mirror of
https://github.com/ggerganov/whisper.cpp.git
synced 2024-12-19 04:37:51 +00:00
vulkan : reuse parent extra for views (llama/7806)
* vulkan : reuse parent extra for views * Fix validation error when multiple compute contexts are used in a graph --------- Co-authored-by: 0cc4m <picard12@live.de>
This commit is contained in:
slaren
Georgi Gerganov
parent
dc01aadb18
commit
b172e7714c
128
ggml-vulkan.cpp
128
ggml-vulkan.cpp
@ -345,15 +345,12 @@ struct vk_context {
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};
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struct ggml_tensor_extra_gpu {
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bool ready;
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size_t ctx_idx;
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vk_buffer_ref buffer_gpu;
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uint64_t offset;
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void reset() {
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ready = false;
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ctx_idx = 0;
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buffer_gpu.reset();
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offset = 0;
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@ -2949,7 +2946,7 @@ static void ggml_vk_mul_mat_q_f16(ggml_backend_vk_context * ctx, vk_context * su
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const uint64_t d_sz = sizeof(float) * d_ne;
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vk_buffer d_D = extra->buffer_gpu.lock();
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const uint64_t d_buf_offset = extra->offset;
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const uint64_t d_buf_offset = extra->offset + dst->view_offs;
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GGML_ASSERT(d_D != nullptr);
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GGML_ASSERT(d_D->size >= d_buf_offset + d_sz * ne02 * ne03);
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vk_buffer d_X;
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@ -2958,12 +2955,12 @@ static void ggml_vk_mul_mat_q_f16(ggml_backend_vk_context * ctx, vk_context * su
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uint64_t y_buf_offset = 0;
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if (!src0_uma) {
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d_Qx = extra_src0->buffer_gpu.lock();
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qx_buf_offset = extra_src0->offset;
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qx_buf_offset = extra_src0->offset + src0->view_offs;
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GGML_ASSERT(d_Qx != nullptr);
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}
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if (!src1_uma) {
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d_Qy = extra_src1->buffer_gpu.lock();
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qy_buf_offset = extra_src1->offset;
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qy_buf_offset = extra_src1->offset + src1->view_offs;
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GGML_ASSERT(d_Qy != nullptr);
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}
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if (qx_needs_dequant) {
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@ -3114,7 +3111,7 @@ static void ggml_vk_mul_mat_vec_q_f16(ggml_backend_vk_context * ctx, vk_context
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const uint64_t d_sz = sizeof(float) * d_ne;
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vk_buffer d_D = extra->buffer_gpu.lock();
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const uint64_t d_buf_offset = extra->offset;
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const uint64_t d_buf_offset = extra->offset + dst->view_offs;
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GGML_ASSERT(d_D != nullptr);
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vk_buffer d_X;
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uint64_t x_buf_offset = 0;
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@ -3122,12 +3119,12 @@ static void ggml_vk_mul_mat_vec_q_f16(ggml_backend_vk_context * ctx, vk_context
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uint64_t y_buf_offset = 0;
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if(!src0_uma) {
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d_Qx = extra_src0->buffer_gpu.lock();
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qx_buf_offset = extra_src0->offset;
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qx_buf_offset = extra_src0->offset + src0->view_offs;
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GGML_ASSERT(d_Qx != nullptr);
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}
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if(!src1_uma) {
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d_Qy = extra_src1->buffer_gpu.lock();
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qy_buf_offset = extra_src1->offset;
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qy_buf_offset = extra_src1->offset + src1->view_offs;
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GGML_ASSERT(d_Qy != nullptr);
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}
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if (qx_needs_dequant) {
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@ -3246,14 +3243,14 @@ static void ggml_vk_mul_mat_vec_p021_f16_f32(ggml_backend_vk_context * ctx, vk_c
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const uint64_t d_sz = sizeof(float) * d_ne;
