From 470939d483d1c89b7292f78bac1fd27c42c171ce Mon Sep 17 00:00:00 2001 From: Kevin Wang Date: Mon, 8 Jul 2024 03:26:53 -0400 Subject: [PATCH 01/46] common : preallocate sampling token data vector (#8363) `emplace_back` repeatedly-called is slower than preallocating the vector to the vocab size and directly inserting the data. Some rudimentary profiling with `chrono` improves the performance of this block of code from ~500us/op to ~40us/op. Overall, this slightly improves the sampling performance which has a more substantial impact for the `examples/lookahead` implementation -- I am able to see a ~10% performance boost in lookahead inference. --- common/sampling.cpp | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/common/sampling.cpp b/common/sampling.cpp index e9db2715f2649..6a483c8154574 100644 --- a/common/sampling.cpp +++ b/common/sampling.cpp @@ -378,7 +378,7 @@ static llama_token_data_array llama_sampling_prepare_impl( if (ctx_sampling->grammar != NULL && !apply_grammar) { GGML_ASSERT(original_logits != NULL); // Only make a copy of the original logits if we are not applying grammar checks, not sure if I actually have to do this. - *original_logits = {logits, logits + llama_n_vocab(llama_get_model(ctx_main))}; + *original_logits = {logits, logits + n_vocab}; } // apply params.logit_bias map @@ -391,10 +391,10 @@ static llama_token_data_array llama_sampling_prepare_impl( llama_sample_apply_guidance(ctx_main, logits, logits_guidance, params.cfg_scale); } - cur.clear(); + cur.resize(n_vocab); for (llama_token token_id = 0; token_id < n_vocab; token_id++) { - cur.emplace_back(llama_token_data{token_id, logits[token_id], 0.0f}); + cur[token_id] = llama_token_data{token_id, logits[token_id], 0.0f}; } llama_token_data_array cur_p = { cur.data(), cur.size(), false }; From fde13b3bb9f569f07fd8af74696ee48a43d05131 Mon Sep 17 00:00:00 2001 From: John Balis Date: Tue, 2 Jul 2024 11:09:52 -0500 Subject: [PATCH 02/46] feat: cuda implementation for `ggml_conv_transpose_1d` (ggml/854) * conv transpose 1d passing test for 1d input and kernel * working for different input and output channel counts, added test for variable stride * initial draft appears to work with stride other than 1 * working with all old and new conv1d tests * added a test for large tensors * removed use cuda hardcoding * restored test-conv-transpose.c * removed unused arugments, and fixed bug where test failure would cause subsequent tests to fail * fixed accumulator bug * added test to test-backend-ops * fixed mistake * addressed review * fixed includes * removed blank lines * style and warning fixes * return failure when test fails * fix supports_op --------- Co-authored-by: slaren --- ggml/src/ggml-cuda.cu | 13 ++++ ggml/src/ggml-cuda/conv-transpose-1d.cu | 87 ++++++++++++++++++++++++ ggml/src/ggml-cuda/conv-transpose-1d.cuh | 5 ++ tests/test-backend-ops.cpp | 42 +++++++++++- 4 files changed, 146 insertions(+), 1 deletion(-) create mode 100644 ggml/src/ggml-cuda/conv-transpose-1d.cu create mode 100644 ggml/src/ggml-cuda/conv-transpose-1d.cuh diff --git a/ggml/src/ggml-cuda.cu b/ggml/src/ggml-cuda.cu index 1c9ccc8a15e54..ed784ea1c2024 100644 --- a/ggml/src/ggml-cuda.cu +++ b/ggml/src/ggml-cuda.cu @@ -29,6 +29,7 @@ #include "ggml-cuda/tsembd.cuh" #include "ggml-cuda/unary.cuh" #include "ggml-cuda/upscale.cuh" +#include "ggml-cuda/conv-transpose-1d.cuh" #include #include @@ -2261,6 +2262,9 @@ static bool ggml_cuda_compute_forward(ggml_backend_cuda_context & ctx, struct gg case GGML_OP_IM2COL: ggml_cuda_op_im2col(ctx, dst); break; + case GGML_OP_CONV_TRANSPOSE_1D: + ggml_cuda_op_conv_transpose_1d(ctx,dst); + break; case GGML_OP_POOL_2D: ggml_cuda_op_pool2d(ctx, dst); break; @@ -2804,6 +2808,15 @@ GGML_CALL static bool ggml_backend_cuda_supports_op(ggml_backend_t backend, cons ggml_type src0_type = op->src[0]->type; return src0_type != GGML_TYPE_I32 && src0_type != GGML_TYPE_I16; } break; + case GGML_OP_CONV_TRANSPOSE_1D: + { + ggml_type src0_type = op->src[0]->type; + ggml_type src1_type = op->src[1]->type; + if (src0_type == GGML_TYPE_F32 && src1_type == GGML_TYPE_F32) { + return true; + } + return false; + } break; case GGML_OP_NONE: case GGML_OP_RESHAPE: case GGML_OP_VIEW: diff --git a/ggml/src/ggml-cuda/conv-transpose-1d.cu b/ggml/src/ggml-cuda/conv-transpose-1d.cu new file mode 100644 index 0000000000000..b1e94d6f770aa --- /dev/null +++ b/ggml/src/ggml-cuda/conv-transpose-1d.cu @@ -0,0 +1,87 @@ +#include "conv-transpose-1d.cuh" + +static __global__ void conv_transpose_1d_kernel( + const int s0, const int p0, const int d0, const int output_size, + const int src0_ne0, const int src0_ne1, const int src0_ne2, const int src0_ne3, + const int src1_ne0, const int src1_ne1, const int src1_ne2, const int src1_ne3, + const int dst_ne0, const int dst_ne1, const int dst_ne2, const int dst_ne3, + const float * src0, const float * src1, float * dst) { + int global_index = threadIdx.x + blockIdx.x * blockDim.x; + if (global_index >= output_size) { + return; + } + + int out_index = global_index / dst_ne0; + + float accumulator = 0; + + for (int c = 0; c < src0_ne2; c++) { + int idx = global_index % dst_ne0; + + int kernel_offset = (src0_ne0 * src0_ne1 * c) + (out_index * src0_ne0); + int input_offset = src1_ne0 * c; + + for (int i = 0; i < src1_ne0; i++) { + if (!(idx >= i*s0 && idx < i*s0 + src0_ne0)) { + continue; + } + int weight_idx = idx - i*s0; + + float kernel_weight = src0[kernel_offset + weight_idx]; + float input_value = src1[input_offset+i]; + + accumulator += kernel_weight * input_value; + } + } + dst[global_index] = accumulator; +} + +static void conv_transpose_1d_f32_f32_cuda( + const int s0, const int p0, const int d0, const int output_size, + const int src0_ne0, const int src0_ne1, const int src0_ne2, const int src0_ne3, + const int src1_ne0, const int src1_ne1, const int src1_ne2, const int src1_ne3, + const int dst_ne0, const int dst_ne1, const int dst_ne2, const int dst_ne3, + const float * src0, const float * src1, float * dst, + cudaStream_t stream) { + + const int num_blocks = (output_size + CUDA_CONV_TRANPOSE_1D_BLOCK_SIZE - 1) / CUDA_CONV_TRANPOSE_1D_BLOCK_SIZE; + conv_transpose_1d_kernel<<>>( + s0,p0,d0,output_size, + src0_ne0, src0_ne1, src0_ne2, src0_ne3, + src1_ne0, src1_ne1, src1_ne2, src1_ne3, + dst_ne0, dst_ne1, dst_ne2, dst_ne3, + src0,src1, dst); +} + +void ggml_cuda_op_conv_transpose_1d(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { + const ggml_tensor * src0 = dst->src[0]; + const float * src0_d = (const float *)src0->data; + + const ggml_tensor * src1 = dst->src[1]; + const float * src1_d = (const float *)src1->data; + + float * dst_d = (float *)dst->data; + cudaStream_t stream = ctx.stream(); + + GGML_ASSERT(src0->type == GGML_TYPE_F32); + GGML_ASSERT( dst->type == GGML_TYPE_F32); + + GGML_ASSERT(ggml_is_contiguous(src0)); + GGML_ASSERT(ggml_is_contiguous(src1)); + + const int32_t * opts = (const int32_t *)dst->op_params; + + const int s0 = opts[0]; + const int p0 = 0;//opts[3]; + const int d0 = 1;//opts[4]; + + const int64_t kernel_size = ggml_nelements(src0); + const int64_t input_size = ggml_nelements(src1); + const int64_t output_size = ggml_nelements(dst); + + conv_transpose_1d_f32_f32_cuda(s0, p0, d0, output_size, + src0->ne[0], src0->ne[1], src0->ne[2], src0->ne[3], + src1->ne[0], src1->ne[1], src1->ne[2], src1->ne[3], + dst->ne[0], dst->ne[1], dst->ne[2], dst->ne[3], + src0_d, src1_d, dst_d, stream); +} diff --git a/ggml/src/ggml-cuda/conv-transpose-1d.cuh b/ggml/src/ggml-cuda/conv-transpose-1d.cuh new file mode 100644 index 0000000000000..6c2cf666b68da --- /dev/null +++ b/ggml/src/ggml-cuda/conv-transpose-1d.cuh @@ -0,0 +1,5 @@ +#include "common.cuh" + +#define CUDA_CONV_TRANPOSE_1D_BLOCK_SIZE 256 + +void ggml_cuda_op_conv_transpose_1d(ggml_backend_cuda_context & ctx, ggml_tensor * dst); diff --git a/tests/test-backend-ops.cpp b/tests/test-backend-ops.cpp index 2bb71ac03817f..83d4a0eb153cf 100644 --- a/tests/test-backend-ops.cpp +++ b/tests/test-backend-ops.cpp @@ -1266,6 +1266,36 @@ struct test_pool2d : public test_case { } }; +// GGML_OP_CONV_TRANSPOSE_1D +struct test_conv_transpose_1d : public test_case { + + const std::array ne_input; + const std::array ne_kernel; + + // stride + const int s0; + // padding + const int p0; + // dilation + const int d0; + + std::string vars() override { + return VARS_TO_STR5(ne_input, ne_kernel, s0, p0, d0); + } + + test_conv_transpose_1d(std::array ne_input = {197, 32, 1, 1}, // [input_width, input_height, input_channels, 1] + std::array ne_kernel = {16, 32, 32, 1}, // [kernel_width, kernel_height, input_channels, 1] + int s0 = 1, int p0 = 0, int d0 = 1) + : ne_input(ne_input), ne_kernel(ne_kernel), s0(s0), p0(p0), d0(d0) {} + + ggml_tensor * build_graph(ggml_context * ctx) override { + ggml_tensor * input = ggml_new_tensor(ctx, GGML_TYPE_F32, 4, ne_input.data()); + ggml_tensor * kernel = ggml_new_tensor(ctx, GGML_TYPE_F32, 4, ne_kernel.data()); + ggml_tensor * out = ggml_conv_transpose_1d(ctx, kernel, input, s0, p0, d0); + return out; + } +}; + // GGML_OP_IM2COL struct test_im2col : public test_case { const ggml_type type_input; @@ -1279,7 +1309,7 @@ struct test_im2col : public test_case { // padding const int p0; const int p1; - // dilatation + // dilation const int d0; const int d1; // mode @@ -2098,6 +2128,16 @@ static bool test_backend(ggml_backend_t backend, test_mode mode, const char * op test_cases.emplace_back(new test_im2col(GGML_TYPE_F32, GGML_TYPE_F16, GGML_TYPE_F32)); test_cases.emplace_back(new test_im2col(GGML_TYPE_F32, GGML_TYPE_F16, GGML_TYPE_F16)); + test_cases.emplace_back(new test_conv_transpose_1d()); + test_cases.emplace_back(new test_conv_transpose_1d({3,2,1,1}, {2,3,2,1}, 3, 0, 1)); + test_cases.emplace_back(new test_conv_transpose_1d({3,2,1,1}, {2,3,2,1}, 2, 0, 1)); + test_cases.emplace_back(new test_conv_transpose_1d({3,2,1,1}, {2,3,2,1}, 1, 0, 1)); + test_cases.emplace_back(new test_conv_transpose_1d({3,2,1,1}, {3,2,2,1}, 2, 0, 1)); + test_cases.emplace_back(new test_conv_transpose_1d({3,2,1,1}, {3,2,2,1}, 1, 0, 1)); + test_cases.emplace_back(new test_conv_transpose_1d({3,2,1,1}, {3,1,2,1}, 1, 0, 1)); + test_cases.emplace_back(new test_conv_transpose_1d({2,1,1,1}, {3,1,1,1}, 1, 0, 1)); + + test_cases.emplace_back(new test_repeat(GGML_TYPE_F32, {10, 10, 10, 10}, {1, 1, 1, 1})); test_cases.emplace_back(new test_repeat(GGML_TYPE_F32, {10, 10, 10, 10}, {2, 1, 1, 1})); test_cases.emplace_back(new test_repeat(GGML_TYPE_F32, {10, 10, 10, 10}, {1, 2, 1, 1})); From 6847d54c4f72f8bf6767b6feae7a95394654335e Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Mon, 8 Jul 2024 10:39:36 +0300 Subject: [PATCH 03/46] tests : fix whitespace (#0) --- tests/test-backend-ops.cpp | 10 +++------- 1 file changed, 3 insertions(+), 7 deletions(-) diff --git a/tests/test-backend-ops.cpp b/tests/test-backend-ops.cpp index 83d4a0eb153cf..a1bfc8fddd418 100644 --- a/tests/test-backend-ops.cpp +++ b/tests/test-backend-ops.cpp @@ -1268,16 +1268,12 @@ struct test_pool2d : public test_case { // GGML_OP_CONV_TRANSPOSE_1D struct test_conv_transpose_1d : public test_case { - const std::array ne_input; const std::array ne_kernel; - // stride - const int s0; - // padding - const int p0; - // dilation - const int d0; + const int s0; // stride + const int p0; // padding + const int d0; // dilation std::string vars() override { return VARS_TO_STR5(ne_input, ne_kernel, s0, p0, d0); From 2ee44c9a1865a928ccbbc16a2d7841d7513f31c1 Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Mon, 8 Jul 2024 10:39:50 +0300 Subject: [PATCH 04/46] sync : ggml ggml-ci --- scripts/sync-ggml.last | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/sync-ggml.last b/scripts/sync-ggml.last index 2da33e913bc8f..80159b70b9414 100644 --- a/scripts/sync-ggml.last +++ b/scripts/sync-ggml.last @@ -1 +1 @@ -5378ea0d3c2f25bcd330ecb226ad2db454be86d0 +e3b3846976c94163f2b3dd128cc959782653edbb From 3f2d538b817112ad8429341c7e8657dcd660f4d3 Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Mon, 8 Jul 2024 13:51:31 +0300 Subject: [PATCH 05/46] scripts : fix sync for sycl --- scripts/sync-ggml-am.sh | 3 +++ scripts/sync-ggml.sh | 1 + 2 files changed, 4 insertions(+) diff --git a/scripts/sync-ggml-am.sh b/scripts/sync-ggml-am.sh index b05a33747f831..ba3bedf21342a 100755 --- a/scripts/sync-ggml-am.sh +++ b/scripts/sync-ggml-am.sh @@ -63,6 +63,7 @@ while read c; do src/ggml*.metal \ src/ggml*.cu \ src/ggml-cuda/* \ + src/ggml-sycl/* \ include/ggml*.h \ tests/test-opt.cpp \ tests/test-grad0.cpp \ @@ -113,6 +114,7 @@ if [ -f $SRC_LLAMA/ggml-src.patch ]; then # src/ggml-quants.c -> ggml/src/ggml-quants.c # src/ggml-quants.h -> ggml/src/ggml-quants.h # src/ggml-rpc.cpp -> ggml/src/ggml-rpc.cpp + # src/ggml-sycl/* -> ggml/src/ggml-sycl/ # src/ggml-sycl.cpp -> ggml/src/ggml-sycl.cpp # src/ggml-vulkan.cpp -> ggml/src/ggml-vulkan.cpp # @@ -153,6 +155,7 @@ if [ -f $SRC_LLAMA/ggml-src.patch ]; then -e 's/([[:space:]]|[ab]\/)src\/ggml-quants\.c/\1ggml\/src\/ggml-quants.c/g' \ -e 's/([[:space:]]|[ab]\/)src\/ggml-quants\.h/\1ggml\/src\/ggml-quants.h/g' \ -e 's/([[:space:]]|[ab]\/)src\/ggml-rpc\.cpp/\1ggml\/src\/ggml-rpc.cpp/g' \ + -e 's/([[:space:]]|[ab]\/)src\/ggml-sycl\//\1ggml\/src\/ggml-sycl\//g' \ -e 's/([[:space:]]|[ab]\/)src\/ggml-sycl\.cpp/\1ggml\/src\/ggml-sycl.cpp/g' \ -e 's/([[:space:]]|[ab]\/)src\/ggml-vulkan\.cpp/\1ggml\/src\/ggml-vulkan.cpp/g' \ -e 's/([[:space:]]|[ab]\/)include\/ggml\.h/\1ggml\/include\/ggml.h/g' \ diff --git a/scripts/sync-ggml.sh b/scripts/sync-ggml.sh index 2f32c1ce84cc7..402446ef95b77 100755 --- a/scripts/sync-ggml.sh +++ b/scripts/sync-ggml.sh @@ -18,6 +18,7 @@ cp -rpv ../ggml/src/ggml-metal.metal ./ggml/src/ggml-metal.metal cp -rpv ../ggml/src/ggml-quants.c ./ggml/src/ggml-quants.c cp -rpv ../ggml/src/ggml-quants.h ./ggml/src/ggml-quants.h cp -rpv ../ggml/src/ggml-rpc.cpp ./ggml/src/ggml-rpc.cpp +cp -rpv ../ggml/src/ggml-sycl/* ./ggml/src/ggml-sycl/ cp -rpv ../ggml/src/ggml-sycl.cpp ./ggml/src/ggml-sycl.cpp cp -rpv ../ggml/src/ggml-vulkan.cpp ./ggml/src/ggml-vulkan.cpp From 2ec846d558f6385ea647f7b8e665eb249c1ebce7 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Alberto=20Cabrera=20P=C3=A9rez?= Date: Mon, 8 Jul 2024 14:22:41 +0100 Subject: [PATCH 06/46] sycl : fix powf call in device code (#8368) --- ggml/src/ggml-sycl/rope.cpp | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/ggml/src/ggml-sycl/rope.cpp b/ggml/src/ggml-sycl/rope.cpp index eabf1693e2d2f..6f507941a022a 100644 --- a/ggml/src/ggml-sycl/rope.cpp +++ b/ggml/src/ggml-sycl/rope.cpp @@ -55,7 +55,7 @@ static void rope_norm( const int i = row*ne0 + i0; const int i2 = row/p_delta_rows; - const float theta_base = pos[i2]*powf(theta_scale, i0/2.0f); + const float theta_base = pos[i2] * sycl::pow(theta_scale, i0 / 2.0f); const float freq_factor = has_ff ? freq_factors[i0/2] : 1.0f; @@ -98,7 +98,7 @@ static void rope_neox( const int i = row*ne0 + i0/2; const int i2 = row/p_delta_rows; - const float theta_base = pos[i2]*powf(theta_scale, i0/2.0f); + const float theta_base = pos[i2] * sycl::pow(theta_scale, i0 / 2.0f); const float freq_factor = has_ff ? freq_factors[i0/2] : 1.0f; From c4dd11d1d3903e1922c06242e189f6310fc4d8c3 Mon Sep 17 00:00:00 2001 From: b4b4o Date: Mon, 8 Jul 2024 22:19:24 +0800 Subject: [PATCH 07/46] readme : fix web link error [no ci] (#8347) --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 5498d5fc6755a..aa70708116571 100644 --- a/README.md +++ b/README.md @@ -98,7 +98,7 @@ Typically finetunes of the base models below are supported as well. - [x] [GPT-NeoX](https://github.com/EleutherAI/gpt-neox) + [Pythia](https://github.com/EleutherAI/pythia) - [x] [ChatGLM3-6b](https://huggingface.co/THUDM/chatglm3-6b) + [ChatGLM4-9b](https://huggingface.co/THUDM/glm-4-9b) -(instructions for supporting more models: [HOWTO-add-model.md](./docs/HOWTO-add-model.md)) +(instructions for supporting more models: [HOWTO-add-model.md](./docs/development/HOWTO-add-model.md)) **Multimodal models:** From a130eccef42b75a84da270411cefeed45c153e30 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Alberto=20Cabrera=20P=C3=A9rez?= Date: Mon, 8 Jul 2024 21:35:17 +0100 Subject: [PATCH 08/46] labeler : updated sycl to match docs and code refactor (#8373) --- .github/labeler.yml | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/.github/labeler.yml b/.github/labeler.yml index 9c0397d16e1a0..89436740d1ffb 100644 --- a/.github/labeler.yml +++ b/.github/labeler.yml @@ -16,7 +16,9 @@ SYCL: - any-glob-to-any-file: - ggml/include/ggml-sycl.h - ggml/src/ggml-sycl.cpp - - README-sycl.md + - ggml/src/ggml-sycl/** + - docs/backend/SYCL.md + - examples/sycl/** Nvidia GPU: - changed-files: - any-glob-to-any-file: From 7fdb6f73e35605c8dbc39e9f19cd9ed84dbc87f2 Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Tue, 9 Jul 2024 01:36:38 +0300 Subject: [PATCH 09/46] flake.lock: Update (#8342) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Flake lock file updates: • Updated input 'flake-parts': 'github:hercules-ci/flake-parts/2a55567fcf15b1b1c7ed712a2c6fadaec7412ea8?narHash=sha256-iKzJcpdXih14qYVcZ9QC9XuZYnPc6T8YImb6dX166kw%3D' (2024-06-01) → 'github:hercules-ci/flake-parts/9227223f6d922fee3c7b190b2cc238a99527bbb7?narHash=sha256-pQMhCCHyQGRzdfAkdJ4cIWiw%2BJNuWsTX7f0ZYSyz0VY%3D' (2024-07-03) • Updated input 'flake-parts/nixpkgs-lib': 'https://github.com/NixOS/nixpkgs/archive/eb9ceca17df2ea50a250b6b27f7bf6ab0186f198.tar.gz?narHash=sha256-lIbdfCsf8LMFloheeE6N31%2BBMIeixqyQWbSr2vk79EQ%3D' (2024-06-01) → 'https://github.com/NixOS/nixpkgs/archive/5daf0514482af3f97abaefc78a6606365c9108e2.tar.gz?narHash=sha256-Fm2rDDs86sHy0/1jxTOKB1118Q0O3Uc7EC0iXvXKpbI%3D' (2024-07-01) • Updated input 'nixpkgs': 'github:NixOS/nixpkgs/b2852eb9365c6de48ffb0dc2c9562591f652242a?narHash=sha256-C8e9S7RzshSdHB7L%2Bv9I51af1gDM5unhJ2xO1ywxNH8%3D' (2024-06-27) → 'github:NixOS/nixpkgs/9f4128e00b0ae8ec65918efeba59db998750ead6?narHash=sha256-rwz8NJZV%2B387rnWpTYcXaRNvzUSnnF9aHONoJIYmiUQ%3D' (2024-07-03) Co-authored-by: github-actions[bot] --- flake.lock | 20 ++++++++++---------- 1 file changed, 10 insertions(+), 10 deletions(-) diff --git a/flake.lock b/flake.lock index 973ff4e5675c7..5001fbf912c5c 100644 --- a/flake.lock +++ b/flake.lock @@ -5,11 +5,11 @@ "nixpkgs-lib": "nixpkgs-lib" }, "locked": { - "lastModified": 1717285511, - "narHash": "sha256-iKzJcpdXih14qYVcZ9QC9XuZYnPc6T8YImb6dX166kw=", + "lastModified": 1719994518, + "narHash": "sha256-pQMhCCHyQGRzdfAkdJ4cIWiw+JNuWsTX7f0ZYSyz0VY=", "owner": "hercules-ci", "repo": "flake-parts", - "rev": "2a55567fcf15b1b1c7ed712a2c6fadaec7412ea8", + "rev": "9227223f6d922fee3c7b190b2cc238a99527bbb7", "type": "github" }, "original": { @@ -20,11 +20,11 @@ }, "nixpkgs": { "locked": { - "lastModified": 1719506693, - "narHash": "sha256-C8e9S7RzshSdHB7L+v9I51af1gDM5unhJ2xO1ywxNH8=", + "lastModified": 1720031269, + "narHash": "sha256-rwz8NJZV+387rnWpTYcXaRNvzUSnnF9aHONoJIYmiUQ=", "owner": "NixOS", "repo": "nixpkgs", - "rev": "b2852eb9365c6de48ffb0dc2c9562591f652242a", + "rev": "9f4128e00b0ae8ec65918efeba59db998750ead6", "type": "github" }, "original": { @@ -36,14 +36,14 @@ }, "nixpkgs-lib": { "locked": { - "lastModified": 1717284937, - "narHash": "sha256-lIbdfCsf8LMFloheeE6N31+BMIeixqyQWbSr2vk79EQ=", + "lastModified": 1719876945, + "narHash": "sha256-Fm2rDDs86sHy0/1jxTOKB1118Q0O3Uc7EC0iXvXKpbI=", "type": "tarball", - "url": "https://github.com/NixOS/nixpkgs/archive/eb9ceca17df2ea50a250b6b27f7bf6ab0186f198.tar.gz" + "url": "https://github.com/NixOS/nixpkgs/archive/5daf0514482af3f97abaefc78a6606365c9108e2.tar.gz" }, "original": { "type": "tarball", - "url": "https://github.com/NixOS/nixpkgs/archive/eb9ceca17df2ea50a250b6b27f7bf6ab0186f198.tar.gz" + "url": "https://github.com/NixOS/nixpkgs/archive/5daf0514482af3f97abaefc78a6606365c9108e2.tar.gz" } }, "root": { From 7d0e23d72ef4540d0d4409cb63ae682c17d53926 Mon Sep 17 00:00:00 2001 From: compilade Date: Tue, 9 Jul 2024 01:04:49 -0400 Subject: [PATCH 10/46] gguf-py : do not use internal numpy types (#7472) --- gguf-py/gguf/lazy.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/gguf-py/gguf/lazy.py b/gguf-py/gguf/lazy.py index c50124cd912d4..6e266f34f76ac 100644 --- a/gguf-py/gguf/lazy.py +++ b/gguf-py/gguf/lazy.py @@ -6,7 +6,6 @@ from collections import deque import numpy as np -from numpy._typing import _Shape from numpy.typing import DTypeLike @@ -219,7 +218,7 @@ class LazyNumpyTensor(LazyBase): _tensor_type = np.ndarray @classmethod - def meta_with_dtype_and_shape(cls, dtype: DTypeLike, shape: _Shape) -> np.ndarray[Any, Any]: + def meta_with_dtype_and_shape(cls, dtype: DTypeLike, shape: tuple[int, ...]) -> np.ndarray[Any, Any]: # The initial idea was to use np.nan as the fill value, # but non-float types like np.int16 can't use that. # So zero it is. From 9beb2dda038e2107a39a95def94a4cf971e048ea Mon Sep 17 00:00:00 2001 From: daghanerdonmez <44506702+daghanerdonmez@users.noreply.github.com> Date: Tue, 9 Jul 2024 09:16:00 +0300 Subject: [PATCH 11/46] readme : fix typo [no ci] (#8389) Bakus-Naur --> Backus-Naur --- grammars/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/grammars/README.md b/grammars/README.md index 886023f770218..01b02abb4de9c 100644 --- a/grammars/README.md +++ b/grammars/README.md @@ -4,7 +4,7 @@ GBNF (GGML BNF) is a format for defining [formal grammars](https://en.wikipedia. ## Background -[Bakus-Naur Form (BNF)](https://en.wikipedia.org/wiki/Backus%E2%80%93Naur_form) is a notation for describing the syntax of formal languages like programming languages, file formats, and protocols. GBNF is an extension of BNF that primarily adds a few modern regex-like features. +[Backus-Naur Form (BNF)](https://en.wikipedia.org/wiki/Backus%E2%80%93Naur_form) is a notation for describing the syntax of formal languages like programming languages, file formats, and protocols. GBNF is an extension of BNF that primarily adds a few modern regex-like features. ## Basics From 9925ca4087a34ab973b07bf06c0b770cb586830b Mon Sep 17 00:00:00 2001 From: Borislav Stanimirov Date: Tue, 9 Jul 2024 11:38:00 +0300 Subject: [PATCH 12/46] cmake : allow external ggml (#8370) --- CMakeLists.txt | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/CMakeLists.txt b/CMakeLists.txt index 4f6cd68724aa6..cb97d87913955 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -115,7 +115,10 @@ llama_option_depr(WARNING LLAMA_SYCL_F16 GGML_SYCL_F16) # build the library # -add_subdirectory(ggml) +if (NOT TARGET ggml) + add_subdirectory(ggml) + # ... otherwise assume ggml is added by a parent CMakeLists.txt +endif() add_subdirectory(src) # From 5b0b8d8cfb5ddf2118f686ba6c30fab3f71b384b Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Alberto=20Cabrera=20P=C3=A9rez?= Date: Tue, 9 Jul 2024 15:03:15 +0100 Subject: [PATCH 13/46] sycl : Reenabled mmvq path for the SYCL Nvidia Backend (#8372) * SYCL : Reenabled mmvq path for the SYCL Nvidia Backend * Reduced verbosity of comment --- ggml/src/ggml-sycl.cpp | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/ggml/src/ggml-sycl.cpp b/ggml/src/ggml-sycl.cpp index 21006cd7bebf7..9c419ba896706 100644 --- a/ggml/src/ggml-sycl.cpp +++ b/ggml/src/ggml-sycl.cpp @@ -3658,6 +3658,10 @@ static void ggml_sycl_mul_mat(ggml_backend_sycl_context & ctx, const ggml_tensor use_mul_mat_q = use_mul_mat_q && (src1->ne[1] <= MMQ_MAX_BATCH_SIZE); #endif // SYCL_USE_XMX + // mmvq path is faster in the CUDA backend. + if (ctx.stream()->get_backend() == sycl::backend::ext_oneapi_cuda) + use_dequantize_mul_mat_vec = use_dequantize_mul_mat_vec && !use_mul_mat_vec_q; + if (!split && src0->type == GGML_TYPE_F16 && ggml_is_permuted(src0) && ggml_is_permuted(src1) && src1->ne[1] == 1) { // KQ single-batch ggml_sycl_mul_mat_vec_p021(ctx, src0, src1, dst); From a03e8dd99d3954e7547137936c5a2a3b348bdb7f Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Johannes=20G=C3=A4=C3=9Fler?= Date: Tue, 9 Jul 2024 17:11:07 +0200 Subject: [PATCH 14/46] make/cmake: LLAMA_NO_CCACHE -> GGML_NO_CCACHE (#8392) --- CMakeLists.txt | 4 ---- Makefile | 12 +++++++++--- 2 files changed, 9 insertions(+), 7 deletions(-) diff --git a/CMakeLists.txt b/CMakeLists.txt index cb97d87913955..befc4433cd0f8 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -50,9 +50,6 @@ endif() # option list # -# general -option(LLAMA_CCACHE "llama: use ccache if available" ON) - # debug option(LLAMA_ALL_WARNINGS "llama: enable all compiler warnings" ON) option(LLAMA_ALL_WARNINGS_3RD_PARTY "llama: enable all compiler warnings in 3rd party libs" OFF) @@ -77,7 +74,6 @@ option(LLAMA_CURL "llama: use libcurl to download model from an URL" OFF) include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/build-info.cmake) # override ggml options -set(GGML_CCACHE ${LLAMA_CCACHE}) set(GGML_SANITIZE_THREAD ${LLAMA_SANITIZE_THREAD}) set(GGML_SANITIZE_ADDRESS ${LLAMA_SANITIZE_ADDRESS}) set(GGML_SANITIZE_UNDEFINED ${LLAMA_SANITIZE_UNDEFINED}) diff --git a/Makefile b/Makefile index bb6e2f968cf0f..be7fb94013beb 100644 --- a/Makefile +++ b/Makefile @@ -245,17 +245,22 @@ MK_CFLAGS = -std=c11 -fPIC MK_CXXFLAGS = -std=c++11 -fPIC MK_NVCCFLAGS = -std=c++11 -ifndef LLAMA_NO_CCACHE +ifdef LLAMA_NO_CCACHE +GGML_NO_CCACHE := 1 +DEPRECATE_WARNING := 1 +endif + +ifndef GGML_NO_CCACHE CCACHE := $(shell which ccache) ifdef CCACHE export CCACHE_SLOPPINESS = time_macros -$(info I ccache found, compilation results will be cached. Disable with LLAMA_NO_CCACHE.) +$(info I ccache found, compilation results will be cached. Disable with GGML_NO_CCACHE.) CC := $(CCACHE) $(CC) CXX := $(CCACHE) $(CXX) else $(info I ccache not found. Consider installing it for faster compilation.) endif # CCACHE -endif # LLAMA_NO_CCACHE +endif # GGML_NO_CCACHE # clock_gettime came in POSIX.1b (1993) # CLOCK_MONOTONIC came in POSIX.1-2001 / SUSv3 as optional @@ -926,6 +931,7 @@ $(info - LLAMA_NO_LLAMAFILE) $(info - LLAMA_NO_ACCELERATE) $(info - LLAMA_NO_OPENMP) $(info - LLAMA_NO_METAL) +$(info - LLAMA_NO_CCACHE) $(info ) endif From e500d6135ac42c4a23baf6a9a1a934dc023e5c7d Mon Sep 17 00:00:00 2001 From: Clint Herron Date: Tue, 9 Jul 2024 11:54:43 -0400 Subject: [PATCH 15/46] Deprecation warning to assist with migration to new binary names (#8283) * Adding a simple program to provide a deprecation warning that can exist to help people notice the binary name change from #7809 and migrate to the new filenames. * Build legacy replacement binaries only if they already exist. Check for their existence every time so that they are not ignored. --- Makefile | 78 ++++++++++++++++++- examples/deprecation-warning/README.md | 51 ++++++++++++ .../deprecation-warning.cpp | 35 +++++++++ 3 files changed, 160 insertions(+), 4 deletions(-) create mode 100644 examples/deprecation-warning/README.md create mode 100644 examples/deprecation-warning/deprecation-warning.cpp diff --git a/Makefile b/Makefile index be7fb94013beb..1041200905371 100644 --- a/Makefile +++ b/Makefile @@ -64,10 +64,14 @@ TEST_TARGETS = \ tests/test-tokenizer-1-spm # Legacy build targets that were renamed in #7809, but should still be removed when the project is cleaned -LEGACY_TARGETS = main quantize quantize-stats perplexity imatrix embedding vdot q8dot train-text-from-scratch convert-llama2c-to-ggml \ +LEGACY_TARGETS_CLEAN = main quantize quantize-stats perplexity imatrix embedding vdot q8dot train-text-from-scratch convert-llama2c-to-ggml \ simple batched batched-bench save-load-state server gguf gguf-split eval-callback llama-bench libllava.a llava-cli baby-llama \ retrieval speculative infill tokenize benchmark-matmult parallel finetune export-lora lookahead lookup passkey gritlm +# Legacy build targets that were renamed in #7809, but we want to build binaries that for them that output a deprecation warning if people try to use them. +# We don't want to clutter things too much, so we only build replacements for the most commonly used binaries. +LEGACY_TARGETS_BUILD = main quantize perplexity embedding server finetune + # Deprecation aliases ifdef LLAMA_CUBLAS $(error LLAMA_CUBLAS is removed. Use GGML_CUDA instead.) @@ -193,7 +197,7 @@ ifdef GGML_RPC BUILD_TARGETS += rpc-server endif -default: $(BUILD_TARGETS) +default: $(BUILD_TARGETS) $(LEGACY_TARGETS_BUILD) test: $(TEST_TARGETS) @failures=0; \ @@ -228,7 +232,7 @@ test: $(TEST_TARGETS) fi @echo 'All tests passed.' -all: $(BUILD_TARGETS) $(TEST_TARGETS) +all: $(BUILD_TARGETS) $(TEST_TARGETS) $(LEGACY_TARGETS_BUILD) ifdef RISCV_CROSS_COMPILE CC := riscv64-unknown-linux-gnu-gcc @@ -1098,7 +1102,7 @@ clean: rm -vrf ggml/src/ggml-cuda/template-instances/*.o rm -rvf $(BUILD_TARGETS) rm -rvf $(TEST_TARGETS) - rm -rvf $(LEGACY_TARGETS) + rm -rvf $(LEGACY_TARGETS_CLEAN) find examples pocs -type f -name "*.o" -delete # @@ -1494,3 +1498,69 @@ llama-q8dot: pocs/vdot/q8dot.cpp ggml/src/ggml.o \ $(OBJ_GGML) $(CXX) $(CXXFLAGS) -c $< -o $(call GET_OBJ_FILE, $<) $(CXX) $(CXXFLAGS) $(filter-out $<,$^) $(call GET_OBJ_FILE, $<) -o $@ $(LDFLAGS) + +# +# Deprecated binaries that we want to keep around long enough for people to migrate to the new filenames, then these can be removed. +# +# Mark legacy binary targets as .PHONY so that they are always checked. +.PHONY: main quantize perplexity embedding server finetune + +main: examples/deprecation-warning/deprecation-warning.cpp +ifneq (,$(wildcard main)) + $(CXX) $(CXXFLAGS) -c $< -o $(call GET_OBJ_FILE, $<) + $(CXX) $(CXXFLAGS) $(filter-out $<,$^) $(call GET_OBJ_FILE, $<) -o $@ $(LDFLAGS) + @echo "#########" + @echo "WARNING: The 'main' binary is deprecated. Please use 'llama-cli' instead." + @echo " Remove the 'main' binary to remove this warning." + @echo "#########" +endif + +quantize: examples/deprecation-warning/deprecation-warning.cpp +ifneq (,$(wildcard quantize)) + $(CXX) $(CXXFLAGS) -c $< -o $(call GET_OBJ_FILE, $<) + $(CXX) $(CXXFLAGS) $(filter-out %.h $<,$^) $(call GET_OBJ_FILE, $<) -o $@ $(LDFLAGS) + @echo "#########" + @echo "WARNING: The 'quantize' binary is deprecated. Please use 'llama-quantize' instead." + @echo " Remove the 'quantize' binary to remove this warning." + @echo "#########" +endif + +perplexity: examples/deprecation-warning/deprecation-warning.cpp +ifneq (,$(wildcard perplexity)) + $(CXX) $(CXXFLAGS) -c $< -o $(call GET_OBJ_FILE, $<) + $(CXX) $(CXXFLAGS) $(filter-out %.h $<,$^) $(call GET_OBJ_FILE, $<) -o $@ $(LDFLAGS) + @echo "#########" + @echo "WARNING: The 'perplexity' binary is deprecated. Please use 'llama-perplexity' instead." + @echo " Remove the 'perplexity' binary to remove this warning." + @echo "#########" +endif + +embedding: examples/deprecation-warning/deprecation-warning.cpp +ifneq (,$(wildcard embedding)) + $(CXX) $(CXXFLAGS) -c $< -o $(call GET_OBJ_FILE, $<) + $(CXX) $(CXXFLAGS) $(filter-out %.h $<,$^) $(call GET_OBJ_FILE, $<) -o $@ $(LDFLAGS) + @echo "#########" + @echo "WARNING: The 'embedding' binary is deprecated. Please use 'llama-embedding' instead." + @echo " Remove the 'embedding' binary to remove this warning." + @echo "#########" +endif + +server: examples/deprecation-warning/deprecation-warning.cpp +ifneq (,$(wildcard server)) + $(CXX) $(CXXFLAGS) -c $< -o $(call GET_OBJ_FILE, $<) + $(CXX) $(CXXFLAGS) $(filter-out %.h $<,$^) $(call GET_OBJ_FILE, $<) -o $@ $(LDFLAGS) + @echo "#########" + @echo "WARNING: The 'server' binary is deprecated. Please use 'llama-server' instead." + @echo " Remove the 'server' binary to remove this warning." + @echo "#########" +endif + +finetune: examples/deprecation-warning/deprecation-warning.cpp +ifneq (,$(wildcard finetune)) + $(CXX) $(CXXFLAGS) -c $< -o $(call GET_OBJ_FILE, $<) + $(CXX) $(CXXFLAGS) $(filter-out %.h $<,$^) $(call GET_OBJ_FILE, $<) -o $@ $(LDFLAGS) + @echo "#########" + @echo "WARNING: The 'finetune' binary is deprecated. Please use 'llama-finetune' instead." + @echo " Remove the 'finetune' binary to remove this warning." + @echo "#########" +endif diff --git a/examples/deprecation-warning/README.md b/examples/deprecation-warning/README.md new file mode 100644 index 0000000000000..1e20feb4aab87 --- /dev/null +++ b/examples/deprecation-warning/README.md @@ -0,0 +1,51 @@ +# Migration notice for binary filenames + +> [!IMPORTANT] +[2024 Jun 12] Binaries have been renamed w/ a `llama-` prefix. `main` is now `llama-cli`, `server` is `llama-server`, etc (https://github.com/ggerganov/llama.cpp/pull/7809) + +This migration was important, but it is a breaking change that may not always be immediately obvious to users. + +Please update all scripts and workflows to use the new binary names. + +| Old Filename | New Filename | +| ---- | ---- | +| main | llama-cli | +| server | llama-server | +| llama-bench | llama-bench | +| embedding | llama-embedding | +| finetune | llama-finetune | +| quantize | llama-quantize | +| tokenize | llama-tokenize | +| export-lora | llama-export-lora | +| libllava.a | libllava.a | +| baby-llama | llama-baby-llama | +| batched | llama-batched | +| batched-bench | llama-batched-bench | +| benchmark-matmult | llama-benchmark-matmult | +| convert-llama2c-to-ggml | llama-convert-llama2c-to-ggml | +| eval-callback | llama-eval-callback | +| gbnf-validator | llama-gbnf-validator | +| gguf | llama-gguf | +| gguf-split | llama-gguf-split | +| gritlm | llama-gritlm | +| imatrix | llama-imatrix | +| infill | llama-infill | +| llava-cli | llama-llava-cli | +| lookahead | llama-lookahead | +| lookup | llama-lookup | +| lookup-create | llama-lookup-create | +| lookup-merge | llama-lookup-merge | +| lookup-stats | llama-lookup-stats | +| parallel | llama-parallel | +| passkey | llama-passkey | +| perplexity | llama-perplexity | +| q8dot | llama-q8dot | +| quantize-stats | llama-quantize-stats | +| retrieval | llama-retrieval | +| save-load-state | llama-save-load-state | +| simple | llama-simple | +| speculative | llama-speculative | +| train-text-from-scratch | llama-train-text-from-scratch | +| vdot | llama-vdot | +| tests/test-c.o | tests/test-c.o | + diff --git a/examples/deprecation-warning/deprecation-warning.cpp b/examples/deprecation-warning/deprecation-warning.cpp new file mode 100644 index 0000000000000..11b35d2c22500 --- /dev/null +++ b/examples/deprecation-warning/deprecation-warning.cpp @@ -0,0 +1,35 @@ +// Warns users that this filename was deprecated, and provides a link for more information. + +#include +#include +#include + +// Main +int main(int argc, char** argv) { + std::string filename = "main"; + if (argc >= 1) { + filename = argv[0]; + } + + // Get only the program name from the full path + auto pos = filename.find_last_of('/'); + if (pos != std::string::npos) { + filename = filename.substr(pos+1); + } + + // Append "llama-" to the beginning of filename to get the replacemnt filename + auto replacement_filename = "llama-" + filename; + + // The exception is if the filename is "main", then our replacement filename is "llama-cli" + if (filename == "main") { + replacement_filename = "llama-cli"; + } + + fprintf(stdout, "\n"); + fprintf(stdout, "WARNING: The binary '%s' is deprecated.