case GGML_OP_REPEAT:
return op->src[0]->type == GGML_TYPE_F32 && op->type == GGML_TYPE_F32; // Assuming F32 for now, can be expanded
case GGML_OP_PAD:
- return op->src[0]->type == GGML_TYPE_F32 && op->type == GGML_TYPE_F32 &&
- op->src[0]->ne[3] == 1 && op->ne[3] == 1 &&
- (ggml_get_op_params_i32(op, 0) == 0) && (ggml_get_op_params_i32(op, 2) == 0) &&
- (ggml_get_op_params_i32(op, 4) == 0) && (ggml_get_op_params_i32(op, 6) == 0);
+ return op->src[0]->type == GGML_TYPE_F32 && op->type == GGML_TYPE_F32;
case GGML_OP_UPSCALE:
return op->src[0]->type == GGML_TYPE_F32 && op->type == GGML_TYPE_F32;
case GGML_OP_CONV_2D:
GGML_ASSERT(dst->extra);
GGML_ASSERT(src0->type == GGML_TYPE_F32);
GGML_ASSERT(dst->type == GGML_TYPE_F32);
- GGML_ASSERT(src0->ne[3] == 1 && dst->ne[3] == 1);
ggml_backend_opencl_context *backend_ctx = (ggml_backend_opencl_context *)backend->context;
const int s_ne0 = src0->ne[0];
const int s_ne1 = src0->ne[1];
const int s_ne2 = src0->ne[2];
+ const int s_ne3 = src0->ne[3];
+
+ const int s_nb0 = src0->nb[0];
+ const int s_nb1 = src0->nb[1];
+ const int s_nb2 = src0->nb[2];
+ const int s_nb3 = src0->nb[3];
const int d_ne0 = dst->ne[0];
const int d_ne1 = dst->ne[1];
const int d_ne2 = dst->ne[2];
+ const int d_ne3 = dst->ne[3];
+
+ const int d_nb0 = dst->nb[0];
+ const int d_nb1 = dst->nb[1];
+ const int d_nb2 = dst->nb[2];
+ const int d_nb3 = dst->nb[3];
+
+ const int lp0 = ((const int*)(dst->op_params))[0];
+ const int rp0 = ((const int*)(dst->op_params))[1];
+ const int lp1 = ((const int*)(dst->op_params))[2];
+ const int rp1 = ((const int*)(dst->op_params))[3];
+ const int lp2 = ((const int*)(dst->op_params))[4];
+ const int rp2 = ((const int*)(dst->op_params))[5];
+ const int lp3 = ((const int*)(dst->op_params))[6];
+ const int rp3 = ((const int*)(dst->op_params))[7];
cl_kernel kernel = backend_ctx->kernel_pad;
- CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &extra_src0->data_device));
- CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_ulong), &off_src0));
- CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extra_dst->data_device));
- CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_ulong), &off_dst));
- CL_CHECK(clSetKernelArg(kernel, 4, sizeof(int), &s_ne0));
- CL_CHECK(clSetKernelArg(kernel, 5, sizeof(int), &s_ne1));
- CL_CHECK(clSetKernelArg(kernel, 6, sizeof(int), &s_ne2));
- CL_CHECK(clSetKernelArg(kernel, 7, sizeof(int), &d_ne0));
- CL_CHECK(clSetKernelArg(kernel, 8, sizeof(int), &d_ne1));
- CL_CHECK(clSetKernelArg(kernel, 9, sizeof(int), &d_ne2));
+ CL_CHECK(clSetKernelArg(kernel, 0, sizeof(cl_mem), &extra_src0->data_device));
+ CL_CHECK(clSetKernelArg(kernel, 1, sizeof(cl_ulong), &off_src0));
+ CL_CHECK(clSetKernelArg(kernel, 2, sizeof(cl_mem), &extra_dst->data_device));
+ CL_CHECK(clSetKernelArg(kernel, 3, sizeof(cl_ulong), &off_dst));
+ CL_CHECK(clSetKernelArg(kernel, 4, sizeof(int), &s_ne0));
+ CL_CHECK(clSetKernelArg(kernel, 5, sizeof(int), &s_ne1));
+ CL_CHECK(clSetKernelArg(kernel, 6, sizeof(int), &s_ne2));
+ CL_CHECK(clSetKernelArg(kernel, 7, sizeof(int), &s_ne3));
+ CL_CHECK(clSetKernelArg(kernel, 8, sizeof(cl_ulong), &s_nb0));
+ CL_CHECK(clSetKernelArg(kernel, 9, sizeof(cl_ulong), &s_nb1));
+ CL_CHECK(clSetKernelArg(kernel, 10, sizeof(cl_ulong), &s_nb2));