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vk_buffer d_D = extra->buffer_gpu.lock();
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const uint64_t d_buf_offset = extra->offset;
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const uint64_t d_buf_offset = extra->offset + dst->view_offs;
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GGML_ASSERT(d_D != nullptr);
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vk_buffer d_Qx = extra_src0->buffer_gpu.lock();
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const uint64_t qx_buf_offset = extra_src0->offset;
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const uint64_t qx_buf_offset = extra_src0->offset + src0->view_offs;
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GGML_ASSERT(d_Qx != nullptr);
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if (!src1_uma) {
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d_Qy = extra_src1->buffer_gpu.lock();
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qy_buf_offset = extra_src1->offset;
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qy_buf_offset = extra_src1->offset + src1->view_offs;
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GGML_ASSERT(d_Qx != nullptr);
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}
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@ -3323,14 +3320,14 @@ static void ggml_vk_mul_mat_vec_nc_f16_f32(ggml_backend_vk_context * ctx, vk_con
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const uint64_t d_sz = sizeof(float) * d_ne;
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vk_buffer d_D = extra->buffer_gpu.lock();
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const uint64_t d_buf_offset = extra->offset;
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const uint64_t d_buf_offset = extra->offset + dst->view_offs;
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GGML_ASSERT(d_D != nullptr);
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vk_buffer d_Qx = extra_src0->buffer_gpu.lock();
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const uint64_t qx_buf_offset = extra_src0->offset;
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const uint64_t qx_buf_offset = extra_src0->offset + src0->view_offs;
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GGML_ASSERT(d_Qx != nullptr);
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if (!src1_uma) {
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d_Qy = extra_src1->buffer_gpu.lock();
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qy_buf_offset = extra_src1->offset;
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qy_buf_offset = extra_src1->offset + src1->view_offs;
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GGML_ASSERT(d_Qx != nullptr);
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}
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@ -3459,7 +3456,7 @@ static void ggml_vk_mul_mat_id_q_f16(ggml_backend_vk_context * ctx, vk_context *
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const uint64_t d_sz = sizeof(float) * d_ne;
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vk_buffer d_D = extra->buffer_gpu.lock();
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const uint64_t d_buf_offset = extra->offset;
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const uint64_t d_buf_offset = extra->offset + dst->view_offs;
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GGML_ASSERT(d_D != nullptr);
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vk_buffer d_X;
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uint64_t x_buf_offset = 0;
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@ -3467,17 +3464,17 @@ static void ggml_vk_mul_mat_id_q_f16(ggml_backend_vk_context * ctx, vk_context *
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uint64_t y_buf_offset = 0;
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if (!src0_uma) {
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d_Qx = extra_src0->buffer_gpu.lock();
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qx_buf_offset = extra_src0->offset;
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qx_buf_offset = extra_src0->offset + src0->view_offs;
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GGML_ASSERT(d_Qx != nullptr);
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}
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if (!src1_uma) {
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d_Qy = extra_src1->buffer_gpu.lock();
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qy_buf_offset = extra_src1->offset;
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qy_buf_offset = extra_src1->offset + src1->view_offs;
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GGML_ASSERT(d_Qy != nullptr);
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}
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if (!ids_uma) {
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d_ids = extra_ids->buffer_gpu.lock();
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ids_buf_offset = extra_ids->offset;
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ids_buf_offset = extra_ids->offset + ids->view_offs;
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GGML_ASSERT(d_ids != nullptr);
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}
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if (qx_needs_dequant) {
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@ -3636,7 +3633,7 @@ static void ggml_vk_mul_mat_vec_id_q_f16(ggml_backend_vk_context * ctx, vk_conte
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const uint64_t d_sz = sizeof(float) * d_ne;
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vk_buffer d_D = extra->buffer_gpu.lock();
