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https://github.com/ggerganov/whisper.cpp.git
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vulkan: Split large mul_mat_id to fit in shared memory (llama/14451)
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committed by
Georgi Gerganov
parent
6fc80e8456
commit
3c7939cfe5
@ -6003,7 +6003,30 @@ static void ggml_vk_mul_mat_id(ggml_backend_vk_context * ctx, vk_context& subctx
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if (src2->ne[1] == 1 && (src0->type == GGML_TYPE_F32 || src0->type == GGML_TYPE_F16 || ggml_is_quantized(src0->type))) {
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ggml_vk_mul_mat_vec_id_q_f16(ctx, subctx, src0, src1, src2, dst, dryrun);
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} else {
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ggml_vk_mul_mat_id_q_f16(ctx, subctx, src0, src1, src2, dst, dryrun);
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// Split based on number of ids, to fit in shared memory
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const uint32_t nei0 = (uint32_t)src2->ne[0];
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const uint32_t nei1 = (uint32_t)src2->ne[1];
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GGML_ASSERT(nei0 <= 4096);
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const uint32_t split_size = std::min(nei1, 4096u / nei0);
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ggml_tensor src1_copy = *src1;
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ggml_tensor src2_copy = *src2;
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ggml_tensor dst_copy = *dst;
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for (uint32_t token_start = 0; token_start < nei1; token_start += split_size) {
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const uint32_t n_tokens = std::min(split_size, nei1 - token_start);
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src1_copy.view_offs = src1->view_offs + token_start * src1_copy.nb[2];
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src2_copy.view_offs = src2->view_offs + token_start * src2_copy.nb[1];
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dst_copy.view_offs = dst->view_offs + token_start * dst_copy.nb[2];
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src1_copy.ne[2] = n_tokens;
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src2_copy.ne[1] = n_tokens;
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dst_copy.ne[2] = n_tokens;
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ggml_vk_mul_mat_id_q_f16(ctx, subctx, src0, &src1_copy, &src2_copy, &dst_copy, dryrun);
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}
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}
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}
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@ -10136,9 +10159,15 @@ static bool ggml_backend_vk_device_supports_op(ggml_backend_dev_t dev, const ggm
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ggml_type src0_type = op->src[0]->type;
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ggml_backend_vk_device_context * ctx = (ggml_backend_vk_device_context *)dev->context;
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const vk_device& device = ggml_vk_get_device(ctx->device);
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if (op->op == GGML_OP_MUL_MAT_ID && !device->mul_mat_id_s[src0_type] && !device->mul_mat_id_m[src0_type] && !device->mul_mat_id_l[src0_type]) {
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// If there's not enough shared memory for row_ids and the result tile, fallback to CPU
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return false;
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if (op->op == GGML_OP_MUL_MAT_ID) {
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if (!device->mul_mat_id_s[src0_type] && !device->mul_mat_id_m[src0_type] && !device->mul_mat_id_l[src0_type]) {
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// If there's not enough shared memory for row_ids and the result tile, fallback to CPU
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return false;
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}
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// Check against size of shared memory variable
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if (op->src[2]->ne[0] > 4096) {
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return false;
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}
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}
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switch (src0_type) {
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case GGML_TYPE_F32:
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