+ CL_CHECK(clSetKernelArg(kernel, 11, sizeof(cl_ulong), &s_nb3));
+ CL_CHECK(clSetKernelArg(kernel, 12, sizeof(int), &d_ne0));
+ CL_CHECK(clSetKernelArg(kernel, 13, sizeof(int), &d_ne1));
+ CL_CHECK(clSetKernelArg(kernel, 14, sizeof(int), &d_ne2));
+ CL_CHECK(clSetKernelArg(kernel, 15, sizeof(int), &d_ne3));
+ CL_CHECK(clSetKernelArg(kernel, 16, sizeof(cl_ulong), &d_nb0));
+ CL_CHECK(clSetKernelArg(kernel, 17, sizeof(cl_ulong), &d_nb1));
+ CL_CHECK(clSetKernelArg(kernel, 18, sizeof(cl_ulong), &d_nb2));
+ CL_CHECK(clSetKernelArg(kernel, 19, sizeof(cl_ulong), &d_nb3));
+ CL_CHECK(clSetKernelArg(kernel, 20, sizeof(int), &lp0));
+ CL_CHECK(clSetKernelArg(kernel, 21, sizeof(int), &rp0));
+ CL_CHECK(clSetKernelArg(kernel, 22, sizeof(int), &lp1));
+ CL_CHECK(clSetKernelArg(kernel, 23, sizeof(int), &rp1));
+ CL_CHECK(clSetKernelArg(kernel, 24, sizeof(int), &lp2));
+ CL_CHECK(clSetKernelArg(kernel, 25, sizeof(int), &rp2));
+ CL_CHECK(clSetKernelArg(kernel, 26, sizeof(int), &lp3));
+ CL_CHECK(clSetKernelArg(kernel, 27, sizeof(int), &rp3));
size_t lws0 = 64;
size_t gws0 = (( (size_t)d_ne0 + lws0 - 1 ) / lws0) * lws0;
- size_t global_work_size[] = { gws0, (size_t)d_ne1, (size_t)d_ne2 };
+ size_t global_work_size[] = { gws0, (size_t)d_ne1, (size_t)d_ne2*d_ne3 };
size_t local_work_size[] = { lws0, 1, 1 };
size_t * local_work_size_ptr = local_work_size;
kernel void kernel_pad(
- global const void * src0_ptr,
- ulong src0_offset,
- global void * dst_ptr,
- ulong dst_offset,
- int s_ne0, int s_ne1, int s_ne2,
- int d_ne0, int d_ne1, int d_ne2
+ global void * src0,
+ ulong offset0,
+ global void * dst,
+ ulong offsetd,
+ int ne00, int ne01, int ne02, int ne03,
+ ulong nb00, ulong nb01, ulong nb02, ulong nb03,
+ int ne0, int ne1, int ne2, int ne3,
+ ulong nb0, ulong nb1, ulong nb2, ulong nb3,
+ int lp0, int rp0,
+ int lp1, int rp1,
+ int lp2, int rp2,
+ int lp3, int rp3
) {
- global const float * src0 = (global const float *)((global const char *)src0_ptr + src0_offset);
- global float * dst = (global float *)((global char *)dst_ptr + dst_offset);
+ src0 = (global float*)((global char*)src0 + offset0);
+ dst = (global float*)((global char*)dst + offsetd);
- int nidx = get_global_id(0);
- int idx_d1 = get_group_id(1);
- int idx_d2 = get_group_id(2);
+ int i0 = get_global_id(0);
+ int i1 = get_group_id(1);
+ int i2 = get_group_id(2) % ne2;
+ int i3 = get_group_id(2) / ne2;
- if (nidx >= d_ne0) {
+ if (i0 >= ne0 || i1 >= ne1 || i2 >= ne2 || i3 >= ne3) {
return;
}
- int dst_el_offset = nidx + idx_d1 * d_ne0 + idx_d2 * d_ne0 * d_ne1;
+ uint src0_idx = (i3 - lp3)*nb03 + (i2 - lp2)*nb02 + (i1 - lp1)*nb01 + (i0 - lp0)*nb00;
+ uint dst_idx = i3*nb3 + i2*nb2 + i1*nb1 + i0*nb0;
- bool in_src_bounds = (nidx < s_ne0) && (idx_d1 < s_ne1) && (idx_d2 < s_ne2);
+ global float * src0_ptr = (global float *)((global char *)src0 + src0_idx);
+ global float * dst_ptr = (global float *)((global char *)dst + dst_idx);
- if (in_src_bounds) {
- int src_el_offset = nidx + idx_d1 * s_ne0 + idx_d2 * s_ne0 * s_ne1;
- dst[dst_el_offset] = src0[src_el_offset];
- } else {
- dst[dst_el_offset] = 0.0f;
- }
+ bool in_src_bounds = (i0 >= lp0 && i0 < ne0 - rp0) &&
+ (i1 >= lp1 && i1 < ne1 - rp1) &&
+ (i2 >= lp2 && i2 < ne2 - rp2) &&
+ (i3 >= lp3 && i3 < ne3 - rp3);
+
+ *dst_ptr = in_src_bounds ? *src0_ptr : 0.0f;
}