\n", filename.c_str()); + fprintf(stdout, " Please use '%s' instead.\n", replacement_filename.c_str()); + fprintf(stdout, " See https://github.com/ggerganov/llama.cpp/tree/master/examples/deprecation-warning/README.md for more information.\n"); + fprintf(stdout, "\n"); + + return EXIT_FAILURE; +} From fd560fe680c72fd0a0af2bc8881add20ad919071 Mon Sep 17 00:00:00 2001 From: Andy Salerno Date: Tue, 9 Jul 2024 11:58:44 -0700 Subject: [PATCH 16/46] Update README.md to fix broken link to docs (#8399) Update the "Performance troubleshooting" doc link to be correct - the file was moved into a dir called 'development' --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index aa70708116571..058919068b872 100644 --- a/README.md +++ b/README.md @@ -453,7 +453,7 @@ To learn more how to measure perplexity using llama.cpp, [read this documentatio - [How to build](./docs/build.md) - [Running on Docker](./docs/docker.md) - [Build on Android](./docs/android.md) -- [Performance troubleshooting](./docs/token_generation_performance_tips.md) +- [Performance troubleshooting](./docs/development/token_generation_performance_tips.md) - [GGML tips & tricks](https://github.com/ggerganov/llama.cpp/wiki/GGML-Tips-&-Tricks) **Seminal papers and background on the models** From a59f8fdc85e1119d470d8766e29617962549d993 Mon Sep 17 00:00:00 2001 From: Clint Herron Date: Tue, 9 Jul 2024 18:26:40 -0400 Subject: [PATCH 17/46] Server: Enable setting default sampling parameters via command-line (#8402) * Load server sampling parameters from the server context by default. * Wordsmithing comment --- examples/server/server.cpp | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/examples/server/server.cpp b/examples/server/server.cpp index 47bea15913600..8feff67029da1 100644 --- a/examples/server/server.cpp +++ b/examples/server/server.cpp @@ -884,7 +884,8 @@ struct server_context { bool launch_slot_with_task(server_slot & slot, const server_task & task) { slot_params default_params; - llama_sampling_params default_sparams; + // Sampling parameter defaults are loaded from the global server context (but individual requests can still override them) + llama_sampling_params default_sparams = params.sparams; auto & data = task.data; if (data.count("__oaicompat") != 0) { From 8f0fad42b9589f9b11362c74ea5338c51e4c7e61 Mon Sep 17 00:00:00 2001 From: laik Date: Wed, 10 Jul 2024 19:19:10 +0800 Subject: [PATCH 18/46] py : fix extra space in convert_hf_to_gguf.py (#8407) --- convert_hf_to_gguf.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/convert_hf_to_gguf.py b/convert_hf_to_gguf.py index 6cea73f08b743..ecb807262b84b 100755 --- a/convert_hf_to_gguf.py +++ b/convert_hf_to_gguf.py @@ -1356,7 +1356,7 @@ class LlamaModel(Model): def set_vocab(self): try: - self. _set_vocab_sentencepiece() + self._set_vocab_sentencepiece() except FileNotFoundError: try: self._set_vocab_llama_hf() From e4dd31ff892627665d3c53c5d1a03c0d282d9d45 Mon Sep 17 00:00:00 2001 From: RunningLeon Date: Wed, 10 Jul 2024 19:26:40 +0800 Subject: [PATCH 19/46] py : fix converter for internlm2 (#8321) * update internlm2 * remove unused file * fix lint --- convert_hf_to_gguf.py | 68 +++++++++++++++++++++++++++++++++---------- 1 file changed, 52 insertions(+), 16 deletions(-) diff --git a/convert_hf_to_gguf.py b/convert_hf_to_gguf.py index ecb807262b84b..ebb5ca376133b 100755 --- a/convert_hf_to_gguf.py +++ b/convert_hf_to_gguf.py @@ -2144,6 +2144,9 @@ def set_vocab(self): toktype = SentencePieceTokenTypes.UNUSED elif tokenizer.IsByte(token_id): toktype = SentencePieceTokenTypes.BYTE + # take care of ununsed raw token + if piece.startswith('[UNUSED'): + toktype = SentencePieceTokenTypes.UNKNOWN tokens.append(text) scores.append(score) @@ -2159,6 +2162,47 @@ def set_vocab(self): scores.append(-1000.0) toktypes.append(SentencePieceTokenTypes.USER_DEFINED) + chat_eos_token = '<|im_end|>' + chat_eos_token_id = None + + tokenizer_config_file = self.dir_model / 'tokenizer_config.json' + if tokenizer_config_file.is_file(): + with open(tokenizer_config_file, "r", encoding="utf-8") as f: + tokenizer_config_json = json.load(f) + added_tokens_decoder = tokenizer_config_json.get("added_tokens_decoder", {}) + for token_id, foken_data in added_tokens_decoder.items(): + token_id = int(token_id) + token = foken_data["content"] + if token == chat_eos_token: + chat_eos_token_id = token_id + token = token.encode("utf-8") + if toktypes[token_id] != SentencePieceTokenTypes.UNKNOWN: + assert(tokens[token_id] == token) + tokens[token_id] = token + scores[token_id] = -1000.0 + toktypes[token_id] = SentencePieceTokenTypes.USER_DEFINED + if foken_data.get("special"): + toktypes[token_id] = SentencePieceTokenTypes.CONTROL + + tokenizer_file = self.dir_model / 'tokenizer.json' + if tokenizer_file.is_file(): + with open(tokenizer_file, "r", encoding="utf-8") as f: + tokenizer_json = json.load(f) + added_tokens = tokenizer_json.get("added_tokens", []) + for foken_data in added_tokens: + token_id = int(foken_data["id"]) + token = foken_data["content"] + if token == chat_eos_token: + chat_eos_token_id = token_id + token = token.encode("utf-8") + if toktypes[token_id] != SentencePieceTokenTypes.UNKNOWN: + assert(tokens[token_id] == token) + tokens[token_id] = token + scores[token_id] = -1000.0 + toktypes[token_id] = SentencePieceTokenTypes.USER_DEFINED + if foken_data.get("special"): + toktypes[token_id] = SentencePieceTokenTypes.CONTROL + self.gguf_writer.add_tokenizer_model("llama") self.gguf_writer.add_tokenizer_pre("default") self.gguf_writer.add_token_list(tokens) @@ -2168,28 +2212,16 @@ def set_vocab(self): special_vocab = gguf.SpecialVocab(self.dir_model, n_vocab=len(tokens)) old_eos = special_vocab.special_token_ids["eos"] - if "chat" in os.path.basename(self.dir_model.absolute()): + if chat_eos_token_id is not None: # For the chat model, we replace the eos with '<|im_end|>'. # TODO: this is a hack, should be fixed # https://github.com/ggerganov/llama.cpp/pull/6745#issuecomment-2067687048 - special_vocab.special_token_ids["eos"] = self._try_get_sft_eos(tokenizer) - logger.warning(f"Replace eos:{old_eos} with a special token:{special_vocab.special_token_ids['eos']} \ -in chat mode so that the conversation can end normally.") + special_vocab.special_token_ids["eos"] = chat_eos_token_id + logger.warning(f"Replace eos:{old_eos} with a special token:{chat_eos_token_id}" + " in chat mode so that the conversation can end normally.") special_vocab.add_to_gguf(self.gguf_writer) - def _try_get_sft_eos(self, tokenizer): - unused_145_list = tokenizer.Encode('[UNUSED_TOKEN_145]') - im_end_list = tokenizer.Encode('<|im_end|>') - eos_token = None - assert (len(unused_145_list) == 1) ^ (len(im_end_list) == 1) - if len(unused_145_list) == 1: - eos_token = unused_145_list[0] - if len(im_end_list) == 1: - eos_token = im_end_list[0] - assert eos_token - return eos_token - def _hf_permute_qk(self, weights, n_head: int, n_head_kv: int): if n_head_kv is not None and n_head != n_head_kv: n_head = n_head_kv @@ -2208,6 +2240,10 @@ def set_gguf_parameters(self): self.gguf_writer.add_layer_norm_rms_eps(self.hparams["rms_norm_eps"]) self.gguf_writer.add_head_count_kv(self.hparams["num_key_value_heads"]) self.gguf_writer.add_file_type(self.ftype) + if self.hparams.get("rope_scaling") is not None and "factor" in self.hparams["rope_scaling"]: + if self.hparams["rope_scaling"].get("type") == "linear": + self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.LINEAR) + self.gguf_writer.add_rope_scaling_factor(self.hparams["rope_scaling"]["factor"]) def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: num_heads = self.hparams["num_attention_heads"] From a8be1e6f5995bec3b1d8474d48ce3a139553a8e1 Mon Sep 17 00:00:00 2001 From: fairydreaming <166155368+fairydreaming@users.noreply.github.com> Date: Wed, 10 Jul 2024 13:38:58 +0200 Subject: [PATCH 20/46] llama : add assert about missing llama_encode() call (#8400) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Co-authored-by: Stanisław Szymczyk --- src/llama.cpp | 2 ++ 1 file changed, 2 insertions(+) diff --git a/src/llama.cpp b/src/llama.cpp index 2b9ace2858457..80cc1da2660e5 100644 --- a/src/llama.cpp +++ b/src/llama.cpp @@ -13200,6 +13200,8 @@ struct llm_build_context { LLM_NORM_RMS, cb, -1); cb(cur, "result_norm", -1); } else { + GGML_ASSERT(n_outputs_enc > 0 && "call llama_encode() first"); + struct ggml_tensor * embd_enc = llm_build_inp_embd_enc(); struct ggml_tensor * pos_bucket_dec = llm_build_pos_bucket(true); From 7a80710d93ee0f4e0d335d65984ae747e62c0337 Mon Sep 17 00:00:00 2001 From: Borislav Stanimirov Date: Wed, 10 Jul 2024 14:40:53 +0300 Subject: [PATCH 21/46] msvc : silence codecvt c++17 deprecation warnings (#8395) --- common/common.cpp | 4 ++++ src/unicode.cpp | 4 ++++ 2 files changed, 8 insertions(+) diff --git a/common/common.cpp b/common/common.cpp index fc0f3b350ec6e..1e5fc30dd458a 100644 --- a/common/common.cpp +++ b/common/common.cpp @@ -1,3 +1,7 @@ +#if defined(_MSC_VER) +#define _SILENCE_CXX17_CODECVT_HEADER_DEPRECATION_WARNING +#endif + #include "common.h" // Change JSON_ASSERT from assert() to GGML_ASSERT: #define JSON_ASSERT GGML_ASSERT diff --git a/src/unicode.cpp b/src/unicode.cpp index 51daa15afa669..e05fb9d1775dd 100644 --- a/src/unicode.cpp +++ b/src/unicode.cpp @@ -1,3 +1,7 @@ +#if defined(_MSC_VER) +#define _SILENCE_CXX17_CODECVT_HEADER_DEPRECATION_WARNING +#endif + #include "unicode.h" #include "unicode-data.h" From cc61948b1f97165b46990f4c2d9699bf9bb64443 Mon Sep 17 00:00:00 2001 From: Borislav Stanimirov Date: Wed, 10 Jul 2024 14:45:44 +0300 Subject: [PATCH 22/46] llama : C++20 compatibility for u8 strings (#8408) --- src/llama.cpp | 12 +++++++++--- 1 file changed, 9 insertions(+), 3 deletions(-) diff --git a/src/llama.cpp b/src/llama.cpp index 80cc1da2660e5..98a242081ca03 100644 --- a/src/llama.cpp +++ b/src/llama.cpp @@ -57,6 +57,12 @@ #include #endif +#if __cplusplus >= 202000L + #define LU8(x) (const char*)(u8##x) +#else + #define LU8(x) u8##x +#endif + #include #include #include @@ -21511,12 +21517,12 @@ static int32_t llama_chat_apply_template_internal( if (add_ass) { ss << "<|assistant|>"; } - } else if (tmpl == "minicpm" || tmpl_contains(u8"<用户>")) { + } else if (tmpl == "minicpm" || tmpl_contains(LU8("<用户>"))) { // MiniCPM-3B-OpenHermes-2.5-v2-GGUF for (auto message : chat) { std::string role(message->role); if (role == "user") { - ss << u8"<用户>"; + ss << LU8("<用户>"); ss << trim(message->content); ss << ""; } else { @@ -21532,7 +21538,7 @@ static int32_t llama_chat_apply_template_internal( } else if (role == "user") { ss << "User: " << message->content << "\n\n"; } else if (role == "assistant") { - ss << "Assistant: " << message->content << u8"<｜end▁of▁sentence｜>"; + ss << "Assistant: " << message->content << LU8("<｜end▁of▁sentence｜>"); } } if (add_ass) { From 83321c6958acf20747d288031174cc1bf8816e33 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?M=2E=20Yusuf=20Sar=C4=B1g=C3=B6z?= Date: Wed, 10 Jul 2024 15:12:35 +0300 Subject: [PATCH 23/46] gguf-py rel pipeline (#8410) * Upd gguf-py/readme * Bump patch version for release --- gguf-py/README.md | 1 - gguf-py/pyproject.toml | 2 +- 2 files changed, 1 insertion(+), 2 deletions(-) diff --git a/gguf-py/README.md b/gguf-py/README.md index bc46d6e1dd708..9dd888f3180d1 100644 --- a/gguf-py/README.md +++ b/gguf-py/README.md @@ -79,5 +79,4 @@ python -m twine upload dist/* ``` ## TODO -- [ ] Add tests - [ ] Include conversion scripts as command line entry points in this package. diff --git a/gguf-py/pyproject.toml b/gguf-py/pyproject.toml index 36e63ee3b7cd6..62129126bdddc 100644 --- a/gguf-py/pyproject.toml +++ b/gguf-py/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "gguf" -version = "0.9.0" +version = "0.9.1" description = "Read and write ML models in GGUF for GGML" authors = ["GGML "] packages = [ From 0f1a39f3439825acf7e3a1663566d410be152170 Mon Sep 17 00:00:00 2001 From: Dibakar Gope Date: Wed, 10 Jul 2024 07:14:51 -0500 Subject: [PATCH 24/46] ggml : add AArch64 optimized GEMV and GEMM Q4 kernels (#5780) * Arm AArch64: optimized GEMV and GEMM kernels for q4_0_q8_0, and q8_0_q8_0 quantization * Arm AArch64: add optimized GEMV and GEMM asm kernels for q4_0_q8_0 quantization and refactor code to address llama.cpp pr#5780 suggestions * Arm AArch64: add optimized GEMV and GEMM asm kernels for q4_0_q8_0 quantization and refactor code to address llama.cpp pr#5780 suggestions * Arm AArch64: add optimized GEMV and GEMM asm kernels for q4_0_q8_0 quantization and refactor code to address llama.cpp pr#5780 suggestions * Arm AArch64: add optimized GEMV and GEMM asm kernels for q4_0_q8_0 quantization and refactor code to address llama.cpp pr#5780 suggestions * Arm AArch64: add copyright claim only to ggml-aarch64.cpp and ggml-aarch64.h files * Arm AArch64: minor code refactoring for rebase * Arm AArch64: minor code refactoring for resolving a build issue with cmake * Arm AArch64: minor code refactoring to split the Q4_0_AARC64 type into three separate types: Q4_0_4_4, Q4_0_4_8, and Q4_0_8_8 * Arm AArch64: minor code change for resolving a build issue with server-windows * retrigger checks * Arm AArch64: minor code changes for rebase * Arm AArch64: minor changes to skip the pr#7433 vec_dot code for arm cpus with SVE VL not equal to 256 bits * Arm AArch64: remove stale LLAMA_QKK_64 from CMakeLists.txt and delete build.zig * Arm AArch64: add reference scalar gemm and gemv, and avoid dynamic memory allocations during quantization for Q4_0_4_4, Q4_0_4_8, and Q4_0_8_8 * Arm AArch64: add multithreaded quantization support for the new types: Q4_0_4_4, Q4_0_4_8, and Q4_0_8_8 * Arm AArch64: minor code refactoring * Arm AArch64: simplify logic for calling gemm and gemv functions in ggml_compute_forward_mul_mat * Arm AArch64: minimize changes in ggml_compute_forward_mul_mat * Arm AArch64: minor code refactoring, and add reference scalar code to quantize routines for new quant types * Arm AArch64: minor code refactoring * Arm AArch64: minor code refactoring * Arm AArch64: minor code refactoring * rebase on the latest master commit 3fd62a6 and adapt to the new directory structure * Arm AArch64: remove a redundant comment * Arm AArch64: add pragma in ggml-aarch64.c to turn -Woverlength-strings warning off * Arm AArch64: use __aarch64__ check to guard 64-bit neon kernels * Arm AArch64: update docs/build.md README to include compile time flags for buiilding the Q4_0_4_4 quant type --- Makefile | 10 +- Package.swift | 1 + docs/build.md | 2 + examples/quantize/quantize.cpp | 3 + ggml/include/ggml.h | 17 + ggml/src/CMakeLists.txt | 1 + ggml/src/ggml-aarch64.c | 2187 ++++++++++++++++++++++++++++++++ ggml/src/ggml-aarch64.h | 39 + ggml/src/ggml-common.h | 24 + ggml/src/ggml-impl.h | 4 + ggml/src/ggml-quants.c | 122 +- ggml/src/ggml.c | 150 ++- include/llama.h | 3 + src/llama.cpp | 24 +- 14 files changed, 2534 insertions(+), 53 deletions(-) create mode 100644 ggml/src/ggml-aarch64.c create mode 100644 ggml/src/ggml-aarch64.h diff --git a/Makefile b/Makefile index 1041200905371..b70ebaed54638 100644 --- a/Makefile +++ b/Makefile @@ -835,7 +835,8 @@ OBJ_GGML += \ ggml/src/ggml.o \ ggml/src/ggml-alloc.o \ ggml/src/ggml-backend.o \ - ggml/src/ggml-quants.o + ggml/src/ggml-quants.o \ + ggml/src/ggml-aarch64.o OBJ_LLAMA = \ src/llama.o \ @@ -969,6 +970,13 @@ ggml/src/ggml-quants.o: \ ggml/src/ggml-common.h $(CC) $(CFLAGS) -c $< -o $@ +ggml/src/ggml-aarch64.o: \ + ggml/src/ggml-aarch64.c \ + ggml/include/ggml.h \ + ggml/src/ggml-aarch64.h \ + ggml/src/ggml-common.h + $(CC) $(CFLAGS) -c $< -o $@ + ggml/src/ggml-blas.o: \ ggml/src/ggml-blas.cpp \ ggml/include/ggml-blas.h diff --git a/Package.swift b/Package.swift index 77fed86df3105..d40a48385f8c7 100644 --- a/Package.swift +++ b/Package.swift @@ -10,6 +10,7 @@ var sources = [ "ggml/src/ggml-alloc.c", "ggml/src/ggml-backend.c", "ggml/src/ggml-quants.c", + "ggml/src/ggml-aarch64.c", ] var resources: [Resource] = [] diff --git a/docs/build.md b/docs/build.md index bf41bfdf9c2f8..d70f72f4c7b82 100644 --- a/docs/build.md +++ b/docs/build.md @@ -28,6 +28,7 @@ In order to build llama.cpp you have four different options. ``` - Notes: + - For `Q4_0_4_4` quantization type build, add the `GGML_NO_LLAMAFILE=1` flag. For example, use `make GGML_NO_LLAMAFILE=1`. - For faster compilation, add the `-j` argument to run multiple jobs in parallel. For example, `make -j 8` will run 8 jobs in parallel. - For faster repeated compilation, install [ccache](https://ccache.dev/). - For debug builds, run `make LLAMA_DEBUG=1` @@ -41,6 +42,7 @@ In order to build llama.cpp you have four different options. **Notes**: + - For `Q4_0_4_4` quantization type build, add the `-DGGML_LLAMAFILE=OFF` cmake option. For example, use `cmake -B build -DGGML_LLAMAFILE=OFF`. - For faster compilation, add the `-j` argument to run multiple jobs in parallel. For example, `cmake --build build --config Release -j 8` will run 8 jobs in parallel. - For faster repeated compilation, install [ccache](https://ccache.dev/). - For debug builds, there are two cases: diff --git a/examples/quantize/quantize.cpp b/examples/quantize/quantize.cpp index 76e2052d55d79..1578c4afb5dfa 100644 --- a/examples/quantize/quantize.cpp +++ b/examples/quantize/quantize.cpp @@ -46,6 +46,9 @@ static const std::vector QUANT_OPTIONS = { { "Q5_K_M", LLAMA_FTYPE_MOSTLY_Q5_K_M, " 5.33G, +0.0569 ppl @ Llama-3-8B", }, { "Q6_K", LLAMA_FTYPE_MOSTLY_Q6_K, " 6.14G, +0.0217 ppl @ Llama-3-8B", }, { "Q8_0", LLAMA_FTYPE_MOSTLY_Q8_0, " 7.96G, +0.0026 ppl @ Llama-3-8B", }, + { "Q4_0_4_4", LLAMA_FTYPE_MOSTLY_Q4_0_4_4, " 4.34G, +0.4685 ppl @ Llama-3-8B", }, + { "Q4_0_4_8", LLAMA_FTYPE_MOSTLY_Q4_0_4_8, " 4.34G, +0.4685 ppl @ Llama-3-8B", }, + { "Q4_0_8_8", LLAMA_FTYPE_MOSTLY_Q4_0_8_8, " 4.34G, +0.4685 ppl @ Llama-3-8B", }, { "F16", LLAMA_FTYPE_MOSTLY_F16, "14.00G, +0.0020 ppl @ Mistral-7B", }, { "BF16", LLAMA_FTYPE_MOSTLY_BF16, "14.00G, -0.0050 ppl @ Mistral-7B", }, { "F32", LLAMA_FTYPE_ALL_F32, "26.00G @ 7B", }, diff --git a/ggml/include/ggml.h b/ggml/include/ggml.h index d895c9acdb596..1e367753738d9 100644 --- a/ggml/include/ggml.h +++ b/ggml/include/ggml.h @@ -383,6 +383,9 @@ extern "C" { GGML_TYPE_F64 = 28, GGML_TYPE_IQ1_M = 29, GGML_TYPE_BF16 = 30, + GGML_TYPE_Q4_0_4_4 = 31, + GGML_TYPE_Q4_0_4_8 = 32, + GGML_TYPE_Q4_0_8_8 = 33, GGML_TYPE_COUNT, }; @@ -424,6 +427,9 @@ extern "C" { GGML_FTYPE_MOSTLY_IQ4_XS = 22, // except 1d tensors GGML_FTYPE_MOSTLY_IQ1_M = 23, // except 1d tensors GGML_FTYPE_MOSTLY_BF16 = 24, // except 1d tensors + GGML_FTYPE_MOSTLY_Q4_0_4_4 = 25, // except 1d tensors + GGML_FTYPE_MOSTLY_Q4_0_4_8 = 26, // except 1d tensors + GGML_FTYPE_MOSTLY_Q4_0_8_8 = 27, // except 1d tensors }; // available tensor operations: @@ -2406,6 +2412,12 @@ extern "C" { typedef void (*ggml_from_float_t)(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k); typedef void (*ggml_vec_dot_t) (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT x, size_t bx, const void * GGML_RESTRICT y, size_t by, int nrc); + typedef void (*ggml_from_float_to_mat_t)(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t nr, + int64_t k, int64_t bx); + typedef void (*ggml_gemv_t) (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT x, + const void * GGML_RESTRICT y, int nr, int nc); + typedef void (*ggml_gemm_t) (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT x, + const void * GGML_RESTRICT y, int nr, int nc); typedef struct { const char * type_name; @@ -2418,6 +2430,11 @@ extern "C" { ggml_vec_dot_t vec_dot; enum ggml_type vec_dot_type; int64_t nrows; // number of rows to process simultaneously; + int64_t ncols; // number of columns to process simultaneously; + int64_t interleave_blcksize; // interleave elements in blocks of interleave_blcksize; + ggml_from_float_to_mat_t from_float_to_mat; + ggml_gemv_t gemv; + ggml_gemm_t gemm; } ggml_type_traits_t; GGML_API ggml_type_traits_t ggml_internal_get_type_traits(enum ggml_type type); diff --git a/ggml/src/CMakeLists.txt b/ggml/src/CMakeLists.txt index c6694df678fff..aae5b8e9fe35c 100644 --- a/ggml/src/CMakeLists.txt +++ b/ggml/src/CMakeLists.txt @@ -1153,6 +1153,7 @@ add_library(ggml ${GGML_SOURCES_ROCM} ${GGML_HEADERS_ROCM} ${GGML_SOURCES_BLAS} ${GGML_HEADERS_BLAS} ${GGML_SOURCES_LLAMAFILE} ${GGML_HEADERS_LLAMAFILE} + ggml-aarch64.c ggml-aarch64.h ) if (EMSCRIPTEN) diff --git a/ggml/src/ggml-aarch64.c b/ggml/src/ggml-aarch64.c new file mode 100644 index 0000000000000..008718634fe0d --- /dev/null +++ b/ggml/src/ggml-aarch64.c @@ -0,0 +1,2187 @@ +// SPDX-FileCopyrightText: Copyright 2024 Arm Ltd. +#define GGML_COMMON_IMPL_C +#include "ggml-common.h" + +#include "ggml-quants.h" +#include "ggml-impl.h" + +#include +#include +#include +#include +#include // for qsort +#include // for GGML_ASSERT + +#include "ggml-aarch64.h" + +#pragma GCC diagnostic ignored "-Woverlength-strings" + +#define UNUSED GGML_UNUSED + +// Functions to create the interleaved data layout formats + +// interleave 4 block_q4_0s in blocks of interleave_blcksize +// returns an interleaved block_q4_0x4 +// in the interleaved block_q4_0x4, place deltas for 4 block_q4_0 blocks +// first, then interleave quants from 4 block_q4_0s in blocks of interleave_blcksize +// +// - in : an array of block_q4_0 pointers +// - interleave_blcksize : the block_q4_0 quants bytes are interleaved in blocks of +// interleave_blcksize bytes +// - xor_mask : the mask to convert the nibbles in block_q4_0 quants bytes +// from bias offset form to pure sign form (this saves subtract +// operations durin unpacking) +// +static block_q4_0x4 make_block_q4_0x4(block_q4_0 * in, unsigned int interleave_blcksize, unsigned int xor_mask) { + block_q4_0x4 out; + + for (int i = 0; i < 4; i++) { + out.d[i] = in[i].d; + } + + for (int i = 0; i < QK4_0 * 2; i++) { + int src_offset = (i / (4 * interleave_blcksize)) * interleave_blcksize; + int src_id = (i % (4 * interleave_blcksize)) / interleave_blcksize; + src_offset += (i % interleave_blcksize); + + out.qs[i] = in[src_id].qs[src_offset] ^ xor_mask; + } + + return out; +} + +// interleave 8 block_q4_0s in blocks of interleave_blcksize +// returns an interleaved block_q4_0x8 +// in the interleaved block_q4_0x8, place deltas for 8 block_q4_0 blocks +// first, then interleave quants from 8 block_q4_0s in blocks of interleave_blcksize +static block_q4_0x8 make_block_q4_0x8(block_q4_0 * in, unsigned int interleave_blcksize, unsigned int xor_mask) { + block_q4_0x8 out; + + for (int i = 0; i < 8; i++) { + out.d[i] = in[i].d; + } + + for (int i = 0; i < QK4_0 * 4; i++) { + int src_offset = (i / (8 * interleave_blcksize)) * interleave_blcksize; + int src_id = (i % (8 * interleave_blcksize)) / interleave_blcksize; + src_offset += (i % interleave_blcksize); + + out.qs[i] = in[src_id].qs[src_offset] ^ xor_mask; + } + + return out; +} + +void quantize_q8_0_4x4(const float * restrict x, void * restrict vy, int64_t k) { + assert(QK8_0 == 32); + assert(k % QK8_0 == 0); + const int nb = k / QK8_0; + + block_q8_0x4 * restrict y = (block_q8_0x4 *) vy; + +#if defined(__ARM_NEON) + float32x4_t srcv[4][8]; + float id[4]; + + for (int i = 0; i < nb; i++) { + float32x4_t asrcv[8]; + float32x4_t amaxv[8]; + + for (int row_iter = 0; row_iter < 4; row_iter++) { + for (int j = 0; j < 8; j++) srcv[row_iter][j] = vld1q_f32(x + row_iter * k + i * 32 + 4 * j); + for (int j = 0; j < 8; j++) asrcv[j] = vabsq_f32(srcv[row_iter][j]); + + for (int j = 0; j < 4; j++) amaxv[2 * j] = vmaxq_f32(asrcv[2 * j], asrcv[2 * j + 1]); + for (int j = 0; j < 2; j++) amaxv[4 * j] = vmaxq_f32(amaxv[4 * j], amaxv[4 * j + 2]); + for (int j = 0; j < 1; j++) amaxv[8 * j] = vmaxq_f32(amaxv[8 * j], amaxv[8 * j + 4]); + + const float amax = vmaxvq_f32(amaxv[0]); + + const float d = amax / ((1 << 7) - 1); + id[row_iter] = d ? 1.0f / d : 0.0f; + + y[i].d[row_iter] = GGML_FP32_TO_FP16(d); + } + + for (int j = 0; j < 8; j++) { + float32x4_t v = vmulq_n_f32(srcv[0][j], id[0]); + int32x4_t vi = vcvtnq_s32_f32(v); + y[i].qs[16 * j + 0] = vgetq_lane_s32(vi, 0); + y[i].qs[16 * j + 1] = vgetq_lane_s32(vi, 1); + y[i].qs[16 * j + 2] = vgetq_lane_s32(vi, 2); + y[i].qs[16 * j + 3] = vgetq_lane_s32(vi, 3); + + v = vmulq_n_f32(srcv[1][j], id[1]); + vi = vcvtnq_s32_f32(v); + y[i].qs[16 * j + 4] = vgetq_lane_s32(vi, 0); + y[i].qs[16 * j + 5] = vgetq_lane_s32(vi, 1); + y[i].qs[16 * j + 6] = vgetq_lane_s32(vi, 2); + y[i].qs[16 * j + 7] = vgetq_lane_s32(vi, 3); + + v = vmulq_n_f32(srcv[2][j], id[2]); + vi = vcvtnq_s32_f32(v); + y[i].qs[16 * j + 8] = vgetq_lane_s32(vi, 0); + y[i].qs[16 * j + 9] = vgetq_lane_s32(vi, 1); + y[i].qs[16 * j + 10] = vgetq_lane_s32(vi, 2); + y[i].qs[16 * j + 11] = vgetq_lane_s32(vi, 3); + + v = vmulq_n_f32(srcv[3][j], id[3]); + vi = vcvtnq_s32_f32(v); + y[i].qs[16 * j + 12] = vgetq_lane_s32(vi, 0); + y[i].qs[16 * j + 13] = vgetq_lane_s32(vi, 1); + y[i].qs[16 * j + 14] = vgetq_lane_s32(vi, 2); + y[i].qs[16 * j + 15] = vgetq_lane_s32(vi, 3); + } + } +#else + // scalar + const int interleave_blcksize = 4; + float srcv[4][QK8_0]; + float id[4]; + + for (int i = 0; i < nb; i++) { + for (int row_iter = 0; row_iter < 4; row_iter++) { + float amax = 0.0f; // absolute max + + for (int j = 0; j < QK8_0; j++) { + srcv[row_iter][j] = x[row_iter * k + i * QK8_0 + j]; + amax = MAX(amax, fabsf(srcv[row_iter][j])); + } + + const float d = amax / ((1 << 7) - 1); + id[row_iter] = d ? 1.0f / d : 0.0f; + + y[i].d[row_iter] = GGML_FP32_TO_FP16(d); + } + + for (int j = 0; j < QK8_0 * 4; j++) { + int src_offset = (j / (4 * interleave_blcksize)) * interleave_blcksize; + int src_id = (j % (4 * interleave_blcksize)) / interleave_blcksize; + src_offset += (j % interleave_blcksize); + + float x0 = srcv[src_id][src_offset] * id[src_id]; + y[i].qs[j] = roundf(x0);; + } + } +#endif +} + +void quantize_q8_0_4x8(const float * restrict x, void * restrict vy, int64_t k) { + assert(QK8_0 == 32); + assert(k % QK8_0 == 0); + const int nb = k / QK8_0; + + block_q8_0x4 * restrict y = (block_q8_0x4 *) vy; + +#if defined(__ARM_NEON) + float32x4_t srcv[4][8]; + float id[4]; + + for (int i = 0; i < nb; i++) { + float32x4_t asrcv[8]; + float32x4_t amaxv[8]; + + for (int row_iter = 0; row_iter < 4; row_iter++) { + for (int j = 0; j < 8; j++) srcv[row_iter][j] = vld1q_f32(x + row_iter * k + i * 32 + 4 * j); + for (int j = 0; j < 8; j++) asrcv[j] = vabsq_f32(srcv[row_iter][j]); + + for (int j = 0; j < 4; j++) amaxv[2 * j] = vmaxq_f32(asrcv[2 * j], asrcv[2 * j + 1]); + for (int j = 0; j < 2; j++) amaxv[4 * j] = vmaxq_f32(amaxv[4 * j], amaxv[4 * j + 2]); + for (int j = 0; j < 1; j++) amaxv[8 * j] = vmaxq_f32(amaxv[8 * j], amaxv[8 * j + 4]); + + const float amax = vmaxvq_f32(amaxv[0]); + + const float d = amax / ((1 << 7) - 1); + id[row_iter] = d ? 1.0f / d : 0.0f; + + y[i].d[row_iter] = GGML_FP32_TO_FP16(d); + } + + for (int j = 0; j < 4; j++) { + float32x4_t v = vmulq_n_f32(srcv[0][2 * j], id[0]); + int32x4_t vi = vcvtnq_s32_f32(v); + y[i].qs[32 * j + 0] = vgetq_lane_s32(vi, 0); + y[i].qs[32 * j + 1] = vgetq_lane_s32(vi, 1); + y[i].qs[32 * j + 2] = vgetq_lane_s32(vi, 2); + y[i].qs[32 * j + 3] = vgetq_lane_s32(vi, 3); + v = vmulq_n_f32(srcv[0][2 * j + 1], id[0]); + vi = vcvtnq_s32_f32(v); + y[i].qs[32 * j + 4] = vgetq_lane_s32(vi, 0); + y[i].qs[32 * j + 5] = vgetq_lane_s32(vi, 1); + y[i].qs[32 * j + 6] = vgetq_lane_s32(vi, 2); + y[i].qs[32 * j + 7] = vgetq_lane_s32(vi, 3); + + v = vmulq_n_f32(srcv[1][2 * j], id[1]); + vi = vcvtnq_s32_f32(v); + y[i].qs[32 * j + 8] = vgetq_lane_s32(vi, 0); + y[i].qs[32 * j + 9] = vgetq_lane_s32(vi, 1); + y[i].qs[32 * j + 10] = vgetq_lane_s32(vi, 2); + y[i].qs[32 * j + 11] = vgetq_lane_s32(vi, 3); + v = vmulq_n_f32(srcv[1][2 * j + 1], id[1]); + vi = vcvtnq_s32_f32(v); + y[i].qs[32 * j + 12] = vgetq_lane_s32(vi, 0); + y[i].qs[32 * j + 13] = vgetq_lane_s32(vi, 1); + y[i].qs[32 * j + 14] = vgetq_lane_s32(vi, 2); + y[i].qs[32 * j + 15] = vgetq_lane_s32(vi, 3); + + v = vmulq_n_f32(srcv[2][2 * j], id[2]); + vi = vcvtnq_s32_f32(v); + y[i].qs[32 * j + 16] = vgetq_lane_s32(vi, 0); + y[i].qs[32 * j + 17] = vgetq_lane_s32(vi, 1); + y[i].qs[32 * j + 18] = vgetq_lane_s32(vi, 2); + y[i].qs[32 * j + 19] = vgetq_lane_s32(vi, 3); + v = vmulq_n_f32(srcv[2][2 * j + 1], id[2]); + vi = vcvtnq_s32_f32(v); + y[i].qs[32 * j + 20] = vgetq_lane_s32(vi, 0); + y[i].qs[32 * j + 21] = vgetq_lane_s32(vi, 1); + y[i].qs[32 * j + 22] = vgetq_lane_s32(vi, 2); + y[i].qs[32 * j + 23] = vgetq_lane_s32(vi, 3); + + v = vmulq_n_f32(srcv[3][2 * j], id[3]); + vi = vcvtnq_s32_f32(v); + y[i].qs[32 * j + 24] = vgetq_lane_s32(vi, 0); + y[i].qs[32 * j + 25] = vgetq_lane_s32(vi, 1); + y[i].qs[32 * j + 26] = vgetq_lane_s32(vi, 2); + y[i].qs[32 * j + 27] = vgetq_lane_s32(vi, 3); + v = vmulq_n_f32(srcv[3][2 * j + 1], id[3]); + vi = vcvtnq_s32_f32(v); + y[i].qs[32 * j + 28] = vgetq_lane_s32(vi, 0); + y[i].qs[32 * j + 29] = vgetq_lane_s32(vi, 1); + y[i].qs[32 * j + 30] = vgetq_lane_s32(vi, 2); + y[i].qs[32 * j + 31] = vgetq_lane_s32(vi, 3); + } + } +#else + // scalar + const int interleave_blcksize = 8; + float srcv[4][QK8_0]; + float id[4]; + + for (int i = 0; i < nb; i++) { + for (int row_iter = 0; row_iter < 4; row_iter++) { + float amax = 0.0f; // absolute max + + for (int j = 0; j < QK8_0; j++) { + srcv[row_iter][j] = x[row_iter * k + i * QK8_0 + j]; + amax = MAX(amax, fabsf(srcv[row_iter][j])); + } + + const float d = amax / ((1 << 7) - 1); + id[row_iter] = d ? 