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const uint64_t d_buf_offset = extra->offset;
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const uint64_t d_buf_offset = extra->offset + dst->view_offs;
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GGML_ASSERT(d_D != nullptr);
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vk_buffer d_X;
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uint64_t x_buf_offset = 0;
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@ -3644,17 +3641,17 @@ static void ggml_vk_mul_mat_vec_id_q_f16(ggml_backend_vk_context * ctx, vk_conte
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uint64_t y_buf_offset = 0;
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if(!src0_uma) {
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d_Qx = extra_src0->buffer_gpu.lock();
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qx_buf_offset = extra_src0->offset;
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qx_buf_offset = extra_src0->offset + src0->view_offs;
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GGML_ASSERT(d_Qx != nullptr);
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}
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if(!src1_uma) {
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d_Qy = extra_src1->buffer_gpu.lock();
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qy_buf_offset = extra_src1->offset;
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qy_buf_offset = extra_src1->offset + src1->view_offs;
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GGML_ASSERT(d_Qy != nullptr);
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}
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if(!ids_uma) {
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d_ids = extra_ids->buffer_gpu.lock();
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ids_buf_offset = extra_ids->offset;
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ids_buf_offset = extra_ids->offset + ids->view_offs;
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GGML_ASSERT(d_ids != nullptr);
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}
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if (qx_needs_dequant) {
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@ -3769,9 +3766,9 @@ static void ggml_vk_op_repeat(ggml_backend_vk_context * ctx, vk_context * subctx
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ggml_tensor_extra_gpu * extra_src0 = (ggml_tensor_extra_gpu *) src0->extra;
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const vk_buffer src_buf = extra_src0->buffer_gpu.lock();
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const uint64_t src_offset = extra_src0->offset;
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const uint64_t src_offset = extra_src0->offset + src0->view_offs;
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vk_buffer dst_buf = extra->buffer_gpu.lock();
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const uint64_t dst_offset = extra->offset;
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const uint64_t dst_offset = extra->offset + dst->view_offs;
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std::vector<vk::BufferCopy> copies;
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@ -4062,21 +4059,21 @@ static void ggml_vk_op_f32(ggml_backend_vk_context * ctx, vk_context * subctx, c
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}
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GGML_ASSERT(d_D != nullptr);
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uint64_t d_buf_offset = (extra->offset / ctx->device->properties.limits.minStorageBufferOffsetAlignment) * ctx->device->properties.limits.minStorageBufferOffsetAlignment;
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uint64_t d_buf_offset = ((extra->offset + dst->view_offs) / ctx->device->properties.limits.minStorageBufferOffsetAlignment) * ctx->device->properties.limits.minStorageBufferOffsetAlignment;
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GGML_ASSERT(d_buf_offset == extra->offset || op == GGML_OP_CPY); // NOLINT
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if(!src0_uma) {
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d_X = extra_src0->buffer_gpu.lock();
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x_buf_offset = extra_src0->offset;
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x_buf_offset = extra_src0->offset + src0->view_offs;
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GGML_ASSERT(d_X != nullptr);
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}
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if (use_src1 && !src1_uma) {
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d_Y = extra_src1->buffer_gpu.lock();
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y_buf_offset = extra_src1->offset;
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y_buf_offset = extra_src1->offset + src1->view_offs;
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GGML_ASSERT(d_Y != nullptr);
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}
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if (use_src2 && !src2_uma) {
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d_Z = extra_src2->buffer_gpu.lock();
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z_buf_offset = extra_src2->offset;
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z_buf_offset = extra_src2->offset + src2->view_offs;
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GGML_ASSERT(d_Z != nullptr);
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}
