width;
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const int c_src_pitch = y_src_pitch * height;
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const int b_src_pitch = c_src_pitch * channel;
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#endif
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__global INPUT_TYPE* src_ptr = input + pos.z * b_src_pitch + c * c_src_pitch + h * y_src_pitch + w * x_src_pitch;
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OUTPUT_TYPE_I4 value = (OUTPUT_TYPE_I4)0;
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OUTPUT_TYPE_I *value_ptr = (OUTPUT_TYPE_I*)&value;
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for(int i = 0; i < 4 && (i + c < channel); ++i){
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value_ptr[i] = (OUTPUT_TYPE_I)src_ptr[i * c_src_pitch];
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}
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WI_DATA(output, (int2)(pos.y * width + w, pos.z * height + h), value);
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}
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}
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#ifndef UNARY_OPERATOR
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#define UNARY_OPERATOR in
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#endif
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__kernel void batch_gather(__private int global_dim0, __private int global_dim1, __private int global_dim2,
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__global OUTPUT_TYPE* output, __global INPUT_TYPE* input,
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#ifdef OFFSET_DST
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__global int* offset_dst_ptr,
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#endif
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#ifdef OFFSET_SRC
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__global int* offset_src_ptr,
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#endif
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__private const int x_size,
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__private const int iter,
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__private const int4 stride_src,
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__private const int4 stride_dst,
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__private const int2 steps,
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__private const int inputSize,
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__private const int outputSize) {
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int3 pos = (int3)(get_global_id(0), get_global_id(1), get_global_id(2));
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if (pos.x < global_dim0 && pos.y < global_dim1 && pos.z < global_dim2) {
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int x = pos.x % x_size;
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int y = pos.x / x_size;
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pos.z += iter;
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int2 index = (int2)(pos.z, pos.z);
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#ifdef OFFSET_DST
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index.x = offset_dst_ptr[pos.z];
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#endif
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#ifdef OFFSET_SRC
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index.y = offset_src_ptr[pos.z];
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#endif
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int2 offset = index * steps;
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int outputIndex = offset.x + stride_dst.w + x * stride_dst.x + y * stride_dst.y + pos.y * stride_dst.z;
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if(outputIndex < outputSize && offset.x >= 0){
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if(offset.y >= 0 && offset.y < inputSize){
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INPUT_TYPE in = input[offset.y + stride_src.w + x * stride_src.x + y * stride_src.y + pos.y * stride_src.z];
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output[outputIndex] = (OUTPUT_TYPE)(UNARY_OPERATOR);
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}else{
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output[outputIndex] = (OUTPUT_TYPE)(0);
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}
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}
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}
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}
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#ifndef OPERATOR
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#define OPERATOR in0 + in1
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#endif
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__kernel void loop_binary(__private int global_dim0, __private int global_dim1, __private int global_dim2,
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__global OUTPUT_TYPE* output, __global INPUT_TYPE* input0, __global INPUT_TYPE* input1,
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#ifdef OFFSET_DST
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__global int* offset_dst_ptr,
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#endif
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#ifdef OFFSET_SRC0
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__global int* offset_src0_ptr,
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#endif
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#ifdef OFFSET_SRC1
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__global int* offset_src1_ptr,
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#endif
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__private const int input0Stride0,
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__private const int input0Stride1,
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__private const int input0Stride2,
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__private const int input1Stride0,
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__private const int input1Stride1,
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__private const int input1Stride2,
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__private const int outputStride0,
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__private const int outputStride1,
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__private const int outputStride2,
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__private const int iter,
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__private const int zSize,
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__private const int4 offsets,
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__private const int4 steps,
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__private const int outputSize
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) {
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const int x = get_global_id(0);
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const int y = get_global_id(1);
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const int zn = get_global_id(2);
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if (x < global_dim0 && y < global_dim1 && zn < global_dim2) {
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int z = zn % zSize;
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int n = zn / zSize;
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n += iter;
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int4 index = (int4)(n, n, n, n);
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#ifdef OFFSET_DST
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index.x = offset_dst_ptr[n];
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#endif
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#ifdef OFFSET_SRC0
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index.y = offset_src0_ptr[n];
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#endif
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#ifdef OFFSET_SRC1
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index.z = offset_src1_ptr[n];
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#endif
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int4 offset = index * steps + offsets;
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int inputIndex0 = offset.y + z * input0Stride0 + y * input0Stride1 + x * input0Stride2;
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int inputIndex1 = offset.z + z * input1Stride0 + y * input1Stride1 + x * input1Stride2;
|
|
int outputIndex = offset.x + z * outputStride0 + y * outputStride1 + x * outputStride2;
|
|
#ifdef INT_COMPUTE_MOD
|
|
int in0 = (int)input0[inputIndex0];
|
|
int in1 = (int)input1[inputIndex1];
|
|
int out = in0 % in1;
|
|
out = ((out < 0 && in1 > 0) || (out > 0 && in1 < 0)) ? out + in1 : out;
|
|
#else
|
|
float in0 = (float)input0[inputIndex0];
|
|
float in1 = (float)input1[inputIndex1];
|
|
float out = OPERATOR;
|
|
#endif
|
|
if(outputIndex < outputSize){
|
|
output[outputIndex] = (OUTPUT_TYPE)out;
|
|
}
|
|
}
|
|
}
|
|
|
|
__kernel void loop_cumsum(__private int global_dim0, __private int global_dim1, __private int global_dim2,
|
|
__global OUTPUT_TYPE* output, __global INPUT_TYPE* input0, __global INPUT_TYPE* input1,
|
|
__private const int input0Stride0,
|
|
__private const int input0Stride1,
|
|
__private const int input0Stride2,
|
|
__private const int input1Stride0,
|
|
__private const int input1Stride1,
|
|
__private const int input1Stride2,
|
|
__private const int outputStride0,
|
|
__private const int outputStride1,
|
|
__private const int outputStride2,
|
|
__private const int loopNumber,
|
|
__private const int4 offsets,
|
|
__private const int4 steps,
|
|
__private const int outputSize
|
|
) {
|
|
|
|
const int x = get_global_id(0);
|
|
const int y = get_global_id(1);
|
|
const int z = get_global_id(2);
|
|
|
|
if (x < global_dim0 && y < global_dim1 && z < global_dim2) {
|
|
|
|
int inputIndex0 = z * input0Stride0 + y * input0Stride1 + x * input0Stride2;
|
|
int inputIndex1 = z * input1Stride0 + y * input1Stride1 + x * input1Stride2;
|
|
int outputIndex = z * outputStride0 + y * outputStride1 + x * outputStride2;
|
|
|
|
float in0 = 0;
|
|
if(offsets.z != offsets.y){
|
|
in0 = (float)input0[inputIndex0];
|
|
}
|
|
|
|
for(int i = 0; i < loopNumber; ++i){
|
|
int4 offset = (int4)i * steps + offsets;
|
|
float in1 = (float)input1[inputIndex1 + offset.z];
|
|
float out = OPERATOR;
|
|
|
|
if(outputIndex + offset.x < outputSize){
|
|
output[outputIndex + offset.x] = (OUTPUT_TYPE)out;
|
|
}
|
|
in0 = out;
|
|
}
|
|
}
|
|
}
|