1.0f / d : 0.0f; + + y[i].d[row_iter] = GGML_FP32_TO_FP16(d); + } + + for (int j = 0; j < QK8_0 * 4; j++) { + int src_offset = (j / (4 * interleave_blcksize)) * interleave_blcksize; + int src_id = (j % (4 * interleave_blcksize)) / interleave_blcksize; + src_offset += (j % interleave_blcksize); + + float x0 = srcv[src_id][src_offset] * id[src_id]; + y[i].qs[j] = roundf(x0);; + } + } +#endif +} + +void quantize_mat_q8_0(const float * restrict x, void * restrict vy, int64_t nrow, int64_t n_per_row, int64_t interleave_blcksize) { + assert(nrow == 4); + UNUSED(nrow); + if (interleave_blcksize == 4) quantize_q8_0_4x4(x, vy, n_per_row); + else if (interleave_blcksize == 8) quantize_q8_0_4x8(x, vy, n_per_row); + else assert(false); +} + +static size_t quantize_q4_0_nr_bl(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, int nrows_interleaved, int interleave_blcksize) { + assert(n_per_row % QK4_0 == 0); + const int nb = n_per_row / QK4_0; + + void * out_ptr = NULL; + if (nrows_interleaved == 8) { + out_ptr = (block_q4_0x8 *) dst; + } + else if (nrows_interleaved == 4) { + out_ptr = (block_q4_0x4 *) dst; + } + assert(nrows_interleaved <= 8); + block_q4_0 dst_tmp[8]; + + for (int b = 0; b < (nrow * n_per_row); b += nrows_interleaved * n_per_row) { + + for (int64_t x = 0; x < nb; x++) { + + for (int i = 0; i < nrows_interleaved; i++ ) { + quantize_row_q4_0_reference(src + b + i * n_per_row + x * QK4_0, (block_q4_0 *) dst_tmp + i, QK4_0); + } + + if (nrows_interleaved == 8) { + *(block_q4_0x8 *) out_ptr = make_block_q4_0x8(dst_tmp, interleave_blcksize, 0x88); + out_ptr = (block_q4_0x8 *) out_ptr + 1; + } + else if (nrows_interleaved == 4) { + *(block_q4_0x4 *) out_ptr = make_block_q4_0x4(dst_tmp, interleave_blcksize, 0x88); + out_ptr = (block_q4_0x4 *) out_ptr + 1; + } + } + } + + return ((nrow * n_per_row) / QK4_0 * sizeof(block_q4_0)); +} + +size_t quantize_q4_0_4x4(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { + if (!quant_weights) { + return quantize_q4_0_nr_bl(src, dst, nrow, n_per_row, 4, 4); + } + else { + assert(false); + return 0; + } +} + +size_t quantize_q4_0_4x8(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { + if (!quant_weights) { + return quantize_q4_0_nr_bl(src, dst, nrow, n_per_row, 4, 8); + } + else { + assert(false); + return 0; + } +} + +size_t quantize_q4_0_8x8(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { + if (!quant_weights) { + return quantize_q4_0_nr_bl(src, dst, nrow, n_per_row, 8, 8); + } + else { + assert(false); + return 0; + } +} + +void ggml_gemv_q4_0_4x4_q8_0(int n, float * restrict s, size_t bs, const void * restrict vx, const void * restrict vy, int nr, int nc) { + const int qk = QK8_0; + const int nb = n / qk; + const int ncols_interleaved = 4; + const int blocklen = 4; + + assert (n % qk == 0); + assert (nc % ncols_interleaved == 0); + + UNUSED(s); + UNUSED(bs); + UNUSED(vx); + UNUSED(vy); + UNUSED(nr); + UNUSED(nc); + UNUSED(nb); + UNUSED(ncols_interleaved); + UNUSED(blocklen); + +#if defined(__ARM_FEATURE_SVE) + if (svcntw() == 8) { + GGML_ASSERT(!(ggml_cpu_has_sve() && (svcntw() == 8)) && + "__ARM_FEATURE_SVE defined, use the Q4_0_8_8 quantization format for optimal performance"); + } +#endif +#if defined(__ARM_NEON) && defined(__ARM_FEATURE_MATMUL_INT8) + GGML_ASSERT(!(ggml_cpu_has_neon() && ggml_cpu_has_matmul_int8()) && + "__ARM_NEON and __ARM_FEATURE_MATMUL_INT8 defined, use the Q4_0_4_8 quantization format for optimal performance"); +#elif defined(__ARM_NEON) && defined(__aarch64__) + const void * b_ptr = vx; + const void * a_ptr = vy; + float * res_ptr = s; + + __asm__ __volatile__( + "movi v31.16b, #0x4\n" + "movi v30.16b, #0xf0\n" + "add %x[b_ptr], %x[b_ptr], #0x8\n" + "1:" // Column loop + "add x22, %x[a_ptr], #0x2\n" + "movi v29.16b, #0x0\n" + "mov x21, %x[nb]\n" + "2:" // Block loop + "ldr q28, [%x[b_ptr], #0x0]\n" + "ldr q27, [x22, #0x0]\n" + "movi v26.4s, #0x0\n" + "sub x20, x22, #0x2\n" + "ldr q25, [x22, #0x10]\n" + "ldr q24, [%x[b_ptr], #0x10]\n" + "sub x21, x21, #0x1\n" + "add x22, x22, #0x22\n" + "ldr q23, [%x[b_ptr], #0x20]\n" + "ldr q22, [%x[b_ptr], #0x30]\n" + "ld1r { v21.8h }, [x20]\n" + "ldr q20, [%x[b_ptr], #-0x8]\n" + "sshl v16.16b, v28.16b, v31.16b\n" + "and v28.16b, v28.16b, v30.16b\n" + "sshl v19.16b, v24.16b, v31.16b\n" + "and v24.16b, v24.16b, v30.16b\n" + "add %x[b_ptr], %x[b_ptr], #0x48\n" + "sshl v18.16b, v23.16b, v31.16b\n" + "and v23.16b, v23.16b, v30.16b\n" + ".inst 0x4f9be21a // sdot v26.4s, v16.16b, v27.4b[0]\n" + "sshl v17.16b, v22.16b, v31.16b\n" + "and v22.16b, v22.16b, v30.16b\n" + "fcvtl v21.4s, v21.4h\n" + "fcvtl v16.4s, v20.4h\n" + ".inst 0x4f99e39a // sdot v26.4s, v28.16b, v25.4b[0]\n" + "fmul v16.4s, v16.4s, v21.4s\n" + ".inst 0x4fbbe27a // sdot v26.4s, v19.16b, v27.4b[1]\n" + ".inst 0x4fb9e31a // sdot v26.4s, v24.16b, v25.4b[1]\n" + ".inst 0x4f9bea5a // sdot v26.4s, v18.16b, v27.4b[2]\n" + ".inst 0x4f99eafa // sdot v26.4s, v23.16b, v25.4b[2]\n" + ".inst 0x4fbbea3a // sdot v26.4s, v17.16b, v27.4b[3]\n" + ".inst 0x4fb9eada // sdot v26.4s, v22.16b, v25.4b[3]\n" + "scvtf v26.4s, v26.4s, #0x4\n" + "fmla v29.4s, v26.4s, v16.4s\n" + "cbnz x21, 2b\n" + "sub %x[nc], %x[nc], #0x4\n" + "str q29, [%x[res_ptr], #0x0]\n" + "add %x[res_ptr], %x[res_ptr], #0x10\n" + "cbnz %x[nc], 1b\n" + : [b_ptr] "+&r" (b_ptr), [res_ptr] "+&r" (res_ptr), [nc] "+&r" (nc) + : [a_ptr] "r" (a_ptr), [nb] "r" (nb) + : "memory", "v16", "v17", "v18", "v19", "v20", "v21", "v22", "v23", "v24", "v25", "v26", "v27", "v28", "v29", "v30", "v31", "x20", "x21", "x22" + ); +#else + float sumf[4]; + int sumi; + + const block_q8_0 * a_ptr = (const block_q8_0 *) vy; + for (int x = 0; x < nc / ncols_interleaved; x++) { + const block_q4_0x4 * b_ptr = (const block_q4_0x4 *) vx + (x * nb); + + for (int j = 0; j < ncols_interleaved; j++) sumf[j] = 0.0; + for (int l = 0; l < nb; l++) { + for (int k = 0; k < (qk / (2 * blocklen)); k++) { + for (int j = 0; j < ncols_interleaved; j++) { + sumi = 0; + for (int i = 0; i < blocklen; ++i) { + const int v0 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] << 4); + const int v1 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] & 0xF0); + sumi += ((v0 * a_ptr[l].qs[k * blocklen + i]) + (v1 * a_ptr[l].qs[k * blocklen + i + qk / 2])) >> 4; + } + sumf[j] += sumi * GGML_FP16_TO_FP32(b_ptr[l].d[j]) * GGML_FP16_TO_FP32(a_ptr[l].d); + } + } + } + for (int j = 0; j < ncols_interleaved; j++) s[x * ncols_interleaved + j] = sumf[j]; + } +#endif +} + +void ggml_gemv_q4_0_4x8_q8_0(int n, float * restrict s, size_t bs, const void * restrict vx, const void * restrict vy, int nr, int nc) { + const int qk = QK8_0; + const int nb = n / qk; + const int ncols_interleaved = 4; + const int blocklen = 8; + + assert (n % qk == 0); + assert (nc % ncols_interleaved == 0); + + UNUSED(s); + UNUSED(bs); + UNUSED(vx); + UNUSED(vy); + UNUSED(nr); + UNUSED(nc); + UNUSED(nb); + UNUSED(ncols_interleaved); + UNUSED(blocklen); + +#if defined(__ARM_FEATURE_SVE) + if (svcntw() == 8) { + GGML_ASSERT(!(ggml_cpu_has_sve() && (svcntw() == 8)) && + "__ARM_FEATURE_SVE defined, use the Q4_0_8_8 quantization format for optimal performance"); + } +#endif +#if defined(__ARM_NEON) && defined(__ARM_FEATURE_MATMUL_INT8) + const void * b_ptr = vx; + const void * a_ptr = vy; + float * res_ptr = s; + + __asm__ __volatile__( + "movi v2.16b, #0x4\n" + "movi v1.16b, #0xf0\n" + "add %x[b_ptr], %x[b_ptr], #0x8\n" + "1:" // Column loop + "add x23, %x[a_ptr], #0x2\n" + "movi v0.16b, #0x0\n" + "mov x22, %x[nb]\n" + "2:" // Block loop + "ldr q31, [%x[b_ptr], #0x0]\n" + "ldr q30, [%x[b_ptr], #0x10]\n" + "mov x21, x23\n" + "movi v29.4s, #0x0\n" + "ldr q28, [%x[b_ptr], #0x20]\n" + "ldr q27, [%x[b_ptr], #0x30]\n" + "movi v26.4s, #0x0\n" + "sub x20, x23, #0x2\n" + "ld1r { v25.8h }, [x20]\n" + "ldr q24, [%x[b_ptr], #-0x8]\n" + "sub x22, x22, #0x1\n" + "add x23, x23, #0x22\n" + "ld1r { v23.2d }, [x21], #0x8\n" + "sshl v22.16b, v31.16b, v2.16b\n" + "sshl v16.16b, v30.16b, v2.16b\n" + "add %x[b_ptr], %x[b_ptr], #0x48\n" + "ld1r { v21.2d }, [x21], #0x8\n" + "sshl v20.16b, v28.16b, v2.16b\n" + "sshl v19.16b, v27.16b, v2.16b\n" + "ld1r { v18.2d }, [x21], #0x8\n" + "ld1r { v17.2d }, [x21], #0x8\n" + "and v31.16b, v31.16b, v1.16b\n" + "and v30.16b, v30.16b, v1.16b\n" + ".inst 0x4e9796dd // sdot v29.4s, v22.16b, v23.16b\n" + ".inst 0x4e97961a // sdot v26.4s, v16.16b, v23.16b\n" + "and v28.16b, v28.16b, v1.16b\n" + "and v27.16b, v27.16b, v1.16b\n" + "fcvtl v25.4s, v25.4h\n" + "fcvtl v16.4s, v24.4h\n" + ".inst 0x4e95969d // sdot v29.4s, v20.16b, v21.16b\n" + ".inst 0x4e95967a // sdot v26.4s, v19.16b, v21.16b\n" + "fmul v16.4s, v16.4s, v25.4s\n" + ".inst 0x4e9297fd // sdot v29.4s, v31.16b, v18.16b\n" + ".inst 0x4e9297da // sdot v26.4s, v30.16b, v18.16b\n" + ".inst 0x4e91979d // sdot v29.4s, v28.16b, v17.16b\n" + ".inst 0x4e91977a // sdot v26.4s, v27.16b, v17.16b\n" + "addp v29.4s, v29.4s, v26.4s\n" + "scvtf v29.4s, v29.4s, #0x4\n" + "fmla v0.4s, v29.4s, v16.4s\n" + "cbnz x22, 2b\n" + "sub %x[nc], %x[nc], #0x4\n" + "str q0, [%x[res_ptr], #0x0]\n" + "add %x[res_ptr], %x[res_ptr], #0x10\n" + "cbnz %x[nc], 1b\n" + : [b_ptr] "+&r" (b_ptr), [res_ptr] "+&r" (res_ptr), [nc] "+&r" (nc) + : [a_ptr] "r" (a_ptr), [nb] "r" (nb) + : "memory", "v0", "v1", "v2", "v16", "v17", "v18", "v19", "v20", "v21", "v22", "v23", "v24", "v25", "v26", "v27", "v28", "v29", "v30", "v31", "x20", "x21", "x22", "x23" + ); +#elif defined(__ARM_NEON) && defined(__aarch64__) + GGML_ASSERT((ggml_cpu_has_sve() || ggml_cpu_has_matmul_int8()) && + "__ARM_FEATURE_SVE and __ARM_FEATURE_MATMUL_INT8 not defined, use the Q4_0_4_4 quantization format for optimal " + "performance"); +#else + float sumf[4]; + int sumi; + + const block_q8_0 * a_ptr = (const block_q8_0 *) vy; + for (int x = 0; x < nc / ncols_interleaved; x++) { + const block_q4_0x4 * b_ptr = (const block_q4_0x4 *) vx + (x * nb); + + for (int j = 0; j < ncols_interleaved; j++) sumf[j] = 0.0; + for (int l = 0; l < nb; l++) { + for (int k = 0; k < (qk / (2 * blocklen)); k++) { + for (int j = 0; j < ncols_interleaved; j++) { + sumi = 0; + for (int i = 0; i < blocklen; ++i) { + const int v0 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] << 4); + const int v1 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] & 0xF0); + sumi += ((v0 * a_ptr[l].qs[k * blocklen + i]) + (v1 * a_ptr[l].qs[k * blocklen + i + qk / 2])) >> 4; + } + sumf[j] += sumi * GGML_FP16_TO_FP32(b_ptr[l].d[j]) * GGML_FP16_TO_FP32(a_ptr[l].d); + } + } + } + for (int j = 0; j < ncols_interleaved; j++) s[x * ncols_interleaved + j] = sumf[j]; + } +#endif +} + +void ggml_gemv_q4_0_8x8_q8_0(int n, float * restrict s, size_t bs, const void * restrict vx, const void * restrict vy, int nr, int nc) { + const int qk = QK8_0; + const int nb = n / qk; + const int ncols_interleaved = 8; + const int blocklen = 8; + + assert (n % qk == 0); + assert (nc % ncols_interleaved == 0); + + UNUSED(s); + UNUSED(bs); + UNUSED(vx); + UNUSED(vy); + UNUSED(nr); + UNUSED(nc); + UNUSED(nb); + UNUSED(ncols_interleaved); + UNUSED(blocklen); + +#if defined(__ARM_FEATURE_SVE) + if (svcntw() == 8) { + const void * b_ptr = vx; + const void * a_ptr = vy; + float * res_ptr = s; + + __asm__ __volatile__( + "ptrue p0.b\n" + "add %x[b_ptr], %x[b_ptr], #0x10\n" + "1:" // Column loop + "add x22, %x[a_ptr], #0x2\n" + "mov z31.b, #0x0\n" + "mov x21, %x[nb]\n" + "2:" // Block loop + "ld1b { z30.b }, p0/Z, [%x[b_ptr]]\n" + "ld1b { z29.b }, p0/Z, [%x[b_ptr], #1, MUL VL]\n" + "mov z28.s, #0x0\n" + "mov z27.s, #0x0\n" + "ld1rd { z26.d }, p0/Z, [x22]\n" + "ld1b { z25.b }, p0/Z, [%x[b_ptr], #2, MUL VL]\n" + "sub x20, x22, #0x2\n" + "sub x21, x21, #0x1\n" + "ld1b { z24.b }, p0/Z, [%x[b_ptr], #3, MUL VL]\n" + "ld1rd { z23.d }, p0/Z, [x22, #8]\n" + "lsl z22.b, z30.b, #0x4\n" + "lsl z16.b, z29.b, #0x4\n" + "and z30.b, z30.b, #0xf0\n" + "and z29.b, z29.b, #0xf0\n" + "ld1rd { z21.d }, p0/Z, [x22, #16]\n" + "ld1rd { z20.d }, p0/Z, [x22, #24]\n" + "lsl z19.b, z25.b, #0x4\n" + "and z25.b, z25.b, #0xf0\n" + "ld1rh { z17.h }, p0/Z, [x20]\n" + "ld1h { z18.s }, p0/Z, [%x[b_ptr], #-1, MUL VL]\n" + "sdot z28.s, z22.b, z26.b\n" + "sdot z27.s, z16.b, z26.b\n" + "lsl z16.b, z24.b, #0x4\n" + "add x22, x22, #0x22\n" + "and z24.b, z24.b, #0xf0\n" + "add %x[b_ptr], %x[b_ptr], #0x90\n" + "fcvt z17.s, p0/m, z17.h\n" + "fcvt z18.s, p0/m, z18.h\n" + "sdot z28.s, z19.b, z23.b\n" + "sdot z27.s, z16.b, z23.b\n" + "fmul z18.s, z18.s, z17.s\n" + "sdot z28.s, z30.b, z21.b\n" + "sdot z27.s, z29.b, z21.b\n" + "sdot z28.s, z25.b, z20.b\n" + "sdot z27.s, z24.b, z20.b\n" + "uzp1 z17.s, z28.s, z27.s\n" + "uzp2 z16.s, z28.s, z27.s\n" + "add z17.s, z17.s, z16.s\n" + "asr z17.s, z17.s, #0x4\n" + "scvtf z17.s, p0/m, z17.s\n" + "fmla z31.s, p0/M, z17.s, z18.s\n" + "cbnz x21, 2b\n" + "sub %x[nc], %x[nc], #0x8\n" + "st1w { z31.s }, p0, [%x[res_ptr]]\n" + "add %x[res_ptr], %x[res_ptr], #0x20\n" + "cbnz %x[nc], 1b\n" + : [b_ptr] "+&r" (b_ptr), [res_ptr] "+&r" (res_ptr), [nc] "+&r" (nc) + : [a_ptr] "r" (a_ptr), [nb] "r" (nb) + : "memory", "p0", "x20", "x21", "x22", "z16", "z17", "z18", "z19", "z20", "z21", "z22", "z23", "z24", "z25", "z26", "z27", "z28", "z29", "z30", "z31" + ); + return; + } + else if (ggml_cpu_has_neon() && ggml_cpu_has_matmul_int8()) { + GGML_ASSERT((ggml_cpu_has_sve() && (svcntw() == 8)) && + "__ARM_FEATURE_SVE for vector size of 256-bits not defined, use the Q4_0_4_8 quantization format for optimal " + "performance"); + } + else if (ggml_cpu_has_neon()) { + GGML_ASSERT(((ggml_cpu_has_sve() && (svcntw() == 8)) || ggml_cpu_has_matmul_int8()) && + "__ARM_FEATURE_SVE for vector size of 256-bits and __ARM_FEATURE_MATMUL_INT8 not defined, use the Q4_0_4_4 " + "quantization format for optimal performance"); + } +#endif +#if defined(__ARM_NEON) && defined(__ARM_FEATURE_MATMUL_INT8) + GGML_ASSERT(ggml_cpu_has_sve() && + "__ARM_FEATURE_SVE not defined, use the Q4_0_4_8 quantization format for optimal performance"); +#elif defined(__ARM_NEON) && defined(__aarch64__) + GGML_ASSERT((ggml_cpu_has_sve() || ggml_cpu_has_matmul_int8()) && + "__ARM_FEATURE_SVE and __ARM_FEATURE_MATMUL_INT8 not defined, use the Q4_0_4_4 quantization format for optimal " + "performance"); +#else + float sumf[8]; + int sumi; + + const block_q8_0 * a_ptr = (const block_q8_0 *) vy; + for (int x = 0; x < nc / ncols_interleaved; x++) { + const block_q4_0x8 * b_ptr = (const block_q4_0x8 *) vx + (x * nb); + + for (int j = 0; j < ncols_interleaved; j++) sumf[j] = 0.0; + for (int l = 0; l < nb; l++) { + for (int k = 0; k < (qk / (2 * blocklen)); k++) { + for (int j = 0; j < ncols_interleaved; j++) { + sumi = 0; + for (int i = 0; i < blocklen; ++i) { + const int v0 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] << 4); + const int v1 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] & 0xF0); + sumi += ((v0 * a_ptr[l].qs[k * blocklen + i]) + (v1 * a_ptr[l].qs[k * blocklen + i + qk / 2])) >> 4; + } + sumf[j] += sumi * GGML_FP16_TO_FP32(b_ptr[l].d[j]) * GGML_FP16_TO_FP32(a_ptr[l].d); + } + } + } + for (int j = 0; j < ncols_interleaved; j++) s[x * ncols_interleaved + j] = sumf[j]; + } +#endif +} + +void ggml_gemm_q4_0_4x4_q8_0(int n, float * restrict s, size_t bs, const void * restrict vx, const void * restrict vy, int nr, int nc) { + const int qk = QK8_0; + const int nb = n / qk; + const int ncols_interleaved = 4; + const int blocklen = 4; + + assert (n % qk == 0); + assert (nr % 4 == 0); + assert (nc % ncols_interleaved == 0); + + UNUSED(s); + UNUSED(bs); + UNUSED(vx); + UNUSED(vy); + UNUSED(nr); + UNUSED(nc); + UNUSED(nb); + UNUSED(ncols_interleaved); + UNUSED(blocklen); + +#if defined(__ARM_FEATURE_SVE) && defined(__ARM_FEATURE_MATMUL_INT8) + if (svcntw() == 8) { + GGML_ASSERT(!(ggml_cpu_has_sve() && (svcntw() == 8)) && + "__ARM_FEATURE_SVE defined, use the Q4_0_8_8 quantization format for optimal performance"); + } +#endif +#if defined(__ARM_NEON) && defined(__ARM_FEATURE_MATMUL_INT8) + GGML_ASSERT(!(ggml_cpu_has_neon() && ggml_cpu_has_matmul_int8()) && + "__ARM_NEON and __ARM_FEATURE_MATMUL_INT8 defined, use the Q4_0_4_8 quantization format for optimal performance"); +#elif defined(__ARM_NEON) && defined(__aarch64__) + const void * b_ptr = vx; + const void * a_ptr = vy; + float * res_ptr = s; + size_t res_stride = bs * sizeof(float); + + __asm__ __volatile__( + "mov x10, %x[nr]\n" + "mov x9, #0x88\n" + "cmp x10, #0x10\n" + "mul x9, %x[nb], x9\n" + "blt 4f\n" + "1:" // Row loop + "add x28, %x[b_ptr], #0x8\n" + "mov x27, %x[nc]\n" + "add x26, %x[res_ptr], %x[res_stride], LSL #4\n" + "2:" // Column loop + "add x25, %x[a_ptr], #0x8\n" + "movi v15.16b, #0x0\n" + "movi v19.16b, #0x0\n" + "mov x24, %x[nb]\n" + "add x23, x25, x9\n" + "movi v18.16b, #0x0\n" + "movi v14.16b, #0x0\n" + "add x22, x23, x9\n" + "movi v11.16b, #0x0\n" + "movi v13.16b, #0x0\n" + "add x21, x22, x9\n" + "movi v23.16b, #0x0\n" + "movi v16.16b, #0x0\n" + "movi v25.16b, #0x0\n" + "movi v7.16b, #0x0\n" + "movi v0.16b, #0x0\n" + "movi v4.16b, #0x0\n" + "movi v5.16b, #0x0\n" + "movi v21.16b, #0x0\n" + "movi v8.16b, #0x0\n" + "movi v1.16b, #0x0\n" + "3:" // Block loop + "ldr q3, [x28, #0x0]\n" + "ldr q31, [x25, #0x0]\n" + "movi v28.16b, #0x4\n" + "movi v10.4s, #0x0\n" + "ldr q22, [x28, #0x10]\n" + "ldr q6, [x25, #0x10]\n" + "movi v29.4s, #0x0\n" + "movi v9.4s, #0x0\n" + "ldr q27, [x28, #0x20]\n" + "ldr q30, [x28, #0x30]\n" + "movi v20.4s, #0x0\n" + "movi v24.16b, #0xf0\n" + "ldr d2, [x25, #-0x8]\n" + "ldr d26, [x23, #-0x8]\n" + "sshl v12.16b, v3.16b, v28.16b\n" + "sub x20, x28, #0x8\n" + "ldr d17, [x20, #0x0]\n" + "and v3.16b, v3.16b, v24.16b\n" + "subs x24, x24, #0x1\n" + "add x28, x28, #0x48\n" + ".inst 0x4f9fe18a // sdot v10.4s, v12.16b, v31.4b[0]\n" + ".inst 0x4fbfe19d // sdot v29.4s, v12.16b, v31.4b[1]\n" + ".inst 0x4f9fe989 // sdot v9.4s, v12.16b, v31.4b[2]\n" + ".inst 0x4fbfe994 // sdot v20.4s, v12.16b, v31.4b[3]\n" + "sshl v31.16b, v22.16b, v28.16b\n" + "and v22.16b, v22.16b, v24.16b\n" + "fcvtl v17.4s, v17.4h\n" + "fcvtl v2.4s, v2.4h\n" + "fcvtl v26.4s, v26.4h\n" + ".inst 0x4f86e3ea // sdot v10.4s, v31.16b, v6.4b[0]\n" + ".inst 0x4fa6e3fd // sdot v29.4s, v31.16b, v6.4b[1]\n" + ".inst 0x4f86ebe9 // sdot v9.4s, v31.16b, v6.4b[2]\n" + ".inst 0x4fa6ebf4 // sdot v20.4s, v31.16b, v6.4b[3]\n" + "sshl v6.16b, v27.16b, v28.16b\n" + "sshl v28.16b, v30.16b, v28.16b\n" + "and v27.16b, v27.16b, v24.16b\n" + "and v30.16b, v30.16b, v24.16b\n" + "ldr q24, [x25, #0x20]\n" + ".inst 0x4f98e0ca // sdot v10.4s, v6.16b, v24.4b[0]\n" + ".inst 0x4fb8e0dd // sdot v29.4s, v6.16b, v24.4b[1]\n" + ".inst 0x4f98e8c9 // sdot v9.4s, v6.16b, v24.4b[2]\n" + ".inst 0x4fb8e8d4 // sdot v20.4s, v6.16b, v24.4b[3]\n" + "ldr q24, [x25, #0x30]\n" + ".inst 0x4f98e38a // sdot v10.4s, v28.16b, v24.4b[0]\n" + ".inst 0x4fb8e39d // sdot v29.4s, v28.16b, v24.4b[1]\n" + ".inst 0x4f98eb89 // sdot v9.4s, v28.16b, v24.4b[2]\n" + ".inst 0x4fb8eb94 // sdot v20.4s, v28.16b, v24.4b[3]\n" + "ldr q24, [x25, #0x40]\n" + ".inst 0x4f98e06a // sdot v10.4s, v3.16b, v24.4b[0]\n" + ".inst 0x4fb8e07d // sdot v29.4s, v3.16b, v24.4b[1]\n" + ".inst 0x4f98e869 // sdot v9.4s, v3.16b, v24.4b[2]\n" + ".inst 0x4fb8e874 // sdot v20.4s, v3.16b, v24.4b[3]\n" + "ldr q24, [x25, #0x50]\n" + ".inst 0x4f98e2ca // sdot v10.4s, v22.16b, v24.4b[0]\n" + ".inst 0x4fb8e2dd // sdot v29.4s, v22.16b, v24.4b[1]\n" + ".inst 0x4f98eac9 // sdot v9.4s, v22.16b, v24.4b[2]\n" + ".inst 0x4fb8ead4 // sdot v20.4s, v22.16b, v24.4b[3]\n" + "ldr q24, [x25, #0x60]\n" + ".inst 0x4f98e36a // sdot v10.4s, v27.16b, v24.4b[0]\n" + ".inst 0x4fb8e37d // sdot v29.4s, v27.16b, v24.4b[1]\n" + ".inst 0x4f98eb69 // sdot v9.4s, v27.16b, v24.4b[2]\n" + ".inst 0x4fb8eb74 // sdot v20.4s, v27.16b, v24.4b[3]\n" + "ldr q24, [x25, #0x70]\n" + "add x25, x25, #0x88\n" + ".inst 0x4f98e3ca // sdot v10.4s, v30.16b, v24.4b[0]\n" + ".inst 0x4fb8e3dd // sdot v29.4s, v30.16b, v24.4b[1]\n" + ".inst 0x4f98ebc9 // sdot v9.4s, v30.16b, v24.4b[2]\n" + ".inst 0x4fb8ebd4 // sdot v20.4s, v30.16b, v24.4b[3]\n" + "fmul v24.4s, v17.4s, v2.s[0]\n" + "scvtf v10.4s, v10.4s, #0x4\n" + "scvtf v29.4s, v29.4s, #0x4\n" + "scvtf v9.4s, v9.4s, #0x4\n" + "scvtf v20.4s, v20.4s, #0x4\n" + "fmla v15.4s, v10.4s, v24.4s\n" + "ldr q24, [x23, #0x0]\n" + "fmul v10.4s, v17.4s, v2.s[1]\n" + "fmla v19.4s, v29.4s, v10.4s\n" + "ldr q10, [x23, #0x10]\n" + "fmul v29.4s, v17.4s, v2.s[2]\n" + "fmul v2.4s, v17.4s, v2.s[3]\n" + "fmla v18.4s, v9.4s, v29.4s\n" + "movi v9.4s, #0x0\n" + "movi v29.4s, #0x0\n" + ".inst 0x4f98e189 // sdot v9.4s, v12.16b, v24.4b[0]\n" + ".inst 0x4fb8e19d // sdot v29.4s, v12.16b, v24.4b[1]\n" + "fmla v14.4s, v20.4s, v2.4s\n" + "movi v20.4s, #0x0\n" + "movi v2.4s, #0x0\n" + ".inst 0x4f98e994 // sdot v20.4s, v12.16b, v24.4b[2]\n" + ".inst 0x4fb8e982 // sdot v2.4s, v12.16b, v24.4b[3]\n" + "ldr q24, [x23, #0x20]\n" + ".inst 0x4f8ae3e9 // sdot v9.4s, v31.16b, v10.4b[0]\n" + ".inst 0x4faae3fd // sdot v29.4s, v31.16b, v10.4b[1]\n" + ".inst 0x4f8aebf4 // sdot v20.4s, v31.16b, v10.4b[2]\n" + ".inst 0x4faaebe2 // sdot v2.4s, v31.16b, v10.4b[3]\n" + "ldr q10, [x23, #0x30]\n" + ".inst 0x4f98e0c9 // sdot v9.4s, v6.16b, v24.4b[0]\n" + ".inst 0x4fb8e0dd // sdot v29.4s, v6.16b, v24.4b[1]\n" + ".inst 0x4f98e8d4 // sdot v20.4s, v6.16b, v24.4b[2]\n" + ".inst 0x4fb8e8c2 // sdot v2.4s, v6.16b, v24.4b[3]\n" + "ldr q24, [x23, #0x40]\n" + ".inst 0x4f8ae389 // sdot v9.4s, v28.16b, v10.4b[0]\n" + ".inst 0x4faae39d // sdot v29.4s, v28.16b, v10.4b[1]\n" + ".inst 0x4f8aeb94 // sdot v20.4s, v28.16b, v10.4b[2]\n" + ".inst 0x4faaeb82 // sdot v2.4s, v28.16b, v10.4b[3]\n" + "ldr q10, [x23, #0x50]\n" + ".inst 0x4f98e069 // sdot v9.4s, v3.16b, v24.4b[0]\n" + ".inst 0x4fb8e07d // sdot v29.4s, v3.16b, v24.4b[1]\n" + ".inst 0x4f98e874 // sdot v20.4s, v3.16b, v24.4b[2]\n" + ".inst 0x4fb8e862 // sdot v2.4s, v3.16b, v24.4b[3]\n" + "ldr q24, [x23, #0x60]\n" + ".inst 0x4f8ae2c9 // sdot v9.4s, v22.16b, v10.4b[0]\n" + ".inst 0x4faae2dd // sdot v29.4s, v22.16b, v10.4b[1]\n" + ".inst 0x4f8aead4 // sdot v20.4s, v22.16b, v10.4b[2]\n" + ".inst 0x4faaeac2 // sdot v2.4s, v22.16b, v10.4b[3]\n" + "ldr q10, [x23, #0x70]\n" + "add x23, x23, #0x88\n" + ".inst 0x4f98e369 // sdot v9.4s, v27.16b, v24.4b[0]\n" + ".inst 0x4fb8e37d // sdot v29.4s, v27.16b, v24.4b[1]\n" + ".inst 0x4f98eb74 // sdot v20.4s, v27.16b, v24.4b[2]\n" + ".inst 0x4fb8eb62 // sdot v2.4s, v27.16b, v24.4b[3]\n" + "ldr q24, [x22, #0x0]\n" + ".inst 0x4f8ae3c9 // sdot v9.4s, v30.16b, v10.4b[0]\n" + ".inst 0x4faae3dd // sdot v29.4s, v30.16b, v10.4b[1]\n" + ".inst 0x4f8aebd4 // sdot v20.4s, v30.16b, v10.4b[2]\n" + ".inst 0x4faaebc2 // sdot v2.4s, v30.16b, v10.4b[3]\n" + "fmul v10.4s, v17.4s, v26.s[0]\n" + "scvtf v9.4s, v9.4s, #0x4\n" + "scvtf v29.4s, v29.4s, #0x4\n" + "scvtf v20.4s, v20.4s, #0x4\n" + "scvtf v2.4s, v2.4s, #0x4\n" + "fmla v11.4s, v9.4s, v10.4s\n" + "ldr q9, [x22, #0x10]\n" + "fmul v10.4s, v17.4s, v26.s[1]\n" + "fmla v13.4s, v29.4s, v10.4s\n" + "ldr d29, [x22, #-0x8]\n" + "fmul v10.4s, v17.4s, v26.s[2]\n" + "fmul v26.4s, v17.4s, v26.s[3]\n" + "fcvtl v29.4s, v29.4h\n" + "fmla v23.4s, v20.4s, v10.4s\n" + "movi v20.4s, #0x0\n" + "movi v10.4s, #0x0\n" + "fmla v16.4s, v2.4s, v26.4s\n" + "movi v26.4s, #0x0\n" + "movi v2.4s, #0x0\n" + ".inst 0x4f98e194 // sdot v20.4s, v12.16b, v24.4b[0]\n" + ".inst 0x4fb8e18a // sdot v10.4s, v12.16b, v24.4b[1]\n" + ".inst 0x4f98e99a // sdot v26.4s, v12.16b, v24.4b[2]\n" + ".inst 0x4fb8e982 // sdot v2.4s, v12.16b, v24.4b[3]\n" + "ldr q24, [x22, #0x20]\n" + ".inst 0x4f89e3f4 // sdot v20.4s, v31.16b, v9.4b[0]\n" + ".inst 0x4fa9e3ea // sdot v10.4s, v31.16b, v9.4b[1]\n" + ".inst 0x4f89ebfa // sdot v26.4s, v31.16b, v9.4b[2]\n" + ".inst 0x4fa9ebe2 // sdot v2.4s, v31.16b, v9.4b[3]\n" + "ldr q9, [x22, #0x30]\n" + ".inst 0x4f98e0d4 // sdot v20.4s, v6.16b, v24.4b[0]\n" + ".inst 0x4fb8e0ca // sdot v10.4s, v6.16b, v24.4b[1]\n" + ".inst 0x4f98e8da // sdot v26.4s, v6.16b, v24.4b[2]\n" + ".inst 0x4fb8e8c2 // sdot v2.4s, v6.16b, v24.4b[3]\n" + "ldr q24, [x22, #0x40]\n" + ".inst 0x4f89e394 // sdot v20.4s, v28.16b, v9.4b[0]\n" + ".inst 0x4fa9e38a // sdot v10.4s, v28.16b, v9.4b[1]\n" + ".inst 0x4f89eb9a // sdot v26.4s, v28.16b, v9.4b[2]\n" + ".inst 0x4fa9eb82 // sdot v2.4s, v28.16b, v9.4b[3]\n" + "ldr q9, [x22, #0x50]\n" + ".inst 0x4f98e074 // sdot v20.4s, v3.16b, v24.4b[0]\n" + ".inst 0x4fb8e06a // sdot v10.4s, v3.16b, v24.4b[1]\n" + ".inst 0x4f98e87a // sdot v26.4s, v3.16b, v24.4b[2]\n" + ".inst 0x4fb8e862 // sdot v2.4s, v3.16b, v24.4b[3]\n" + "ldr q24, [x22, #0x60]\n" + ".inst 0x4f89e2d4 // sdot v20.4s, v22.16b, v9.4b[0]\n" + ".inst 0x4fa9e2ca // sdot v10.4s, v22.16b, v9.4b[1]\n" + ".inst 0x4f89eada // sdot v26.4s, v22.16b, v9.4b[2]\n" + ".inst 0x4fa9eac2 // sdot v2.4s, v22.16b, v9.4b[3]\n" + "ldr q9, [x22, #0x70]\n" + "add x22, x22, #0x88\n" + ".inst 0x4f98e374 // sdot v20.4s, v27.16b, v24.4b[0]\n" + ".inst 0x4fb8e36a // sdot v10.4s, v27.16b, v24.4b[1]\n" + ".inst 0x4f98eb7a // sdot v26.4s, v27.16b, v24.4b[2]\n" + ".inst 0x4fb8eb62 // sdot v2.4s, v27.16b, v24.4b[3]\n" + "ldr q24, [x21, #0x0]\n" + ".inst 0x4f89e3d4 // sdot v20.4s, v30.16b, v9.4b[0]\n" + ".inst 0x4fa9e3ca // sdot v10.4s, v30.16b, v9.4b[1]\n" + ".inst 0x4f89ebda // sdot v26.4s, v30.16b, v9.4b[2]\n" + ".inst 0x4fa9ebc2 // sdot v2.4s, v30.16b, v9.4b[3]\n" + "fmul v9.4s, v17.4s, v29.s[0]\n" + "scvtf v20.4s, v20.4s, #0x4\n" + "scvtf v10.4s, v10.4s, #0x4\n" + "scvtf v26.4s, v26.4s, #0x4\n" + "scvtf v2.4s, v2.4s, #0x4\n" + "fmla v25.4s, v20.4s, v9.4s\n" + "ldr q9, [x21, #0x10]\n" + "fmul v20.4s, v17.4s, v29.s[1]\n" + "fmla v7.4s, v10.4s, v20.4s\n" + "ldr d20, [x21, #-0x8]\n" + "fmul v10.4s, v17.4s, v29.s[2]\n" + "fmul v29.4s, v17.4s, v29.s[3]\n" + "fcvtl v20.4s, v20.4h\n" + "fmla v0.4s, v26.4s, v10.4s\n" + "movi v26.4s, #0x0\n" + "movi v10.4s, #0x0\n" + "fmla v4.4s, v2.4s, v29.4s\n" + "movi v2.4s, #0x0\n" + "movi v29.4s, #0x0\n" + ".inst 0x4f98e19a // sdot v26.4s, v12.16b, v24.4b[0]\n" + ".inst 0x4fb8e18a // sdot v10.4s, v12.16b, v24.4b[1]\n" + ".inst 0x4f98e982 // sdot v2.4s, v12.16b, v24.4b[2]\n" + ".inst 0x4fb8e99d // sdot v29.4s, v12.16b, v24.4b[3]\n" + "ldr q12, [x21, #0x20]\n" + "fmul v24.4s, v17.4s, v20.s[0]\n" + ".inst 0x4f89e3fa // sdot v26.4s, v31.16b, v9.4b[0]\n" + ".inst 0x4fa9e3ea // sdot v10.4s, v31.16b, v9.4b[1]\n" + ".inst 0x4f89ebe2 // sdot v2.4s, v31.16b, v9.4b[2]\n" + ".inst 0x4fa9ebfd // sdot v29.4s, v31.16b, v9.4b[3]\n" + "ldr q9, [x21, #0x30]\n" + "fmul v31.4s, v17.4s, v20.s[1]\n" + ".inst 0x4f8ce0da // sdot v26.4s, v6.16b, v12.4b[0]\n" + ".inst 0x4face0ca // sdot v10.4s, v6.16b, v12.4b[1]\n" + ".inst 0x4f8ce8c2 // sdot v2.4s, v6.16b, v12.4b[2]\n" + ".inst 0x4face8dd // sdot v29.4s, v6.16b, v12.4b[3]\n" + "ldr q12, [x21, #0x40]\n" + "fmul v6.4s, v17.4s, v20.s[2]\n" + "fmul v20.4s, v17.4s, v20.s[3]\n" + ".inst 0x4f89e39a // sdot v26.4s, v28.16b, v9.4b[0]\n" + ".inst 0x4fa9e38a // sdot v10.4s, v28.16b, v9.4b[1]\n" + ".inst 0x4f89eb82 // sdot v2.4s, v28.16b, v9.4b[2]\n" + ".inst 0x4fa9eb9d // sdot v29.4s, v28.16b, v9.4b[3]\n" + "ldr q9, [x21, #0x50]\n" + ".inst 0x4f8ce07a // sdot v26.4s, v3.16b, v12.4b[0]\n" + ".inst 0x4face06a // sdot v10.4s, v3.16b, v12.4b[1]\n" + ".inst 0x4f8ce862 // sdot v2.4s, v3.16b, v12.4b[2]\n" + ".inst 0x4face87d // sdot v29.4s, v3.16b, v12.4b[3]\n" + "ldr q12, [x21, #0x60]\n" + ".inst 0x4f89e2da // sdot v26.4s, v22.16b, v9.4b[0]\n" + ".inst 0x4fa9e2ca // sdot v10.4s, v22.16b, v9.4b[1]\n" + ".inst 0x4f89eac2 // sdot v2.4s, v22.16b, v9.4b[2]\n" + ".inst 0x4fa9eadd // sdot v29.4s, v22.16b, v9.4b[3]\n" + "ldr q17, [x21, #0x70]\n" + "add x21, x21, #0x88\n" + ".inst 0x4f8ce37a // sdot v26.4s, v27.16b, v12.4b[0]\n" + ".inst 0x4face36a // sdot v10.4s, v27.16b, v12.4b[1]\n" + ".inst 0x4f8ceb62 // sdot v2.4s, v27.16b, v12.4b[2]\n" + ".inst 0x4faceb7d // sdot v29.4s, v27.16b, v12.4b[3]\n" + ".inst 0x4f91e3da // sdot v26.4s, v30.16b, v17.4b[0]\n" + ".inst 0x4fb1e3ca // sdot v10.4s, v30.16b, v17.4b[1]\n" + ".inst 0x4f91ebc2 // sdot v2.4s, v30.16b, v17.4b[2]\n" + ".inst 0x4fb1ebdd // sdot v29.4s, v30.16b, v17.4b[3]\n" + "scvtf v26.4s, v26.4s, #0x4\n" + "scvtf v10.4s, v10.4s, #0x4\n" + "fmla v5.4s, v26.4s, v24.4s\n" + "scvtf v2.4s, v2.4s, #0x4\n" + "scvtf v29.4s, v29.4s, #0x4\n" + "fmla v21.4s, v10.4s, v31.4s\n" + "fmla v8.4s, v2.4s, v6.4s\n" + "fmla v1.4s, v29.4s, v20.4s\n" + "bgt 3b\n" + "mov x20, %x[res_ptr]\n" + "subs x27, x27, #0x4\n" + "add %x[res_ptr], %x[res_ptr], #0x10\n" + "str q15, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q19, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q18, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q14, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q11, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q13, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q23, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q16, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q25, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q7, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q0, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q4, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q5, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q21, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q8, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q1, [x20, #0x0]\n" + "bne 2b\n" + "mov x20, #0x4\n" + "sub x10, x10, #0x10\n" + "cmp x10, #0x10\n" + "mov %x[res_ptr], x26\n" + "madd %x[a_ptr], x20, x9, %x[a_ptr]\n" + "bge 1b\n" + "4:" // Row loop skip + "cbz x10, 9f\n" + "5:" // Row tail: Row loop + "add x24, %x[b_ptr], #0x8\n" + "mov x23, %x[nc]\n" + "add x22, %x[res_ptr], %x[res_stride], LSL #2\n" + "6:" // Row tail: Column loop + "movi v15.16b, #0x0\n" + "movi v19.16b, #0x0\n" + "add x25, %x[a_ptr], #0x8\n" + "mov x21, %x[nb]\n" + "movi v18.16b, #0x0\n" + "movi v14.16b, #0x0\n" + "7:" // Row tail: Block loop + "ldr q7, [x24, #0x0]\n" + "ldr q5, [x25, #0x0]\n" + "movi v9.16b, #0x4\n" + "movi v4.4s, #0x0\n" + "ldr q3, [x24, #0x10]\n" + "ldr q2, [x25, #0x10]\n" + "movi v1.4s, #0x0\n" + "movi v0.4s, #0x0\n" + "ldr q13, [x24, #0x20]\n" + "ldr q31, [x25, #0x20]\n" + "movi v30.4s, #0x0\n" + "movi v29.16b, #0xf0\n" + "ldr q28, [x24, #0x30]\n" + "ldr q27, [x25, #0x30]\n" + "sshl v20.16b, v7.16b, v9.16b\n" + "sub x20, x24, #0x8\n" + "ldr q26, [x25, #0x40]\n" + "ldr q25, [x25, #0x50]\n" + "sshl v17.16b, v3.16b, v9.16b\n" + "and v7.16b, v7.16b, v29.16b\n" + "ldr q24, [x25, #0x60]\n" + "ldr q16, [x25, #0x70]\n" + "sshl v22.16b, v13.16b, v9.16b\n" + "and v3.16b, v3.16b, v29.16b\n" + "ldr d21, [x20, #0x0]\n" + "ldr d12, [x25, #-0x8]\n" + ".inst 0x4f85e284 // sdot v4.4s, v20.16b, v5.4b[0]\n" + ".inst 0x4fa5e281 // sdot v1.4s, v20.16b, v5.4b[1]\n" + ".inst 0x4f85ea80 // sdot v0.4s, v20.16b, v5.4b[2]\n" + ".inst 0x4fa5ea9e // sdot v30.4s, v20.16b, v5.4b[3]\n" + "sshl v9.16b, v28.16b, v9.16b\n" + "subs x21, x21, #0x1\n" + "and v13.16b, v13.16b, v29.16b\n" + "and v28.16b, v28.16b, v29.16b\n" + "add x25, x25, #0x88\n" + "add x24, x24, #0x48\n" + "fcvtl v21.4s, v21.4h\n" + "fcvtl