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@ -4336,7 +4333,7 @@ static void ggml_vk_cpy(ggml_backend_vk_context * ctx, vk_context * subctx, cons
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ggml_tensor_extra_gpu * extra = (ggml_tensor_extra_gpu *) dst->extra;
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const uint32_t src0_type_size = ggml_type_size(src0->type);
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const uint32_t dst_type_size = ggml_type_size(dst->type);
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const uint32_t d_offset = (extra->offset % ctx->device->properties.limits.minStorageBufferOffsetAlignment) / dst_type_size;
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const uint32_t d_offset = ((extra->offset + dst->view_offs) % ctx->device->properties.limits.minStorageBufferOffsetAlignment) / dst_type_size;
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ggml_vk_op_f32<vk_op_unary_push_constants>(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_CPY, {
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(uint32_t)ggml_nelements(src0),
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@ -5569,6 +5566,13 @@ static void ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_tensor * nod
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const ggml_tensor * src2 = node->src[2];
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switch (node->op) {
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// Return on empty ops to avoid generating a compute_ctx and setting exit_tensor
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case GGML_OP_RESHAPE:
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case GGML_OP_VIEW:
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case GGML_OP_PERMUTE:
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case GGML_OP_TRANSPOSE:
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case GGML_OP_NONE:
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return;
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case GGML_OP_UNARY:
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switch (ggml_get_unary_op(node)) {
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case GGML_UNARY_OP_SILU:
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@ -5590,10 +5594,6 @@ static void ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_tensor * nod
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case GGML_OP_CPY:
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case GGML_OP_CONT:
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case GGML_OP_DUP:
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case GGML_OP_RESHAPE:
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case GGML_OP_VIEW:
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case GGML_OP_PERMUTE:
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case GGML_OP_TRANSPOSE:
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case GGML_OP_NORM:
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case GGML_OP_RMS_NORM:
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case GGML_OP_DIAG_MASK_INF:
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@ -5601,7 +5601,6 @@ static void ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_tensor * nod
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case GGML_OP_ROPE:
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case GGML_OP_MUL_MAT:
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case GGML_OP_MUL_MAT_ID:
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case GGML_OP_NONE:
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case GGML_OP_ARGSORT:
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case GGML_OP_SUM_ROWS:
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break;
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@ -5654,12 +5653,6 @@ static void ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_tensor * nod
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case GGML_OP_DUP:
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ggml_vk_cpy(ctx, ctx->compute_ctx, src0, node);
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break;
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case GGML_OP_RESHAPE:
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case GGML_OP_VIEW:
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case GGML_OP_PERMUTE:
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case GGML_OP_TRANSPOSE:
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case GGML_OP_NONE:
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break;
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case GGML_OP_NORM:
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ggml_vk_norm(ctx, ctx->compute_ctx, src0, node);
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@ -5712,7 +5705,6 @@ static void ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_tensor * nod
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return;
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}
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extra->ready = true;
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extra->ctx_idx = ctx->compute_ctx->idx;
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#ifdef GGML_VULKAN_CHECK_RESULTS
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@ -5796,8 +5788,6 @@ static bool ggml_vk_compute_forward(ggml_backend_vk_context * ctx, ggml_compute_
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ggml_vk_check_results_0(ctx, params, tensor);
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#endif
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GGML_ASSERT(extra->ready);
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vk_context& subctx = ctx->gc.contexts[extra->ctx_idx];
