From 6ac252eec412a087fcac8d000b3c6f1eeb3a8dcc Mon Sep 17 00:00:00 2001 From: compilade Date: Thu, 8 Aug 2024 23:54:00 -0400 Subject: [PATCH] llama : reduce useless copies when saving session (#8916) * llama : avoid useless copies in dummy session writer * llama : avoid double tensor copy when saving session to buffer --- src/llama.cpp | 39 ++++++++++++++++++++++++++++----------- 1 file changed, 28 insertions(+), 11 deletions(-) diff --git a/src/llama.cpp b/src/llama.cpp index a0c9547b983f7..9a8b5396cb58e 100644 --- a/src/llama.cpp +++ b/src/llama.cpp @@ -17348,6 +17348,7 @@ bool llama_save_session_file(struct llama_context * ctx, const char * path_sessi // TODO: replace all non-fatal assertions with returned errors or exceptions struct llama_data_write { virtual void write(const void * src, size_t size) = 0; + virtual void write_tensor_data(const struct ggml_tensor * tensor, size_t offset, size_t size) = 0; virtual size_t get_size_written() = 0; virtual ~llama_data_write() = default; @@ -17470,9 +17471,8 @@ struct llama_data_write { // Read each range of cells of k_size length each into tmp_buf and write out for (const auto & range : cell_ranges) { const size_t range_size = range.second - range.first; - tmp_buf.resize(range_size * k_size_row); - ggml_backend_tensor_get(kv_self.k_l[il], tmp_buf.data(), range.first * k_size_row, range_size * k_size_row); - write(tmp_buf.data(), tmp_buf.size()); + const size_t buf_size = range_size * k_size_row; + write_tensor_data(kv_self.k_l[il], range.first * k_size_row, buf_size); } } @@ -17491,9 +17491,8 @@ struct llama_data_write { // Read each range of cells of v_size length each into tmp_buf and write out for (const auto & range : cell_ranges) { const size_t range_size = range.second - range.first; - tmp_buf.resize(range_size * v_size_row); - ggml_backend_tensor_get(kv_self.v_l[il], tmp_buf.data(), range.first * v_size_row, range_size * v_size_row); - write(tmp_buf.data(), tmp_buf.size()); + const size_t buf_size = range_size * v_size_row; + write_tensor_data(kv_self.v_l[il], range.first * v_size_row, buf_size); } } } else { @@ -17519,9 +17518,8 @@ struct llama_data_write { for (const auto & range : cell_ranges) { const size_t range_size = range.second - range.first; const size_t src_offset = (range.first + j * kv_size) * v_size_el; - tmp_buf.resize(range_size * v_size_el); - ggml_backend_tensor_get(kv_self.v_l[il], tmp_buf.data(), src_offset, tmp_buf.size()); - write(tmp_buf.data(), tmp_buf.size()); + const size_t buf_size = range_size * v_size_el; + write_tensor_data(kv_self.v_l[il], src_offset, buf_size); } } } @@ -17880,12 +17878,14 @@ struct llama_data_write_dummy : llama_data_write { llama_data_write_dummy() {} - // TODO: avoid unnecessary calls to ggml_backend_tensor_get in a dummy context - void write(const void * /* src */, size_t size) override { size_written += size; } + void write_tensor_data(const struct ggml_tensor * /* tensor */, size_t /* offset */, size_t size) override { + size_written += size; + } + size_t get_size_written() override { return size_written; } @@ -17908,6 +17908,16 @@ struct llama_data_write_buffer : llama_data_write { buf_size -= size; } + void write_tensor_data(const struct ggml_tensor * tensor, size_t offset, size_t size) override { + if (size > buf_size) { + throw std::runtime_error("unexpectedly reached end of buffer"); + } + ggml_backend_tensor_get(tensor, ptr, offset, size); + ptr += size; + size_written += size; + buf_size -= size; + } + size_t get_size_written() override { return size_written; } @@ -17943,6 +17953,7 @@ struct llama_data_read_buffer : llama_data_read { struct llama_data_write_file : llama_data_write { llama_file * file; size_t size_written = 0; + std::vector temp_buffer; llama_data_write_file(llama_file * f) : file(f) {} @@ -17951,6 +17962,12 @@ struct llama_data_write_file : llama_data_write { size_written += size; } + void write_tensor_data(const struct ggml_tensor * tensor, size_t offset, size_t size) override { + temp_buffer.resize(size); + ggml_backend_tensor_get(tensor, temp_buffer.data(), offset, size); + write(temp_buffer.data(), temp_buffer.size()); + } + size_t get_size_written() override { return size_written; }