v12.4s, v12.4h\n" + ".inst 0x4f82e224 // sdot v4.4s, v17.16b, v2.4b[0]\n" + ".inst 0x4fa2e221 // sdot v1.4s, v17.16b, v2.4b[1]\n" + ".inst 0x4f82ea20 // sdot v0.4s, v17.16b, v2.4b[2]\n" + ".inst 0x4fa2ea3e // sdot v30.4s, v17.16b, v2.4b[3]\n" + "fmul v11.4s, v21.4s, v12.s[0]\n" + "fmul v23.4s, v21.4s, v12.s[1]\n" + "fmul v17.4s, v21.4s, v12.s[2]\n" + ".inst 0x4f9fe2c4 // sdot v4.4s, v22.16b, v31.4b[0]\n" + "fmul v6.4s, v21.4s, v12.s[3]\n" + ".inst 0x4fbfe2c1 // sdot v1.4s, v22.16b, v31.4b[1]\n" + ".inst 0x4f9feac0 // sdot v0.4s, v22.16b, v31.4b[2]\n" + ".inst 0x4fbfeade // sdot v30.4s, v22.16b, v31.4b[3]\n" + ".inst 0x4f9be124 // sdot v4.4s, v9.16b, v27.4b[0]\n" + ".inst 0x4fbbe121 // sdot v1.4s, v9.16b, v27.4b[1]\n" + ".inst 0x4f9be920 // sdot v0.4s, v9.16b, v27.4b[2]\n" + ".inst 0x4fbbe93e // sdot v30.4s, v9.16b, v27.4b[3]\n" + ".inst 0x4f9ae0e4 // sdot v4.4s, v7.16b, v26.4b[0]\n" + ".inst 0x4fbae0e1 // sdot v1.4s, v7.16b, v26.4b[1]\n" + ".inst 0x4f9ae8e0 // sdot v0.4s, v7.16b, v26.4b[2]\n" + ".inst 0x4fbae8fe // sdot v30.4s, v7.16b, v26.4b[3]\n" + ".inst 0x4f99e064 // sdot v4.4s, v3.16b, v25.4b[0]\n" + ".inst 0x4fb9e061 // sdot v1.4s, v3.16b, v25.4b[1]\n" + ".inst 0x4f99e860 // sdot v0.4s, v3.16b, v25.4b[2]\n" + ".inst 0x4fb9e87e // sdot v30.4s, v3.16b, v25.4b[3]\n" + ".inst 0x4f98e1a4 // sdot v4.4s, v13.16b, v24.4b[0]\n" + ".inst 0x4fb8e1a1 // sdot v1.4s, v13.16b, v24.4b[1]\n" + ".inst 0x4f98e9a0 // sdot v0.4s, v13.16b, v24.4b[2]\n" + ".inst 0x4fb8e9be // sdot v30.4s, v13.16b, v24.4b[3]\n" + ".inst 0x4f90e384 // sdot v4.4s, v28.16b, v16.4b[0]\n" + ".inst 0x4fb0e381 // sdot v1.4s, v28.16b, v16.4b[1]\n" + ".inst 0x4f90eb80 // sdot v0.4s, v28.16b, v16.4b[2]\n" + ".inst 0x4fb0eb9e // sdot v30.4s, v28.16b, v16.4b[3]\n" + "scvtf v4.4s, v4.4s, #0x4\n" + "scvtf v1.4s, v1.4s, #0x4\n" + "scvtf v0.4s, v0.4s, #0x4\n" + "fmla v15.4s, v4.4s, v11.4s\n" + "scvtf v30.4s, v30.4s, #0x4\n" + "fmla v19.4s, v1.4s, v23.4s\n" + "fmla v18.4s, v0.4s, v17.4s\n" + "fmla v14.4s, v30.4s, v6.4s\n" + "bgt 7b\n" + "mov x20, %x[res_ptr]\n" + "cmp x10, #0x1\n" + "str q15, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "ble 8f\n" + "cmp x10, #0x2\n" + "str q19, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "ble 8f\n" + "cmp x10, #0x3\n" + "str q18, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "ble 8f\n" + "str q14, [x20, #0x0]\n" + "8:" // Row tail: Accumulator store skip + "subs x23, x23, #0x4\n" + "add %x[res_ptr], %x[res_ptr], #0x10\n" + "bne 6b\n" + "subs x10, x10, #0x4\n" + "add %x[a_ptr], %x[a_ptr], x9\n" + "mov %x[res_ptr], x22\n" + "bgt 5b\n" + "9:" // Row tail: Row loop skip + : [a_ptr] "+&r" (a_ptr), [res_ptr] "+&r" (res_ptr) + : [b_ptr] "r" (b_ptr), [nr] "r" (nr), [nb] "r" (nb), [res_stride] "r" (res_stride), [nc] "r" (nc) + : "cc", "memory", "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7", "v8", "v9", "v10", "v11", "v12", "v13", "v14", "v15", "v16", "v17", "v18", "v19", "v20", "v21", "v22", "v23", "v24", "v25", "v26", "v27", "v28", "v29", "v30", "v31", "x9", "x10", "x20", "x21", "x22", "x23", "x24", "x25", "x26", "x27", "x28" + ); +#else + float sumf[4][4]; + int sumi; + + for (int y = 0; y < nr / 4; y++) { + const block_q8_0x4 * a_ptr = (const block_q8_0x4 *) vy + (y * nb); + for (int x = 0; x < nc / ncols_interleaved; x++) { + const block_q4_0x4 * b_ptr = (const block_q4_0x4 *) vx + (x * nb); + for (int m = 0; m < 4; m++) { + for (int j = 0; j < ncols_interleaved; j++) sumf[m][j] = 0.0; + } + for (int l = 0; l < nb; l++) { + for (int k = 0; k < (qk / (2 * blocklen)); k++) { + for (int m = 0; m < 4; m++) { + for (int j = 0; j < ncols_interleaved; j++) { + sumi = 0; + for (int i = 0; i < blocklen; ++i) { + const int v0 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] << 4); + const int v1 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] & 0xF0); + sumi += ((v0 * a_ptr[l].qs[k * 4 * blocklen + m * blocklen + i]) + + (v1 * a_ptr[l].qs[k * 4 * blocklen + m * blocklen + i + qk / 2 * 4])) >> 4; + } + sumf[m][j] += sumi * GGML_FP16_TO_FP32(b_ptr[l].d[j]) * GGML_FP16_TO_FP32(a_ptr[l].d[m]); + } + } + } + } + for (int m = 0; m < 4; m++) { + for (int j = 0; j < ncols_interleaved; j++) + s[(y * 4 + m) * bs + x * ncols_interleaved + j] = sumf[m][j]; + } + } + } +#endif +} + +void ggml_gemm_q4_0_4x8_q8_0(int n, float * restrict s, size_t bs, const void * restrict vx, const void * restrict vy, int nr, int nc) { + const int qk = QK8_0; + const int nb = n / qk; + const int ncols_interleaved = 4; + const int blocklen = 8; + + assert (n % qk == 0); + assert (nr % 4 == 0); + assert (nc % ncols_interleaved == 0); + + UNUSED(s); + UNUSED(bs); + UNUSED(vx); + UNUSED(vy); + UNUSED(nr); + UNUSED(nc); + UNUSED(nb); + UNUSED(ncols_interleaved); + UNUSED(blocklen); + +#if defined(__ARM_FEATURE_SVE) && defined(__ARM_FEATURE_MATMUL_INT8) + if (svcntw() == 8) { + GGML_ASSERT(!(ggml_cpu_has_sve() && (svcntw() == 8)) && + "__ARM_FEATURE_SVE defined, use the Q4_0_8_8 quantization format for optimal performance"); + } +#endif +#if defined(__ARM_NEON) && defined(__ARM_FEATURE_MATMUL_INT8) + const void * b_ptr = vx; + const void * a_ptr = vy; + float * res_ptr = s; + size_t res_stride = bs * sizeof(float); + + __asm__ __volatile__( + "mov x10, %x[nr]\n" + "mov x9, #0x88\n" + "cmp x10, #0x10\n" + "mul x9, %x[nb], x9\n" + "blt 4f\n" + "1:" // Row loop + "add x28, %x[b_ptr], #0x8\n" + "mov x27, %x[nc]\n" + "add x26, %x[res_ptr], %x[res_stride], LSL #4\n" + "2:" // Column loop + "add x25, %x[a_ptr], #0x8\n" + "movi v2.16b, #0x0\n" + "movi v10.16b, #0x0\n" + "mov x24, %x[nb]\n" + "add x23, x25, x9\n" + "movi v12.16b, #0x0\n" + "movi v28.16b, #0x0\n" + "add x22, x23, x9\n" + "movi v11.16b, #0x0\n" + "movi v13.16b, #0x0\n" + "add x21, x22, x9\n" + "movi v22.16b, #0x0\n" + "movi v23.16b, #0x0\n" + "movi v25.16b, #0x0\n" + "movi v5.16b, #0x0\n" + "movi v7.16b, #0x0\n" + "movi v4.16b, #0x0\n" + "movi v6.16b, #0x0\n" + "movi v30.16b, #0x0\n" + "movi v24.16b, #0x0\n" + "movi v14.16b, #0x0\n" + "3:" // Block loop + "ldr q21, [x28, #0x0]\n" + "ldr q16, [x28, #0x10]\n" + "movi v1.16b, #0x4\n" + "movi v19.4s, #0x0\n" + "ldr q27, [x25, #0x0]\n" + "ldr q15, [x25, #0x10]\n" + "movi v26.4s, #0x0\n" + "movi v18.4s, #0x0\n" + "ldr q29, [x28, #0x20]\n" + "ldr q3, [x28, #0x30]\n" + "movi v17.4s, #0x0\n" + "movi v0.16b, #0xf0\n" + "ldr d20, [x25, #-0x8]\n" + "ldr d9, [x23, #-0x8]\n" + "sshl v8.16b, v21.16b, v1.16b\n" + "sshl v31.16b, v16.16b, v1.16b\n" + "and v21.16b, v21.16b, v0.16b\n" + "and v16.16b, v16.16b, v0.16b\n" + "sub x20, x28, #0x8\n" + "subs x24, x24, #0x1\n" + "add x28, x28, #0x48\n" + ".inst 0x4e88a773 // smmla v19.4s, v27.16b, v8.16b\n" + ".inst 0x4e9fa77a // smmla v26.4s, v27.16b, v31.16b\n" + "ldr q27, [x25, #0x20]\n" + ".inst 0x4e88a5f2 // smmla v18.4s, v15.16b, v8.16b\n" + ".inst 0x4e9fa5f1 // smmla v17.4s, v15.16b, v31.16b\n" + "sshl v15.16b, v29.16b, v1.16b\n" + "sshl v1.16b, v3.16b, v1.16b\n" + "and v29.16b, v29.16b, v0.16b\n" + "and v3.16b, v3.16b, v0.16b\n" + "ldr q0, [x25, #0x30]\n" + "fcvtl v20.4s, v20.4h\n" + ".inst 0x4e8fa773 // smmla v19.4s, v27.16b, v15.16b\n" + "fcvtl v9.4s, v9.4h\n" + ".inst 0x4e81a77a // smmla v26.4s, v27.16b, v1.16b\n" + "ldr q27, [x25, #0x40]\n" + ".inst 0x4e8fa412 // smmla v18.4s, v0.16b, v15.16b\n" + ".inst 0x4e81a411 // smmla v17.4s, v0.16b, v1.16b\n" + "ldr q0, [x25, #0x50]\n" + ".inst 0x4e95a773 // smmla v19.4s, v27.16b, v21.16b\n" + ".inst 0x4e90a77a // smmla v26.4s, v27.16b, v16.16b\n" + "ldr q27, [x25, #0x60]\n" + ".inst 0x4e95a412 // smmla v18.4s, v0.16b, v21.16b\n" + ".inst 0x4e90a411 // smmla v17.4s, v0.16b, v16.16b\n" + "ldr q0, [x25, #0x70]\n" + "add x25, x25, #0x88\n" + ".inst 0x4e9da773 // smmla v19.4s, v27.16b, v29.16b\n" + ".inst 0x4e83a77a // smmla v26.4s, v27.16b, v3.16b\n" + "ldr d27, [x20, #0x0]\n" + ".inst 0x4e9da412 // smmla v18.4s, v0.16b, v29.16b\n" + ".inst 0x4e83a411 // smmla v17.4s, v0.16b, v3.16b\n" + "fcvtl v27.4s, v27.4h\n" + "uzp1 v0.2d, v19.2d, v26.2d\n" + "uzp2 v26.2d, v19.2d, v26.2d\n" + "fmul v19.4s, v27.4s, v20.s[0]\n" + "scvtf v0.4s, v0.4s, #0x4\n" + "scvtf v26.4s, v26.4s, #0x4\n" + "fmla v2.4s, v0.4s, v19.4s\n" + "ldr q19, [x23, #0x0]\n" + "uzp1 v0.2d, v18.2d, v17.2d\n" + "uzp2 v18.2d, v18.2d, v17.2d\n" + "fmul v17.4s, v27.4s, v20.s[1]\n" + "scvtf v0.4s, v0.4s, #0x4\n" + "scvtf v18.4s, v18.4s, #0x4\n" + "fmla v10.4s, v26.4s, v17.4s\n" + "ldr q17, [x23, #0x10]\n" + "fmul v26.4s, v27.4s, v20.s[2]\n" + "fmul v20.4s, v27.4s, v20.s[3]\n" + "fmla v12.4s, v0.4s, v26.4s\n" + "ldr d0, [x22, #-0x8]\n" + "ldr d26, [x21, #-0x8]\n" + "fcvtl v0.4s, v0.4h\n" + "fmla v28.4s, v18.4s, v20.4s\n" + "movi v20.4s, #0x0\n" + "movi v18.4s, #0x0\n" + ".inst 0x4e88a674 // smmla v20.4s, v19.16b, v8.16b\n" + ".inst 0x4e9fa672 // smmla v18.4s, v19.16b, v31.16b\n" + "ldr q19, [x23, #0x20]\n" + "fcvtl v26.4s, v26.4h\n" + ".inst 0x4e8fa674 // smmla v20.4s, v19.16b, v15.16b\n" + ".inst 0x4e81a672 // smmla v18.4s, v19.16b, v1.16b\n" + "ldr q19, [x23, #0x40]\n" + ".inst 0x4e95a674 // smmla v20.4s, v19.16b, v21.16b\n" + ".inst 0x4e90a672 // smmla v18.4s, v19.16b, v16.16b\n" + "ldr q19, [x23, #0x60]\n" + ".inst 0x4e9da674 // smmla v20.4s, v19.16b, v29.16b\n" + ".inst 0x4e83a672 // smmla v18.4s, v19.16b, v3.16b\n" + "uzp1 v19.2d, v20.2d, v18.2d\n" + "scvtf v19.4s, v19.4s, #0x4\n" + "uzp2 v20.2d, v20.2d, v18.2d\n" + "fmul v18.4s, v27.4s, v9.s[0]\n" + "scvtf v20.4s, v20.4s, #0x4\n" + "fmla v11.4s, v19.4s, v18.4s\n" + "ldr q18, [x22, #0x0]\n" + "fmul v19.4s, v27.4s, v9.s[1]\n" + "fmla v13.4s, v20.4s, v19.4s\n" + "movi v19.4s, #0x0\n" + "movi v20.4s, #0x0\n" + ".inst 0x4e88a633 // smmla v19.4s, v17.16b, v8.16b\n" + ".inst 0x4e9fa634 // smmla v20.4s, v17.16b, v31.16b\n" + "ldr q17, [x23, #0x30]\n" + ".inst 0x4e8fa633 // smmla v19.4s, v17.16b, v15.16b\n" + ".inst 0x4e81a634 // smmla v20.4s, v17.16b, v1.16b\n" + "ldr q17, [x23, #0x50]\n" + ".inst 0x4e95a633 // smmla v19.4s, v17.16b, v21.16b\n" + ".inst 0x4e90a634 // smmla v20.4s, v17.16b, v16.16b\n" + "ldr q17, [x23, #0x70]\n" + "add x23, x23, #0x88\n" + ".inst 0x4e9da633 // smmla v19.4s, v17.16b, v29.16b\n" + ".inst 0x4e83a634 // smmla v20.4s, v17.16b, v3.16b\n" + "uzp1 v17.2d, v19.2d, v20.2d\n" + "scvtf v17.4s, v17.4s, #0x4\n" + "uzp2 v20.2d, v19.2d, v20.2d\n" + "fmul v19.4s, v27.4s, v9.s[2]\n" + "fmul v9.4s, v27.4s, v9.s[3]\n" + "scvtf v20.4s, v20.4s, #0x4\n" + "fmla v22.4s, v17.4s, v19.4s\n" + "ldr q17, [x22, #0x10]\n" + "movi v19.4s, #0x0\n" + ".inst 0x4e88a653 // smmla v19.4s, v18.16b, v8.16b\n" + "fmla v23.4s, v20.4s, v9.4s\n" + "movi v20.4s, #0x0\n" + "movi v9.4s, #0x0\n" + ".inst 0x4e9fa654 // smmla v20.4s, v18.16b, v31.16b\n" + "ldr q18, [x22, #0x20]\n" + ".inst 0x4e88a629 // smmla v9.4s, v17.16b, v8.16b\n" + ".inst 0x4e8fa653 // smmla v19.4s, v18.16b, v15.16b\n" + ".inst 0x4e81a654 // smmla v20.4s, v18.16b, v1.16b\n" + "ldr q18, [x22, #0x40]\n" + ".inst 0x4e95a653 // smmla v19.4s, v18.16b, v21.16b\n" + ".inst 0x4e90a654 // smmla v20.4s, v18.16b, v16.16b\n" + "ldr q18, [x22, #0x60]\n" + ".inst 0x4e9da653 // smmla v19.4s, v18.16b, v29.16b\n" + ".inst 0x4e83a654 // smmla v20.4s, v18.16b, v3.16b\n" + "movi v18.4s, #0x0\n" + ".inst 0x4e9fa632 // smmla v18.4s, v17.16b, v31.16b\n" + "ldr q17, [x22, #0x30]\n" + ".inst 0x4e8fa629 // smmla v9.4s, v17.16b, v15.16b\n" + ".inst 0x4e81a632 // smmla v18.4s, v17.16b, v1.16b\n" + "ldr q17, [x22, #0x50]\n" + ".inst 0x4e95a629 // smmla v9.4s, v17.16b, v21.16b\n" + ".inst 0x4e90a632 // smmla v18.4s, v17.16b, v16.16b\n" + "ldr q17, [x22, #0x70]\n" + "add x22, x22, #0x88\n" + ".inst 0x4e9da629 // smmla v9.4s, v17.16b, v29.16b\n" + ".inst 0x4e83a632 // smmla v18.4s, v17.16b, v3.16b\n" + "uzp1 v17.2d, v19.2d, v20.2d\n" + "uzp2 v20.2d, v19.2d, v20.2d\n" + "fmul v19.4s, v27.4s, v0.s[0]\n" + "scvtf v17.4s, v17.4s, #0x4\n" + "scvtf v20.4s, v20.4s, #0x4\n" + "fmla v25.4s, v17.4s, v19.4s\n" + "ldr q19, [x21, #0x0]\n" + "fmul v17.4s, v27.4s, v0.s[1]\n" + "fmla v5.4s, v20.4s, v17.4s\n" + "ldr q17, [x21, #0x10]\n" + "uzp1 v20.2d, v9.2d, v18.2d\n" + "uzp2 v9.2d, v9.2d, v18.2d\n" + "fmul v18.4s, v27.4s, v0.s[2]\n" + "fmul v0.4s, v27.4s, v0.s[3]\n" + "scvtf v20.4s, v20.4s, #0x4\n" + "scvtf v9.4s, v9.4s, #0x4\n" + "fmla v7.4s, v20.4s, v18.4s\n" + "movi v20.4s, #0x0\n" + "movi v18.4s, #0x0\n" + ".inst 0x4e88a674 // smmla v20.4s, v19.16b, v8.16b\n" + ".inst 0x4e9fa672 // smmla v18.4s, v19.16b, v31.16b\n" + "ldr q19, [x21, #0x20]\n" + "fmla v4.4s, v9.4s, v0.4s\n" + "movi v9.4s, #0x0\n" + "movi v0.4s, #0x0\n" + ".inst 0x4e88a629 // smmla v9.4s, v17.16b, v8.16b\n" + "fmul v8.4s, v27.4s, v26.s[0]\n" + ".inst 0x4e9fa620 // smmla v0.4s, v17.16b, v31.16b\n" + "ldr q17, [x21, #0x30]\n" + ".inst 0x4e8fa674 // smmla v20.4s, v19.16b, v15.16b\n" + "fmul v31.4s, v27.4s, v26.s[1]\n" + ".inst 0x4e81a672 // smmla v18.4s, v19.16b, v1.16b\n" + "ldr q19, [x21, #0x40]\n" + ".inst 0x4e8fa629 // smmla v9.4s, v17.16b, v15.16b\n" + "fmul v15.4s, v27.4s, v26.s[2]\n" + "fmul v27.4s, v27.4s, v26.s[3]\n" + ".inst 0x4e81a620 // smmla v0.4s, v17.16b, v1.16b\n" + "ldr q1, [x21, #0x50]\n" + ".inst 0x4e95a674 // smmla v20.4s, v19.16b, v21.16b\n" + ".inst 0x4e90a672 // smmla v18.4s, v19.16b, v16.16b\n" + "ldr q26, [x21, #0x60]\n" + ".inst 0x4e95a429 // smmla v9.4s, v1.16b, v21.16b\n" + ".inst 0x4e90a420 // smmla v0.4s, v1.16b, v16.16b\n" + "ldr q21, [x21, #0x70]\n" + "add x21, x21, #0x88\n" + ".inst 0x4e9da754 // smmla v20.4s, v26.16b, v29.16b\n" + ".inst 0x4e83a752 // smmla v18.4s, v26.16b, v3.16b\n" + ".inst 0x4e9da6a9 // smmla v9.4s, v21.16b, v29.16b\n" + ".inst 0x4e83a6a0 // smmla v0.4s, v21.16b, v3.16b\n" + "uzp1 v29.2d, v20.2d, v18.2d\n" + "uzp2 v21.2d, v20.2d, v18.2d\n" + "scvtf v29.4s, v29.4s, #0x4\n" + "uzp1 v18.2d, v9.2d, v0.2d\n" + "uzp2 v16.2d, v9.2d, v0.2d\n" + "scvtf v21.4s, v21.4s, #0x4\n" + "fmla v6.4s, v29.4s, v8.4s\n" + "scvtf v18.4s, v18.4s, #0x4\n" + "scvtf v16.4s, v16.4s, #0x4\n" + "fmla v30.4s, v21.4s, v31.4s\n" + "fmla v24.4s, v18.4s, v15.4s\n" + "fmla v14.4s, v16.4s, v27.4s\n" + "bgt 3b\n" + "mov x20, %x[res_ptr]\n" + "subs x27, x27, #0x4\n" + "add %x[res_ptr], %x[res_ptr], #0x10\n" + "str q2, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q10, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q12, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q28, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q11, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q13, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q22, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q23, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q25, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q5, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q7, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q4, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q6, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q30, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q24, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "str q14, [x20, #0x0]\n" + "bne 2b\n" + "mov x20, #0x4\n" + "sub x10, x10, #0x10\n" + "cmp x10, #0x10\n" + "mov %x[res_ptr], x26\n" + "madd %x[a_ptr], x20, x9, %x[a_ptr]\n" + "bge 1b\n" + "4:" // Row loop skip + "cbz x10, 9f\n" + "5:" // Row tail: Row loop + "add x24, %x[b_ptr], #0x8\n" + "mov x23, %x[nc]\n" + "add x22, %x[res_ptr], %x[res_stride], LSL #2\n" + "6:" // Row tail: Column loop + "movi v2.16b, #0x0\n" + "movi v10.16b, #0x0\n" + "add x25, %x[a_ptr], #0x8\n" + "mov x21, %x[nb]\n" + "movi v12.16b, #0x0\n" + "movi v28.16b, #0x0\n" + "7:" // Row tail: Block loop + "ldr q6, [x24, #0x0]\n" + "ldr q5, [x24, #0x10]\n" + "movi v17.16b, #0x4\n" + "movi v8.4s, #0x0\n" + "ldr q4, [x25, #0x0]\n" + "ldr q13, [x25, #0x10]\n" + "movi v27.4s, #0x0\n" + "movi v0.4s, #0x0\n" + "ldr q31, [x24, #0x20]\n" + "ldr q14, [x24, #0x30]\n" + "movi v29.4s, #0x0\n" + "movi v22.16b, #0xf0\n" + "ldr q11, [x25, #0x20]\n" + "ldr q23, [x25, #0x30]\n" + "sshl v21.16b, v6.16b, v17.16b\n" + "sshl v16.16b, v5.16b, v17.16b\n" + "ldr q20, [x25, #0x40]\n" + "ldr q26, [x25, #0x50]\n" + "and v6.16b, v6.16b, v22.16b\n" + "and v5.16b, v5.16b, v22.16b\n" + "ldr q25, [x25, #0x60]\n" + "ldr q3, [x25, #0x70]\n" + "sshl v19.16b, v31.16b, v17.16b\n" + "sshl v18.16b, v14.16b, v17.16b\n" + "ldr d17, [x25, #-0x8]\n" + ".inst 0x4e95a488 // smmla v8.4s, v4.16b, v21.16b\n" + ".inst 0x4e90a49b // smmla v27.4s, v4.16b, v16.16b\n" + "and v31.16b, v31.16b, v22.16b\n" + ".inst 0x4e95a5a0 // smmla v0.4s, v13.16b, v21.16b\n" + ".inst 0x4e90a5bd // smmla v29.4s, v13.16b, v16.16b\n" + "and v14.16b, v14.16b, v22.16b\n" + "sub x20, x24, #0x8\n" + "ldr d16, [x20, #0x0]\n" + "subs x21, x21, #0x1\n" + "add x25, x25, #0x88\n" + "fcvtl v17.4s, v17.4h\n" + "add x24, x24, #0x48\n" + ".inst 0x4e93a568 // smmla v8.4s, v11.16b, v19.16b\n" + ".inst 0x4e92a57b // smmla v27.4s, v11.16b, v18.16b\n" + ".inst 0x4e93a6e0 // smmla v0.4s, v23.16b, v19.16b\n" + ".inst 0x4e92a6fd // smmla v29.4s, v23.16b, v18.16b\n" + "fcvtl v16.4s, v16.4h\n" + ".inst 0x4e86a688 // smmla v8.4s, v20.16b, v6.16b\n" + ".inst 0x4e85a69b // smmla v27.4s, v20.16b, v5.16b\n" + "fmul v23.4s, v16.4s, v17.s[0]\n" + "fmul v21.4s, v16.4s, v17.s[1]\n" + "fmul v1.4s, v16.4s, v17.s[2]\n" + "fmul v20.4s, v16.4s, v17.s[3]\n" + ".inst 0x4e86a740 // smmla v0.4s, v26.16b, v6.16b\n" + ".inst 0x4e85a75d // smmla v29.4s, v26.16b, v5.16b\n" + ".inst 0x4e9fa728 // smmla v8.4s, v25.16b, v31.16b\n" + ".inst 0x4e8ea73b // smmla v27.4s, v25.16b, v14.16b\n" + ".inst 0x4e9fa460 // smmla v0.4s, v3.16b, v31.16b\n" + ".inst 0x4e8ea47d // smmla v29.4s, v3.16b, v14.16b\n" + "uzp1 v19.2d, v8.2d, v27.2d\n" + "uzp2 v18.2d, v8.2d, v27.2d\n" + "scvtf v19.4s, v19.4s, #0x4\n" + "uzp1 v17.2d, v0.2d, v29.2d\n" + "uzp2 v16.2d, v0.2d, v29.2d\n" + "scvtf v18.4s, v18.4s, #0x4\n" + "fmla v2.4s, v19.4s, v23.4s\n" + "scvtf v17.4s, v17.4s, #0x4\n" + "scvtf v16.4s, v16.4s, #0x4\n" + "fmla v10.4s, v18.4s, v21.4s\n" + "fmla v12.4s, v17.4s, v1.4s\n" + "fmla v28.4s, v16.4s, v20.4s\n" + "bgt 7b\n" + "mov x20, %x[res_ptr]\n" + "cmp x10, #0x1\n" + "str q2, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "ble 8f\n" + "cmp x10, #0x2\n" + "str q10, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "ble 8f\n" + "cmp x10, #0x3\n" + "str q12, [x20, #0x0]\n" + "add x20, x20, %x[res_stride]\n" + "ble 8f\n" + "str q28, [x20, #0x0]\n" + "8:" // Row tail: Accumulator store skip + "subs x23, x23, #0x4\n" + "add %x[res_ptr], %x[res_ptr], #0x10\n" + "bne 6b\n" + "subs x10, x10, #0x4\n" + "add %x[a_ptr], %x[a_ptr], x9\n" + "mov %x[res_ptr], x22\n" + "bgt 5b\n" + "9:" // Row tail: Row loop skip + : [a_ptr] "+&r" (a_ptr), [res_ptr] "+&r" (res_ptr) + : [b_ptr] "r" (b_ptr), [nr] "r" (nr), [nb] "r" (nb), [res_stride] "r" (res_stride), [nc] "r" (nc) + : "cc", "memory", "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7", "v8", "v9", "v10", "v11", "v12", "v13", "v14", "v15", "v16", "v17", "v18", "v19", "v20", "v21", "v22", "v23", "v24", "v25", "v26", "v27", "v28", "v29", "v30", "v31", "x9", "x10", "x20", "x21", "x22", "x23", "x24", "x25", "x26", "x27", "x28" + ); +#elif defined(__ARM_NEON) && defined(__aarch64__) + GGML_ASSERT((ggml_cpu_has_sve() || ggml_cpu_has_matmul_int8()) && + "__ARM_FEATURE_SVE and __ARM_FEATURE_MATMUL_INT8 not defined, use the Q4_0_4_4 quantization format for optimal " + "performance"); +#else + float sumf[4][4]; + int sumi; + + for (int y = 0; y < nr / 4; y++) { + const block_q8_0x4 * a_ptr = (const block_q8_0x4 *) vy + (y * nb); + for (int x = 0; x < nc / ncols_interleaved; x++) { + const block_q4_0x4 * b_ptr = (const block_q4_0x4 *) vx + (x * nb); + for (int m = 0; m < 4; m++) { + for (int j = 0; j < ncols_interleaved; j++) sumf[m][j] = 0.0; + } + for (int l = 0; l < nb; l++) { + for (int k = 0; k < (qk / (2 * blocklen)); k++) { + for (int m = 0; m < 4; m++) { + for (int j = 0; j < ncols_interleaved; j++) { + sumi = 0; + for (int i = 0; i < blocklen; ++i) { + const int v0 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] << 4); + const int v1 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] & 0xF0); + sumi += ((v0 * a_ptr[l].qs[k * 4 * blocklen + m * blocklen + i]) + + (v1 * a_ptr[l].qs[k * 4 * blocklen + m * blocklen + i + qk / 2 * 4])) >> 4; + } + sumf[m][j] += sumi * GGML_FP16_TO_FP32(b_ptr[l].d[j]) * GGML_FP16_TO_FP32(a_ptr[l].d[m]); + } + } + } + } + for (int m = 0; m < 4; m++) { + for (int j = 0; j < ncols_interleaved; j++) + s[(y * 4 + m) * bs + x * ncols_interleaved + j] = sumf[m][j]; + } + } + } +#endif +} + +void ggml_gemm_q4_0_8x8_q8_0(int n, float * restrict s, size_t bs, const void * restrict vx, const void * restrict vy, int nr, int nc) { + const int qk = QK8_0; + const int nb = n / qk; + const int ncols_interleaved = 8; + const int blocklen = 8; + + assert (n % qk == 0); + assert (nr % 4 == 0); + assert (nc % ncols_interleaved == 0); + + UNUSED(s); + UNUSED(bs); + UNUSED(vx); + UNUSED(vy); + UNUSED(nr); + UNUSED(nc); + UNUSED(nb); + UNUSED(ncols_interleaved); + UNUSED(blocklen); + +#if defined(__ARM_FEATURE_SVE) && defined(__ARM_FEATURE_MATMUL_INT8) + if (svcntw() == 8) { + const void * b_ptr = vx; + const void * a_ptr = vy; + float * res_ptr = s; + size_t res_stride = bs * sizeof(float); + + __asm__ __volatile__( + "mov x20, #0x4\n" + "mov x13, %x[nr]\n" + "mov z28.s, #-0x4\n" + "mov x12, #0x88\n" + "ptrue p1.b\n" + "whilelt p0.s, XZR, x20\n" + "cmp x13, #0x10\n" + "mul x12, %x[nb], x12\n" + "blt 4f\n" + "1:" // Row loop + "add x11, %x[b_ptr], #0x10\n" + "mov x10, %x[nc]\n" + "add x9, %x[res_ptr], %x[res_stride], LSL #4\n" + "2:" // Column loop + "add x28, %x[a_ptr], #0x8\n" + "mov z24.b, #0x0\n" + "mov z15.b, #0x0\n" + "mov x27, %x[nb]\n" + "add x26, x28, x12\n" + "mov z12.b, #0x0\n" + "mov z0.b, #0x0\n" + "add x25, x26, x12\n" + "mov z13.b, #0x0\n" + "mov z1.b, #0x0\n" + "add x24, x25, x12\n" + "mov z20.b, #0x0\n" + "mov z25.b, #0x0\n" + "mov z11.b, #0x0\n" + "mov z16.b, #0x0\n" + "mov z19.b, #0x0\n" + "mov z26.b, #0x0\n" + "mov z8.b, #0x0\n" + "mov z29.b, #0x0\n" + "mov z27.b, #0x0\n" + "mov z10.b, #0x0\n" + "3:" // Block loop + "ld1b { z30.b }, p1/Z, [x11]\n" + "ld1b { z21.b }, p1/Z, [x11, #1, MUL VL]\n" + "mov z18.s, #0x0\n" + "mov z7.s, #0x0\n" + "ld1rqb { z3.b }, p1/Z, [x28]\n" + "ld1rqb { z5.b }, p1/Z, [x28, #16]\n" + "mov z9.s, #0x0\n" + "mov z22.s, #0x0\n" + "ld1b { z4.b }, p1/Z, [x11, #2, MUL VL]\n" + "ld1b { z17.b }, p1/Z, [x11, #3, MUL VL]\n" + "sub x20, x11, #0x10\n" + "sub x23, x28, #0x8\n" + "lsl z31.b, z30.b, #0x4\n" + "lsl z6.b, z21.b, #0x4\n" + "ld1h { z23.s }, p1/Z, [x20]\n" + "sub x22, x26, #0x8\n" + "and z30.b, z30.b, #0xf0\n" + "and z21.b, z21.b, #0xf0\n" + "sub x21, x25, #0x8\n" + "sub x20, x24, #0x8\n" + "lsl z14.b, z4.b, #0x4\n" + "lsl z2.b, z17.b, #0x4\n" + "subs x27, x27, #0x1\n" + "add x11, x11, #0x90\n" + ".inst 0x451f9872 // smmla z18.s, z3.b, z31.b\n" + ".inst 0x45069867 // smmla z7.s, z3.b, z6.b\n" + "ld1rqb { z3.b }, p1/Z, [x28, #32]\n" + "and z4.b, z4.b, #0xf0\n" + ".inst 0x451f98a9 // smmla z9.s, z5.b, z31.b\n" + ".inst 0x450698b6 // smmla z22.s, z5.b, z6.b\n" + "ld1rqb { z5.b }, p1/Z, [x28, #48]\n" + "and z17.b, z17.b, #0xf0\n" + "fcvt z23.s, p1/m, z23.h\n" + ".inst 0x450e9872 // smmla z18.s, z3.b, z14.b\n" + ".inst 0x45029867 // smmla z7.s, z3.b, z2.b\n" + "ld1rqb { z3.b }, p1/Z, [x28, #64]\n" + ".inst 0x450e98a9 // smmla z9.s, z5.b, z14.b\n" + ".inst 0x450298b6 // smmla z22.s, z5.b, z2.b\n" + "ld1rqb { z5.b }, p1/Z, [x28, #80]\n" + "fscale z23.s, p1/m, z23.s, z28.s\n" + ".inst 0x451e9872 // smmla z18.s, z3.b, z30.b\n" + ".inst 0x45159867 // smmla z7.s, z3.b, z21.b\n" + "ld1rqb { z3.b }, p1/Z, [x28, #96]\n" + ".inst 0x451e98a9 // smmla z9.s, z5.b, z30.b\n" + ".inst 0x451598b6 // smmla z22.s, z5.b, z21.b\n" + "ld1rqb { z5.b }, p1/Z, [x28, #112]\n" + "add x28, x28, #0x88\n" + ".inst 0x45049872 // smmla z18.s, z3.b, z4.b\n" + ".inst 0x45119867 // smmla z7.s, z3.b, z17.b\n" + "ld1h { z3.s }, p0/Z, [x23]\n" + ".inst 0x450498a9 // smmla z9.s, z5.b, z4.b\n" + ".inst 0x451198b6 // smmla z22.s, z5.b, z17.b\n" + "fcvt z3.s, p1/m, z3.h\n" + "uzp1 z5.d, z18.d, z7.d\n" + "uzp2 z18.d, z18.d, z7.d\n" + "mov z3.q, z3.q[0]\n" + "uzp1 z7.d, z9.d, z22.d\n" + "uzp2 z22.d, z9.d, z22.d\n" + "fmul z9.s, z23.s, z3.s[0]\n" + "scvtf z5.s, p1/m, z5.s\n" + "scvtf z18.s, p1/m, z18.s\n" + "scvtf z7.s, p1/m, z7.s\n" + "scvtf z22.s, p1/m, z22.s\n" + "fmla z24.s, p1/M, z5.s, z9.s\n" + "ld1rqb { z5.b }, p1/Z, [x26]\n" + "fmul z9.s, z23.s, z3.s[1]\n" + "fmla z15.s, p1/M, z18.s, z9.s\n" + "ld1rqb { z18.b }, p1/Z, [x26, #16]\n" + "fmul z9.s, z23.s, z3.s[2]\n" + "fmul z3.s, z23.s, z3.s[3]\n" + "fmla z12.s, p1/M, z7.s, z9.s\n" + "mov z9.s, #0x0\n" + "ld1h { z7.s }, p0/Z, [x22]\n" + ".inst 0x451f98a9 // smmla z9.s, z5.b, z31.b\n" + "fmla z0.s, p1/M, z22.s, z3.s\n" + "mov z22.s, #0x0\n" + "ld1h { z3.s }, p0/Z, [x21]\n" + ".inst 0x450698b6 // smmla z22.s, z5.b, z6.b\n" + "ld1rqb { z5.b }, p1/Z, [x26, #32]\n" + "fcvt z7.s, p1/m, z7.h\n" + "fcvt z3.s, p1/m, z3.h\n" + ".inst 0x450e98a9 // smmla z9.s, z5.b, z14.b\n" + ".inst 0x450298b6 // smmla z22.s, z5.b, z2.b\n" + "ld1rqb { z5.b }, p1/Z, [x26, #64]\n" + "mov z7.q, z7.q[0]\n" + "mov z3.q, z3.q[0]\n" + ".inst 0x451e98a9 // smmla z9.s, z5.b, z30.b\n" + ".inst 0x451598b6 // smmla z22.s, z5.b, z21.b\n" + "ld1rqb { z5.b }, p1/Z, [x26, #96]\n" + ".inst 0x450498a9 // smmla z9.s, z5.b, z4.b\n" + ".inst 0x451198b6 // smmla z22.s, z5.b, z17.b\n" + "uzp1 z5.d, z9.d, z22.d\n" + "scvtf z5.s, p1/m, z5.s\n" + "uzp2 z22.d, z9.d, z22.d\n" + "fmul z9.s, z23.s, z7.s[0]\n" + "scvtf z22.s, p1/m, z22.s\n" + "fmla z13.s, p1/M, z5.s, z9.s\n" + "ld1rqb { z9.b }, p1/Z, [x25]\n" + "fmul z5.s, z23.s, z7.s[1]\n" + "fmla z1.s, p1/M, z22.s, z5.s\n" + "mov z5.s, #0x0\n" + "mov z22.s, #0x0\n" + ".inst 0x451f9a45 // smmla z5.s, z18.b, z31.b\n" + ".inst 0x45069a56 // smmla z22.s, z18.b, z6.b\n" + "ld1rqb { z18.b }, p1/Z, [x26, #48]\n" + ".inst 0x450e9a45 // smmla z5.s, z18.b, z14.b\n" + ".inst 0x45029a56 // smmla z22.s, z18.b, z2.b\n" + "ld1rqb { z18.b }, p1/Z, [x26, #80]\n" + ".inst 0x451e9a45 // smmla z5.s, z18.b, z30.b\n" + ".inst 0x45159a56 // smmla z22.s, z18.b, z21.b\n" + "ld1rqb { z18.b }, p1/Z, [x26, #112]\n" + "add x26, x26, #0x88\n" + ".inst 0x45049a45 // smmla z5.s, z18.b, z4.b\n" + ".inst 0x45119a56 // smmla z22.s, z18.b, z17.b\n" + "uzp1 z18.d, z5.d, z22.d\n" + "scvtf z18.s, p1/m, z18.s\n" + "uzp2 z22.d, z5.d, z22.d\n" + "fmul z5.s, z23.s, z7.s[2]\n" + "fmul z7.s, z23.s, z7.s[3]\n" + "scvtf z22.s, p1/m, z22.s\n" + "fmla z20.s, p1/M, z18.s, z5.s\n" + "ld1rqb { z18.b }, p1/Z, [x25, #16]\n" + "ld1h { z5.s }, p0/Z, [x20]\n" + "fcvt z5.s, p1/m, z5.h\n" + "fmla z25.s, p1/M, z22.s, z7.s\n" + "mov z22.s, #0x0\n" + "mov z7.s, #0x0\n" + ".inst 0x451f9936 // smmla z22.s, z9.b, z31.b\n" + ".inst 0x45069927 // smmla z7.s, z9.b, z6.b\n" + "ld1rqb { z9.b }, p1/Z, [x25, #32]\n" + "mov z5.q, z5.q[0]\n" + ".inst 0x450e9936 // smmla z22.s, z9.b, z14.b\n" + ".inst 0x45029927 // smmla z7.s, z9.b, z2.b\n" + "ld1rqb { z9.b }, p1/Z, [x25, #64]\n" + ".inst 0x451e9936 // smmla z22.s, z9.b, z30.b\n" + ".inst 0x45159927 // smmla z7.s, z9.b, z21.b\n" + "ld1rqb { z9.b }, p1/Z, [x25, #96]\n" + ".inst 0x45049936 // smmla z22.s, z9.b, z4.b\n" + ".inst 0x45119927 // smmla z7.s, z9.b, z17.b\n" + "uzp1 z9.d, z22.d, z7.d\n" + "scvtf z9.s, p1/m, z9.s\n" + "uzp2 z22.d, z22.d, z7.d\n" + "fmul z7.s, z23.s, z3.s[0]\n" + "scvtf z22.s, p1/m, z22.s\n" + "fmla z11.s, p1/M, z9.s, z7.s\n" + "ld1rqb { z9.b }, p1/Z, [x24]\n" + "fmul z7.s, z23.s, z3.s[1]\n" + "fmla z16.s, p1/M, z22.s, z7.s\n" + "mov z22.s, #0x0\n" + "mov z7.s, #0x0\n" + ".inst 0x451f9a56 // smmla z22.s, z18.b, z31.b\n" + ".inst 0x45069a47 // smmla z7.s, z18.b, z6.b\n" + "ld1rqb { z18.b }, p1/Z, [x25, #48]\n" + ".inst 0x450e9a56 // smmla z22.s, z18.b, z14.b\n" + ".inst 0x45029a47 // smmla z7.s, z18.b, z2.b\n" + "ld1rqb { z18.b }, p1/Z, [x25, #80]\n" + ".inst 0x451e9a56 // smmla z22.s, z18.b, z30.b\n" + ".inst 0x45159a47 // smmla z7.s, z18.b, z21.b\n" + "ld1rqb { z18.b }, p1/Z, [x25, #112]\n" + "add x25, x25, #0x88\n" + ".inst 0x45049a56 // smmla z22.s, z18.b, z4.b\n" + ".inst 0x45119a47 // smmla z7.s, z18.b, z17.b\n" + "uzp1 z18.d, z22.d, z7.d\n" + "scvtf z18.s, p1/m, z18.s\n" + "uzp2 z7.d, z22.d, z7.d\n" + "fmul z22.s, z23.s, z3.s[2]\n" + "fmul z3.s, z23.s, z3.s[3]\n" + "scvtf z7.s, p1/m, z7.s\n" + "fmla z19.s, p1/M, z18.s, z22.s\n" + "ld1rqb { z18.b }, p1/Z, [x24, #16]\n" + "fmul z22.s, z23.s, z5.s[0]\n" + "fmla z26.s, p1/M, z7.s, z3.s\n" + "mov z3.s, #0x0\n" + "mov z7.s, #0x0\n" + ".inst 0x451f9923 // smmla z3.s, z9.b, z31.b\n" + ".inst 0x45069927 // smmla z7.s, z9.b, z6.b\n" + "ld1rqb { z9.b }, p1/Z, [x24, #32]\n" + ".inst 0x450e9923 // smmla z3.s, z9.b, z14.b\n" + ".inst 0x45029927 // smmla z7.s, z9.b, z2.b\n" + "mov z9.s, #0x0\n" + ".inst 0x451f9a49 // smmla z9.s, z18.b, z31.b\n" + "mov z31.s, #0x0\n" + ".inst 0x45069a5f // smmla z31.s, z18.b, z6.b\n" + "ld1rqb { z6.b }, p1/Z, [x24, #48]\n" + "ld1rqb { z18.b }, p1/Z, [x24, #64]\n" + ".inst 0x450e98c9 // smmla z9.s, z6.b, z14.b\n" + "fmul z14.s, z23.s, z5.s[1]\n" + ".inst 0x450298df // smmla z31.s, z6.b, z2.b\n" + "ld1rqb { z6.b }, p1/Z, [x24, #80]\n" + "fmul z2.s, z23.s, z5.s[2]\n" + "fmul z23.s, z23.s, z5.s[3]\n" + ".inst 0x451e9a43 // smmla z3.s, z18.b, z30.b\n" + ".inst 0x45159a47 // smmla z7.s, z18.b, z21.b\n" + "ld1rqb { z5.b }, p1/Z, [x24, #96]\n" + ".inst 0x451e98c9 // smmla z9.s, z6.b, z30.b\n" + ".inst 0x451598df // smmla z31.s, z6.b, z21.b\n" + "ld1rqb { z18.b }, p1/Z, [x24, #112]\n" + "add x24, x24, #0x88\n" + ".inst 0x450498a3 // smmla z3.s, z5.b, z4.b\n" + ".inst 0x451198a7 // smmla z7.s, z5.b, z17.b\n" + ".inst 0x45049a49 // smmla z9.s, z18.b, z4.b\n" + ".inst 0x45119a5f // smmla z31.s, z18.b, z17.b\n" + "uzp1 z18.d, z3.d, z7.d\n" + "uzp2 z5.d, z3.d, z7.d\n" + "scvtf z18.s, p1/m, z18.s\n" + "uzp1 z6.d, z9.d, z31.d\n" + "uzp2 z9.d, z9.d, z31.d\n" + "scvtf z5.s, p1/m, z5.s\n" + "fmla z8.s, p1/M, z18.s, z22.s\n" + "scvtf z6.s, p1/m, z6.s\n" + "scvtf z9.s, p1/m, z9.s\n" + "fmla z29.s, p1/M, z5.s, z14.s\n" + "fmla z27.s, p1/M, z6.s, z2.s\n" + "fmla z10.s, p1/M, z9.s, z23.s\n" + "bgt 3b\n" + "mov x20, %x[res_ptr]\n" + "subs x10, x10, #0x8\n" + "add %x[res_ptr], %x[res_ptr], #0x20\n" + "st1w { z24.s }, p1, [x20]\n" + "add x20, x20, %x[res_stride]\n" + "st1w { z15.s }, p1, [x20]\n" + "add x20, x20, %x[res_stride]\n" + "st1w { z12.s }, p1, [x20]\n" + "add x20, x20, %x[res_stride]\n" + "st1w { z0.s }, p1, [x20]\n" + "add x20, x20, %x[res_stride]\n" + "st1w { z13.s }, p1, [x20]\n" + "add x20, x20, %x[res_stride]\n" + "st1w { z1.s }, p1, [x20]\n" + "add x20, x20, %x[res_stride]\n" + "st1w { z20.s }, p1, [x20]\n" + "add x20, x20, %x[res_stride]\n" + "st1w { z25.s }, p1, [x20]\n" + "add x20, x20, %x[res_stride]\n" + "st1w { z11.s }, p1, [x20]\n" + "add x20, x20, %x[res_stride]\n" + "st1w { z16.s }, p1, [x20]\n" + "add x20, x20, %x[res_stride]\n" + "st1w { z19.s }, p1, [x20]\n" + "add x20, x20, %x[res_stride]\n" + "st1w { z26.s }, p1, [x20]\n" + "add x20, x20, %x[res_stride]\n" + "st1w { z8.s }, p1, [x20]\n" + "add x20, x20, %x[res_stride]\n" + "st1w { z29.s }, p1, [x20]\n" + "add x20, x20, %x[res_stride]\n" + "st1w { z27.s }, p1, [x20]\n" + "add x20, x20, %x[res_stride]\n" + "st1w { z10.s }, p1, [x20]\n" + "bne 2b\n" + "mov x20, #0x4\n" + "sub x13, x13, #0x10\n" + "cmp x13, #0x10\n" + "mov %x[res_ptr], x9\n" + "madd %x[a_ptr], x20, x12, %x[a_ptr]\n" + "bge 1b\n" + "4:" // Row loop skip + "cbz x13, 9f\n" + "5:" // Row tail: Row loop + "add x25, %x[b_ptr], #0x10\n" + "mov x24, %x[nc]\n" + "add x23, %x[res_ptr], %x[res_stride], LSL #2\n" + "6:" // Row tail: Column loop + "mov z24.b, #0x0\n" + "mov z15.b, #0x0\n" + "add x28, %x[a_ptr], #0x8\n" + "mov x22, %x[nb]\n" + "mov z12.b, #0x0\n" + "mov z0.b, #0x0\n" + "7:" // Row tail: Block loop + "ld1b { z3.b }, p1/Z, [x25]\n" + "ld1b { z6.b }, p1/Z, [x25, #1, MUL VL]\n" + "mov z2.s, #0x0\n" + "mov