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// Only run if ctx hasn't been submitted yet
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@ -5822,8 +5812,6 @@ static bool ggml_vk_compute_forward(ggml_backend_vk_context * ctx, ggml_compute_
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subctx.out_memcpys.clear();
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}
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extra->ready = false;
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return true;
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}
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@ -5943,7 +5931,9 @@ struct ggml_backend_vk_buffer_context {
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~ggml_backend_vk_buffer_context() {
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ggml_vk_destroy_buffer(dev_buffer);
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delete[] temp_tensor_extras;
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if (temp_tensor_extras != nullptr) {
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delete[] temp_tensor_extras;
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}
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}
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ggml_tensor_extra_gpu * ggml_vk_alloc_temp_tensor_extra() {
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@ -5990,18 +5980,16 @@ GGML_CALL static void ggml_backend_vk_buffer_init_tensor(ggml_backend_buffer_t b
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#endif
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ggml_backend_vk_buffer_context * ctx = (ggml_backend_vk_buffer_context *)buffer->context;
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ggml_tensor_extra_gpu * extra = ctx->ggml_vk_alloc_temp_tensor_extra();
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if (tensor->view_src != nullptr && tensor->view_src->extra != nullptr) {
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if (tensor->view_src != nullptr) {
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GGML_ASSERT(tensor->view_src->buffer->buft == buffer->buft);
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ggml_tensor_extra_gpu * extra_view = (ggml_tensor_extra_gpu *) tensor->view_src->extra;
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extra->buffer_gpu = extra_view->buffer_gpu;
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extra->offset = extra_view->offset + tensor->view_offs;
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GGML_ASSERT(tensor->view_src->extra != nullptr);
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tensor->extra = tensor->view_src->extra;
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} else {
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ggml_tensor_extra_gpu * extra = ctx->ggml_vk_alloc_temp_tensor_extra();
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extra->buffer_gpu = ctx->dev_buffer;
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extra->offset = (uint8_t *) tensor->data - (uint8_t *) vk_ptr_base;
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tensor->extra = extra;
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}
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tensor->extra = extra;
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}
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GGML_CALL static void ggml_backend_vk_buffer_set_tensor(ggml_backend_buffer_t buffer, ggml_tensor * tensor, const void * data, size_t offset, size_t size) {
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@ -6014,7 +6002,7 @@ GGML_CALL static void ggml_backend_vk_buffer_set_tensor(ggml_backend_buffer_t bu
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vk_buffer buf = extra->buffer_gpu.lock();
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ggml_vk_buffer_write(ctx->ctx, buf, extra->offset + offset, data, size);
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ggml_vk_buffer_write(ctx->ctx, buf, extra->offset + tensor->view_offs + offset, data, size);
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}
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GGML_CALL static void ggml_backend_vk_buffer_get_tensor(ggml_backend_buffer_t buffer, const ggml_tensor * tensor, void * data, size_t offset, size_t size) {
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@ -6027,7 +6015,7 @@ GGML_CALL static void ggml_backend_vk_buffer_get_tensor(ggml_backend_buffer_t bu
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vk_buffer buf = extra->buffer_gpu.lock();
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ggml_vk_buffer_read(ctx->ctx, buf, extra->offset + offset, data, size);
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ggml_vk_buffer_read(ctx->ctx, buf, extra->offset + tensor->view_offs + offset, data, size);
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}
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GGML_CALL static bool ggml_backend_vk_buffer_cpy_tensor(ggml_backend_buffer_t buffer, const ggml_tensor * src, ggml_tensor * dst) {
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@ -6038,7 +6026,7 @@ GGML_CALL static bool ggml_backend_vk_buffer_cpy_tensor(ggml_backend_buffer_t bu
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vk_buffer src_buf = src_extra->buffer_gpu.lock();
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vk_buffer dst_buf = dst_extra->buffer_gpu.lock();
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ggml_vk_buffer_copy(dst_buf, dst_extra->offset, src_buf, src_extra->offset, ggml_nbytes(src));
