From 9d0693bce38013364b1042568d9083353bfff48f Mon Sep 17 00:00:00 2001 From: kiltyj Date: Mon, 5 Jun 2023 13:24:04 -0700 Subject: [PATCH] metal : use shared buffers between CPU and GPU (#1696) * Use MTLDevice.newBufferWithBytesNoCopy to share buffers between CPU and GPU * Page-align buffers used by Metal * Remove trailing whitespace * Only import unistd.h for Metal builds * metal : remove unnecessary copies --------- Co-authored-by: Georgi Gerganov --- ggml-metal.m | 17 ++++++++++++++--- ggml.c | 8 ++++++++ llama-util.h | 16 ++++++++++++++++ llama.cpp | 13 ------------- 4 files changed, 38 insertions(+), 16 deletions(-) diff --git a/ggml-metal.m b/ggml-metal.m index 3cb423a..82c6596 100644 --- a/ggml-metal.m +++ b/ggml-metal.m @@ -195,14 +195,25 @@ bool ggml_metal_add_buffer( } } + size_t page_size = getpagesize(); + size_t aligned_size = size; + if ((aligned_size % page_size) != 0) { + aligned_size += (page_size - (aligned_size % page_size)); + } + ctx->buffers[ctx->n_buffers].name = name; ctx->buffers[ctx->n_buffers].data = data; ctx->buffers[ctx->n_buffers].size = size; - ctx->buffers[ctx->n_buffers].metal = [ctx->device newBufferWithBytes:data length:size options:MTLResourceStorageModeShared]; + ctx->buffers[ctx->n_buffers].metal = [ctx->device newBufferWithBytesNoCopy:data length:aligned_size options:MTLResourceStorageModeShared deallocator:nil]; + + if (ctx->buffers[ctx->n_buffers].metal == nil) { + fprintf(stderr, "%s: failed to allocate '%-16s' buffer, size = %8.2f MB\n", __func__, name, aligned_size / 1024.0 / 1024.0); + return false; + } else { + fprintf(stderr, "%s: allocated '%-16s' buffer, size = %8.2f MB\n", __func__, name, aligned_size / 1024.0 / 1024.0); + } ++ctx->n_buffers; - - fprintf(stderr, "%s: allocated '%-16s' buffer, size = %8.2f MB\n", __func__, name, size / 1024.0 / 1024.0); } return true; diff --git a/ggml.c b/ggml.c index 24f0d2f..4e3e7ed 100644 --- a/ggml.c +++ b/ggml.c @@ -22,6 +22,10 @@ #include #include +#ifdef GGML_USE_METAL +#include +#endif + // if C99 - static_assert is noop // ref: https://stackoverflow.com/a/53923785/4039976 #ifndef static_assert @@ -122,7 +126,11 @@ typedef void* thread_ret_t; #else inline static void* ggml_aligned_malloc(size_t size) { void* aligned_memory = NULL; +#ifdef GGML_USE_METAL + int result = posix_memalign(&aligned_memory, getpagesize(), size); +#else int result = posix_memalign(&aligned_memory, GGML_MEM_ALIGN, size); +#endif if (result != 0) { // Handle allocation failure return NULL; diff --git a/llama-util.h b/llama-util.h index 3cac9f6..4f8a429 100644 --- a/llama-util.h +++ b/llama-util.h @@ -405,13 +405,29 @@ struct llama_buffer { llama_buffer() = default; void resize(size_t len) { +#ifdef GGML_USE_METAL + free(addr); + int result = posix_memalign((void **) &addr, getpagesize(), len); + if (result == 0) { + memset(addr, 0, len); + } + else { + addr = NULL; + } +#else delete[] addr; addr = new uint8_t[len]; +#endif size = len; } ~llama_buffer() { +#ifdef GGML_USE_METAL + free(addr); +#else delete[] addr; +#endif + addr = NULL; } // disable copy and move diff --git a/llama.cpp b/llama.cpp index e2511e5..d0e7151 100644 --- a/llama.cpp +++ b/llama.cpp @@ -53,7 +53,6 @@ enum e_model { MODEL_65B, }; - static const size_t MB = 1024*1024; // computed for n_ctx == 2048 @@ -1281,12 +1280,6 @@ static bool llama_eval_internal( ggml_set_name(embd, "embd"); memcpy(embd->data, tokens, N*ggml_element_size(embd)); -#ifdef GGML_USE_METAL - if (lctx.ctx_metal && N == 1) { - ggml_metal_set_tensor(lctx.ctx_metal, embd); - } -#endif - struct ggml_tensor * cur; struct ggml_tensor * inpL = ggml_get_rows(ctx0, model.tok_embeddings, embd); @@ -1484,12 +1477,6 @@ static bool llama_eval_internal( } ggml_graph_compute(ctx0, &gf); - - if (lctx.ctx_metal) { - // We need to sync the CPU KV cache with the GPU KV cache - ggml_metal_set_tensor(lctx.ctx_metal, kv_self.k); - ggml_metal_set_tensor(lctx.ctx_metal, kv_self.v); - } } #else ggml_graph_compute(ctx0, &gf);