z25.s, #0x0\n" + "ld1rqb { z26.b }, p1/Z, [x28]\n" + "ld1rqb { z21.b }, p1/Z, [x28, #16]\n" + "mov z27.s, #0x0\n" + "mov z19.s, #0x0\n" + "ld1b { z29.b }, p1/Z, [x25, #2, MUL VL]\n" + "ld1b { z16.b }, p1/Z, [x25, #3, MUL VL]\n" + "sub x21, x25, #0x10\n" + "sub x20, x28, #0x8\n" + "lsl z20.b, z3.b, #0x4\n" + "lsl z4.b, z6.b, #0x4\n" + "ld1rqb { z10.b }, p1/Z, [x28, #32]\n" + "ld1rqb { z23.b }, p1/Z, [x28, #48]\n" + "and z3.b, z3.b, #0xf0\n" + "and z6.b, z6.b, #0xf0\n" + "ld1rqb { z11.b }, p1/Z, [x28, #64]\n" + "ld1rqb { z7.b }, p1/Z, [x28, #80]\n" + "lsl z8.b, z29.b, #0x4\n" + "lsl z14.b, z16.b, #0x4\n" + "ld1rqb { z18.b }, p1/Z, [x28, #96]\n" + "ld1rqb { z30.b }, p1/Z, [x28, #112]\n" + ".inst 0x45149b42 // smmla z2.s, z26.b, z20.b\n" + ".inst 0x45049b59 // smmla z25.s, z26.b, z4.b\n" + "and z29.b, z29.b, #0xf0\n" + "ld1h { z17.s }, p1/Z, [x21]\n" + ".inst 0x45149abb // smmla z27.s, z21.b, z20.b\n" + ".inst 0x45049ab3 // smmla z19.s, z21.b, z4.b\n" + "and z16.b, z16.b, #0xf0\n" + "ld1h { z4.s }, p0/Z, [x20]\n" + "subs x22, x22, #0x1\n" + "add x28, x28, #0x88\n" + "fcvt z17.s, p1/m, z17.h\n" + "add x25, x25, #0x90\n" + ".inst 0x45089942 // smmla z2.s, z10.b, z8.b\n" + ".inst 0x450e9959 // smmla z25.s, z10.b, z14.b\n" + "fcvt z4.s, p1/m, z4.h\n" + ".inst 0x45089afb // smmla z27.s, z23.b, z8.b\n" + ".inst 0x450e9af3 // smmla z19.s, z23.b, z14.b\n" + "fscale z17.s, p1/m, z17.s, z28.s\n" + "mov z4.q, z4.q[0]\n" + ".inst 0x45039962 // smmla z2.s, z11.b, z3.b\n" + ".inst 0x45069979 // smmla z25.s, z11.b, z6.b\n" + "fmul z23.s, z17.s, z4.s[0]\n" + "fmul z9.s, z17.s, z4.s[1]\n" + "fmul z21.s, z17.s, z4.s[2]\n" + "fmul z4.s, z17.s, z4.s[3]\n" + ".inst 0x450398fb // smmla z27.s, z7.b, z3.b\n" + ".inst 0x450698f3 // smmla z19.s, z7.b, z6.b\n" + ".inst 0x451d9a42 // smmla z2.s, z18.b, z29.b\n" + ".inst 0x45109a59 // smmla z25.s, z18.b, z16.b\n" + ".inst 0x451d9bdb // smmla z27.s, z30.b, z29.b\n" + ".inst 0x45109bd3 // smmla z19.s, z30.b, z16.b\n" + "uzp1 z31.d, z2.d, z25.d\n" + "uzp2 z13.d, z2.d, z25.d\n" + "scvtf z31.s, p1/m, z31.s\n" + "uzp1 z17.d, z27.d, z19.d\n" + "uzp2 z18.d, z27.d, z19.d\n" + "scvtf z13.s, p1/m, z13.s\n" + "fmla z24.s, p1/M, z31.s, z23.s\n" + "scvtf z17.s, p1/m, z17.s\n" + "scvtf z18.s, p1/m, z18.s\n" + "fmla z15.s, p1/M, z13.s, z9.s\n" + "fmla z12.s, p1/M, z17.s, z21.s\n" + "fmla z0.s, p1/M, z18.s, z4.s\n" + "bgt 7b\n" + "mov x20, %x[res_ptr]\n" + "cmp x13, #0x1\n" + "st1w { z24.s }, p1, [x20]\n" + "add x20, x20, %x[res_stride]\n" + "ble 8f\n" + "cmp x13, #0x2\n" + "st1w { z15.s }, p1, [x20]\n" + "add x20, x20, %x[res_stride]\n" + "ble 8f\n" + "cmp x13, #0x3\n" + "st1w { z12.s }, p1, [x20]\n" + "add x20, x20, %x[res_stride]\n" + "ble 8f\n" + "st1w { z0.s }, p1, [x20]\n" + "8:" // Row tail: Accumulator store skip + "subs x24, x24, #0x8\n" + "add %x[res_ptr], %x[res_ptr], #0x20\n" + "bne 6b\n" + "subs x13, x13, #0x4\n" + "add %x[a_ptr], %x[a_ptr], x12\n" + "mov %x[res_ptr], x23\n" + "bgt 5b\n" + "9:" // Row tail: Row loop skip + : [a_ptr] "+&r" (a_ptr), [res_ptr] "+&r" (res_ptr) + : [b_ptr] "r" (b_ptr), [nr] "r" (nr), [nb] "r" (nb), [res_stride] "r" (res_stride), [nc] "r" (nc) + : "cc", "memory", "p0", "p1", "x9", "x10", "x11", "x12", "x13", "x20", "x21", "x22", "x23", "x24", "x25", "x26", "x27", "x28", "z0", "z1", "z2", "z3", "z4", "z5", "z6", "z7", "z8", "z9", "z10", "z11", "z12", "z13", "z14", "z15", "z16", "z17", "z18", "z19", "z20", "z21", "z22", "z23", "z24", "z25", "z26", "z27", "z28", "z29", "z30", "z31" + ); + return; + } + else if (ggml_cpu_has_neon() && ggml_cpu_has_matmul_int8()) { + GGML_ASSERT((ggml_cpu_has_sve() && (svcntw() == 8)) && + "__ARM_FEATURE_SVE for vector size of 256-bits not defined, use the Q4_0_4_8 quantization format for optimal " + "performance"); + } + else if (ggml_cpu_has_neon()) { + GGML_ASSERT(((ggml_cpu_has_sve() && (svcntw() == 8)) || ggml_cpu_has_matmul_int8()) && + "__ARM_FEATURE_SVE for vector size of 256-bits and __ARM_FEATURE_MATMUL_INT8 not defined, use the Q4_0_4_4 " + "quantization format for optimal performance"); + } +#endif +#if defined(__ARM_NEON) && defined(__ARM_FEATURE_MATMUL_INT8) + GGML_ASSERT(ggml_cpu_has_sve() && + "__ARM_FEATURE_SVE not defined, use the Q4_0_4_8 quantization format for optimal performance"); +#elif defined(__ARM_NEON) && defined(__aarch64__) + GGML_ASSERT((ggml_cpu_has_sve() || ggml_cpu_has_matmul_int8()) && + "__ARM_FEATURE_SVE and __ARM_FEATURE_MATMUL_INT8 not defined, use the Q4_0_4_4 quantization format for optimal " + "performance"); +#else + float sumf[4][8]; + int sumi; + + for (int y = 0; y < nr / 4; y++) { + const block_q8_0x4 * a_ptr = (const block_q8_0x4 *) vy + (y * nb); + for (int x = 0; x < nc / ncols_interleaved; x++) { + const block_q4_0x8 * b_ptr = (const block_q4_0x8 *) vx + (x * nb); + for (int m = 0; m < 4; m++) { + for (int j = 0; j < ncols_interleaved; j++) sumf[m][j] = 0.0; + } + for (int l = 0; l < nb; l++) { + for (int k = 0; k < (qk / (2 * blocklen)); k++) { + for (int m = 0; m < 4; m++) { + for (int j = 0; j < ncols_interleaved; j++) { + sumi = 0; + for (int i = 0; i < blocklen; ++i) { + const int v0 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] << 4); + const int v1 = (int8_t) (b_ptr[l].qs[k * ncols_interleaved * blocklen + j * blocklen + i] & 0xF0); + sumi += ((v0 * a_ptr[l].qs[k * 4 * blocklen + m * blocklen + i]) + + (v1 * a_ptr[l].qs[k * 4 * blocklen + m * blocklen + i + qk / 2 * 4])) >> 4; + } + sumf[m][j] += sumi * GGML_FP16_TO_FP32(b_ptr[l].d[j]) * GGML_FP16_TO_FP32(a_ptr[l].d[m]); + } + } + } + } + for (int m = 0; m < 4; m++) { + for (int j = 0; j < ncols_interleaved; j++) + s[(y * 4 + m) * bs + x * ncols_interleaved + j] = sumf[m][j]; + } + } + } +#endif +} diff --git a/ggml/src/ggml-aarch64.h b/ggml/src/ggml-aarch64.h new file mode 100644 index 0000000000000..65ead1efed572 --- /dev/null +++ b/ggml/src/ggml-aarch64.h @@ -0,0 +1,39 @@ +// SPDX-FileCopyrightText: Copyright 2024 Arm Ltd. +#pragma once + +#define GGML_COMMON_DECL_C +#include "ggml-common.h" + +#include "ggml.h" + +// GGML internal header + +#ifdef __cplusplus +extern "C" { +#endif + +// Quantization +void quantize_q8_0_4x4(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k); +void quantize_q8_0_4x8(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k); + +void quantize_mat_q8_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t nrows, int64_t n_per_row, int64_t interleave_blcksize); + +// Quantization utilizing an importance matrix (a.k.a. "Activation aWare Quantization") +size_t quantize_q4_0_4x4(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix); +size_t quantize_q4_0_4x8(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix); +size_t quantize_q4_0_8x8(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix); + +// GEMV +void ggml_gemv_q4_0_4x4_q8_0 (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemv_q4_0_4x8_q8_0 (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemv_q4_0_8x8_q8_0 (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); + +// GEMM +void ggml_gemm_q4_0_4x4_q8_0 (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemm_q4_0_4x8_q8_0 (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemm_q4_0_8x8_q8_0 (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); + +#ifdef __cplusplus +} +#endif + diff --git a/ggml/src/ggml-common.h b/ggml/src/ggml-common.h index c74060cc4b991..fafd5fa7ae000 100644 --- a/ggml/src/ggml-common.h +++ b/ggml/src/ggml-common.h @@ -199,6 +199,30 @@ typedef struct { } block_q8_1; static_assert(sizeof(block_q8_1) == 2*sizeof(ggml_half) + QK8_1, "wrong q8_1 block size/padding"); +typedef struct { + ggml_half d[4]; // deltas for 4 q4_0 blocks + uint8_t qs[QK4_0 * 2]; // nibbles / quants for 4 q4_0 blocks +} block_q4_0x4; +static_assert(sizeof(block_q4_0x4) == 4 * sizeof(ggml_half) + QK4_0 * 2, "wrong q4_0x4 block size/padding"); + +typedef struct { + ggml_half d[8]; // deltas for 8 q4_0 blocks + uint8_t qs[QK4_0 * 4]; // nibbles / quants for 8 q4_0 blocks +} block_q4_0x8; +static_assert(sizeof(block_q4_0x8) == 8 * sizeof(ggml_half) + QK4_0 * 4, "wrong q4_0x8 block size/padding"); + +typedef struct { + ggml_half d[4]; // deltas for 4 q8_0 blocks + int8_t qs[QK8_0 * 4]; // quants for 4 q8_0 blocks +} block_q8_0x4; +static_assert(sizeof(block_q8_0x4) == 4 * sizeof(ggml_half) + QK8_0 * 4, "wrong q8_0x4 block size/padding"); + +typedef struct { + ggml_half d[8]; // deltas for 8 q8_0 blocks + int8_t qs[QK8_0 * 8]; // quants for 8 q8_0 blocks +} block_q8_0x8; +static_assert(sizeof(block_q8_0x8) == 8 * sizeof(ggml_half) + QK8_0 * 8, "wrong q8_0x8 block size/padding"); + // // Super-block quantization structures // diff --git a/ggml/src/ggml-impl.h b/ggml/src/ggml-impl.h index 1d23361906c34..a2c8dbec0824f 100644 --- a/ggml/src/ggml-impl.h +++ b/ggml/src/ggml-impl.h @@ -609,6 +609,10 @@ static inline ggml_fp16_t ggml_compute_fp32_to_fp16(float f) { #endif // defined(__ARM_NEON) && (!defined(__MSC_VER) +#ifdef __ARM_FEATURE_SVE +#include +#endif // __ARM_FEATURE_SVE + // precomputed f32 table for f16 (256 KB) // defined in ggml.c, initialized in ggml_init() extern float ggml_table_f32_f16[1 << 16]; diff --git a/ggml/src/ggml-quants.c b/ggml/src/ggml-quants.c index 0eb52e485089f..cbe377cf5caee 100644 --- a/ggml/src/ggml-quants.c +++ b/ggml/src/ggml-quants.c @@ -3814,43 +3814,47 @@ void ggml_vec_dot_q4_0_q8_0(int n, float * restrict s, size_t bs, const void * r } #endif #if defined(__ARM_FEATURE_SVE) - const svbool_t ptrueh = svptrue_pat_b8(SV_VL16); - const svbool_t ptruel = svnot_b_z(svptrue_b8(), ptrueh); + if (svcntb() == QK8_0) { + const svbool_t ptrueh = svptrue_pat_b8(SV_VL16); + const svbool_t ptruel = svnot_b_z(svptrue_b8(), ptrueh); - svfloat32_t sumv0 = svdup_n_f32(0.0f); - svfloat32_t sumv1 = svdup_n_f32(0.0f); + svfloat32_t sumv0 = svdup_n_f32(0.0f); + svfloat32_t sumv1 = svdup_n_f32(0.0f); - assert(nb % 2 == 0); // TODO: handle odd nb + assert(nb % 2 == 0); // TODO: handle odd nb - for (int i = 0; i < nb; i += 2) { - const block_q4_0 * restrict x0 = &x[i + 0]; - const block_q4_0 * restrict x1 = &x[i + 1]; - const block_q8_0 * restrict y0 = &y[i + 0]; - const block_q8_0 * restrict y1 = &y[i + 1]; + for (int i = 0; i < nb; i += 2) { + const block_q4_0 * restrict x0 = &x[i + 0]; + const block_q4_0 * restrict x1 = &x[i + 1]; + const block_q8_0 * restrict y0 = &y[i + 0]; + const block_q8_0 * restrict y1 = &y[i + 1]; - // load x - const svuint8_t qx0r = svld1rq_u8(svptrue_b8(), x0->qs); - const svuint8_t qx1r = svld1rq_u8(svptrue_b8(), x1->qs); + // load x + const svuint8_t qx0r = svld1rq_u8(svptrue_b8(), x0->qs); + const svuint8_t qx1r = svld1rq_u8(svptrue_b8(), x1->qs); - // 4-bit -> 8-bit - const svint8_t qx0 = svreinterpret_s8_u8(svlsr_n_u8_m(ptruel, svand_n_u8_m(ptrueh, qx0r, 0x0F), 0x04)); - const svint8_t qx1 = svreinterpret_s8_u8(svlsr_n_u8_m(ptruel, svand_n_u8_m(ptrueh, qx1r, 0x0F), 0x04)); + // 4-bit -> 8-bit + const svint8_t qx0 = svreinterpret_s8_u8(svlsr_n_u8_m(ptruel, svand_n_u8_m(ptrueh, qx0r, 0x0F), 0x04)); + const svint8_t qx1 = svreinterpret_s8_u8(svlsr_n_u8_m(ptruel, svand_n_u8_m(ptrueh, qx1r, 0x0F), 0x04)); - // sub 8 - const svint8_t qx0s = svsub_n_s8_x(svptrue_b8(), qx0, 8); - const svint8_t qx1s = svsub_n_s8_x(svptrue_b8(), qx1, 8); + // sub 8 + const svint8_t qx0s = svsub_n_s8_x(svptrue_b8(), qx0, 8); + const svint8_t qx1s = svsub_n_s8_x(svptrue_b8(), qx1, 8); - // load y - const svint8_t qy0 = svld1_s8(svptrue_b8(), y0->qs); - const svint8_t qy1 = svld1_s8(svptrue_b8(), y1->qs); + // load y + const svint8_t qy0 = svld1_s8(svptrue_b8(), y0->qs); + const svint8_t qy1 = svld1_s8(svptrue_b8(), y1->qs); - // dot product - sumv0 = svmla_n_f32_x(svptrue_b32(), sumv0, svcvt_f32_s32_x(svptrue_b32(), svdot_s32(svdup_n_s32(0), qx0s, qy0)), GGML_FP16_TO_FP32(x0->d)*GGML_FP16_TO_FP32(y0->d)); - sumv1 = svmla_n_f32_x(svptrue_b32(), sumv1, svcvt_f32_s32_x(svptrue_b32(), svdot_s32(svdup_n_s32(0), qx1s, qy1)), GGML_FP16_TO_FP32(x1->d)*GGML_FP16_TO_FP32(y1->d)); - } + // dot product + sumv0 = svmla_n_f32_x(svptrue_b32(), sumv0, svcvt_f32_s32_x(svptrue_b32(), svdot_s32(svdup_n_s32(0), qx0s, qy0)), GGML_FP16_TO_FP32(x0->d)*GGML_FP16_TO_FP32(y0->d)); + sumv1 = svmla_n_f32_x(svptrue_b32(), sumv1, svcvt_f32_s32_x(svptrue_b32(), svdot_s32(svdup_n_s32(0), qx1s, qy1)), GGML_FP16_TO_FP32(x1->d)*GGML_FP16_TO_FP32(y1->d)); + } - *s = svaddv_f32(svptrue_b32(), svadd_f32_x(svptrue_b32(), sumv0, sumv1)); -#elif defined(__ARM_NEON) + *s = svaddv_f32(svptrue_b32(), svadd_f32_x(svptrue_b32(), sumv0, sumv1)); + return; + } +#endif +#if defined(__ARM_NEON) float32x4_t sumv0 = vdupq_n_f32(0.0f); float32x4_t sumv1 = vdupq_n_f32(0.0f); @@ -5422,31 +5426,35 @@ void ggml_vec_dot_q8_0_q8_0(int n, float * restrict s, size_t bs, const void * r } #endif #if defined(__ARM_FEATURE_SVE) - svfloat32_t sumv0 = svdup_n_f32(0.0f); - svfloat32_t sumv1 = svdup_n_f32(0.0f); + if (svcntb() == QK8_0) { + svfloat32_t sumv0 = svdup_n_f32(0.0f); + svfloat32_t sumv1 = svdup_n_f32(0.0f); - assert(nb % 2 == 0); // TODO: handle odd nb + assert(nb % 2 == 0); // TODO: handle odd nb - for (int i = 0; i < nb; i += 2) { - const block_q8_0 * restrict x0 = &x[i + 0]; - const block_q8_0 * restrict x1 = &x[i + 1]; - const block_q8_0 * restrict y0 = &y[i + 0]; - const block_q8_0 * restrict y1 = &y[i + 1]; + for (int i = 0; i < nb; i += 2) { + const block_q8_0 * restrict x0 = &x[i + 0]; + const block_q8_0 * restrict x1 = &x[i + 1]; + const block_q8_0 * restrict y0 = &y[i + 0]; + const block_q8_0 * restrict y1 = &y[i + 1]; - // load x - const svint8_t qx0 = svld1_s8(svptrue_b8(), x0->qs); - const svint8_t qx1 = svld1_s8(svptrue_b8(), x1->qs); + // load x + const svint8_t qx0 = svld1_s8(svptrue_b8(), x0->qs); + const svint8_t qx1 = svld1_s8(svptrue_b8(), x1->qs); - // load y - const svint8_t qy0 = svld1_s8(svptrue_b8(), y0->qs); - const svint8_t qy1 = svld1_s8(svptrue_b8(), y1->qs); + // load y + const svint8_t qy0 = svld1_s8(svptrue_b8(), y0->qs); + const svint8_t qy1 = svld1_s8(svptrue_b8(), y1->qs); - sumv0 = svmla_n_f32_x(svptrue_b32(), sumv0, svcvt_f32_s32_x(svptrue_b32(), svdot_s32(svdup_n_s32(0), qx0, qy0)), GGML_FP16_TO_FP32(x0->d)*GGML_FP16_TO_FP32(y0->d)); - sumv1 = svmla_n_f32_x(svptrue_b32(), sumv1, svcvt_f32_s32_x(svptrue_b32(), svdot_s32(svdup_n_s32(0), qx1, qy1)), GGML_FP16_TO_FP32(x1->d)*GGML_FP16_TO_FP32(y1->d)); - } + sumv0 = svmla_n_f32_x(svptrue_b32(), sumv0, svcvt_f32_s32_x(svptrue_b32(), svdot_s32(svdup_n_s32(0), qx0, qy0)), GGML_FP16_TO_FP32(x0->d)*GGML_FP16_TO_FP32(y0->d)); + sumv1 = svmla_n_f32_x(svptrue_b32(), sumv1, svcvt_f32_s32_x(svptrue_b32(), svdot_s32(svdup_n_s32(0), qx1, qy1)), GGML_FP16_TO_FP32(x1->d)*GGML_FP16_TO_FP32(y1->d)); + } - *s = svaddv_f32(svptrue_b32(), svadd_f32_x(svptrue_b32(), sumv0, sumv1)); -#elif defined(__ARM_NEON) + *s = svaddv_f32(svptrue_b32(), svadd_f32_x(svptrue_b32(), sumv0, sumv1)); + return; + } +#endif +#if defined(__ARM_NEON) float32x4_t sumv0 = vdupq_n_f32(0.0f); float32x4_t sumv1 = vdupq_n_f32(0.0f); @@ -14760,6 +14768,16 @@ static bool validate_fp16(ggml_fp16_t f, size_t i) { } \ } +#define VALIDATE_ROW_DATA_DVEC_F16_IMPL(type, data, nb, nr) \ + const type * q = (const type *) (data); \ + for (size_t i = 0; i < (nb); ++i) { \ + for (size_t j = 0; j < (nr); ++j) { \ + if (!validate_fp16(q[i].d[j], i)) { \ + return false; \ + } \ + } \ + } + bool ggml_validate_row_data(enum ggml_type type, const void * data, size_t nbytes) { if (type < 0 || type >= GGML_TYPE_COUNT) { fprintf(stderr, "%s: invalid type %d\n", __func__, type); @@ -14977,6 +14995,16 @@ bool ggml_validate_row_data(enum ggml_type type, const void * data, size_t nbyte { VALIDATE_ROW_DATA_D_F16_IMPL(block_iq4_nl, data, nb); } break; + case GGML_TYPE_Q4_0_4_4: + case GGML_TYPE_Q4_0_4_8: + { + VALIDATE_ROW_DATA_DVEC_F16_IMPL(block_q4_0x4, data, nbytes / sizeof(block_q4_0x4), 4); + } break; + case GGML_TYPE_Q4_0_8_8: + { + VALIDATE_ROW_DATA_DVEC_F16_IMPL(block_q4_0x8, data, nbytes / sizeof(block_q4_0x8), 8); + } break; + case GGML_TYPE_I8: case GGML_TYPE_I16: case GGML_TYPE_I32: diff --git a/ggml/src/ggml.c b/ggml/src/ggml.c index bc91ac3a726ab..c0aced3d2d069 100644 --- a/ggml/src/ggml.c +++ b/ggml/src/ggml.c @@ -4,6 +4,7 @@ #include "ggml-impl.h" #include "ggml-quants.h" #include "ggml.h" +#include "ggml-aarch64.h" #if defined(_MSC_VER) || defined(__MINGW32__) @@ -37,7 +38,7 @@ #include #endif -#ifdef __ARM_FEATURE_MATMUL_INT8 +#if defined(__ARM_FEATURE_SVE) || defined(__ARM_FEATURE_MATMUL_INT8) #undef GGML_USE_LLAMAFILE #endif @@ -692,6 +693,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { #else .nrows = 1, #endif + .from_float_to_mat = quantize_mat_q8_0, }, [GGML_TYPE_Q8_1] = { .type_name = "q8_1", @@ -889,6 +891,54 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .vec_dot = (ggml_vec_dot_t) ggml_vec_dot_bf16, .vec_dot_type = GGML_TYPE_BF16, .nrows = 1, + }, + [GGML_TYPE_Q4_0_4_4] = { + .type_name = "q4_0_4x4", + .blck_size = QK4_0, + .type_size = sizeof(block_q4_0), + .is_quantized = true, + .to_float = NULL, + .from_float = NULL, + .from_float_reference = NULL, + .vec_dot = NULL, + .vec_dot_type = GGML_TYPE_Q8_0, + .nrows = 1, + .ncols = 4, + .interleave_blcksize = 4, + .gemv = ggml_gemv_q4_0_4x4_q8_0, + .gemm = ggml_gemm_q4_0_4x4_q8_0, + }, + [GGML_TYPE_Q4_0_4_8] = { + .type_name = "q4_0_4x8", + .blck_size = QK4_0, + .type_size = sizeof(block_q4_0), + .is_quantized = true, + .to_float = NULL, + .from_float = NULL, + .from_float_reference = NULL, + .vec_dot = NULL, + .vec_dot_type = GGML_TYPE_Q8_0, + .nrows = 1, + .ncols = 4, + .interleave_blcksize = 8, + .gemv = ggml_gemv_q4_0_4x8_q8_0, + .gemm = ggml_gemm_q4_0_4x8_q8_0, + }, + [GGML_TYPE_Q4_0_8_8] = { + .type_name = "q4_0_8x8", + .blck_size = QK4_0, + .type_size = sizeof(block_q4_0), + .is_quantized = true, + .to_float = NULL, + .from_float = NULL, + .from_float_reference = NULL, + .vec_dot = NULL, + .vec_dot_type = GGML_TYPE_Q8_0, + .nrows = 1, + .ncols = 8, + .interleave_blcksize = 8, + .gemv = ggml_gemv_q4_0_8x8_q8_0, + .gemm = ggml_gemm_q4_0_8x8_q8_0, } }; @@ -3188,6 +3238,9 @@ enum ggml_type ggml_ftype_to_ggml_type(enum ggml_ftype ftype) { case GGML_FTYPE_MOSTLY_IQ4_XS: wtype = GGML_TYPE_IQ4_XS; break; case GGML_FTYPE_MOSTLY_IQ3_S: wtype = GGML_TYPE_IQ3_S; break; case GGML_FTYPE_MOSTLY_IQ2_S: wtype = GGML_TYPE_IQ2_S; break; + case GGML_FTYPE_MOSTLY_Q4_0_4_4: wtype = GGML_TYPE_Q4_0_4_4; break; + case GGML_FTYPE_MOSTLY_Q4_0_4_8: wtype = GGML_TYPE_Q4_0_4_8; break; + case GGML_FTYPE_MOSTLY_Q4_0_8_8: wtype = GGML_TYPE_Q4_0_8_8; break; case GGML_FTYPE_UNKNOWN: wtype = GGML_TYPE_COUNT; break; case GGML_FTYPE_MOSTLY_Q4_1_SOME_F16: wtype = GGML_TYPE_COUNT; break; } @@ -9432,6 +9485,9 @@ static void ggml_compute_forward_add( case GGML_TYPE_IQ4_XS: case GGML_TYPE_IQ3_S: case GGML_TYPE_IQ2_S: + case GGML_TYPE_Q4_0_4_4: + case GGML_TYPE_Q4_0_4_8: + case GGML_TYPE_Q4_0_8_8: { ggml_compute_forward_add_q_f32(params, dst); } break; @@ -9807,6 +9863,9 @@ static void ggml_compute_forward_add1( case GGML_TYPE_IQ4_XS: case GGML_TYPE_IQ3_S: case GGML_TYPE_IQ2_S: + case GGML_TYPE_Q4_0_4_4: + case GGML_TYPE_Q4_0_4_8: + case GGML_TYPE_Q4_0_8_8: { ggml_compute_forward_add1_q_f32(params, dst); } break; @@ -9932,6 +9991,9 @@ static void ggml_compute_forward_acc( case GGML_TYPE_IQ4_XS: case GGML_TYPE_IQ3_S: case GGML_TYPE_IQ2_S: + case GGML_TYPE_Q4_0_4_4: + case GGML_TYPE_Q4_0_4_8: + case GGML_TYPE_Q4_0_8_8: default: { GGML_ASSERT(false); @@ -12134,6 +12196,12 @@ static void ggml_compute_forward_mul_mat( enum ggml_type const vec_dot_type = type_traits[type].vec_dot_type; ggml_from_float_t const from_float_to_vec_dot = type_traits[vec_dot_type].from_float; int64_t const vec_dot_num_rows = type_traits[type].nrows; + int64_t const matmul_num_cols = type_traits[type].ncols; + int64_t const interleave_blcksize = type_traits[type].interleave_blcksize; + ggml_from_float_to_mat_t const from_float_to_mat + = type_traits[vec_dot_type].from_float_to_mat; + ggml_gemv_t const gemv = type_traits[type].gemv; + ggml_gemm_t const gemm = type_traits[type].gemm; GGML_ASSERT(ne0 == ne01); GGML_ASSERT(ne1 == ne11); @@ -12192,7 +12260,16 @@ UseGgmlGemm1:; for (int64_t i13 = 0; i13 < ne13; ++i13) { for (int64_t i12 = 0; i12 < ne12; ++i12) { - for (int64_t i11 = ith; i11 < ne11; i11 += nth) { + int64_t i11_processed = 0; + if ((ggml_n_dims(src1) == 2) && from_float_to_mat && gemm) { + for (int64_t i11 = ith * 4; i11 < ne11 - ne11 % 4; i11 += nth * 4) { + from_float_to_mat((float *)((char *) src1->data + i13*nb13 + i12*nb12 + i11*nb11), + (void *) (wdata + i13*nbw3 + i12*nbw2 + i11*nbw1), + 4, ne10, interleave_blcksize); + } + i11_processed = ne11 - ne11 % 4; + } + for (int64_t i11 = i11_processed + ith; i11 < ne11; i11 += nth) { from_float_to_vec_dot((float *)((char *) src1->data + i13*nb13 + i12*nb12 + i11*nb11), (void *) (wdata + i13*nbw3 + i12*nbw2 + i11*nbw1), ne10); @@ -12273,6 +12350,28 @@ UseGgmlGemm2:; const int64_t dr0 = (nr0 + nchunk0 - 1) / nchunk0; const int64_t dr1 = (nr1 + nchunk1 - 1) / nchunk1; + if ((ggml_n_dims(src0) == 2) && gemv) { + const void * src1_wdata = (src1->type == vec_dot_type) ? src1->data : params->wdata; + const size_t src1_col_stride = ggml_is_contiguous(src1) || src1->type != vec_dot_type ? ggml_row_size(vec_dot_type, ne10) : nb11; + int64_t src0_start = (ith * ne01) / nth; + int64_t src0_end = ((ith + 1) * ne01) / nth; + src0_start = (src0_start % matmul_num_cols) ? src0_start + matmul_num_cols - (src0_start % matmul_num_cols): src0_start; + src0_end = (src0_end % matmul_num_cols) ? src0_end + matmul_num_cols - (src0_end % matmul_num_cols): src0_end; + if (src0_start >= src0_end) return; + + // If there are more than three rows in src1, use gemm; otherwise, use gemv. + if (gemm && (ne11 > 3)) { + gemm(ne00, (float *)((char *) dst->data) + src0_start, ne01, (const char *) src0->data + src0_start * nb01, + (const char *) src1_wdata, ne11 - ne11 % 4, src0_end - src0_start); + } + for (int iter = gemm ? ne11 - ne11 % 4 : 0; iter < ne11; iter++) { + gemv(ne00, (float *)((char *) dst->data + (iter * nb1)) + src0_start, ne01, + (const char *) src0->data + src0_start * nb01, (const char *) src1_wdata + (src1_col_stride * iter), 1, + src0_end - src0_start); + } + return; + } + // The first chunk comes from our thread_id, the rest will get auto-assigned. int current_chunk = ith; @@ -12318,6 +12417,8 @@ static void ggml_compute_forward_mul_mat_id( ggml_vec_dot_t const vec_dot = type_traits[type].vec_dot; enum ggml_type const vec_dot_type = type_traits[type].vec_dot_type; ggml_from_float_t const from_float_to_vec_dot = type_traits[vec_dot_type].from_float; + int64_t const matmul_num_cols = type_traits[type].ncols; + ggml_gemv_t const gemv = type_traits[type].gemv; // we don't support permuted src0 or src1 GGML_ASSERT(nb00 == ggml_type_size(type)); @@ -12403,6 +12504,34 @@ static void ggml_compute_forward_mul_mat_id( const int64_t nr0 = ne01; // src0 rows const int64_t nr1 = cne1; // src1 rows + if (((ggml_n_dims(src0) - 1) == 2) && gemv) { + int64_t src0_cur_start = (ith * ne01) / nth; + int64_t src0_cur_end = ((ith + 1) * ne01) / nth; + src0_cur_start = (src0_cur_start % matmul_num_cols) ? src0_cur_start + matmul_num_cols - (src0_cur_start % matmul_num_cols): src0_cur_start; + src0_cur_end = (src0_cur_end % matmul_num_cols) ? src0_cur_end + matmul_num_cols - (src0_cur_end % matmul_num_cols): src0_cur_end; + if (src0_cur_start >= src0_cur_end) return; + + for (int ir1 = 0; ir1 < nr1; ir1++) { + struct mmid_row_mapping row_mapping = MMID_MATRIX_ROW(cur_a, ir1); + const int id = row_mapping.i1; // selected expert index + + const int64_t i11 = id % ne11; + const int64_t i12 = row_mapping.i2; // row index in src1 + + const int64_t i1 = id; // selected expert index + const int64_t i2 = i12; // row + + const char * src1_col = (const char *) wdata + + (src1_cont || src1->type != vec_dot_type + ? (i11 + i12 * ne11) * row_size + : (i11 * nb11 + i12 * nb12)); + + gemv(ne00, (float *)((char *) dst->data + (i1 * nb1 + i2 * nb2)) + src0_cur_start, ne01, + (const char *) src0_cur + src0_cur_start * nb01, src1_col, 1, src0_cur_end - src0_cur_start); + } + continue; + } + // distribute the thread work across the inner or outer loop based on which one is larger const int64_t nth0 = nr0 > nr1 ? nth : 1; // parallelize by src0 rows @@ -12704,6 +12833,9 @@ static void ggml_compute_forward_out_prod( case GGML_TYPE_IQ4_XS: case GGML_TYPE_IQ3_S: case GGML_TYPE_IQ2_S: + case GGML_TYPE_Q4_0_4_4: + case GGML_TYPE_Q4_0_4_8: + case GGML_TYPE_Q4_0_8_8: { ggml_compute_forward_out_prod_q_f32(params, dst); } break; @@ -12889,6 +13021,9 @@ static void ggml_compute_forward_set( case GGML_TYPE_IQ4_XS: case GGML_TYPE_IQ3_S: case GGML_TYPE_IQ2_S: + case GGML_TYPE_Q4_0_4_4: + case GGML_TYPE_Q4_0_4_8: + case GGML_TYPE_Q4_0_8_8: default: { GGML_ASSERT(false); @@ -13148,6 +13283,9 @@ static void ggml_compute_forward_get_rows( case GGML_TYPE_IQ4_XS: case GGML_TYPE_IQ3_S: case GGML_TYPE_IQ2_S: + case GGML_TYPE_Q4_0_4_4: + case GGML_TYPE_Q4_0_4_8: + case GGML_TYPE_Q4_0_8_8: { ggml_compute_forward_get_rows_q(params, dst); } break; @@ -13734,6 +13872,9 @@ static void ggml_compute_forward_clamp( case GGML_TYPE_IQ3_S: case GGML_TYPE_IQ2_S: case GGML_TYPE_Q8_K: + case GGML_TYPE_Q4_0_4_4: + case GGML_TYPE_Q4_0_4_8: + case GGML_TYPE_Q4_0_8_8: case GGML_TYPE_I8: case GGML_TYPE_I16: case GGML_TYPE_I32: @@ -20457,6 +20598,9 @@ size_t ggml_quantize_chunk( case GGML_TYPE_IQ1_M: result = quantize_iq1_m (src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break; case GGML_TYPE_IQ4_NL: result = quantize_iq4_nl (src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break; case GGML_TYPE_IQ4_XS: result = quantize_iq4_xs (src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break; + case GGML_TYPE_Q4_0_4_4: result = quantize_q4_0_4x4(src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break; + case GGML_TYPE_Q4_0_4_8: result = quantize_q4_0_4x8(src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break; + case GGML_TYPE_Q4_0_8_8: result = quantize_q4_0_8x8(src + start, (char *) dst + start_row * row_size, nrows, n_per_row, imatrix); break; case GGML_TYPE_F16: { size_t elemsize = sizeof(ggml_fp16_t); @@ -21759,8 +21903,6 @@ int ggml_cpu_has_neon(void) { int ggml_cpu_has_sve(void) { #if defined(__ARM_FEATURE_SVE) - // TODO: Currently, SVE 256 bit is only supported. - GGML_ASSERT(svcntb() == QK8_0); return 1; #else return 0; diff --git a/include/llama.h b/include/llama.h index bb4b05ba63671..3970c3aebcd62 100644 --- a/include/llama.h +++ b/include/llama.h @@ -162,6 +162,9 @@ extern "C" { LLAMA_FTYPE_MOSTLY_IQ4_XS = 30, // except 1d tensors LLAMA_FTYPE_MOSTLY_IQ1_M = 31, // except 1d tensors LLAMA_FTYPE_MOSTLY_BF16 = 32, // except 1d tensors + LLAMA_FTYPE_MOSTLY_Q4_0_4_4 = 33, // except 1d tensors + LLAMA_FTYPE_MOSTLY_Q4_0_4_8 = 34, // except 1d tensors + LLAMA_FTYPE_MOSTLY_Q4_0_8_8 = 35, // except 1d tensors LLAMA_FTYPE_GUESSED = 1024, // not specified in the model file }; diff --git a/src/llama.cpp b/src/llama.cpp index 98a242081ca03..b19d786e23643 100644 --- a/src/llama.cpp +++ b/src/llama.cpp @@ -3788,6 +3788,9 @@ struct llama_model_loader { case GGML_TYPE_IQ4_NL: ftype = LLAMA_FTYPE_MOSTLY_IQ4_NL; break; case GGML_TYPE_IQ4_XS: ftype = LLAMA_FTYPE_MOSTLY_IQ4_XS; break; case GGML_TYPE_IQ3_S: ftype = LLAMA_FTYPE_MOSTLY_IQ3_S; break; + case GGML_TYPE_Q4_0_4_4: ftype = LLAMA_FTYPE_MOSTLY_Q4_0_4_4; break; + case GGML_TYPE_Q4_0_4_8: ftype = LLAMA_FTYPE_MOSTLY_Q4_0_4_8; break; + case GGML_TYPE_Q4_0_8_8: ftype = LLAMA_FTYPE_MOSTLY_Q4_0_8_8; break; default: { LLAMA_LOG_WARN("%s: unknown type %s\n", __func__, ggml_type_name(type_max)); @@ -4481,6 +4484,9 @@ static std::string llama_model_ftype_name(llama_ftype ftype) { case LLAMA_FTYPE_MOSTLY_IQ4_XS: return "IQ4_XS - 4.25 bpw"; case LLAMA_FTYPE_MOSTLY_IQ3_S: return "IQ3_S - 3.4375 bpw"; case LLAMA_FTYPE_MOSTLY_IQ3_M: return "IQ3_S mix - 3.66 bpw"; + case LLAMA_FTYPE_MOSTLY_Q4_0_4_4: return "Q4_0_4_4"; + case LLAMA_FTYPE_MOSTLY_Q4_0_4_8: return "Q4_0_4_8"; + case LLAMA_FTYPE_MOSTLY_Q4_0_8_8: return "Q4_0_8_8"; default: return "unknown, may not work"; } @@ -17768,6 +17774,10 @@ static ggml_type llama_tensor_get_type(quantize_state_internal & qs, ggml_type n else if (ftype == LLAMA_FTYPE_MOSTLY_IQ3_XXS) { new_type = GGML_TYPE_IQ3_S; } + else if (new_type == GGML_TYPE_Q4_0_4_4 || new_type == GGML_TYPE_Q4_0_4_8 || + new_type == GGML_TYPE_Q4_0_8_8) { + new_type = GGML_TYPE_Q4_0; + } } } else if (ftype == LLAMA_FTYPE_MOSTLY_IQ2_XXS || ftype == LLAMA_FTYPE_MOSTLY_IQ2_XS || ftype == LLAMA_FTYPE_MOSTLY_IQ1_S || ftype == LLAMA_FTYPE_MOSTLY_IQ2_S || ftype == LLAMA_FTYPE_MOSTLY_IQ2_M || ftype == LLAMA_FTYPE_MOSTLY_IQ1_M) { @@ -18080,6 +18090,9 @@ static void llama_model_quantize_internal(const std::string & fname_inp, const s case LLAMA_FTYPE_MOSTLY_IQ4_XS: default_type = GGML_TYPE_IQ4_XS; break; case LLAMA_FTYPE_MOSTLY_IQ3_S: default_type = GGML_TYPE_IQ3_S; break; case LLAMA_FTYPE_MOSTLY_IQ3_M: default_type = GGML_TYPE_IQ3_S; break; + case LLAMA_FTYPE_MOSTLY_Q4_0_4_4: default_type = GGML_TYPE_Q4_0_4_4; break; + case LLAMA_FTYPE_MOSTLY_Q4_0_4_8: default_type = GGML_TYPE_Q4_0_4_8; break; + case LLAMA_FTYPE_MOSTLY_Q4_0_8_8: default_type = GGML_TYPE_Q4_0_8_8; break; default: throw std::runtime_error(format("invalid output file type %d\n", ftype)); } @@ -18390,6 +18403,14 @@ static void llama_model_quantize_internal(const std::string & fname_inp, const s f32_data = (float *) f32_conv_buf.data(); } + int chunk_size_multiplier = 1; + if (new_type == GGML_TYPE_Q4_0_4_4 || new_type == GGML_TYPE_Q4_0_4_8 || new_type == GGML_TYPE_Q4_0_8_8) { + if ((new_type == GGML_TYPE_Q4_0_8_8) && (tensor->ne[1] % 8 != 0)) new_type = GGML_TYPE_Q4_0; + else if (tensor->ne[1] % 4 != 0) new_type = GGML_TYPE_Q4_0; + if (new_type == GGML_TYPE_Q4_0_8_8) chunk_size_multiplier = 8; + else if (new_type == GGML_TYPE_Q4_0_4_4 || new_type == GGML_TYPE_Q4_0_4_8) chunk_size_multiplier = 4; + } + LLAMA_LOG_INFO("converting to %s .. ", ggml_type_name(new_type)); fflush(stdout); @@ -18402,7 +18423,8 @@ static void llama_model_quantize_internal(const std::string & fname_inp, const s const int64_t nrows = tensor->ne[1]; static const int64_t min_chunk_size = 32 * 512; - const int64_t chunk_size = n_per_row >= min_chunk_size ? n_per_row : n_per_row * ((min_chunk_size + n_per_row - 1)/n_per_row); + const int64_t chunk_size = (n_per_row >= min_chunk_size ? n_per_row : n_per_row * ((min_chunk_size + n_per_row - 1)/n_per_row)) * + chunk_size_multiplier; const int64_t nelements_matrix = tensor->ne[0] * tensor->ne[1]; const int64_t nchunk = (nelements_matrix + chunk_size - 1)/chunk_size; From 6b2a849d1f43d46b82d2f9c08c3275137b528784 Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Wed, 10 Jul 2024 15:23:29 +0300 Subject: [PATCH 25/46] ggml : move sgemm sources to llamafile subfolder (#8394) ggml-ci --- Makefile | 8 ++++---- ggml/CMakeLists.txt | 2 +- ggml/src/CMakeLists.txt | 6 +++--- ggml/src/ggml.c | 3 +-- ggml/src/{ => llamafile}/sgemm.cpp | 0 ggml/src/{ => llamafile}/sgemm.h | 0 6 files changed, 9 insertions(+), 10 deletions(-) rename ggml/src/{ => llamafile}/sgemm.cpp (100%) rename ggml/src/{ => llamafile}/sgemm.h (100%) diff --git a/Makefile b/Makefile index b70ebaed54638..68197fef80019 100644 --- a/Makefile +++ b/Makefile @@ -554,7 +554,7 @@ endif # GGML_BLIS ifndef GGML_NO_LLAMAFILE MK_CPPFLAGS += -DGGML_USE_LLAMAFILE - OBJ_GGML += ggml/src/sgemm.o + OBJ_GGML += ggml/src/llamafile/sgemm.o endif ifdef GGML_RPC @@ -983,9 +983,9 @@ ggml/src/ggml-blas.o: \ $(CXX) $(CXXFLAGS) -c $< -o $@ ifndef GGML_NO_LLAMAFILE -ggml/src/sgemm.o: \ - ggml/src/sgemm.cpp \ - ggml/src/sgemm.h \ +ggml/src/llamafile/sgemm.o: \ + ggml/src/llamafile/sgemm.cpp \ + ggml/src/llamafile/sgemm.h \ ggml/include/ggml.h $(CXX) $(CXXFLAGS) -c $< -o $@ endif # GGML_NO_LLAMAFILE diff --git a/ggml/CMakeLists.txt b/ggml/CMakeLists.txt index 0d0d52d575971..649ac3dcc4f63 100644 --- a/ggml/CMakeLists.txt +++ b/ggml/CMakeLists.txt @@ -104,7 +104,7 @@ option(GGML_ACCELERATE "ggml: enable Accelerate framework" option(GGML_BLAS "ggml: use BLAS" ${GGML_BLAS_DEFAULT}) set(GGML_BLAS_VENDOR ${GGML_BLAS_VENDOR_DEFAULT} CACHE STRING "ggml: BLAS library vendor") -option(GGML_LLAMAFILE "ggml: use ggml SGEMM" OFF) +option(GGML_LLAMAFILE "ggml: use LLAMAFILE" OFF) option(GGML_CUDA "ggml: use CUDA" OFF) option(GGML_CUDA_FORCE_DMMV "ggml: use dmmv instead of mmvq CUDA kernels" OFF) diff --git a/ggml/src/CMakeLists.txt b/ggml/src/CMakeLists.txt index aae5b8e9fe35c..c5ee7e4255ee5 100644 --- a/ggml/src/CMakeLists.txt +++ b/ggml/src/CMakeLists.txt @@ -238,12 +238,12 @@ if (GGML_BLAS) endif() if (GGML_LLAMAFILE) - message(STATUS "Using ggml SGEMM") + message(STATUS "Using llamafile") add_compile_definitions(GGML_USE_LLAMAFILE) - set(GGML_HEADERS_LLAMAFILE sgemm.h) - set(GGML_SOURCES_LLAMAFILE sgemm.cpp) + set(GGML_HEADERS_LLAMAFILE llamafile/sgemm.h) + set(GGML_SOURCES_LLAMAFILE llamafile/sgemm.cpp) endif() if (GGML_CUDA) diff --git a/ggml/src/ggml.c b/ggml/src/ggml.c index c0aced3d2d069..1bb731e16d51d 100644 --- a/ggml/src/ggml.c +++ b/ggml/src/ggml.c @@ -6,7 +6,6 @@ #include "ggml.h" #include "ggml-aarch64.h" - #if defined(_MSC_VER) || defined(__MINGW32__) #include // using malloc.h with MSC/MINGW #elif !defined(__FreeBSD__) && !defined(__NetBSD__) && !defined(__OpenBSD__) @@ -43,7 +42,7 @@ #endif #ifdef GGML_USE_LLAMAFILE -#include "sgemm.h" +#include #endif #if defined(_MSC_VER) diff --git a/ggml/src/sgemm.cpp b/ggml/src/llamafile/sgemm.cpp similarity index 100% rename from ggml/src/sgemm.cpp rename to ggml/src/llamafile/sgemm.cpp diff --git a/ggml/src/sgemm.h b/ggml/src/llamafile/sgemm.h similarity index 100% rename from ggml/src/sgemm.h rename to ggml/src/llamafile/sgemm.h From f4444d992c16b6b9442f4770c7c3a10b19a08343 Mon Sep 17 00:00:00 2001 From: AidanBeltonS Date: Wed, 10 Jul 2024 16:10:49 +0100 Subject: [PATCH 26/46] [SYCL] Use multi_ptr to clean up deprecated warnings (#8256) --- ggml/src/ggml-sycl/common.hpp | 6 ++ ggml/src/ggml-sycl/convert.cpp | 2 +- ggml/src/ggml-sycl/mmq.cpp | 184 ++++++++++++++++----------------- ggml/src/ggml-sycl/norm.cpp | 6 +- ggml/src/ggml-sycl/softmax.cpp | 2 +- 5 files changed, 103 insertions(+), 97 deletions(-) diff --git a/ggml/src/ggml-sycl/common.hpp b/ggml/src/ggml-sycl/common.hpp index 9a1c161b69db5..68d41411b5ece 100644 --- a/ggml/src/ggml-sycl/common.hpp +++ b/ggml/src/ggml-sycl/common.hpp @@ -346,4 +346,10 @@ inline sycl::vec vec_aligned_load(const Tp* aligned_ptr) { return *reinterpret_cast*>(aligned_ptr); } +// Helper for accessing pointers with no warnings +template +static __dpct_inline__ Tp* get_pointer(sycl::local_accessor acc) { + return acc.template get_multi_ptr().get(); +} + #endif // GGML_SYCL_COMMON_HPP diff --git a/ggml/src/ggml-sycl/convert.cpp b/ggml/src/ggml-sycl/convert.cpp index a15271b516fa8..39c28753cf85c 100644 --- a/ggml/src/ggml-sycl/convert.cpp +++ b/ggml/src/ggml-sycl/convert.cpp @@ -158,7 +158,7 @@ static void dequantize_row_q4_K_sycl(const void *vx, dst_t *y, const int k, sycl::range<3>(1, 1, 32), sycl::range<3>(1, 1, 32)), [=](sycl::nd_item<3> item_ct1) { - dequantize_block_q4_K(vx, y, scale_local_acc.get_pointer(), item_ct1); + dequantize_block_q4_K(vx, y, get_pointer(scale_local_acc), item_ct1); }); }); } diff --git a/ggml/src/ggml-sycl/mmq.cpp b/ggml/src/ggml-sycl/mmq.cpp index b514f00404e1f..3107ba91948c6 100644 --- a/ggml/src/ggml-sycl/mmq.cpp +++ b/ggml/src/ggml-sycl/mmq.cpp @@ -1835,10 +1835,10 @@ static void ggml_mul_mat_q4_0_q8_1_sycl(const void *vx, const void *vy, mul_mat_q4_0( vx, vy, dst, ncols_x, nrows_x, ncols_y, nrows_y, nrows_dst, item_ct1, - tile_x_qs_q4_0_acc_ct1.get_pointer(), - tile_x_d_q4_0_acc_ct1.get_pointer(), - tile_y_qs_acc_ct1.get_pointer(), - tile_y_ds_acc_ct1.get_pointer()); + get_pointer(tile_x_qs_q4_0_acc_ct1), + get_pointer(tile_x_d_q4_0_acc_ct1), + get_pointer(tile_y_qs_acc_ct1), + get_pointer(tile_y_ds_acc_ct1)); }); }); } @@ -1870,10 +1870,10 @@ static void ggml_mul_mat_q4_0_q8_1_sycl(const void *vx, const void *vy, mul_mat_q4_0( vx, vy, dst, ncols_x, nrows_x, ncols_y, nrows_y, nrows_dst, item_ct1, - tile_x_qs_q4_0_acc_ct1.get_pointer(), - tile_x_d_q4_0_acc_ct1.get_pointer(), - tile_y_qs_acc_ct1.get_pointer(), - tile_y_ds_acc_ct1.get_pointer()); + get_pointer(tile_x_qs_q4_0_acc_ct1), + get_pointer(tile_x_d_q4_0_acc_ct1), + get_pointer(tile_y_qs_acc_ct1), + get_pointer(tile_y_ds_acc_ct1)); }); }); } @@ -1950,10 +1950,10 @@ static void ggml_mul_mat_q4_1_q8_1_sycl(const void *vx, const void *vy, mul_mat_q4_1( vx, vy, dst, ncols_x, nrows_x, ncols_y, nrows_y, nrows_dst, item_ct1, - tile_x_qs_q4_1_acc_ct1.get_pointer(), - tile_x_dm_q4_1_acc_ct1.get_pointer(), - tile_y_qs_acc_ct1.get_pointer(), - tile_y_ds_acc_ct1.get_pointer()); + get_pointer(tile_x_qs_q4_1_acc_ct1), + get_pointer(tile_x_dm_q4_1_acc_ct1), + get_pointer(tile_y_qs_acc_ct1), + get_pointer(tile_y_ds_acc_ct1)); }); }); } @@ -1985,10 +1985,10 @@ static void ggml_mul_mat_q4_1_q8_1_sycl(const void *vx, const void *vy, mul_mat_q4_1( vx, vy, dst, ncols_x, nrows_x, ncols_y, nrows_y, nrows_dst, item_ct1, - tile_x_qs_q4_1_acc_ct1.get_pointer(), - tile_x_dm_q4_1_acc_ct1.get_pointer(), - tile_y_qs_acc_ct1.get_pointer(), - tile_y_ds_acc_ct1.get_pointer()); + get_pointer(tile_x_qs_q4_1_acc_ct1), + get_pointer(tile_x_dm_q4_1_acc_ct1), + get_pointer(tile_y_qs_acc_ct1), + get_pointer(tile_y_ds_acc_ct1)); }); }); } @@ -2065,10 +2065,10 @@ static void ggml_mul_mat_q5_0_q8_1_sycl(const void *vx, const void *vy, mul_mat_q5_0( vx, vy, dst, ncols_x, nrows_x, ncols_y, nrows_y, nrows_dst, item_ct1, - tile_x_ql_q5_0_acc_ct1.get_pointer(), - tile_x_d_q5_0_acc_ct1.get_pointer(), - tile_y_qs_acc_ct1.get_pointer(), - tile_y_ds_acc_ct1.get_pointer()); + get_pointer(tile_x_ql_q5_0_acc_ct1), + get_pointer(tile_x_d_q5_0_acc_ct1), + get_pointer(tile_y_qs_acc_ct1), + get_pointer(tile_y_ds_acc_ct1)); }); }); } @@ -2100,10 +2100,10 @@ static void ggml_mul_mat_q5_0_q8_1_sycl(const void *vx, const void *vy, mul_mat_q5_0( vx, vy, dst, ncols_x, nrows_x, ncols_y, nrows_y, nrows_dst, item_ct1, - tile_x_ql_q5_0_acc_ct1.get_pointer(), - tile_x_d_q5_0_acc_ct1.get_pointer(), - tile_y_qs_acc_ct1.get_pointer(), - tile_y_ds_acc_ct1.get_pointer()); + get_pointer(tile_x_ql_q5_0_acc_ct1), + get_pointer(tile_x_d_q5_0_acc_ct1), + get_pointer(tile_y_qs_acc_ct1), + get_pointer(tile_y_ds_acc_ct1)); }); }); } @@ -2180,10 +2180,10 @@ static void ggml_mul_mat_q5_1_q8_1_sycl(const void *vx, const void *vy, mul_mat_q5_1( vx, vy, dst, ncols_x, nrows_x, ncols_y, nrows_y, nrows_dst, item_ct1, - tile_x_ql_q5_1_acc_ct1.get_pointer(), - tile_x_dm_q5_1_acc_ct1.get_pointer(), - tile_y_qs_acc_ct1.get_pointer(), - tile_y_ds_acc_ct1.get_pointer()); + get_pointer(tile_x_ql_q5_1_acc_ct1), + get_pointer(tile_x_dm_q5_1_acc_ct1), + get_pointer(tile_y_qs_acc_ct1), + get_pointer(tile_y_ds_acc_ct1)); }); }); } @@ -2215,10 +2215,10 @@ static void ggml_mul_mat_q5_1_q8_1_sycl(const void *vx, const void *vy, mul_mat_q5_1( vx, vy, dst, ncols_x, nrows_x, ncols_y, nrows_y, nrows_dst, item_ct1, - tile_x_ql_q5_1_acc_ct1.get_pointer(), - tile_x_dm_q5_1_acc_ct1.get_pointer(), - tile_y_qs_acc_ct1.get_pointer(), - tile_y_ds_acc_ct1.get_pointer()); + get_pointer(tile_x_ql_q5_1_acc_ct1), + get_pointer(tile_x_dm_q5_1_acc_ct1), + get_pointer(tile_y_qs_acc_ct1), + get_pointer(tile_y_ds_acc_ct1)); }); }); } @@ -2295,10 +2295,10 @@ static void ggml_mul_mat_q8_0_q8_1_sycl(const void *vx, const void *vy, mul_mat_q8_0( vx, vy, dst, ncols_x, nrows_x, ncols_y, nrows_y, nrows_dst, item_ct1, - tile_x_qs_q8_0_acc_ct1.get_pointer(), - tile_x_d_q8_0_acc_ct1.get_pointer(), - tile_y_qs_acc_ct1.get_pointer(), - tile_y_ds_acc_ct1.get_pointer()); + get_pointer(tile_x_qs_q8_0_acc_ct1), + get_pointer(tile_x_d_q8_0_acc_ct1), + get_pointer(tile_y_qs_acc_ct1), + get_pointer(tile_y_ds_acc_ct1)); }); }); } @@ -2330,10 +2330,10 @@ static void ggml_mul_mat_q8_0_q8_1_sycl(const void *vx, const void *vy, mul_mat_q8_0( vx, vy, dst, ncols_x, nrows_x, ncols_y, nrows_y, nrows_dst, item_ct1, - tile_x_qs_q8_0_acc_ct1.get_pointer(), - tile_x_d_q8_0_acc_ct1.get_pointer(), - tile_y_qs_acc_ct1.get_pointer(), - tile_y_ds_acc_ct1.get_pointer()); + get_pointer(tile_x_qs_q8_0_acc_ct1), + get_pointer(tile_x_d_q8_0_acc_ct1), + get_pointer(tile_y_qs_acc_ct1), + get_pointer(tile_y_ds_acc_ct1)); }); }); } @@ -2412,11 +2412,11 @@ static void ggml_mul_mat_q2_K_q8_1_sycl(const void *vx, const void *vy, mul_mat_q2_K( vx, vy, dst, ncols_x, nrows_x, ncols_y, nrows_y, nrows_dst, item_ct1, - tile_x_ql_q2_K_acc_ct1.get_pointer(), - tile_x_dm_q2_K_acc_ct1.get_pointer(), - tile_x_sc_q2_K_acc_ct1.get_pointer(), - tile_y_qs_acc_ct1.get_pointer(), - tile_y_ds_acc_ct1.get_pointer()); + get_pointer(tile_x_ql_q2_K_acc_ct1), + get_pointer(tile_x_dm_q2_K_acc_ct1), + get_pointer(tile_x_sc_q2_K_acc_ct1), + get_pointer(tile_y_qs_acc_ct1), + get_pointer(tile_y_ds_acc_ct1)); }); }); } @@ -2450,11 +2450,11 @@ static void ggml_mul_mat_q2_K_q8_1_sycl(const void *vx, const void *vy, mul_mat_q2_K( vx, vy, dst, ncols_x, nrows_x, ncols_y, nrows_y, nrows_dst, item_ct1, - tile_x_ql_q2_K_acc_ct1.get_pointer(), - tile_x_dm_q2_K_acc_ct1.get_pointer(), - tile_x_sc_q2_K_acc_ct1.get_pointer(), - tile_y_qs_acc_ct1.get_pointer(), - tile_y_ds_acc_ct1.get_pointer()); + get_pointer(tile_x_ql_q2_K_acc_ct1), + get_pointer(tile_x_dm_q2_K_acc_ct1), + get_pointer(tile_x_sc_q2_K_acc_ct1), + get_pointer(tile_y_qs_acc_ct1), + get_pointer(tile_y_ds_acc_ct1)); }); }); } @@ -2537,12 +2537,12 @@ static void ggml_mul_mat_q3_K_q8_1_sycl(const void *vx, const void *vy, mul_mat_q3_K( vx, vy, dst, ncols_x, nrows_x, ncols_y, nrows_y, nrows_dst, item_ct1, - tile_x_ql_q3_K_acc_ct1.get_pointer(), - tile_x_dm_q3_K_acc_ct1.get_pointer(), - tile_x_qh_q3_K_acc_ct1.get_pointer(), - tile_x_sc_q3_K_acc_ct1.get_pointer(), - tile_y_qs_acc_ct1.get_pointer(), - tile_y_ds_acc_ct1.get_pointer()); + get_pointer(tile_x_ql_q3_K_acc_ct1), + get_pointer(tile_x_dm_q3_K_acc_ct1), + get_pointer(tile_x_qh_q3_K_acc_ct1), + get_pointer(tile_x_sc_q3_K_acc_ct1), + get_pointer(tile_y_qs_acc_ct1), + get_pointer(tile_y_ds_acc_ct1)); }); }); } @@ -2578,12 +2578,12 @@ static void ggml_mul_mat_q3_K_q8_1_sycl(const void *vx, const void *vy, mul_mat_q3_K( vx, vy, dst, ncols_x, nrows_x, ncols_y, nrows_y, nrows_dst, item_ct1, - tile_x_ql_q3_K_acc_ct1.get_pointer(), - tile_x_dm_q3_K_acc_ct1.get_pointer(), - tile_x_qh_q3_K_acc_ct1.get_pointer(), - tile_x_sc_q3_K_acc_ct1.get_pointer(), - tile_y_qs_acc_ct1.get_pointer(), - tile_y_ds_acc_ct1.get_pointer()); + get_pointer(tile_x_ql_q3_K_acc_ct1), + get_pointer(tile_x_dm_q3_K_acc_ct1), + get_pointer(tile_x_qh_q3_K_acc_ct1), + get_pointer(tile_x_sc_q3_K_acc_ct1), + get_pointer(tile_y_qs_acc_ct1), + get_pointer(tile_y_ds_acc_ct1)); }); }); } @@ -2663,11 +2663,11 @@ static void ggml_mul_mat_q4_K_q8_1_sycl(const void *vx, const void *vy, mul_mat_q4_K( vx, vy, dst, ncols_x, nrows_x, ncols_y, nrows_y, nrows_dst, item_ct1, - tile_x_ql_q4_K_acc_ct1.get_pointer(), - tile_x_dm_q4_K_acc_ct1.get_pointer(), - tile_x_sc_q4_K_acc_ct1.get_pointer(), - tile_y_qs_acc_ct1.get_pointer(), - tile_y_ds_acc_ct1.get_pointer()); + get_pointer(tile_x_ql_q4_K_acc_ct1), + get_pointer(tile_x_dm_q4_K_acc_ct1), + get_pointer(tile_x_sc_q4_K_acc_ct1), + get_pointer(tile_y_qs_acc_ct1), + get_pointer(tile_y_ds_acc_ct1)); }); }); } @@ -2701,11 +2701,11 @@ static void ggml_mul_mat_q4_K_q8_1_sycl(const void *vx, const void *vy, mul_mat_q4_K( vx, vy, dst, ncols_x, nrows_x, ncols_y, nrows_y, nrows_dst, item_ct1, - tile_x_ql_q4_K_acc_ct1.get_pointer(), - tile_x_dm_q4_K_acc_ct1.get_pointer(), - tile_x_sc_q4_K_acc_ct1.get_pointer(), - tile_y_qs_acc_ct1.get_pointer(), - tile_y_ds_acc_ct1.get_pointer()); + get_pointer(tile_x_ql_q4_K_acc_ct1), + get_pointer(tile_x_dm_q4_K_acc_ct1), + get_pointer(tile_x_sc_q4_K_acc_ct1), + get_pointer(tile_y_qs_acc_ct1), + get_pointer(tile_y_ds_acc_ct1)); }); }); } @@ -2784,11 +2784,11 @@ static void ggml_mul_mat_q5_K_q8_1_sycl(const void *vx, const void *vy, mul_mat_q5_K( vx, vy, dst, ncols_x, nrows_x, ncols_y, nrows_y, nrows_dst, item_ct1, - tile_x_ql_q5_K_acc_ct1.get_pointer(), - tile_x_dm_q5_K_acc_ct1.get_pointer(), - tile_x_sc_q5_K_acc_ct1.get_pointer(), - tile_y_qs_acc_ct1.get_pointer(), - tile_y_ds_acc_ct1.get_pointer()); + get_pointer(tile_x_ql_q5_K_acc_ct1), + get_pointer(tile_x_dm_q5_K_acc_ct1), + get_pointer(tile_x_sc_q5_K_acc_ct1), + get_pointer(tile_y_qs_acc_ct1), + get_pointer(tile_y_ds_acc_ct1)); }); }); } @@ -2822,11 +2822,11 @@ static void ggml_mul_mat_q5_K_q8_1_sycl(const void *vx, const void *vy, mul_mat_q5_K( vx, vy, dst, ncols_x, nrows_x, ncols_y, nrows_y, nrows_dst, item_ct1, - tile_x_ql_q5_K_acc_ct1.get_pointer(), - tile_x_dm_q5_K_acc_ct1.get_pointer(), - tile_x_sc_q5_K_acc_ct1.get_pointer(), - tile_y_qs_acc_ct1.get_pointer(), - tile_y_ds_acc_ct1.get_pointer()); + get_pointer(tile_x_ql_q5_K_acc_ct1), + get_pointer(tile_x_dm_q5_K_acc_ct1), + get_pointer(tile_x_sc_q5_K_acc_ct1), + get_pointer(tile_y_qs_acc_ct1), + get_pointer(tile_y_ds_acc_ct1)); }); }); } @@ -2905,11 +2905,11 @@ static void ggml_mul_mat_q6_K_q8_1_sycl(const void *vx, const void *vy, mul_mat_q6_K( vx, vy, dst, ncols_x, nrows_x, ncols_y, nrows_y, nrows_dst, item_ct1, - tile_x_ql_acc_ct1.get_pointer(), - tile_x_dm_acc_ct1.get_pointer(), - tile_x_sc_acc_ct1.get_pointer(), - tile_y_qs_acc_ct1.get_pointer(), - tile_y_ds_acc_ct1.get_pointer()); + get_pointer(tile_x_ql_acc_ct1), + get_pointer(tile_x_dm_acc_ct1), + get_pointer(tile_x_sc_acc_ct1), + get_pointer(tile_y_qs_acc_ct1), + get_pointer(tile_y_ds_acc_ct1)); }); }); } @@ -2943,11 +2943,11 @@ static void ggml_mul_mat_q6_K_q8_1_sycl(const void *vx, const void *vy, mul_mat_q6_K( vx, vy, dst, ncols_x, nrows_x, ncols_y, nrows_y, nrows_dst, item_ct1, - tile_x_ql_acc_ct1.get_pointer(), - tile_x_dm_acc_ct1.get_pointer(), - tile_x_sc_acc_ct1.get_pointer(), - tile_y_qs_acc_ct1.get_pointer(), - tile_y_ds_acc_ct1.get_pointer()); + get_pointer(tile_x_ql_acc_ct1), + get_pointer(tile_x_dm_acc_ct1), + get_pointer(tile_x_sc_acc_ct1), + get_pointer(tile_y_qs_acc_ct1), + get_pointer(tile_y_ds_acc_ct1)); }); }); } diff --git a/ggml/src/ggml-sycl/norm.cpp b/ggml/src/ggml-sycl/norm.cpp index e0c5dfeca96ca..cccf87d069a31 100644 --- a/ggml/src/ggml-sycl/norm.cpp +++ b/ggml/src/ggml-sycl/norm.cpp @@ -218,7 +218,7 @@ static void norm_f32_sycl(const float* x, float* dst, const int ncols, [=](sycl::nd_item<3> item_ct1) [[intel::reqd_sub_group_size(WARP_SIZE)]] { norm_f32(x, dst, ncols, eps, item_ct1, - s_sum_acc_ct1.get_pointer(), work_group_size); + get_pointer(s_sum_acc_ct1), work_group_size); }); }); } @@ -265,7 +265,7 @@ static void group_norm_f32_sycl(const float* x, float* dst, [[intel::reqd_sub_group_size(WARP_SIZE)]] { group_norm_f32(x, dst, group_size, ne_elements, eps_ct4, item_ct1, - s_sum_acc_ct1.get_pointer(), work_group_size); + get_pointer(s_sum_acc_ct1), work_group_size); }); }); } @@ -306,7 +306,7 @@ static void rms_norm_f32_sycl(const float* x, float* dst, const int ncols, [=](sycl::nd_item<3> item_ct1) [[intel::reqd_sub_group_size(WARP_SIZE)]] { rms_norm_f32(x, dst, ncols, eps, item_ct1, - s_sum_acc_ct1.get_pointer(), work_group_size); + get_pointer(s_sum_acc_ct1), work_group_size); }); }); } diff --git a/ggml/src/ggml-sycl/softmax.cpp b/ggml/src/ggml-sycl/softmax.cpp index e624b6ba31b0d..c5d9a837eb794 100644 --- a/ggml/src/ggml-sycl/softmax.cpp +++ b/ggml/src/ggml-sycl/softmax.cpp @@ -136,7 +136,7 @@ static void soft_max_f32_submitter(const float * x, const float * mask, float * soft_max_f32(x, mask, dst, ncols_par, nrows_y, scale, max_bias, m0, m1, n_head_log2, item_ct1, - local_buf_acc.get_pointer()); + get_pointer(local_buf_acc)); }); }); } From dd07a123b79f9bd9e8a4ba0447427b3083e9347a Mon Sep 17 00:00:00 2001 From: Clint Herron Date: Wed, 10 Jul 2024 12:35:18 -0400 Subject: [PATCH 27/46] Name Migration: Build the deprecation-warning 'main' binary every time (#8404) * Modify the deprecation-warning 'main' binary to build every time, instead of only when a legacy binary is present. This is to help users of tutorials and other instruction sets from knowing what to do when the 'main' binary is missing and they are trying to follow instructions. * Adjusting 'server' name-deprecation binary to build all the time, similar to the 'main' legacy name binary. --- Makefile | 24 ++++++++---------------- 1 file changed, 8 insertions(+), 16 deletions(-) diff --git a/Makefile b/Makefile index 68197fef80019..668b38b99c312 100644 --- a/Makefile +++ b/Makefile @@ -1513,15 +1513,17 @@ llama-q8dot: pocs/vdot/q8dot.cpp ggml/src/ggml.o \ # Mark legacy binary targets as .PHONY so that they are always checked. .PHONY: main quantize perplexity embedding server finetune +# NOTE: We currently will always build the deprecation-warning `main` and `server` binaries to help users migrate. +# Eventually we will want to remove these target from building all the time. main: examples/deprecation-warning/deprecation-warning.cpp -ifneq (,$(wildcard main)) $(CXX) $(CXXFLAGS) -c $< -o $(call GET_OBJ_FILE, $<) $(CXX) $(CXXFLAGS) $(filter-out $<,$^) $(call GET_OBJ_FILE, $<) -o $@ $(LDFLAGS) - @echo "#########" - @echo "WARNING: The 'main' binary is deprecated. Please use 'llama-cli' instead." - @echo " Remove the 'main' binary to remove this warning." - @echo "#########" -endif + @echo "NOTICE: The 'main' binary is deprecated. Please use 'llama-cli' instead." + +server: examples/deprecation-warning/deprecation-warning.cpp + $(CXX) $(CXXFLAGS) -c $< -o $(call GET_OBJ_FILE, $<) + $(CXX) $(CXXFLAGS) $(filter-out %.h $<,$^) $(call GET_OBJ_FILE, $<) -o $@ $(LDFLAGS) + @echo "NOTICE: The 'server' binary is deprecated. Please use 'llama-server' instead." quantize: examples/deprecation-warning/deprecation-warning.cpp ifneq (,$(wildcard quantize)) @@ -1553,16 +1555,6 @@ ifneq (,$(wildcard embedding)) @echo "#########" endif -server: examples/deprecation-warning/deprecation-warning.cpp -ifneq (,$(wildcard server)) - $(CXX) $(CXXFLAGS) -c $< -o $(call GET_OBJ_FILE, $<) - $(CXX) $(CXXFLAGS) $(filter-out %.h $<,$^) $(call GET_OBJ_FILE, $<) -o $@ $(LDFLAGS) - @echo "#########" - @echo "WARNING: The 'server' binary is deprecated. Please use 'llama-server' instead." - @echo " Remove the 'server' binary to remove this warning." - @echo "#########" -endif - finetune: examples/deprecation-warning/deprecation-warning.cpp ifneq (,$(wildcard finetune)) $(CXX) $(CXXFLAGS) -c $< -o $(call GET_OBJ_FILE, $<) From 278d0e18469aacf505be18ce790a63c7cc31be26 Mon Sep 17 00:00:00 2001 From: Clint Herron Date: Wed, 10 Jul 2024 20:08:17 -0400 Subject: [PATCH 28/46] Initialize default slot sampling parameters from the global context. (#8418) --- examples/server/server.cpp | 2 ++ 1 file changed, 2 insertions(+) diff --git a/examples/server/server.cpp b/examples/server/server.cpp index 8feff67029da1..efd426289a54c 100644 --- a/examples/server/server.cpp +++ b/examples/server/server.cpp @@ -737,6 +737,8 @@ struct server_context { slot.ga_n = ga_n; slot.ga_w = ga_w; + slot.sparams = params.sparams; + slot.reset(); slots.push_back(slot); From 7a221b672e49dfae459b1af27210ba3f2b5419b6 Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Thu, 11 Jul 2024 10:21:30 +0300 Subject: [PATCH 29/46] llama : use F32 precision in Qwen2 attention and no FA (#8412) --- src/llama.cpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/llama.cpp b/src/llama.cpp index b19d786e23643..ed77ed918e554 100644 --- a/src/llama.cpp +++ b/src/llama.cpp @@ -8134,7 +8134,7 @@ static struct ggml_tensor * llm_build_kqv( struct ggml_tensor * kq = ggml_mul_mat(ctx, k, q); cb(kq, "kq", il); - if (model.arch == LLM_ARCH_PHI2 || model.arch == LLM_ARCH_PHI3 || model.arch == LLM_ARCH_GPTNEOX) { + if (model.arch == LLM_ARCH_PHI2 || model.arch == LLM_ARCH_PHI3 || model.arch == LLM_ARCH_GPTNEOX || model.arch == LLM_ARCH_QWEN2) { // for this arch, we need to perform the KQ multiplication with F32 precision, otherwise we get NaNs // ref: https://github.com/ggerganov/llama.cpp/pull/4490#issuecomment-1859055847 ggml_mul_mat_set_prec(kq, GGML_PREC_F32); From 9a55ffe6fbf7f19c865f8f277ca7cd585cc0b094 Mon Sep 17 00:00:00 2001 From: compilade Date: Thu, 11 Jul 2024 03:41:48 -0400 Subject: [PATCH 30/46] tokenize : add --no-parse-special option (#8423) This should allow more easily explaining how parse_special affects tokenization. --- examples/tokenize/tokenize.cpp | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/examples/tokenize/tokenize.cpp b/examples/tokenize/tokenize.cpp index 0180c87d863bf..2afb6024ce1bf 100644 --- a/examples/tokenize/tokenize.cpp +++ b/examples/tokenize/tokenize.cpp @@ -29,6 +29,7 @@ static void print_usage_information(const char * argv0, FILE * stream) { fprintf(stream, " -p PROMPT, --prompt PROMPT read prompt from the argument.\n"); fprintf(stream, " --stdin read prompt from standard input.\n"); fprintf(stream, " --no-bos do not ever add a BOS token to the prompt, even if normally the model uses a BOS token.\n"); + fprintf(stream, " --no-parse-special do not parse control tokens.\n"); fprintf(stream, " --log-disable disable logs. Makes stderr quiet when loading the model.\n"); fprintf(stream, " --show-count print the total number of tokens.\n"); } @@ -195,6 +196,7 @@ int main(int raw_argc, char ** raw_argv) { // variables where to put any arguments we see. bool printing_ids = false; bool no_bos = false; + bool no_parse_special = false; bool disable_logging = false; bool show_token_count = false; const char * model_path = NULL; @@ -229,6 +231,9 @@ int main(int raw_argc, char ** raw_argv) { else if (arg == "--no-bos") { no_bos = true; } + else if (arg == "--no-parse-special") { + no_parse_special = true; + } else if (arg == "-p" || arg == "--prompt") { if (prompt_set) { fprintf(stderr, "Error: -p or --prompt specified multiple times.\n"); @@ -359,9 +364,10 @@ int main(int raw_argc, char ** raw_argv) { const bool model_wants_add_bos = llama_should_add_bos_token(model); const bool add_bos = model_wants_add_bos && !no_bos; + const bool parse_special = !no_parse_special; std::vector tokens; - tokens = ::llama_tokenize(model, prompt, add_bos, true); + tokens = ::llama_tokenize(model, prompt, add_bos, parse_special); if (printing_ids) { printf("["); From a977c115448e40856fb9cbe3ceb6d8ce802553b0 Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Thu, 11 Jul 2024 11:20:40 +0300 Subject: [PATCH 31/46] gitignore : deprecated binaries --- .gitignore | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/.gitignore b/.gitignore index 4866f612277f7..7c7dee0c607aa 100644 --- a/.gitignore +++ b/.gitignore @@ -61,6 +61,11 @@ llama-batched-swift out/ tmp/ +# Deprecated + +/main +/server + # CI !.github/workflows/*.yml From 808aba39161e5d7ca2ff24110b5aa14d2e536988 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Johannes=20G=C3=A4=C3=9Fler?= Date: Thu, 11 Jul 2024 16:47:47 +0200 Subject: [PATCH 32/46] CUDA: optimize and refactor MMQ (#8416) * CUDA: optimize and refactor MMQ * explicit q8_1 memory layouts, add documentation --- ggml/src/ggml-cuda/mma.cuh | 4 + ggml/src/ggml-cuda/mmq.cuh | 1319 +++++++++++++++++-------------- ggml/src/ggml-cuda/quantize.cu | 107 ++- ggml/src/ggml-cuda/quantize.cuh | 6 +- ggml/src/ggml-cuda/vecdotq.cuh | 72 +- 5 files changed, 844 insertions(+), 664 deletions(-) diff --git a/ggml/src/ggml-cuda/mma.cuh b/ggml/src/ggml-cuda/mma.cuh index 5d87dd8e64c0a..a452a3cc3d152 100644 --- a/ggml/src/ggml-cuda/mma.cuh +++ b/ggml/src/ggml-cuda/mma.cuh @@ -70,6 +70,10 @@ struct mma_int_A_I16K8 { } #endif // defined(INT8_MMA_AVAILABLE) } + + __device__ __forceinline__ void load_low(const int * __restrict__ xs0, const int & stride) { + ((mma_int_A_I16K4 *) x)[0].load(xs0, stride); + } }; struct mma_int_B_J8K4 { diff --git a/ggml/src/ggml-cuda/mmq.cuh b/ggml/src/ggml-cuda/mmq.cuh index 118e34d2847fc..51c44d857a490 100644 --- a/ggml/src/ggml-cuda/mmq.cuh +++ b/ggml/src/ggml-cuda/mmq.cuh @@ -8,18 +8,70 @@ #include #define MMQ_DP4A_MAX_BATCH_SIZE 64 // Max. batch size to use for dp4a MMQ kernels when FP16 tensor cores are available. +#define MMQ_ITER_K 256 +#define MMQ_NWARPS 8 typedef void (*load_tiles_mmq_t)(const char * __restrict__ x, int * x_tile, const int & kbx0, const int & i_max, const int & stride); -typedef void (*vec_dot_mmq_t)(const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0); +typedef void (*vec_dot_mmq_t)(const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00); typedef void (*mmq_write_back_t)(const float * __restrict__ sum, float * __restrict__ dst, const int & stride, const int & i_max, const int & j_max); +enum mmq_q8_1_ds_layout { + MMQ_Q8_1_DS_LAYOUT_D4, + MMQ_Q8_1_DS_LAYOUT_DS4, + MMQ_Q8_1_DS_LAYOUT_D2S6, +}; + struct block_q8_1_mmq { - half2 ds[4]; - int8_t qs[4*QK8_1]; + // The y float data is converted to a data layout that can simply be copied to shared memory as a contiguous block. + // The y float data is first grouped as blocks of 128 values. + // These blocks are then treated as individual data values and transposed. + // + // To avoid shared memory bank conflicts each block is padded with 16 bytes. + // This padding is also used to store block scales/partial sums. + // The scales multiplied with the quantized data are equal to the unquantized values. + // The partial sums are obtained by summing up a subgroup of the contained values (prior to quantization) + // and are only needed for performance reasons. + // + // The exact data stored depends on the x data type. + union { + float d4[4]; // 1 32 bit scale per 32 values, stored as d0,d1,d2,d3 + half2 ds4[4]; // 1 16 bit scale + 1 16 bit partial sum per 32 values, stored as d0,s0,d1,s1,d2,s2,d3,s3 + half d2s6[8]; // 1 16 bit scale per 64 values + 1 16 bit partial sum per 16 values for the first 96 values, + // stored as d0,d1,s1,s2,s3,s4,s5 + }; + int8_t qs[4*QK8_1]; // 128 values quantized to 8 bit each }; static_assert(sizeof(block_q8_1_mmq) == 4*QK8_1 + 4*sizeof(half2), "Unexpected block_q8_1_mmq size"); static_assert(sizeof(block_q8_1_mmq) == 4*sizeof(block_q8_1), "Unexpected block_q8_1_mmq size"); +static mmq_q8_1_ds_layout mmq_get_q8_1_ds_layout(const ggml_type type_x) { + switch (type_x) { + case GGML_TYPE_Q4_0: + case GGML_TYPE_Q4_1: + return MMQ_Q8_1_DS_LAYOUT_DS4; + case GGML_TYPE_Q5_0: + return MMQ_Q8_1_DS_LAYOUT_D4; + case GGML_TYPE_Q5_1: + return MMQ_Q8_1_DS_LAYOUT_DS4; + case GGML_TYPE_Q8_0: + return MMQ_Q8_1_DS_LAYOUT_D4; + case GGML_TYPE_Q2_K: + return MMQ_Q8_1_DS_LAYOUT_D2S6; + case GGML_TYPE_Q3_K: + return MMQ_Q8_1_DS_LAYOUT_D4; + case GGML_TYPE_Q4_K: + case GGML_TYPE_Q5_K: + return MMQ_Q8_1_DS_LAYOUT_DS4; + case GGML_TYPE_Q6_K: + case GGML_TYPE_IQ4_XS: + case GGML_TYPE_IQ4_NL: + return MMQ_Q8_1_DS_LAYOUT_D4; + default: + GGML_ASSERT(false); + break; + } +} + struct tile_x_sizes { int qs; int dm; @@ -79,49 +131,46 @@ static constexpr __device__ int get_mmq_y_device() { #endif // defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__) } -#define MMQ_DP4A_TXS_Q4_0 tile_x_sizes{mmq_y*WARP_SIZE + mmq_y, mmq_y*WARP_SIZE/QI4_0 + mmq_y/QI4_0, 0} -#define MMQ_DP4A_TXS_Q4_1 tile_x_sizes{mmq_y*WARP_SIZE + mmq_y, mmq_y*WARP_SIZE/QI4_1 + mmq_y/QI4_1, 0} -#define MMQ_DP4A_TXS_Q5_0 tile_x_sizes{mmq_y*WARP_SIZE*2 + mmq_y, mmq_y*WARP_SIZE/QI5_0 + mmq_y/QI5_0, 0} -#define MMQ_DP4A_TXS_Q5_1 tile_x_sizes{mmq_y*WARP_SIZE*2 + mmq_y, mmq_y*WARP_SIZE/QI5_1 + mmq_y/QI5_1, 0} -#define MMQ_DP4A_TXS_Q8_0 tile_x_sizes{mmq_y*WARP_SIZE + mmq_y, mmq_y*WARP_SIZE/QI8_0 + mmq_y/QI8_0, 0} -#define MMQ_DP4A_TXS_Q2_K tile_x_sizes{mmq_y*WARP_SIZE + mmq_y, mmq_y*WARP_SIZE + mmq_y, 0} -#define MMQ_DP4A_TXS_Q3_K tile_x_sizes{mmq_y*WARP_SIZE*2 + mmq_y, mmq_y*WARP_SIZE/QI3_K + mmq_y/QI3_K, mmq_y*WARP_SIZE/4 + mmq_y/4} -#define MMQ_DP4A_TXS_Q4_K tile_x_sizes{mmq_y*WARP_SIZE + mmq_y, mmq_y*WARP_SIZE/QI4_K + mmq_y/QI4_K, mmq_y*WARP_SIZE/8 + mmq_y/8} -#define MMQ_DP4A_TXS_Q5_K tile_x_sizes{mmq_y*WARP_SIZE*2 + mmq_y, mmq_y*WARP_SIZE/QI5_K + mmq_y/QI5_K, mmq_y*WARP_SIZE/8 + mmq_y/8} -#define MMQ_DP4A_TXS_Q6_K tile_x_sizes{mmq_y*WARP_SIZE*2 + mmq_y, mmq_y*WARP_SIZE/QI6_K + mmq_y/QI6_K, mmq_y*WARP_SIZE/8 + mmq_y/8} +#define MMQ_DP4A_TXS_Q4_0 tile_x_sizes{mmq_y*WARP_SIZE + mmq_y, mmq_y*WARP_SIZE/QI4_0 + mmq_y/QI4_0, 0} +#define MMQ_DP4A_TXS_Q4_1 tile_x_sizes{mmq_y*WARP_SIZE + mmq_y, mmq_y*WARP_SIZE/QI4_1 + mmq_y/QI4_1, 0} +#define MMQ_DP4A_TXS_Q8_0 tile_x_sizes{mmq_y*WARP_SIZE*2 + mmq_y, mmq_y*WARP_SIZE*2/QI8_0 + mmq_y/(QI8_0/2), 0} +#define MMQ_DP4A_TXS_Q8_1 tile_x_sizes{mmq_y*WARP_SIZE*2 + mmq_y, mmq_y*WARP_SIZE*2/QI8_1 + mmq_y/(QI8_1/2), 0} +#define MMQ_DP4A_TXS_Q2_K tile_x_sizes{mmq_y*WARP_SIZE*2 + mmq_y, mmq_y*WARP_SIZE + mmq_y, 0} +#define MMQ_DP4A_TXS_Q3_K tile_x_sizes{mmq_y*WARP_SIZE*2 + mmq_y, mmq_y, mmq_y*WARP_SIZE/8 + mmq_y/8} +#define MMQ_DP4A_TXS_Q4_K tile_x_sizes{mmq_y*WARP_SIZE + mmq_y, mmq_y*WARP_SIZE/QI4_K + mmq_y/QI4_K, mmq_y*WARP_SIZE/8 + mmq_y/8} +#define MMQ_DP4A_TXS_Q5_K tile_x_sizes{mmq_y*WARP_SIZE*2 + mmq_y, mmq_y*WARP_SIZE/QI5_K + mmq_y/QI5_K, mmq_y*WARP_SIZE/8 + mmq_y/8} +#define MMQ_DP4A_TXS_Q6_K tile_x_sizes{mmq_y*WARP_SIZE*2 + mmq_y, mmq_y*WARP_SIZE/QI6_K + mmq_y/QI6_K, mmq_y*WARP_SIZE/8 + mmq_y/8} static constexpr __host__ __device__ tile_x_sizes mmq_get_dp4a_tile_x_sizes(ggml_type type, int mmq_y) { return type == GGML_TYPE_Q4_0 ? MMQ_DP4A_TXS_Q4_0 : type == GGML_TYPE_Q4_1 ? MMQ_DP4A_TXS_Q4_1 : - type == GGML_TYPE_Q5_0 ? MMQ_DP4A_TXS_Q5_0 : - type == GGML_TYPE_Q5_1 ? MMQ_DP4A_TXS_Q5_1 : + type == GGML_TYPE_Q5_0 ? MMQ_DP4A_TXS_Q8_0 : + type == GGML_TYPE_Q5_1 ? MMQ_DP4A_TXS_Q8_1 : type == GGML_TYPE_Q8_0 ? MMQ_DP4A_TXS_Q8_0 : type == GGML_TYPE_Q2_K ? MMQ_DP4A_TXS_Q2_K : type == GGML_TYPE_Q3_K ? MMQ_DP4A_TXS_Q3_K : type == GGML_TYPE_Q4_K ? MMQ_DP4A_TXS_Q4_K : type == GGML_TYPE_Q5_K ? MMQ_DP4A_TXS_Q5_K : type == GGML_TYPE_Q6_K ? MMQ_DP4A_TXS_Q6_K : - type == GGML_TYPE_IQ4_XS ? MMQ_DP4A_TXS_Q5_0 : - type == GGML_TYPE_IQ4_NL ? MMQ_DP4A_TXS_Q5_0 : + type == GGML_TYPE_IQ4_XS ? MMQ_DP4A_TXS_Q8_0 : + type == GGML_TYPE_IQ4_NL ? MMQ_DP4A_TXS_Q8_0 : tile_x_sizes{0, 0, 0}; } -#define MMQ_MMA_TILE_X_K_Q4_0 (1*WARP_SIZE + WARP_SIZE/QI4_0 + 4) -#define MMQ_MMA_TILE_X_K_Q4_1 (1*WARP_SIZE + WARP_SIZE/QI4_1 + 4) -#define MMQ_MMA_TILE_X_K_Q5_0 (2*WARP_SIZE + WARP_SIZE/QI5_0 + 4) -#define MMQ_MMA_TILE_X_K_Q5_1 (2*WARP_SIZE + WARP_SIZE/QI5_1 + 4) -#define MMQ_MMA_TILE_X_K_Q8_0 (1*WARP_SIZE + WARP_SIZE/QI8_0 + 0) -#define MMQ_MMA_TILE_X_K_Q2_K (1*WARP_SIZE + WARP_SIZE + 4) -#define MMQ_MMA_TILE_X_K_Q3_K (2*WARP_SIZE + WARP_SIZE/QI3_K + WARP_SIZE/4 + 2) -#define MMQ_MMA_TILE_X_K_Q4_K (1*WARP_SIZE + WARP_SIZE/QI4_K + WARP_SIZE/8 + 7) -#define MMQ_MMA_TILE_X_K_Q5_K (2*WARP_SIZE + WARP_SIZE/QI5_K + WARP_SIZE/8 + 7) -#define MMQ_MMA_TILE_X_K_Q6_K (2*WARP_SIZE + WARP_SIZE/QI6_K + WARP_SIZE/8 + 7) +#define MMQ_MMA_TILE_X_K_Q4_0 (1*WARP_SIZE + WARP_SIZE/QI4_0 + 4) +#define MMQ_MMA_TILE_X_K_Q4_1 (1*WARP_SIZE + WARP_SIZE/QI4_1 + 4) +#define MMQ_MMA_TILE_X_K_Q8_0 (2*WARP_SIZE + 2*WARP_SIZE/QI8_0 + 4) +#define MMQ_MMA_TILE_X_K_Q8_1 (2*WARP_SIZE + 2*WARP_SIZE/QI8_0 + 4) +#define MMQ_MMA_TILE_X_K_Q2_K (2*WARP_SIZE + WARP_SIZE + 4) +#define MMQ_MMA_TILE_X_K_Q3_K (2*WARP_SIZE + WARP_SIZE/(2*QI3_K) + WARP_SIZE/8 + 7) +#define MMQ_MMA_TILE_X_K_Q4_K (1*WARP_SIZE + WARP_SIZE/QI4_K + WARP_SIZE/8 + 7) +#define MMQ_MMA_TILE_X_K_Q5_K (2*WARP_SIZE + WARP_SIZE/QI5_K + WARP_SIZE/8 + 7) +#define MMQ_MMA_TILE_X_K_Q6_K (2*WARP_SIZE + WARP_SIZE/QI6_K + WARP_SIZE/8 + 7) static_assert(MMQ_MMA_TILE_X_K_Q4_0 % 8 == 4, "Wrong padding."); static_assert(MMQ_MMA_TILE_X_K_Q4_1 % 8 == 4, "Wrong padding."); -static_assert(MMQ_MMA_TILE_X_K_Q5_0 % 8 == 4, "Wrong padding."); -static_assert(MMQ_MMA_TILE_X_K_Q5_1 % 8 == 4, "Wrong padding."); static_assert(MMQ_MMA_TILE_X_K_Q8_0 % 8 == 4, "Wrong padding."); +static_assert(MMQ_MMA_TILE_X_K_Q8_1 % 8 == 4, "Wrong padding."); static_assert(MMQ_MMA_TILE_X_K_Q2_K % 8 == 4, "Wrong padding."); static_assert(MMQ_MMA_TILE_X_K_Q3_K % 8 == 4, "Wrong padding."); static_assert(MMQ_MMA_TILE_X_K_Q4_K % 8 == 4, "Wrong padding."); @@ -131,21 +180,20 @@ static_assert(MMQ_MMA_TILE_X_K_Q6_K % 8 == 4, "Wrong padding."); static constexpr __host__ __device__ int mmq_get_mma_tile_x_k(ggml_type type) { return type == GGML_TYPE_Q4_0 ? MMQ_MMA_TILE_X_K_Q4_0 : type == GGML_TYPE_Q4_1 ? MMQ_MMA_TILE_X_K_Q4_1 : - type == GGML_TYPE_Q5_0 ? MMQ_MMA_TILE_X_K_Q5_0 : - type == GGML_TYPE_Q5_1 ? MMQ_MMA_TILE_X_K_Q5_1 : + type == GGML_TYPE_Q5_0 ? MMQ_MMA_TILE_X_K_Q8_0 : + type == GGML_TYPE_Q5_1 ? MMQ_MMA_TILE_X_K_Q8_1 : type == GGML_TYPE_Q8_0 ? MMQ_MMA_TILE_X_K_Q8_0 : type == GGML_TYPE_Q2_K ? MMQ_MMA_TILE_X_K_Q2_K : type == GGML_TYPE_Q3_K ? MMQ_MMA_TILE_X_K_Q3_K : type == GGML_TYPE_Q4_K ? MMQ_MMA_TILE_X_K_Q4_K : type == GGML_TYPE_Q5_K ? MMQ_MMA_TILE_X_K_Q5_K : type == GGML_TYPE_Q6_K ? MMQ_MMA_TILE_X_K_Q6_K : - type == GGML_TYPE_IQ4_XS ? MMQ_MMA_TILE_X_K_Q5_0 : - type == GGML_TYPE_IQ4_NL ? MMQ_MMA_TILE_X_K_Q5_0 : + type == GGML_TYPE_IQ4_XS ? MMQ_MMA_TILE_X_K_Q8_0 : + type == GGML_TYPE_IQ4_NL ? MMQ_MMA_TILE_X_K_Q8_0 : 0; } #define MMQ_TILE_Y_K (WARP_SIZE + WARP_SIZE/QI8_1) -#define MMQ_NWARPS 8 static int mmq_get_granularity_host(const int mmq_x, const int cc) { return int8_mma_available(cc) && mmq_x >= 48 ? 