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ggml_vk_buffer_copy(dst_buf, dst_extra->offset + dst->view_offs, src_buf, src_extra->offset + src->view_offs, ggml_nbytes(src));
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return true;
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}
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@ -6264,7 +6252,7 @@ GGML_CALL static void ggml_backend_vk_set_tensor_async(ggml_backend_t backend, g
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vk_buffer buf = extra->buffer_gpu.lock();
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ggml_vk_buffer_write_async(ctx, ctx->transfer_ctx, buf, extra->offset + offset, data, size);
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ggml_vk_buffer_write_async(ctx, ctx->transfer_ctx, buf, extra->offset + tensor->view_offs + offset, data, size);
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}
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GGML_CALL static void ggml_backend_vk_get_tensor_async(ggml_backend_t backend, const ggml_tensor * tensor, void * data, size_t offset, size_t size) {
|
||||
@ -6284,7 +6272,7 @@ GGML_CALL static void ggml_backend_vk_get_tensor_async(ggml_backend_t backend, c
|
||||
|
||||
vk_buffer buf = extra->buffer_gpu.lock();
|
||||
|
||||
ggml_vk_buffer_read_async(ctx, ctx->transfer_ctx, buf, extra->offset + offset, data, size);
|
||||
ggml_vk_buffer_read_async(ctx, ctx->transfer_ctx, buf, extra->offset + tensor->view_offs + offset, data, size);
|
||||
}
|
||||
|
||||
GGML_CALL static bool ggml_backend_vk_cpy_tensor_async(ggml_backend_t backend, const ggml_tensor * src, ggml_tensor * dst) {
|
||||
@ -6305,7 +6293,7 @@ GGML_CALL static bool ggml_backend_vk_cpy_tensor_async(ggml_backend_t backend, c
|
||||
vk_buffer src_buf = src_extra->buffer_gpu.lock();
|
||||
vk_buffer dst_buf = dst_extra->buffer_gpu.lock();
|
||||
|
||||
ggml_vk_buffer_copy_async(ctx->transfer_ctx, dst_buf, dst_extra->offset, src_buf, src_extra->offset, ggml_nbytes(src));
|
||||
ggml_vk_buffer_copy_async(ctx->transfer_ctx, dst_buf, dst_extra->offset + dst->view_offs, src_buf, src_extra->offset + src->view_offs, ggml_nbytes(src));
|
||||
return true;
|
||||
}
|
||||
|
||||
@ -6478,11 +6466,7 @@ GGML_CALL static bool ggml_backend_vk_supports_op(ggml_backend_t backend, const
|
||||
// return src0_type != GGML_TYPE_I32 && src0_type != GGML_TYPE_I16;
|
||||
// } break;
|
||||
case GGML_OP_ROPE:
|
||||
{
|
||||
const int mode = ((const int32_t *) op->op_params)[2];
|
||||
|
||||
return true;
|
||||
} break;
|
||||
return true;
|
||||
case GGML_OP_NONE:
|
||||
case GGML_OP_RESHAPE:
|
||||
case GGML_OP_VIEW:
|
||||
@ -6725,7 +6709,7 @@ static void ggml_vk_print_tensor(ggml_backend_vk_context * ctx, const ggml_tenso
|
||||
ggml_tensor_extra_gpu * extra = (ggml_tensor_extra_gpu *) tensor->extra;
|
||||
|
||||
vk_buffer buffer_gpu = extra->buffer_gpu.lock();
|
||||
ggml_vk_buffer_read(ctx, buffer_gpu, extra->offset, tensor_data, tensor_size);
|
||||
ggml_vk_buffer_read(ctx, buffer_gpu, extra->offset + tensor->view_offs, tensor_data, tensor_size);
|
||||
}
|
||||
|
||||
std::cerr << "TENSOR CHECK " << name << " (" << tensor->name << "): " << ggml_op_name(tensor->op) << std::endl;
|
||||
@ -6809,7 +6793,7 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_compute_
|
||||
} else if (ggml_backend_buffer_is_vk(src0->buffer)) {
|
||||
ggml_tensor_extra_gpu * extra = (ggml_tensor_extra_gpu *) src0->extra;
|
||||
vk_buffer buffer_gpu = extra->buffer_gpu.lock();
|
||||
uint64_t offset = extra->offset;
|
||||
uint64_t offset = extra->offset + src0->view_offs;
|
||||
if (!ggml_is_contiguous(src0) && ggml_vk_dim01_contiguous(src0)) {
|
||||
for (int i3 = 0; i3 < src0->ne[3]; i3++) {
|
||||
for (int i2 = 0; i2 < src0->ne[2]; i2++) {
|
||||
@ -6851,7 +6835,7 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_compute_
|
||||
} else if (ggml_backend_buffer_is_vk(src1->buffer)) {
|
||||
ggml_tensor_extra_gpu * extra = (ggml_tensor_extra_gpu *) src1->extra;
|
||||
vk_buffer buffer_gpu = extra->buffer_gpu.lock();
|
||||
uint64_t offset = extra->offset;
|
||||
uint64_t offset = extra->offset + src1->view_offs;
|
||||
if (!ggml_is_contiguous(src1) && ggml_vk_dim01_contiguous(src1)) {
|
||||
for (int i3 = 0; i3 < src1->ne[3]; i3++) {
|
||||
for (int i2 = 0; i2 < src1->ne[2]; i2++) {
|
||||
@ -6909,7 +6893,7 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_compute_
|
||||
} else if (ggml_backend_buffer_is_vk(src2->buffer)) {
|
||||
ggml_tensor_extra_gpu * extra = (ggml_tensor_extra_gpu *) src2->extra;
|
||||
vk_buffer buffer_gpu = extra->buffer_gpu.lock();
|
||||
uint64_t offset = extra->offset;
|
||||
uint64_t offset = extra->offset + src2->view_offs;
|
||||
if (!ggml_is_contiguous(src2) && ggml_vk_dim01_contiguous(src2)) {
|
||||
for (int i3 = 0; i3 < src2->ne[3]; i3++) {
|
||||
for (int i2 = 0; i2 < src2->ne[2]; i2++) {
|
||||
@ -7092,11 +7076,11 @@ static void ggml_vk_check_results_1(ggml_backend_vk_context * ctx, ggml_compute_
|
||||
ggml_tensor_extra_gpu * extra = (ggml_tensor_extra_gpu *) tensor->extra;
|
||||
|
||||
vk_buffer buffer_gpu = extra->buffer_gpu.lock();
|
||||
if (extra->offset + tensor_size >= buffer_gpu->size) {
|
||||
tensor_size = buffer_gpu->size - (extra->offset);
|
||||
if (extra->offset + tensor->view_offs + tensor_size >= buffer_gpu->size) {
|
||||
tensor_size = buffer_gpu->size - (extra->offset + tensor->view_offs);
|
||||
}
|
||||
|
||||
ggml_vk_buffer_read(ctx, buffer_gpu, extra->offset, tensor_data, tensor_size);
|
||||
ggml_vk_buffer_read(ctx, buffer_gpu, extra->offset + tensor->view_offs, tensor_data, tensor_size);
|
||||
}
|
||||
|
||||
float first_error_result = -1.0f;
|
||||
|
||||
Loading…
Reference in New Issue
Block a user