16 : 8; @@ -218,7 +266,7 @@ template static __device__ __forceinlin template static __device__ __forceinline__ void vec_dot_q4_0_q8_1_dp4a( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q4_0, mmq_y); const int * x_qs = (const int *) x; @@ -226,34 +274,39 @@ static __device__ __forceinline__ void vec_dot_q4_0_q8_1_dp4a( const int * y_qs = (const int *) y + 4; const half2 * y_ds = (const half2 *) y; +// #pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QR4_0*VDR_Q4_0_Q8_1_MMQ) { + const int k0 = k00 + k01; + #pragma unroll - for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { - const int j = j0 + threadIdx.y; + for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { + const int j = j0 + threadIdx.y; #pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { - const int i = i0 + threadIdx.x; + for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { + const int i = i0 + threadIdx.x; - const int kyqs = k0 % (QI8_1/2) + QI8_1 * (k0 / (QI8_1/2)); + const int kyqs = QI8_1 * ((k01/2) / (QI8_1/2)) + (k01/2) % (QI8_1/2); - int u[2*VDR_Q4_0_Q8_1_MMQ]; + int u[2*VDR_Q4_0_Q8_1_MMQ]; #pragma unroll - for (int l = 0; l < VDR_Q4_0_Q8_1_MMQ; ++l) { - u[2*l+0] = y_qs[j*MMQ_TILE_Y_K + (kyqs + l) % WARP_SIZE]; - u[2*l+1] = y_qs[j*MMQ_TILE_Y_K + (kyqs + l + QI4_0) % WARP_SIZE]; - } + for (int l = 0; l < VDR_Q4_0_Q8_1_MMQ; ++l) { + u[2*l+0] = y_qs[j*MMQ_TILE_Y_K + kyqs + l]; + u[2*l+1] = y_qs[j*MMQ_TILE_Y_K + kyqs + (l + QI4_0)]; + } - sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q4_0_q8_1_impl - (&x_qs[i*(WARP_SIZE + 1) + k0], u, x_df[i*(WARP_SIZE/QI4_0) + i/QI4_0 + k0/QI4_0], - y_ds[j*MMQ_TILE_Y_K + (2*k0/QI8_1) % (WARP_SIZE/QI8_1)]); + sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q4_0_q8_1_impl + (&x_qs[i*(WARP_SIZE + 1) + k0/QR4_0], u, + x_df[i*(WARP_SIZE/QI4_0) + i/QI4_0 + k0/(QR4_0*QI4_0)], y_ds[j*MMQ_TILE_Y_K + k01/QI8_1]); + } } } } template static __device__ __forceinline__ void vec_dot_q4_0_q8_1_mma( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { #ifdef INT8_MMA_AVAILABLE typedef mma_int_A_I16K8 mma_A; @@ -271,52 +324,60 @@ static __device__ __forceinline__ void vec_dot_q4_0_q8_1_mma( const int * y_qs = (const int *) y + 4; const half2 * y_ds = (const half2 *) y; - mma_A A[ntx]; - float dA[ntx][mma_C::ne/2]; + mma_A A[ntx][4]; + float dA[ntx][mma_C::ne/2][4]; const int i0 = (threadIdx.y / ntx) * (ntx*mma_A::I); #pragma unroll for (int n = 0; n < ntx; ++n) { #pragma unroll - for (int l = 0; l < mma_A::ne; ++l) { - const int i = i0 + n*mma_A::I + mma_A::get_i(l); - const int k = k0 + mma_A::get_k(l) % QI4_0; - const int shift = 4*(mma_A::get_k(l) / QI4_0); + for (int k01 = 0; k01 < WARP_SIZE; k01 += QR4_0*QI4_0) { + const int k0 = k00 + k01; - A[n].x[l] = __vsubss4((x_qs[i*MMQ_MMA_TILE_X_K_Q4_0 + k] >> shift) & 0x0F0F0F0F, 0x08080808); - } +#pragma unroll + for (int l = 0; l < mma_A::ne; ++l) { + const int i = i0 + n*mma_A::I + mma_A::get_i(l); + const int k = k0/QR4_0 + mma_A::get_k(l) % QI4_0; + const int shift = 4*(mma_A::get_k(l) / QI4_0); + + A[n][k01/(QR4_0*QI4_0)].x[l] = __vsubss4((x_qs[i*MMQ_MMA_TILE_X_K_Q4_0 + k] >> shift) & 0x0F0F0F0F, 0x08080808); + } #pragma unroll - for (int l = 0; l < mma_C::ne/2; ++l) { - const int i = i0 + n*mma_C::I + mma_C::get_i(2*l); + for (int l = 0; l < mma_C::ne/2; ++l) { + const int i = i0 + n*mma_C::I + mma_C::get_i(2*l); - dA[n][l] = x_df[i*MMQ_MMA_TILE_X_K_Q4_0 + k0/QI4_0]; + dA[n][l][k01/(QR4_0*QI4_0)] = x_df[i*MMQ_MMA_TILE_X_K_Q4_0 + k0/(QR4_0*QI4_0)]; + } } } #pragma unroll for (int j0 = 0; j0 < mmq_x; j0 += ntx*mma_C::J) { - mma_B B; - float dB[mma_C::ne/2]; +#pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QR4_0*QI4_0) { + mma_B B; + float dB[mma_C::ne/2]; - B.load(y_qs + j0*MMQ_TILE_Y_K + (2*k0) % WARP_SIZE, MMQ_TILE_Y_K); + B.load(y_qs + j0*MMQ_TILE_Y_K + k01, MMQ_TILE_Y_K); #pragma unroll - for (int l = 0; l < mma_C::ne/2; ++l) { - const int j = j0 + mma_C::get_j(l); + for (int l = 0; l < mma_C::ne/2; ++l) { + const int j = j0 + mma_C::get_j(l); - dB[l] = __low2float(y_ds[j*MMQ_TILE_Y_K + (2*k0/QI8_1) % (WARP_SIZE/QI8_1)]); - } + dB[l] = __low2float(y_ds[j*MMQ_TILE_Y_K + k01/QI8_1]); + } #pragma unroll - for (int n = 0; n < ntx; ++n) { - mma_C C; - C.mma_K8(A[n], B); + for (int n = 0; n < ntx; ++n) { + mma_C C; + C.mma_K8(A[n][k01/(QR4_0*QI4_0)], B); #pragma unroll - for (int l = 0; l < mma_C::ne; ++l) { - sum[(j0/mma_C::J + n)*mma_C::ne + l] += dA[n][l/2]*dB[l%2]*C.x[l]; + for (int l = 0; l < mma_C::ne; ++l) { + sum[(j0/mma_C::J + n)*mma_C::ne + l] += dA[n][l/2][k01/(QR4_0*QI4_0)]*dB[l%2]*C.x[l]; + } } } } @@ -381,7 +442,7 @@ template static __device__ __forceinlin template static __device__ __forceinline__ void vec_dot_q4_1_q8_1_dp4a( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q4_1, mmq_y); const int * x_qs = (const int *) x; @@ -389,34 +450,39 @@ static __device__ __forceinline__ void vec_dot_q4_1_q8_1_dp4a( const int * y_qs = (const int *) y + 4; const half2 * y_ds = (const half2 *) y; +// #pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QR4_1*VDR_Q4_1_Q8_1_MMQ) { + const int k0 = k00 + k01; + #pragma unroll - for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { - const int j = j0 + threadIdx.y; + for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { + const int j = j0 + threadIdx.y; #pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { - const int i = i0 + threadIdx.x; + for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { + const int i = i0 + threadIdx.x; - const int kyqs = k0 % (QI8_1/2) + QI8_1 * (k0 / (QI8_1/2)); + const int kyqs = QI8_1 * ((k01/2) / (QI8_1/2)) + (k01/2) % (QI8_1/2); - int u[2*VDR_Q4_1_Q8_1_MMQ]; + int u[2*VDR_Q4_1_Q8_1_MMQ]; #pragma unroll - for (int l = 0; l < VDR_Q4_1_Q8_1_MMQ; ++l) { - u[2*l+0] = y_qs[j*MMQ_TILE_Y_K + (kyqs + l) % WARP_SIZE]; - u[2*l+1] = y_qs[j*MMQ_TILE_Y_K + (kyqs + l + QI4_1) % WARP_SIZE]; - } + for (int l = 0; l < VDR_Q4_1_Q8_1_MMQ; ++l) { + u[2*l+0] = y_qs[j*MMQ_TILE_Y_K + kyqs + l]; + u[2*l+1] = y_qs[j*MMQ_TILE_Y_K + kyqs + (l + QI4_1)]; + } - sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q4_1_q8_1_impl - (&x_qs[i*(WARP_SIZE + 1) + k0], u, x_dm[i*(WARP_SIZE/QI4_1) + i/QI4_1 + k0/QI4_1], - y_ds[j*MMQ_TILE_Y_K + (2*k0/QI8_1) % (WARP_SIZE/QI8_1)]); + sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q4_1_q8_1_impl + (&x_qs[i*(WARP_SIZE + 1) + k0/QR4_1], u, + x_dm[i*(WARP_SIZE/QI4_1) + i/QI4_1 + k0/(QR4_1*QI4_1)], y_ds[j*MMQ_TILE_Y_K + k01/QI8_1]); + } } } } template static __device__ __forceinline__ void vec_dot_q4_1_q8_1_mma( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { #ifdef INT8_MMA_AVAILABLE typedef mma_int_A_I16K8 mma_A; @@ -435,50 +501,58 @@ static __device__ __forceinline__ void vec_dot_q4_1_q8_1_mma( const int * y_qs = (const int *) y + 4; const half2 * y_ds = (const half2 *) y; - mma_A A[ntx]; - half2 dmA[ntx][mma_C::ne/2]; + mma_A A[ntx][4]; + half2 dmA[ntx][mma_C::ne/2][4]; const int i0 = (threadIdx.y / ntx) * (ntx*mma_A::I); #pragma unroll for (int n = 0; n < ntx; ++n) { - ((mma_A_K4 *) &A[n])[0].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q4_1 + k0, MMQ_MMA_TILE_X_K_Q4_1); - A[n].x[2] = (A[n].x[0] >> 4) & 0x0F0F0F0F; - A[n].x[3] = (A[n].x[1] >> 4) & 0x0F0F0F0F; - A[n].x[0] &= 0x0F0F0F0F; - A[n].x[1] &= 0x0F0F0F0F; +#pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QR4_1*QI4_1) { + const int k0 = k00 + k01; + + A[n][k01/(QR4_1*QI4_1)].load_low(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q4_1 + k0/QR4_1, MMQ_MMA_TILE_X_K_Q4_1); + A[n][k01/(QR4_1*QI4_1)].x[2] = (A[n][k01/(QR4_1*QI4_1)].x[0] >> 4) & 0x0F0F0F0F; + A[n][k01/(QR4_1*QI4_1)].x[3] = (A[n][k01/(QR4_1*QI4_1)].x[1] >> 4) & 0x0F0F0F0F; + A[n][k01/(QR4_1*QI4_1)].x[0] &= 0x0F0F0F0F; + A[n][k01/(QR4_1*QI4_1)].x[1] &= 0x0F0F0F0F; #pragma unroll - for (int l = 0; l < mma_C::ne/2; ++l) { - const int i = i0 + n*mma_C::I + mma_C::get_i(2*l); + for (int l = 0; l < mma_C::ne/2; ++l) { + const int i = i0 + n*mma_C::I + mma_C::get_i(2*l); - dmA[n][l] = x_dm[i*MMQ_MMA_TILE_X_K_Q4_1 + k0/QI4_1]; + dmA[n][l][k01/(QR4_1*QI4_1)] = x_dm[i*MMQ_MMA_TILE_X_K_Q4_1 + k0/(QR4_1*QI4_1)]; + } } } #pragma unroll for (int j0 = 0; j0 < mmq_x; j0 += ntx*mma_C::J) { - mma_B B; - half2 dsB[mma_C::ne/2]; +#pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QR4_1*QI4_1) { + mma_B B; + half2 dsB[mma_C::ne/2]; - B.load(y_qs + j0*MMQ_TILE_Y_K + (2*k0) % WARP_SIZE, MMQ_TILE_Y_K); + B.load(y_qs + j0*MMQ_TILE_Y_K + k01, MMQ_TILE_Y_K); #pragma unroll - for (int l = 0; l < mma_C::ne/2; ++l) { - const int j = j0 + mma_C::get_j(l); + for (int l = 0; l < mma_C::ne/2; ++l) { + const int j = j0 + mma_C::get_j(l); - dsB[l] = y_ds[j*MMQ_TILE_Y_K + (2*k0/QI8_1) % (WARP_SIZE/QI8_1)]; - } + dsB[l] = y_ds[j*MMQ_TILE_Y_K + k01/QI8_1]; + } #pragma unroll - for (int n = 0; n < ntx; ++n) { - mma_C C; - C.mma_K8(A[n], B); + for (int n = 0; n < ntx; ++n) { + mma_C C; + C.mma_K8(A[n][k01/(QR4_1*QI4_1)], B); #pragma unroll - for (int l = 0; l < mma_C::ne; ++l) { - const half2 dmA_dsB = dmA[n][l/2]*dsB[l%2]; - sum[(j0/mma_C::J + n)*mma_C::ne + l] += __low2float(dmA_dsB)*C.x[l] + __high2float(dmA_dsB); + for (int l = 0; l < mma_C::ne; ++l) { + const half2 dmA_dsB = dmA[n][l/2][k01/(QR4_1*QI4_1)]*dsB[l%2]; + sum[(j0/mma_C::J + n)*mma_C::ne + l] += __low2float(dmA_dsB)*C.x[l] + __high2float(dmA_dsB); + } } } } @@ -531,8 +605,8 @@ template static __device__ __forceinlin qs1 = __vsubss4(qs1, 0x10101010); // subtract 16 #ifdef INT8_MMA_AVAILABLE - x_qs[i*MMQ_MMA_TILE_X_K_Q5_0 + kbx*(2*QI5_0) + kqsx + 0] = qs0; - x_qs[i*MMQ_MMA_TILE_X_K_Q5_0 + kbx*(2*QI5_0) + kqsx + QI5_0] = qs1; + x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + kbx*(2*QI5_0) + kqsx + 0] = qs0; + x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + kbx*(2*QI5_0) + kqsx + QI5_0] = qs1; #else x_qs[i*(2*WARP_SIZE + 1) + kbx*(2*QI5_0) + kqsx + 0] = qs0; x_qs[i*(2*WARP_SIZE + 1) + kbx*(2*QI5_0) + kqsx + QI5_0] = qs1; @@ -553,106 +627,13 @@ template static __device__ __forceinlin const block_q5_0 * bxi = (const block_q5_0 *) x + kbx0 + i*stride + kbxd; #ifdef INT8_MMA_AVAILABLE - x_df[i*MMQ_MMA_TILE_X_K_Q5_0 + kbxd] = bxi->d; + x_df[i*MMQ_MMA_TILE_X_K_Q8_0 + kbxd] = bxi->d; #else x_df[i*(WARP_SIZE/QI5_0) + i/QI5_0 + kbxd] = bxi->d; #endif // INT8_MMA_AVAILABLE } } -template -static __device__ __forceinline__ void vec_dot_q5_0_q8_1_dp4a( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { - - constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q5_0, mmq_y); - const int * x_qs = (const int *) x; - const float * x_df = (const float *) x_qs + txs.qs; - const int * y_qs = (const int *) y + 4; - const float * y_df = (const float *) y; - -#pragma unroll - for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { - const int j = j0 + threadIdx.y; - -#pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { - const int i = i0 + threadIdx.x; - - sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q8_0_q8_1_impl - (&x_qs[i*(2*WARP_SIZE + 1) + 2*k0], &y_qs[j*MMQ_TILE_Y_K + (2*k0) % WARP_SIZE], - x_df[i*(WARP_SIZE/QI5_0) + i/QI5_0 + k0/QI5_0], y_df[j*MMQ_TILE_Y_K + (2*k0/QI8_1) % (WARP_SIZE/QI8_1)]); - } - } -} - -template -static __device__ __forceinline__ void vec_dot_q5_0_q8_1_mma( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { -#ifdef INT8_MMA_AVAILABLE - - typedef mma_int_A_I16K8 mma_A; - typedef mma_int_B_J8K8 mma_B; - typedef mma_int_C_I16J8 mma_C; - - constexpr int granularity = mmq_get_granularity_device(mmq_x); - constexpr int rows_per_warp = 2 * granularity; - constexpr int ntx = rows_per_warp/mma_C::I; // Number of x minitiles per warp. - - y += (threadIdx.y % ntx) * (mma_B::J*MMQ_TILE_Y_K); - - const int * x_qs = (const int *) x; - const float * x_df = (const float *) x_qs + WARP_SIZE*2; - const int * y_qs = (const int *) y + 4; - const float * y_df = (const float *) y; - - mma_A A[ntx]; - float dA[ntx][mma_C::ne/2]; - - const int i0 = (threadIdx.y / ntx) * (ntx*mma_A::I); - -#pragma unroll - for (int n = 0; n < ntx; ++n) { - A[n].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q5_0 + QR5_1*k0, MMQ_MMA_TILE_X_K_Q5_0); - -#pragma unroll - for (int l = 0; l < mma_C::ne/2; ++l) { - const int i = i0 + mma_C::get_i(2*l) + n*mma_C::I; - - dA[n][l] = x_df[i*MMQ_MMA_TILE_X_K_Q5_0 + k0/QI5_0]; - } - } - -#pragma unroll - for (int j0 = 0; j0 < mmq_x; j0 += ntx*mma_C::J) { - mma_B B; - float dB[mma_C::ne/2]; - - B.load(y_qs + j0*MMQ_TILE_Y_K + (2*k0) % WARP_SIZE, MMQ_TILE_Y_K); - -#pragma unroll - for (int l = 0; l < mma_C::ne/2; ++l) { - const int j = j0 + mma_C::get_j(l); - - dB[l] = y_df[j*MMQ_TILE_Y_K + (2*k0/QI8_1) % (WARP_SIZE/QI8_1)]; - } - -#pragma unroll - for (int n = 0; n < ntx; ++n) { - mma_C C; - C.mma_K8(A[n], B); - -#pragma unroll - for (int l = 0; l < mma_C::ne; ++l) { - sum[(j0/mma_C::J + n)*mma_C::ne + l] += dA[n][l/2]*dB[l%2]*C.x[l]; - } - } - } -#else - GGML_UNUSED(x); GGML_UNUSED(y); GGML_UNUSED(sum); - NO_DEVICE_CODE; -#endif // INT8_MMA_AVAILABLE -} - template static __device__ __forceinline__ void load_tiles_q5_1( const char * __restrict__ x, int * __restrict__ x_tile, const int & kbx0, const int & i_max, const int & stride) { @@ -694,8 +675,8 @@ template static __device__ __forceinlin qs1 |= (qh << 9) & 0x10000000; // 19 -> 28 #ifdef INT8_MMA_AVAILABLE - x_qs[i*MMQ_MMA_TILE_X_K_Q5_1 + kbx*(2*QI5_1) + kqsx + 0] = qs0; - x_qs[i*MMQ_MMA_TILE_X_K_Q5_1 + kbx*(2*QI5_1) + kqsx + QI5_1] = qs1; + x_qs[i*MMQ_MMA_TILE_X_K_Q8_1 + kbx*(2*QI5_1) + kqsx + 0] = qs0; + x_qs[i*MMQ_MMA_TILE_X_K_Q8_1 + kbx*(2*QI5_1) + kqsx + QI5_1] = qs1; #else x_qs[i*(2*WARP_SIZE + 1) + kbx*(2*QI5_1) + kqsx + 0] = qs0; x_qs[i*(2*WARP_SIZE + 1) + kbx*(2*QI5_1) + kqsx + QI5_1] = qs1; @@ -716,41 +697,101 @@ template static __device__ __forceinlin const block_q5_1 * bxi = (const block_q5_1 *) x + kbx0 + i*stride + kbxd; #ifdef INT8_MMA_AVAILABLE - x_dm[i*MMQ_MMA_TILE_X_K_Q5_1 + kbxd] = bxi->dm; + x_dm[i*MMQ_MMA_TILE_X_K_Q8_1 + kbxd] = bxi->dm; #else x_dm[i*(WARP_SIZE/QI5_1) + i/QI5_1 + kbxd] = bxi->dm; #endif // INT8_MMA_AVAILABLE } } +template static __device__ __forceinline__ void load_tiles_q8_0( + const char * __restrict__ x, int * __restrict__ x_tile, const int & kbx0, const int & i_max, const int & stride) { + +#ifdef INT8_MMA_AVAILABLE + int * x_qs = (int *) x_tile; + float * x_df = (float *) (x_tile + 2*WARP_SIZE); +#else + constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q8_0, mmq_y); + int * x_qs = (int *) x_tile; + float * x_df = (float *) (x_qs + txs.qs); +#endif // INT8_MMA_AVAILABLE + + const int kbx = threadIdx.x / QI8_0; + const int kqsx = threadIdx.x % QI8_0; + +#pragma unroll + for (int i0 = 0; i0 < mmq_y; i0 += nwarps) { + int i = i0 + threadIdx.y; + + if (need_check) { + i = min(i, i_max); + } + + const block_q8_0 * bxi = (const block_q8_0 *) x + kbx0 + i*stride + kbx; + +#ifdef INT8_MMA_AVAILABLE + x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + 0 + threadIdx.x] = get_int_b2(bxi[0].qs, kqsx); + x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + WARP_SIZE + threadIdx.x] = get_int_b2(bxi[WARP_SIZE/QI8_0].qs, kqsx); +#else + x_qs[i*(2*WARP_SIZE + 1) + 0 + threadIdx.x] = get_int_b2(bxi[0].qs, kqsx); + x_qs[i*(2*WARP_SIZE + 1) + WARP_SIZE + threadIdx.x] = get_int_b2(bxi[WARP_SIZE/QI8_0].qs, kqsx); +#endif // INT8_MMA_AVAILABLE + } + + const int blocks_per_tile_x_row = 2*WARP_SIZE / QI8_0; + const int kbxd = threadIdx.x % blocks_per_tile_x_row; + +#pragma unroll + for (int i0 = 0; i0 < mmq_y; i0 += nwarps * QI8_0/2) { + int i = i0 + threadIdx.y * (QI8_0/2) + threadIdx.x / blocks_per_tile_x_row; + + if (need_check) { + i = min(i, i_max); + } + + const block_q8_0 * bxi = (const block_q8_0 *) x + kbx0 + i*stride + kbxd; + +#ifdef INT8_MMA_AVAILABLE + x_df[i*MMQ_MMA_TILE_X_K_Q8_0 + kbxd] = bxi->d; +#else + x_df[i*(2*WARP_SIZE/QI8_0) + i/(QI8_0/2) + kbxd] = bxi->d; +#endif // INT8_MMA_AVAILABLE + } +} + template -static __device__ __forceinline__ void vec_dot_q5_1_q8_1_dp4a( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { +static __device__ __forceinline__ void vec_dot_q8_0_q8_1_dp4a( + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { - constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q5_1, mmq_y); + constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q8_0, mmq_y); const int * x_qs = (const int *) x; - const half2 * x_dm = (const half2 *) x_qs + txs.qs; + const float * x_df = (const float *) x_qs + txs.qs; const int * y_qs = (const int *) y + 4; - const half2 * y_ds = (const half2 *) y; + const float * y_df = (const float *) y; + +// #pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += VDR_Q8_0_Q8_1_MMQ) { + const int k0 = k00 + k01; #pragma unroll - for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { - const int j = j0 + threadIdx.y; + for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { + const int j = j0 + threadIdx.y; #pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { - const int i = i0 + threadIdx.x; + for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { + const int i = i0 + threadIdx.x; - sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q8_1_q8_1_impl - (&x_qs[i*(2*WARP_SIZE + 1) + 2*k0], &y_qs[j*MMQ_TILE_Y_K + (2*k0) % WARP_SIZE], - x_dm[i*(WARP_SIZE/QI5_1) + i/QI5_1 + k0/QI5_1], y_ds[j*MMQ_TILE_Y_K + (2*k0/QI8_1) % (WARP_SIZE/QI8_1)]); + sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q8_0_q8_1_impl + (&x_qs[i*(2*WARP_SIZE + 1) + k0], &y_qs[j*MMQ_TILE_Y_K + k0 % WARP_SIZE], + x_df[i*(2*WARP_SIZE/QI8_0) + i/(QI8_0/2) + k0/QI8_0], y_df[j*MMQ_TILE_Y_K + (k0/QI8_1) % (WARP_SIZE/QI8_1)]); + } } } } template -static __device__ __forceinline__ void vec_dot_q5_1_q8_1_mma( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { +static __device__ __forceinline__ void vec_dot_q8_0_q8_1_mma( + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { #ifdef INT8_MMA_AVAILABLE typedef mma_int_A_I16K8 mma_A; @@ -764,140 +805,106 @@ static __device__ __forceinline__ void vec_dot_q5_1_q8_1_mma( y += (threadIdx.y % ntx) * (mma_B::J*MMQ_TILE_Y_K); const int * x_qs = (const int *) x; - const half2 * x_dm = (const half2 *) x_qs + 2*WARP_SIZE; + const float * x_df = (const float *) x_qs + 2*WARP_SIZE; const int * y_qs = (const int *) y + 4; - const half2 * y_ds = (const half2 *) y; + const float * y_df = (const float *) y; - mma_A A[ntx]; - half2 dmA[ntx][mma_C::ne/2]; + mma_A A[ntx][WARP_SIZE/QI8_0]; + float dA[ntx][mma_C::ne/2][WARP_SIZE/QI8_0]; - const int i0 = (threadIdx.y / ntx) * (ntx*mma_A::I); + const int i0 = (threadIdx.y/ntx)*rows_per_warp; #pragma unroll for (int n = 0; n < ntx; ++n) { - A[n].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q5_1 + QR5_1*k0, MMQ_MMA_TILE_X_K_Q5_1); - #pragma unroll - for (int l = 0; l < mma_C::ne/2; ++l) { - const int i = i0 + mma_C::get_i(2*l) + n*mma_C::I; + for (int k01 = 0; k01 < WARP_SIZE; k01 += QI8_0) { + const int k0 = k00 + k01; - dmA[n][l] = x_dm[i*MMQ_MMA_TILE_X_K_Q5_1 + k0/QI5_1]; + A[n][k01/QI8_0].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q8_0 + k0, MMQ_MMA_TILE_X_K_Q8_0); } - } - -#pragma unroll - for (int j0 = 0; j0 < mmq_x; j0 += ntx*mma_C::J) { - mma_B B; - half2 dsB[mma_C::ne/2]; - - B.load(y_qs + j0*MMQ_TILE_Y_K + (2*k0) % WARP_SIZE, MMQ_TILE_Y_K); #pragma unroll for (int l = 0; l < mma_C::ne/2; ++l) { - const int j = j0 + mma_C::get_j(l); - - dsB[l] = y_ds[j*MMQ_TILE_Y_K + (2*k0/QI8_1) % (WARP_SIZE/QI8_1)]; - } + const int i = i0 + n*mma_A::I + mma_C::get_i(2*l); #pragma unroll - for (int n = 0; n < ntx; ++n) { - mma_C C; - C.mma_K8(A[n], B); + for (int k01 = 0; k01 < WARP_SIZE; k01 += QI8_0) { + const int k0 = k00 + k01; -#pragma unroll - for (int l = 0; l < mma_C::ne; ++l) { - const half2 dmA_dsB = dmA[n][l/2]*dsB[l%2]; - sum[(j0/mma_C::J + n)*mma_C::ne + l] += __low2float(dmA_dsB)*C.x[l] + __high2float(dmA_dsB); + dA[n][l][k01/QI8_0] = x_df[i*MMQ_MMA_TILE_X_K_Q8_0 + k0/QI8_0]; } } } -#else - GGML_UNUSED(x); GGML_UNUSED(y); GGML_UNUSED(sum); - NO_DEVICE_CODE; -#endif // INT8_MMA_AVAILABLE -} -template static __device__ __forceinline__ void load_tiles_q8_0( - const char * __restrict__ x, int * __restrict__ x_tile, const int & kbx0, const int & i_max, const int & stride) { +#pragma unroll + for (int j0 = 0; j0 < mmq_x; j0 += ntx*mma_C::J) { +#pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QI8_0) { + const int k0 = k00 + k01; -#ifdef INT8_MMA_AVAILABLE - int * x_qs = (int *) x_tile; - float * x_df = (float *) (x_tile + WARP_SIZE); -#else - constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q8_0, mmq_y); - int * x_qs = (int *) x_tile; - float * x_df = (float *) (x_qs + txs.qs); -#endif // INT8_MMA_AVAILABLE + mma_B B; + float dB[mma_C::ne/2]; - const int kbx = threadIdx.x / QI8_0; - const int kqsx = threadIdx.x % QI8_0; + B.load(y_qs + j0*MMQ_TILE_Y_K + k0 % WARP_SIZE, MMQ_TILE_Y_K); #pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += nwarps) { - int i = i0 + threadIdx.y; - - if (need_check) { - i = min(i, i_max); - } - - const block_q8_0 * bxi = (const block_q8_0 *) x + kbx0 + i*stride + kbx; + for (int l = 0; l < mma_C::ne/2; ++l) { + const int j = j0 + mma_C::get_j(l); -#ifdef INT8_MMA_AVAILABLE - x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + threadIdx.x] = get_int_b2(bxi->qs, kqsx); -#else - x_qs[i*(WARP_SIZE + 1) + threadIdx.x] = get_int_b2(bxi->qs, kqsx); -#endif // INT8_MMA_AVAILABLE - } + dB[l] = y_df[j*MMQ_TILE_Y_K + (k0/QI8_1) % (WARP_SIZE/QI8_1)]; + } - const int blocks_per_tile_x_row = WARP_SIZE / QI8_0; - const int kbxd = threadIdx.x % blocks_per_tile_x_row; +#pragma unroll + for (int n = 0; n < ntx; ++n) { + mma_C C; + C.mma_K8(A[n][k01/QI8_0], B); #pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += nwarps * QI8_0) { - int i = i0 + threadIdx.y * QI8_0 + threadIdx.x / blocks_per_tile_x_row; - - if (need_check) { - i = min(i, i_max); + for (int l = 0; l < mma_C::ne; ++l) { + sum[(j0/mma_C::J + n)*mma_C::ne + l] += C.x[l]*dA[n][l/2][k01/QI8_0]*dB[l%2]; + } + } } - - const block_q8_0 * bxi = (const block_q8_0 *) x + kbx0 + i*stride + kbxd; - -#ifdef INT8_MMA_AVAILABLE - x_df[i*MMQ_MMA_TILE_X_K_Q8_0 + kbxd] = bxi->d; + } #else - x_df[i*(WARP_SIZE/QI8_0) + i / QI8_0 + kbxd] = bxi->d; + GGML_UNUSED(x); GGML_UNUSED(y); GGML_UNUSED(sum); + NO_DEVICE_CODE; #endif // INT8_MMA_AVAILABLE - } } template -static __device__ __forceinline__ void vec_dot_q8_0_q8_1_dp4a( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { +static __device__ __forceinline__ void vec_dot_q8_1_q8_1_dp4a( + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { - constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q8_0, mmq_y); + constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q5_1, mmq_y); const int * x_qs = (const int *) x; - const float * x_df = (const float *) x_qs + txs.qs; + const half2 * x_dm = (const half2 *) x_qs + txs.qs; const int * y_qs = (const int *) y + 4; - const float * y_df = (const float *) y; + const half2 * y_ds = (const half2 *) y; + +// #pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += VDR_Q8_0_Q8_1_MMQ) { + const int k0 = k00 + k01; #pragma unroll - for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { - const int j = j0 + threadIdx.y; + for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { + const int j = j0 + threadIdx.y; #pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { - const int i = i0 + threadIdx.x; + for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { + const int i = i0 + threadIdx.x; - sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q8_0_q8_1_impl - (&x_qs[i*(WARP_SIZE + 1) + k0], &y_qs[j*MMQ_TILE_Y_K + k0], x_df[i*(WARP_SIZE/QI8_0) + i/QI8_0 + k0/QI8_0], - y_df[j*MMQ_TILE_Y_K + k0/QI8_1]); + sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q8_1_q8_1_impl + (&x_qs[i*(2*WARP_SIZE + 1) + k0], &y_qs[j*MMQ_TILE_Y_K + k01], + x_dm[i*(WARP_SIZE/QI5_1) + i/QI5_1 + k0/QI8_1], y_ds[j*MMQ_TILE_Y_K + k01/QI8_1]); + } } } } template -static __device__ __forceinline__ void vec_dot_q8_0_q8_1_mma( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { +static __device__ __forceinline__ void vec_dot_q8_1_q8_1_mma( + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { #ifdef INT8_MMA_AVAILABLE typedef mma_int_A_I16K8 mma_A; @@ -911,49 +918,65 @@ static __device__ __forceinline__ void vec_dot_q8_0_q8_1_mma( y += (threadIdx.y % ntx) * (mma_B::J*MMQ_TILE_Y_K); const int * x_qs = (const int *) x; - const float * x_df = (const float *) x_qs + WARP_SIZE; + const half2 * x_dm = (const half2 *) x_qs + 2*WARP_SIZE; const int * y_qs = (const int *) y + 4; - const float * y_df = (const float *) y; + const half2 * y_dm = (const half2 *) y; - mma_A A[ntx]; - float dA[ntx][mma_C::ne/2]; + mma_A A[ntx][WARP_SIZE/QI8_1]; + half2 dmA[ntx][mma_C::ne/2][WARP_SIZE/QI8_1]; const int i0 = (threadIdx.y/ntx)*rows_per_warp; #pragma unroll for (int n = 0; n < ntx; ++n) { - A[n].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q8_0 + k0, MMQ_MMA_TILE_X_K_Q8_0); +#pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QI8_1) { + const int k0 = k00 + k01; + + A[n][k01/QI8_1].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q8_1 + k0, MMQ_MMA_TILE_X_K_Q8_1); + } #pragma unroll for (int l = 0; l < mma_C::ne/2; ++l) { const int i = i0 + n*mma_A::I + mma_C::get_i(2*l); - dA[n][l] = x_df[i*MMQ_MMA_TILE_X_K_Q8_0 + k0/QI8_0]; +#pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QI8_1) { + const int k0 = k00 + k01; + + dmA[n][l][k01/QI8_1] = x_dm[i*MMQ_MMA_TILE_X_K_Q8_1 + k0/QI8_1]; + } } } #pragma unroll for (int j0 = 0; j0 < mmq_x; j0 += ntx*mma_C::J) { - mma_B B; - float dB[mma_C::ne/2]; +#pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QI8_1) { + const int k0 = k00 + k01; + + mma_B B; + half2 dsB[mma_C::ne/2]; - B.load(y_qs + j0*MMQ_TILE_Y_K + k0, MMQ_TILE_Y_K); + B.load(y_qs + j0*MMQ_TILE_Y_K + k0 % WARP_SIZE, MMQ_TILE_Y_K); #pragma unroll - for (int l = 0; l < mma_C::ne/2; ++l) { - const int j = j0 + mma_C::get_j(l); + for (int l = 0; l < mma_C::ne/2; ++l) { + const int j = j0 + mma_C::get_j(l); - dB[l] = y_df[j*MMQ_TILE_Y_K + k0/QI8_1]; - } + dsB[l] = y_dm[j*MMQ_TILE_Y_K + (k0/QI8_1) % (WARP_SIZE/QI8_1)]; + } #pragma unroll - for (int n = 0; n < ntx; ++n) { - mma_C C; - C.mma_K8(A[n], B); + for (int n = 0; n < ntx; ++n) { + mma_C C; + C.mma_K8(A[n][k01/QI8_1], B); #pragma unroll - for (int l = 0; l < mma_C::ne; ++l) { - sum[(j0/mma_C::J + n)*mma_C::ne + l] += C.x[l]*dA[n][l/2]*dB[l%2]; + for (int l = 0; l < mma_C::ne; ++l) { + const half2 dmA_dsB = dmA[n][l/2][k01/QI8_1]*dsB[l%2]; + sum[(j0/mma_C::J + n)*mma_C::ne + l] += __low2float(dmA_dsB)*C.x[l] + __high2float(dmA_dsB); + } } } } @@ -968,44 +991,37 @@ template static __device__ __forceinlin #ifdef INT8_MMA_AVAILABLE int * x_qs = (int *) x_tile; - half2 * x_dm = (half2 *) (x_qs + WARP_SIZE); + half2 * x_dm = (half2 *) (x_qs + 2*WARP_SIZE); #else constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q2_K, mmq_y); int * x_qs = (int *) x_tile; half2 * x_dm = (half2 *) (x_qs + txs.qs); #endif // INT8_MMA_AVAILABLE - const int kbx = threadIdx.x / QI2_K; const int kqsx = threadIdx.x % QI2_K; #pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += nwarps) { - int i = i0 + threadIdx.y; + for (int i0 = 0; i0 < mmq_y; i0 += nwarps * WARP_SIZE/QI2_K) { + int i = i0 + threadIdx.y*(WARP_SIZE/QI2_K) + threadIdx.x/QI2_K; if (need_check) { i = min(i, i_max); } - const block_q2_K * bxi = (const block_q2_K *) x + kbx0 + i*stride + kbx; + const block_q2_K * bxi = (const block_q2_K *) x + kbx0 + i*stride; const int x_ql_0 = get_int_b2(bxi->qs, kqsx); #pragma unroll for (int l = 0; l < QR2_K; ++l) { - const int k = kbx*QI2_K + (kqsx/8)*8 + l*2 + (kqsx % 8)/4; + const int k = (kqsx/8)*32 + l*8 + kqsx % 8; - int x_qs_k = ((x_ql_0 >> (2*l)) & 0x03030303) << (2*(kqsx % 4)); - x_qs_k |= __shfl_xor_sync(0xFFFFFFFF, x_qs_k, 1, WARP_SIZE); - x_qs_k |= __shfl_xor_sync(0xFFFFFFFF, x_qs_k, 2, WARP_SIZE); - - if (kqsx % QR2_K != 0) { - continue; - } + const int x_qs_k = (x_ql_0 >> (2*l)) & 0x03030303; #ifdef INT8_MMA_AVAILABLE x_qs[i*MMQ_MMA_TILE_X_K_Q2_K + k] = x_qs_k; #else - x_qs[i*(WARP_SIZE + 1) + k] = x_qs_k; + x_qs[i*(2*WARP_SIZE + 1) + k] = x_qs_k; #endif // INT8_MMA_AVAILABLE } @@ -1018,44 +1034,68 @@ template static __device__ __forceinlin #endif // FAST_FP16_AVAILABLE #ifdef INT8_MMA_AVAILABLE - x_dm[i*MMQ_MMA_TILE_X_K_Q2_K + threadIdx.x] = x_dm_ik; + x_dm[i*MMQ_MMA_TILE_X_K_Q2_K + kqsx] = x_dm_ik; #else - x_dm[i*(WARP_SIZE + 1) + threadIdx.x] = x_dm_ik; + x_dm[i*(WARP_SIZE + 1) + kqsx] = x_dm_ik; #endif // INT8_MMA_AVAILABLE } } template static __device__ __forceinline__ void vec_dot_q2_K_q8_1_dp4a( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q2_K, mmq_y); const int * x_qs = (const int *) x; const half2 * x_dm = (const half2 *) x_qs + txs.qs; const int * y_qs = (const int *) y + 4; - const float * y_df = (const float *) y; + const half2 * y_ds = (const half2 *) y; + float2 y_df[mmq_x/nwarps]; #pragma unroll for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { const int j = j0 + threadIdx.y; + y_df[j0/nwarps] = __half22float2(y_ds[j*MMQ_TILE_Y_K]); + } + #pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { - const int i = i0 + threadIdx.x; + for (int k01 = 0; k01 < WARP_SIZE; k01 += QR2_K*VDR_Q2_K_Q8_1_MMQ) { + const int k0 = k00 + k01; + +#pragma unroll + for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { + const int j = j0 + threadIdx.y; + +#pragma unroll + for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { + const int i = i0 + threadIdx.x; - sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q2_K_q8_1_impl_mmq( - &x_qs[i*(WARP_SIZE + 1) + k0], &y_qs[j*MMQ_TILE_Y_K + (QR2_K*k0) % WARP_SIZE], - &x_dm[i*(WARP_SIZE + 1) + k0], y_df[j*MMQ_TILE_Y_K + ((QR2_K*k0) % WARP_SIZE)/QI8_1]); + if (k01 < WARP_SIZE/2) { + constexpr int ns = 2; + sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q2_K_q8_1_impl_mmq( + &x_qs[i*(2*WARP_SIZE + 1) + k0], &y_qs[j*MMQ_TILE_Y_K + k01], + &x_dm[i*(WARP_SIZE + 1) + k0/4], k01 < WARP_SIZE/2 ? y_df[j0/nwarps].x : y_df[j0/nwarps].y, + &y_ds[j*MMQ_TILE_Y_K + (1 + k01/QI8_1)]); + } else { + constexpr int ns = 1; + sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q2_K_q8_1_impl_mmq( + &x_qs[i*(2*WARP_SIZE + 1) + k0], &y_qs[j*MMQ_TILE_Y_K + k01], + &x_dm[i*(WARP_SIZE + 1) + k0/4], k01 < WARP_SIZE/2 ? y_df[j0/nwarps].x : y_df[j0/nwarps].y, + &y_ds[j*MMQ_TILE_Y_K + (1 + k01/QI8_1)]); + } + } } } } template static __device__ __forceinline__ void vec_dot_q2_K_q8_1_mma( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { #ifdef INT8_MMA_AVAILABLE typedef mma_int_A_I16K4 mma_A; + typedef mma_int_A_I16K8 mma_A_K8; typedef mma_int_B_J8K4 mma_B; typedef mma_int_C_I16J8 mma_C; @@ -1066,74 +1106,107 @@ static __device__ __forceinline__ void vec_dot_q2_K_q8_1_mma( y += (threadIdx.y % ntx) * (mma_B::J*MMQ_TILE_Y_K); const int * x_qs = (const int *) x; - const half2 * x_dm = (const half2 *) x_qs + WARP_SIZE; + const half2 * x_dm = (const half2 *) x_qs + WARP_SIZE*2; const int * y_qs = (const int *) y + 4; - const float * y_df = (const float *) y; + const half2 * y_ds = (const half2 *) y; const int i0 = (threadIdx.y / ntx) * (ntx*mma_A::I); - mma_A A[ntx][2]; - float dA[ntx][mma_C::ne/2][2]; - float mA[ntx][mma_C::ne/2][2]; + mma_A A[ntx][8]; + float dA[ntx][mma_C::ne/2][8]; + float mA[ntx][mma_C::ne/2][8]; #pragma unroll for (int n = 0; n < ntx; ++n) { #pragma unroll - for (int l = 0; l < mma_A::ne; ++l) { - const int i = i0 + n*mma_A::I + mma_A::get_i(l); - const int shift = 2*mma_A::get_k(l); + for (int k01 = 0; k01 < WARP_SIZE; k01 += QI8_1) { + const int k0 = k00 + k01; - A[n][0].x[l] = (x_qs[i*MMQ_MMA_TILE_X_K_Q2_K + k0 + 0] >> shift) & 0x03030303; - A[n][1].x[l] = (x_qs[i*MMQ_MMA_TILE_X_K_Q2_K + k0 + 1] >> shift) & 0x03030303; + ((mma_A_K8 *) A[n])[k01/QI8_1].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q2_K + k0, MMQ_MMA_TILE_X_K_Q2_K); } + } +#pragma unroll + for (int n = 0; n < ntx; ++n) { #pragma unroll for (int l = 0; l < mma_C::ne/2; ++l) { const int i = i0 + n*mma_C::I + mma_C::get_i(2*l); #pragma unroll - for (int kdm = 0; kdm < 2; ++kdm) { - const float2 dm = __half22float2(x_dm[i*MMQ_MMA_TILE_X_K_Q2_K + k0 + kdm]); + for (int k01 = 0; k01 < WARP_SIZE; k01 += QI8_1/2) { + const int k0 = k00 + k01; - dA[n][l][kdm] = dm.x; - mA[n][l][kdm] = dm.y; + const float2 dm = __half22float2(x_dm[i*MMQ_MMA_TILE_X_K_Q2_K + k0/(QI8_1/2)]); + + dA[n][l][k01/(QI8_1/2)] = dm.x; + mA[n][l][k01/(QI8_1/2)] = dm.y; } } } #pragma unroll for (int j0 = 0; j0 < mmq_x; j0 += ntx*mma_C::J) { - mma_B B[2]; - float dB[mma_C::ne/2]; - - B[0].load(y_qs + j0*MMQ_TILE_Y_K + (QR2_K*k0 + 0) % WARP_SIZE, MMQ_TILE_Y_K); - B[1].load(y_qs + j0*MMQ_TILE_Y_K + (QR2_K*k0 + mma_B::K) % WARP_SIZE, MMQ_TILE_Y_K); + float2 dB[mma_C::ne/2]; #pragma unroll for (int l = 0; l < mma_C::ne/2; ++l) { const int j = j0 + mma_C::get_j(l); - dB[l] = y_df[j*MMQ_TILE_Y_K + ((4*k0)/QI8_1) % (WARP_SIZE/QI8_1)]; + dB[l] = __half22float2(y_ds[j*MMQ_TILE_Y_K]); } - mma_C Cm[2]; - mma_A A1; - A1.x[0] = 0x01010101; - A1.x[1] = 0x01010101; - Cm[0].mma_K4(A1, B[0]); - Cm[1].mma_K4(A1, B[1]); +#pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QI8_1) { + mma_B B[2]; + + B[0].load(y_qs + j0*MMQ_TILE_Y_K + (k01 + 0), MMQ_TILE_Y_K); + B[1].load(y_qs + j0*MMQ_TILE_Y_K + (k01 + mma_B::K), MMQ_TILE_Y_K); + + mma_C Cm[2]; + if (k01 >= WARP_SIZE * 3/4) { + mma_A A1; + A1.x[0] = 0x01010101; + A1.x[1] = 0x01010101; + Cm[0].mma_K4(A1, B[0]); + Cm[1].mma_K4(A1, B[1]); + } #pragma unroll - for (int n = 0; n < ntx; ++n) { - mma_C Cd[2]; + for (int n = 0; n < ntx; ++n) { + mma_C Cd[2]; - Cd[0].mma_K4(A[n][0], B[0]); - Cd[1].mma_K4(A[n][1], B[1]); + Cd[0].mma_K4(A[n][k01/4 + 0], B[0]); + Cd[1].mma_K4(A[n][k01/4 + 1], B[1]); #pragma unroll - for (int l = 0; l < mma_C::ne; ++l) { - sum[(j0/mma_C::J + n)*mma_C::ne + l] += ( - Cd[0].x[l]*dA[n][l/2][0] + Cd[1].x[l]*dA[n][l/2][1] - Cm[0].x[l]*mA[n][l/2][0] - Cm[1].x[l]*mA[n][l/2][1])*dB[l%2]; + for (int l = 0; l < mma_C::ne; ++l) { + float tmp = Cd[0].x[l]*dA[n][l/2][k01/4 + 0] + Cd[1].x[l]*dA[n][l/2][k01/4 + 1]; + if (k01 >= WARP_SIZE * 3/4) { + tmp -= Cm[0].x[l]*mA[n][l/2][k01/4 + 0] + Cm[1].x[l]*mA[n][l/2][k01/4 + 1]; + } + sum[(j0/mma_C::J + n)*mma_C::ne + l] += tmp*(k01 < WARP_SIZE/2 ? dB[l%2].x : dB[l%2].y); + } + } + } + +#pragma unroll + for (int k01 = 0; k01 < WARP_SIZE * 3/4; k01 += QI8_1) { + float2 sB[mma_C::ne/2]; + +#pragma unroll + for (int l = 0; l < mma_C::ne/2; ++l) { + const int j = j0 + mma_C::get_j(l); + + sB[l] = __half22float2(y_ds[j*MMQ_TILE_Y_K + (1 + k01/QI8_1)]); + } + +#pragma unroll + for (int n = 0; n < ntx; ++n) { +#pragma unroll + for (int l = 0; l < mma_C::ne; ++l) { + sum[(j0/mma_C::J + n)*mma_C::ne + l] -= mA[n][l/2][k01/4 + 0]*sB[l%2].x; + sum[(j0/mma_C::J + n)*mma_C::ne + l] -= mA[n][l/2][k01/4 + 1]*sB[l%2].y; + } } } } @@ -1149,7 +1222,7 @@ template static __device__ __forceinlin #ifdef INT8_MMA_AVAILABLE int * x_qs = (int *) x_tile; float * x_df = (float *) (x_qs + WARP_SIZE*2); - int * x_sc = (int *) (x_df + WARP_SIZE/QI3_K); + int * x_sc = (int *) (x_df + 1); #else constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q3_K, mmq_y); int * x_qs = (int *) x_tile; @@ -1157,75 +1230,66 @@ template static __device__ __forceinlin int * x_sc = (int *) (x_df + txs.dm); #endif // INT8_MMA_AVAILABLE - const int kbx = threadIdx.x / QI3_K; const int kqsx = threadIdx.x % QI3_K; #pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += nwarps) { - int i = i0 + threadIdx.y; + for (int i0 = 0; i0 < mmq_y; i0 += nwarps * WARP_SIZE/QI3_K) { + int i = i0 + threadIdx.y * (WARP_SIZE/QI3_K) + threadIdx.x / QI3_K; if (need_check) { i = min(i, i_max); } - const block_q3_K * bxi = (const block_q3_K *) x + kbx0 + i*stride + kbx; + const block_q3_K * bxi = (const block_q3_K *) x + kbx0 + i*stride; const int x_ql_0 = get_int_b2(bxi->qs, kqsx); const int x_qh_0 = get_int_b2(bxi->hmask, kqsx % (QI3_K/2)) >> (4 * (kqsx / (QI3_K/2))); #pragma unroll for (int l = 0; l < QR3_K; ++l) { - const int k = kbx*(QR3_K*QI3_K) + (kqsx/8)*32 + l*8 + kqsx % 8; + const int k = (kqsx/8)*32 + l*8 + kqsx % 8; const int x_ql_k = (x_ql_0 >> (2*l)) & 0x03030303; const int x_qh_k = ((x_qh_0 >> l) << 2) & 0x04040404; - int x_qs_k = (x_ql_k | x_qh_k) << (4*(k%2)); - x_qs_k |= __shfl_xor_sync(0xFFFFFFFF, x_qs_k, 1, WARP_SIZE); - - if (kqsx % 2 != 0) { - continue; - } + const int x_qs_k = __vsubss4(x_ql_k | x_qh_k, 0x04040404); #ifdef INT8_MMA_AVAILABLE - x_qs[i*MMQ_MMA_TILE_X_K_Q3_K + k/2] = x_qs_k; + x_qs[i*MMQ_MMA_TILE_X_K_Q3_K + k] = x_qs_k; #else - x_qs[i*(2*WARP_SIZE + 1) + k/2] = x_qs_k; + x_qs[i*(2*WARP_SIZE + 1) + k] = x_qs_k; #endif // INT8_MMA_AVAILABLE } } - const int blocks_per_tile_x_row = WARP_SIZE / QI3_K; - const int kbxd = threadIdx.x % blocks_per_tile_x_row; - #pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += nwarps * QI3_K) { - int i = (i0 + threadIdx.y * QI3_K + threadIdx.x / blocks_per_tile_x_row) % mmq_y; + for (int i0 = 0; i0 < mmq_y; i0 += nwarps*WARP_SIZE) { + int i = (i0 + threadIdx.y*WARP_SIZE + threadIdx.x) % mmq_y; if (need_check) { i = min(i, i_max); } - const block_q3_K * bxi = (const block_q3_K *) x + kbx0 + i*stride + kbxd; + const block_q3_K * bxi = (const block_q3_K *) x + kbx0 + i*stride; #ifdef INT8_MMA_AVAILABLE - x_df[i*MMQ_MMA_TILE_X_K_Q3_K + kbxd] = bxi->d; + x_df[i*MMQ_MMA_TILE_X_K_Q3_K] = bxi->d; #else - x_df[i*(WARP_SIZE/QI3_K) + i/QI3_K + kbxd] = bxi->d; + x_df[i] = bxi->d; #endif // INT8_MMA_AVAILABLE } #pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += nwarps * 4) { - int i = i0 + threadIdx.y * 4 + threadIdx.x / (WARP_SIZE/4); + for (int i0 = 0; i0 < mmq_y; i0 += nwarps*8) { + int i = i0 + threadIdx.y*8 + threadIdx.x/(WARP_SIZE/8); if (need_check) { i = min(i, i_max); } - const block_q3_K * bxi = (const block_q3_K *) x + kbx0 + i*stride + (threadIdx.x % (WARP_SIZE/4)) / (QI3_K/4); + const block_q3_K * bxi = (const block_q3_K *) x + kbx0 + i*stride; - const int ksc = threadIdx.x % (QI3_K/4); + const int ksc = threadIdx.x % (WARP_SIZE/8); const int ksc_low = ksc % (QI3_K/8); const int shift_low = 4 * (ksc / (QI3_K/8)); @@ -1238,16 +1302,16 @@ template static __device__ __forceinlin const int sc = __vsubss4(sc_low | sc_high, 0x20202020); #ifdef INT8_MMA_AVAILABLE - x_sc[i*MMQ_MMA_TILE_X_K_Q3_K + threadIdx.x % (WARP_SIZE/4)] = sc; + x_sc[i*MMQ_MMA_TILE_X_K_Q3_K + threadIdx.x % (WARP_SIZE/8)] = sc; #else - x_sc[i*(WARP_SIZE/4) + i/4 + threadIdx.x % (WARP_SIZE/4)] = sc; + x_sc[i*(WARP_SIZE/8) + i/8 + threadIdx.x % (WARP_SIZE/8)] = sc; #endif // INT8_MMA_AVAILABLE } } template static __device__ __forceinline__ void vec_dot_q3_K_q8_1_dp4a( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q3_K, mmq_y); const int * x_qs = (const int *) x; @@ -1256,32 +1320,35 @@ static __device__ __forceinline__ void vec_dot_q3_K_q8_1_dp4a( const int * y_qs = (const int *) y + 4; const float * y_df = (const float *) y; -#pragma unroll - for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { - const int j = j0 + threadIdx.y; +// #pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QR3_K*VDR_Q3_K_Q8_1_MMQ) { + const int k0 = k00 + k01; #pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { - const int i = i0 + threadIdx.x; + for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { + const int j = j0 + threadIdx.y; - const int kbx = k0 / QI3_K; - const int ky = (k0 % QI3_K) * QR3_K; +#pragma unroll + for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { + const int i = i0 + threadIdx.x; - const int8_t * scales = ((const int8_t *) (x_sc + i * (WARP_SIZE/4) + i/4 + kbx*4)) + ky/4; + const int8_t * scales = ((const int8_t *) (x_sc + i*(WARP_SIZE/8) + i/8)) + k0/4; - sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q3_K_q8_1_impl_mmq( - &x_qs[i*(2*WARP_SIZE + 1) + 2*k0], &y_qs[j*MMQ_TILE_Y_K + (k0*QR3_K) % WARP_SIZE], scales, - x_df[i*(WARP_SIZE/QI3_K) + i/QI3_K + kbx], y_df[j*MMQ_TILE_Y_K + ((k0*QR3_K) % WARP_SIZE)/QI8_1]); + sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q3_K_q8_1_impl_mmq( + &x_qs[i*(2*WARP_SIZE + 1) + k0], &y_qs[j*MMQ_TILE_Y_K + k01], scales, + x_df[i], y_df[j*MMQ_TILE_Y_K + k01/QI8_1]); + } } } } template static __device__ __forceinline__ void vec_dot_q3_K_q8_1_mma( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { #ifdef INT8_MMA_AVAILABLE typedef mma_int_A_I16K4 mma_A; + typedef mma_int_A_I16K8 mma_A_K8; typedef mma_int_B_J8K4 mma_B; typedef mma_int_C_I16J8 mma_C; @@ -1293,73 +1360,74 @@ static __device__ __forceinline__ void vec_dot_q3_K_q8_1_mma( const int * x_qs = (const int *) x; const float * x_df = (const float *) x_qs + WARP_SIZE*2; - const int * x_sc = (const int *) x_df + WARP_SIZE/QI3_K; + const int * x_sc = (const int *) x_df + 1; const int * y_qs = (const int *) y + 4; const float * y_df = (const float *) y; const int i0 = (threadIdx.y / ntx) * (ntx*mma_A::I); - mma_A A[ntx][2]; - int scA[ntx][mma_C::ne/2][2]; + mma_A A[ntx][8]; + int scA[ntx][mma_C::ne/2][8]; float dA[ntx][mma_C::ne/2]; #pragma unroll for (int n = 0; n < ntx; ++n) { #pragma unroll - for (int l = 0; l < mma_A::ne; ++l) { - const int i = i0 + n*mma_A::I + mma_A::get_i(l); - const int k = QR3_K*k0 + mma_A::get_k(l); + for (int k01 = 0; k01 < WARP_SIZE; k01 += 8) { + const int k0 = k00 + k01; - A[n][0].x[l] = (x_qs[i*MMQ_MMA_TILE_X_K_Q3_K + k/2 + 0] >> (4*(k%2))) & 0x0F0F0F0F; - A[n][1].x[l] = (x_qs[i*MMQ_MMA_TILE_X_K_Q3_K + k/2 + mma_A::K/2] >> (4*(k%2))) & 0x0F0F0F0F; - A[n][0].x[l] = __vsubss4(A[n][0].x[l], 0x04040404); - A[n][1].x[l] = __vsubss4(A[n][1].x[l], 0x04040404); + ((mma_A_K8 *) A[n])[k01/8].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q3_K + k0, MMQ_MMA_TILE_X_K_Q3_K); } #pragma unroll for (int l = 0; l < mma_C::ne/2; ++l) { const int i = i0 + n*mma_C::I + mma_C::get_i(2*l); - const int kbx = k0 / QI3_K; - const int ky = (k0 % QI3_K) * QR3_K; - const int8_t * sc = ((const int8_t *) (x_sc + i*MMQ_MMA_TILE_X_K_Q3_K + kbx*4)) + ky/4; +#pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += 16) { + const int k0 = k00 + k01; - scA[n][l][0] = sc[0]; - scA[n][l][1] = sc[1]; - } + const int sc_packed = x_sc[i*MMQ_MMA_TILE_X_K_Q3_K + k0/16]; + const int8_t * sc = (const int8_t *) &sc_packed; #pragma unroll - for (int l = 0; l < mma_C::ne/2; ++l) { - const int i = i0 + n*mma_C::I + mma_C::get_i(2*l); + for (int ksc = 0; ksc < sizeof(int); ++ksc) { + scA[n][l][k01/4 + ksc] = sc[ksc]; + } + } - dA[n][l] = x_df[i*MMQ_MMA_TILE_X_K_Q3_K + k0/QI3_K]; + dA[n][l] = x_df[i*MMQ_MMA_TILE_X_K_Q3_K]; } } #pragma unroll for (int j0 = 0; j0 < mmq_x; j0 += ntx*mma_C::J) { - mma_B B[2]; - float dB[mma_C::ne/2]; +#pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QR3_K*VDR_Q3_K_Q8_1_MMQ) { + mma_B B[2]; + float dB[mma_C::ne/2]; - B[0].load(y_qs + j0*MMQ_TILE_Y_K + (QR3_K*k0 + 0) % WARP_SIZE, MMQ_TILE_Y_K); - B[1].load(y_qs + j0*MMQ_TILE_Y_K + (QR3_K*k0 + mma_B::K) % WARP_SIZE, MMQ_TILE_Y_K); + B[0].load(y_qs + j0*MMQ_TILE_Y_K + (k01 + 0), MMQ_TILE_Y_K); + B[1].load(y_qs + j0*MMQ_TILE_Y_K + (k01 + mma_B::K), MMQ_TILE_Y_K); #pragma unroll - for (int l = 0; l < mma_C::ne/2; ++l) { - const int j = j0 + mma_C::get_j(l); + for (int l = 0; l < mma_C::ne/2; ++l) { + const int j = j0 + mma_C::get_j(l); - dB[l] = y_df[j*MMQ_TILE_Y_K + ((4*k0)/QI8_1) % (WARP_SIZE/QI8_1)]; - } + dB[l] = y_df[j*MMQ_TILE_Y_K + k01/QI8_1]; + } #pragma unroll - for (int n = 0; n < ntx; ++n) { - mma_C C[2]; - C[0].mma_K4(A[n][0], B[0]); - C[1].mma_K4(A[n][1], B[1]); + for (int n = 0; n < ntx; ++n) { + mma_C C[2]; + C[0].mma_K4(A[n][k01/4 + 0], B[0]); + C[1].mma_K4(A[n][k01/4 + 1], B[1]); #pragma unroll - for (int l = 0; l < mma_C::ne; ++l) { - sum[(j0/mma_C::J + n)*mma_C::ne + l] += (C[0].x[l]*scA[n][l/2][0] + C[1].x[l]*scA[n][l/2][1])*dA[n][l/2]*dB[l%2]; + for (int l = 0; l < mma_C::ne; ++l) { + sum[(j0/mma_C::J + n)*mma_C::ne + l] += dA[n][l/2]*dB[l%2]* + (C[0].x[l]*scA[n][l/2][k01/4 + 0] + C[1].x[l]*scA[n][l/2][k01/4 + 1]); + } } } } @@ -1451,7 +1519,7 @@ template static __device__ __forceinlin template static __device__ __forceinline__ void vec_dot_q4_K_q8_1_dp4a( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q4_K, mmq_y); const int * x_qs = (const int *) x; @@ -1460,26 +1528,31 @@ static __device__ __forceinline__ void vec_dot_q4_K_q8_1_dp4a( const int * y_qs = (const int *) y + 4; const half2 * y_ds = (const half2 *) y; +// #pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QR4_K*VDR_Q4_K_Q8_1_MMQ) { + const int k0 = k00 + k01; + #pragma unroll - for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { - const int j = j0 + threadIdx.y; + for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { + const int j = j0 + threadIdx.y; #pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { - const int i = i0 + threadIdx.x; + for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { + const int i = i0 + threadIdx.x; - const uint8_t * sc = ((const uint8_t *) &x_sc[i * (WARP_SIZE/8) + i/8 + k0/16]) + 2*((k0 % 16) / 8); + const uint8_t * sc = (const uint8_t *) &x_sc[i * (WARP_SIZE/8) + i/8 + k0/32] + 2*(k01/16); - sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q4_K_q8_1_impl_mmq( - &x_qs[i*(WARP_SIZE + 1) + k0], &y_qs[j*MMQ_TILE_Y_K + (QR4_K*k0) % WARP_SIZE], sc, sc+8, - x_dm[i*(WARP_SIZE/QI4_K) + i/QI4_K], &y_ds[j*MMQ_TILE_Y_K + ((QR4_K*k0) % WARP_SIZE)/QI8_1]); + sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q4_K_q8_1_impl_mmq( + &x_qs[i*(WARP_SIZE + 1) + k0/2], &y_qs[j*MMQ_TILE_Y_K + k01], sc, sc+8, + x_dm[i*(WARP_SIZE/QI4_K) + i/QI4_K], &y_ds[j*MMQ_TILE_Y_K + k01/QI8_1]); + } } } } template static __device__ __forceinline__ void vec_dot_q4_K_q8_1_mma( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { #ifdef INT8_MMA_AVAILABLE typedef mma_int_A_I16K8 mma_A; @@ -1500,35 +1573,40 @@ static __device__ __forceinline__ void vec_dot_q4_K_q8_1_mma( const int i0 = (threadIdx.y / ntx) * (ntx*mma_A::I); - mma_A A[ntx][2]; - int scA[ntx][mma_C::ne/2][2]; - int mA[ntx][mma_C::ne/2][2]; + mma_A A[ntx][4]; + int scA[ntx][mma_C::ne/2][4]; + int mA[ntx][mma_C::ne/2][4]; half2 dmA[ntx][mma_C::ne/2]; #pragma unroll for (int n = 0; n < ntx; ++n) { #pragma unroll - for (int kvdr = 0; kvdr < VDR_Q4_K_Q8_1_MMQ; kvdr += 8) { - A[n][kvdr/4 + 0].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q4_K + k0, MMQ_MMA_TILE_X_K_Q4_K); + for (int k01 = 0; k01 < WARP_SIZE; k01 += 16) { + const int k0 = k00 + k01; + + A[n][k01/8 + 0].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q4_K + k0/QR4_K, MMQ_MMA_TILE_X_K_Q4_K); #pragma unroll for (int l = 0; l < mma_A::ne; ++l) { - A[n][kvdr/4 + 1].x[l] = (A[n][kvdr/4 + 0].x[l] >> 4) & 0x0F0F0F0F; - A[n][kvdr/4 + 0].x[l] &= 0x0F0F0F0F; + A[n][k01/8 + 1].x[l] = (A[n][k01/8 + 0].x[l] >> 4) & 0x0F0F0F0F; + A[n][k01/8 + 0].x[l] &= 0x0F0F0F0F; } } #pragma unroll - for (int kvdr = 0; kvdr < VDR_Q4_K_Q8_1_MMQ; kvdr += 4) { -#pragma unroll - for (int l = 0; l < mma_C::ne/2; ++l) { - const int i = i0 + n*mma_A::I + mma_C::get_i(2*l); + for (int l = 0; l < mma_C::ne/2; ++l) { + const int i = i0 + n*mma_C::I + mma_C::get_i(2*l); + + const int sc_packed = x_sc[i*MMQ_MMA_TILE_X_K_Q4_K + (k00/32 + 0)]; + const int m_packed = x_sc[i*MMQ_MMA_TILE_X_K_Q4_K + (k00/32 + 2)]; - const uint8_t * sc = ((const uint8_t *) &x_sc[i*MMQ_MMA_TILE_X_K_Q4_K + k0/16]) + 2 * ((k0 % 16) / 8); - const uint8_t * m = sc + 8; + const uint8_t * sc = (const uint8_t *) &sc_packed; + const uint8_t * m = (const uint8_t *) &m_packed; - scA[n][l][kvdr/4] = sc[kvdr/4]; - mA[n][l][kvdr/4] = m[kvdr/4]; +#pragma unroll + for (int ksc = 0; ksc < sizeof(int); ++ksc) { + scA[n][l][ksc] = sc[ksc]; + mA[n][l][ksc] = m[ksc]; } } @@ -1536,7 +1614,7 @@ static __device__ __forceinline__ void vec_dot_q4_K_q8_1_mma( for (int l = 0; l < mma_C::ne/2; ++l) { const int i = i0 + n*mma_A::I + mma_C::get_i(2*l); - dmA[n][l] = x_dm[i*MMQ_MMA_TILE_X_K_Q4_K + k0/QI4_K]; + dmA[n][l] = x_dm[i*MMQ_MMA_TILE_X_K_Q4_K]; } } @@ -1546,28 +1624,28 @@ static __device__ __forceinline__ void vec_dot_q4_K_q8_1_mma( float tmpm[ntx][mma_C::ne] = {{0.0f}}; #pragma unroll - for (int kvdr = 0; kvdr < VDR_Q4_K_Q8_1_MMQ; kvdr += 4) { + for (int k01 = 0; k01 < WARP_SIZE; k01 += 8) { mma_B B; half2 dsB[mma_C::ne/2]; - B.load(y_qs + j0*MMQ_TILE_Y_K + (2*k0 + 2*kvdr) % WARP_SIZE, MMQ_TILE_Y_K); + B.load(y_qs + j0*MMQ_TILE_Y_K + k01, MMQ_TILE_Y_K); #pragma unroll for (int l = 0; l < mma_C::ne/2; ++l) { const int j = j0 + mma_C::get_j(l); - dsB[l] = y_ds[j*MMQ_TILE_Y_K + ((2*k0 + 2*kvdr)/QI8_1) % (WARP_SIZE/QI8_1)]; + dsB[l] = y_ds[j*MMQ_TILE_Y_K + k01/QI8_1]; } #pragma unroll for (int n = 0; n < ntx; ++n) { mma_C C; - C.mma_K8(A[n][kvdr/4], B); + C.mma_K8(A[n][k01/8], B); #pragma unroll for (int l = 0; l < mma_C::ne; ++l) { - tmpd[n][l] += (C.x[l]*scA[n][l/2][kvdr/4]) * __low2float(dsB[l%2]); - tmpm[n][l] += mA[n][l/2][kvdr/4] * __high2float(dsB[l%2]); + tmpd[n][l] += (C.x[l]*scA[n][l/2][k01/8]) * __low2float(dsB[l%2]); + tmpm[n][l] += mA[n][l/2][k01/8] * __high2float(dsB[l%2]); } } } @@ -1682,7 +1760,7 @@ template static __device__ __forceinlin template static __device__ __forceinline__ void vec_dot_q5_K_q8_1_dp4a( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q5_K, mmq_y); const int * x_qs = (const int *) x; @@ -1691,26 +1769,31 @@ static __device__ __forceinline__ void vec_dot_q5_K_q8_1_dp4a( const int * y_qs = (const int *) y + 4; const half2 * y_ds = (const half2 *) y; +// #pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QR5_K*VDR_Q5_K_Q8_1_MMQ) { + const int k0 = k00 + k01; + #pragma unroll - for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { - const int j = j0 + threadIdx.y; + for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { + const int j = j0 + threadIdx.y; #pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { - const int i = i0 + threadIdx.x; + for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { + const int i = i0 + threadIdx.x; - const uint8_t * sc = ((const uint8_t *) &x_sc[i * (WARP_SIZE/8) + i/8 + k0/16]) + 2 * ((k0 % 16) / 8); + const uint8_t * sc = ((const uint8_t *) &x_sc[i * (WARP_SIZE/8) + i/8 + k00/32]) + 2*(k01/16); - sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q5_K_q8_1_impl_mmq( - &x_qs[i*(QR5_K*WARP_SIZE + 1) + QR5_K*k0], &y_qs[j*MMQ_TILE_Y_K + (QR5_K*k0) % WARP_SIZE], sc, sc+8, - x_dm[i*(WARP_SIZE/QI5_K) + i/QI5_K], &y_ds[j*MMQ_TILE_Y_K + ((QR5_K*k0) % WARP_SIZE)/QI8_1]); + sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q5_K_q8_1_impl_mmq( + &x_qs[i*(QR5_K*WARP_SIZE + 1) + k0], &y_qs[j*MMQ_TILE_Y_K + k01], sc, sc+8, + x_dm[i*(WARP_SIZE/QI5_K) + i/QI5_K], &y_ds[j*MMQ_TILE_Y_K + k01/QI8_1]); + } } } } template static __device__ __forceinline__ void vec_dot_q5_K_q8_1_mma( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { #ifdef INT8_MMA_AVAILABLE typedef mma_int_A_I16K8 mma_A; @@ -1731,26 +1814,34 @@ static __device__ __forceinline__ void vec_dot_q5_K_q8_1_mma( const int i0 = (threadIdx.y / ntx) * (ntx*mma_A::I); - mma_A A[ntx][2]; - int scA[ntx][mma_C::ne/2][2]; - int mA[ntx][mma_C::ne/2][2]; + mma_A A[ntx][4]; + int scA[ntx][mma_C::ne/2][4]; + int mA[ntx][mma_C::ne/2][4]; half2 dmA[ntx][mma_C::ne/2]; #pragma unroll for (int n = 0; n < ntx; ++n) { #pragma unroll - for (int kvdr = 0; kvdr < VDR_Q5_K_Q8_1_MMQ; kvdr += 4) { - A[n][kvdr/4].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q5_K + (QR5_K*k0 + QR5_K*kvdr), MMQ_MMA_TILE_X_K_Q5_K); + for (int k01 = 0; k01 < WARP_SIZE; k01 += 8) { + const int k0 = k00 + k01; + + A[n][k01/8].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q5_K + k0, MMQ_MMA_TILE_X_K_Q5_K); + } #pragma unroll - for (int l = 0; l < mma_C::ne/2; ++l) { - const int i = i0 + n*mma_C::I + mma_C::get_i(2*l); + for (int l = 0; l < mma_C::ne/2; ++l) { + const int i = i0 + n*mma_C::I + mma_C::get_i(2*l); + + const int sc_packed = x_sc[i*MMQ_MMA_TILE_X_K_Q5_K + (k00/32 + 0)]; + const int m_packed = x_sc[i*MMQ_MMA_TILE_X_K_Q5_K + (k00/32 + 2)]; - const uint8_t * sc = ((const uint8_t *) &x_sc[i*MMQ_MMA_TILE_X_K_Q5_K + k0/16]) + 2 * ((k0 % 16) / 8); - const uint8_t * m = sc + 8; + const uint8_t * sc = (const uint8_t *) &sc_packed; + const uint8_t * m = (const uint8_t *) &m_packed; - scA[n][l][kvdr/4] = sc[kvdr/4]; - mA[n][l][kvdr/4] = m[kvdr/4]; +#pragma unroll + for (int ksc = 0; ksc < sizeof(int); ++ksc) { + scA[n][l][ksc] = sc[ksc]; + mA[n][l][ksc] = m[ksc]; } } @@ -1758,7 +1849,7 @@ static __device__ __forceinline__ void vec_dot_q5_K_q8_1_mma( for (int l = 0; l < mma_C::ne/2; ++l) { const int i = i0 + n*mma_C::I + mma_C::get_i(2*l); - dmA[n][l] = x_dm[i*MMQ_MMA_TILE_X_K_Q5_K + k0/QI5_K]; + dmA[n][l] = x_dm[i*MMQ_MMA_TILE_X_K_Q5_K]; } } @@ -1768,28 +1859,30 @@ static __device__ __forceinline__ void vec_dot_q5_K_q8_1_mma( float tmpm[ntx][mma_C::ne] = {{0.0f}}; #pragma unroll - for (int kvdr = 0; kvdr < VDR_Q5_K_Q8_1_MMQ; kvdr += 4) { + for (int k01 = 0; k01 < WARP_SIZE; k01 += 8) { + const int k0 = k00 + k01; + mma_B B; half2 dsB[mma_C::ne/2]; - B.load(y_qs + j0*MMQ_TILE_Y_K + (2*k0 + 2*kvdr) % WARP_SIZE, MMQ_TILE_Y_K); + B.load(y_qs + j0*MMQ_TILE_Y_K + k0 % WARP_SIZE, MMQ_TILE_Y_K); #pragma unroll for (int l = 0; l < mma_C::ne/2; ++l) { const int j = j0 + mma_C::get_j(l); - dsB[l] = y_ds[j*MMQ_TILE_Y_K + ((2*k0 + 2*kvdr)/QI8_1) % (WARP_SIZE/QI8_1)]; + dsB[l] = y_ds[j*MMQ_TILE_Y_K + (k0/QI8_1) % (WARP_SIZE/QI8_1)]; } #pragma unroll for (int n = 0; n < ntx; ++n) { mma_C C; - C.mma_K8(A[n][kvdr/4], B); + C.mma_K8(A[n][k01/8], B); #pragma unroll for (int l = 0; l < mma_C::ne; ++l) { - tmpd[n][l] += (C.x[l]*scA[n][l/2][kvdr/4]) * __low2float(dsB[l%2]); - tmpm[n][l] += mA[n][l/2][kvdr/4] * __high2float(dsB[l%2]); + tmpd[n][l] += (C.x[l]*scA[n][l/2][k01/8]) * __low2float(dsB[l%2]); + tmpm[n][l] += mA[n][l/2][k01/8] * __high2float(dsB[l%2]); } } } @@ -1896,7 +1989,7 @@ template static __device__ __forceinlin template static __device__ __forceinline__ void vec_dot_q6_K_q8_1_dp4a( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q6_K, mmq_y); const int * x_qs = (const int *) x; @@ -1905,26 +1998,31 @@ static __device__ __forceinline__ void vec_dot_q6_K_q8_1_dp4a( const int * y_qs = (const int *) y + 4; const float * y_df = (const float *) y; +// #pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QR6_K*VDR_Q6_K_Q8_1_MMQ) { + const int k0 = k00 + k01; + #pragma unroll - for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { - const int j = j0 + threadIdx.y; + for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { + const int j = j0 + threadIdx.y; #pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { - const int i = i0 + threadIdx.x; + for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { + const int i = i0 + threadIdx.x; - const int8_t * sc = ((const int8_t *) &x_sc[i * (WARP_SIZE/8) + i/8 + k0/8]); + const int8_t * sc = ((const int8_t *) &x_sc[i * (WARP_SIZE/8) + i/8 + k0/16]); - sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q6_K_q8_1_impl_mmq( - &x_qs[i*(QR6_K*WARP_SIZE + 1) + QR6_K*k0], &y_qs[j*MMQ_TILE_Y_K + (QR6_K*k0) % WARP_SIZE], sc, - x_df[i*(WARP_SIZE/QI6_K) + i/QI6_K], &y_df[j*MMQ_TILE_Y_K + ((QR6_K*k0) % WARP_SIZE)/QI8_1]); + sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q6_K_q8_1_impl_mmq( + &x_qs[i*(QR6_K*WARP_SIZE + 1) + k0], &y_qs[j*MMQ_TILE_Y_K + k01], sc, + x_df[i*(WARP_SIZE/QI6_K) + i/QI6_K], &y_df[j*MMQ_TILE_Y_K + k01/QI8_1]); + } } } } template static __device__ __forceinline__ void vec_dot_q6_K_q8_1_mma( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { #ifdef INT8_MMA_AVAILABLE typedef mma_int_A_I16K4 mma_A; @@ -1945,25 +2043,35 @@ static __device__ __forceinline__ void vec_dot_q6_K_q8_1_mma( const int i0 = (threadIdx.y / ntx) * (ntx*mma_A::I); - mma_A A[ntx][4]; - int scA[ntx][mma_C::ne/2][4]; + mma_A A[ntx][8]; + int scA[ntx][mma_C::ne/2][8]; float dA[ntx][mma_C::ne/2]; #pragma unroll for (int n = 0; n < ntx; ++n) { #pragma unroll - for (int kvdr = 0; kvdr < VDR_Q6_K_Q8_1_MMQ; kvdr += 4) { - A[n][kvdr/2 + 0].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q6_K + (QR6_K*k0 + QR6_K*kvdr + 0), MMQ_MMA_TILE_X_K_Q6_K); - A[n][kvdr/2 + 1].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q6_K + (QR6_K*k0 + QR6_K*kvdr + mma_A::K), MMQ_MMA_TILE_X_K_Q6_K); + for (int k01 = 0; k01 < WARP_SIZE; k01 += 8) { + const int k0 = k00 + k01; + + A[n][k01/4 + 0].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q6_K + (k0 + 0), MMQ_MMA_TILE_X_K_Q6_K); + A[n][k01/4 + 1].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q6_K + (k0 + mma_A::K), MMQ_MMA_TILE_X_K_Q6_K); + } + +#pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += 16) { + const int k0 = k00 + k01; #pragma unroll for (int l = 0; l < mma_C::ne/2; ++l) { const int i = i0 + n*mma_C::I + mma_C::get_i(2*l); - const int8_t * sc = ((const int8_t *) &x_sc[i*MMQ_MMA_TILE_X_K_Q6_K + k0/8]); + const int sc_packed = x_sc[i*MMQ_MMA_TILE_X_K_Q6_K + k0/16]; + const int8_t * sc = (const int8_t *) &sc_packed; - scA[n][l][kvdr/2 + 0] = sc[kvdr/2 + 0]; - scA[n][l][kvdr/2 + 1] = sc[kvdr/2 + 1]; +#pragma unroll + for (int ksc = 0; ksc < sizeof(int); ++ksc) { + scA[n][l][k01/4 + ksc] = sc[ksc]; + } } } @@ -1971,7 +2079,7 @@ static __device__ __forceinline__ void vec_dot_q6_K_q8_1_mma( for (int l = 0; l < mma_C::ne/2; ++l) { const int i = i0 + n*mma_C::I + mma_C::get_i(2*l); - dA[n][l] = x_df[i*MMQ_MMA_TILE_X_K_Q6_K + k0/QI6_K]; + dA[n][l] = x_df[i*MMQ_MMA_TILE_X_K_Q6_K]; } } @@ -1980,30 +2088,29 @@ static __device__ __forceinline__ void vec_dot_q6_K_q8_1_mma( float tmp[ntx][mma_C::ne] = {{0.0f}}; #pragma unroll - for (int kvdr = 0; kvdr < VDR_Q6_K_Q8_1_MMQ; kvdr += 4) { + for (int k01 = 0; k01 < WARP_SIZE; k01 += 8) { mma_B B[2]; float dB[mma_C::ne/2]; - const int k0B = (2*k0 + 2*kvdr) % WARP_SIZE; - B[0].load(y_qs + j0*MMQ_TILE_Y_K + 0 + k0B, MMQ_TILE_Y_K); - B[1].load(y_qs + j0*MMQ_TILE_Y_K + mma_B::K + k0B, MMQ_TILE_Y_K); + B[0].load(y_qs + j0*MMQ_TILE_Y_K + 0 + k01, MMQ_TILE_Y_K); + B[1].load(y_qs + j0*MMQ_TILE_Y_K + mma_B::K + k01, MMQ_TILE_Y_K); #pragma unroll for (int l = 0; l < mma_C::ne/2; ++l) { const int j = j0 + mma_C::get_j(l); - dB[l] = y_df[j*MMQ_TILE_Y_K + ((2*k0 + 2*kvdr)/QI8_1) % (WARP_SIZE/QI8_1)]; + dB[l] = y_df[j*MMQ_TILE_Y_K + k01/QI8_1]; } #pragma unroll for (int n = 0; n < ntx; ++n) { mma_C C[2]; - C[0].mma_K4(A[n][kvdr/2 + 0], B[0]); - C[1].mma_K4(A[n][kvdr/2 + 1], B[1]); + C[0].mma_K4(A[n][k01/4 + 0], B[0]); + C[1].mma_K4(A[n][k01/4 + 1], B[1]); #pragma unroll for (int l = 0; l < mma_C::ne; ++l) { - tmp[n][l] += (C[0].x[l]*scA[n][l/2][kvdr/2 + 0] + C[1].x[l]*scA[n][l/2][kvdr/2 + 1])*dB[l%2]; + tmp[n][l] += (C[0].x[l]*scA[n][l/2][k01/4 + 0] + C[1].x[l]*scA[n][l/2][k01/4 + 1])*dB[l%2]; } } } @@ -2051,8 +2158,8 @@ template static __device__ __forceinlin const int2 v = get_int_from_table_16(aux_q4); const int k0 = 8 * (threadIdx.x / 4) + threadIdx.x % 4; #ifdef INT8_MMA_AVAILABLE - x_qs[i*MMQ_MMA_TILE_X_K_Q5_0 + k0 + 0] = v.x; - x_qs[i*MMQ_MMA_TILE_X_K_Q5_0 + k0 + 4] = v.y; + x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + k0 + 0] = v.x; + x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + k0 + 4] = v.y; #else x_qs[i*(2*WARP_SIZE + 1) + k0 + 0] = v.x; x_qs[i*(2*WARP_SIZE + 1) + k0 + 4] = v.y; @@ -2073,7 +2180,7 @@ template static __device__ __forceinlin const block_iq4_nl * bxi = (const block_iq4_nl *) x + kbx0 + i*stride + kbxd; #ifdef INT8_MMA_AVAILABLE - x_df[i*MMQ_MMA_TILE_X_K_Q5_0 + kbxd] = __half2float(bxi->d); + x_df[i*MMQ_MMA_TILE_X_K_Q8_0 + kbxd] = __half2float(bxi->d); #else x_df[i*(WARP_SIZE/4) + i/4 + kbxd] = __half2float(bxi->d); #endif // INT8_MMA_AVAILABLE @@ -2109,8 +2216,8 @@ template static __device__ __forceinlin const int2 v = get_int_from_table_16(aux_q4); const int k0 = 8 * (threadIdx.x / 4) + threadIdx.x % 4; #ifdef INT8_MMA_AVAILABLE - x_qs[i*MMQ_MMA_TILE_X_K_Q5_0 + k0 + 0] = v.x; - x_qs[i*MMQ_MMA_TILE_X_K_Q5_0 + k0 + 4] = v.y; + x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + k0 + 0] = v.x; + x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + k0 + 4] = v.y; #else x_qs[i*(2*WARP_SIZE + 1) + k0 + 0] = v.x; x_qs[i*(2*WARP_SIZE + 1) + k0 + 4] = v.y; @@ -2133,7 +2240,7 @@ template static __device__ __forceinlin | (((bxi->scales_h >> (2*(threadIdx.x % 8))) & 0x03) << 4); #ifdef INT8_MMA_AVAILABLE - x_df[i*MMQ_MMA_TILE_X_K_Q5_0 + threadIdx.x % 8] = d * (ls - 32); + x_df[i*MMQ_MMA_TILE_X_K_Q8_0 + threadIdx.x % 8] = d * (ls - 32); #else x_df[i*(WARP_SIZE/4) + i/4 + threadIdx.x % 8] = d * (ls - 32); #endif // INT8_MMA_AVAILABLE @@ -2229,16 +2336,16 @@ template struct mmq_type_traits { static constexpr int vdr = VDR_Q5_0_Q8_1_MMQ; static constexpr load_tiles_mmq_t load_tiles = load_tiles_q5_0; - static constexpr vec_dot_mmq_t vec_dot_mma = vec_dot_q5_0_q8_1_mma; - static constexpr vec_dot_mmq_t vec_dot_dp4a = vec_dot_q5_0_q8_1_dp4a; + static constexpr vec_dot_mmq_t vec_dot_mma = vec_dot_q8_0_q8_1_mma; + static constexpr vec_dot_mmq_t vec_dot_dp4a = vec_dot_q8_0_q8_1_dp4a; }; template struct mmq_type_traits { static constexpr int vdr = VDR_Q5_1_Q8_1_MMQ; static constexpr load_tiles_mmq_t load_tiles = load_tiles_q5_1; - static constexpr vec_dot_mmq_t vec_dot_mma = vec_dot_q5_1_q8_1_mma; - static constexpr vec_dot_mmq_t vec_dot_dp4a = vec_dot_q5_1_q8_1_dp4a; + static constexpr vec_dot_mmq_t vec_dot_mma = vec_dot_q8_1_q8_1_mma; + static constexpr vec_dot_mmq_t vec_dot_dp4a = vec_dot_q8_1_q8_1_dp4a; }; template @@ -2293,45 +2400,18 @@ template struct mmq_type_traits { static constexpr int vdr = VDR_IQ4_NL_Q8_1_MMQ; static constexpr load_tiles_mmq_t load_tiles = load_tiles_iq4_nl; - static constexpr vec_dot_mmq_t vec_dot_mma = vec_dot_q5_0_q8_1_mma; - static constexpr vec_dot_mmq_t vec_dot_dp4a = vec_dot_q5_0_q8_1_dp4a; + static constexpr vec_dot_mmq_t vec_dot_mma = vec_dot_q8_0_q8_1_mma; + static constexpr vec_dot_mmq_t vec_dot_dp4a = vec_dot_q8_0_q8_1_dp4a; }; template struct mmq_type_traits { static constexpr int vdr = VDR_IQ4_XS_Q8_1_MMQ; static constexpr load_tiles_mmq_t load_tiles = load_tiles_iq4_xs; - static constexpr vec_dot_mmq_t vec_dot_mma = vec_dot_q5_0_q8_1_mma; - static constexpr vec_dot_mmq_t vec_dot_dp4a = vec_dot_q5_0_q8_1_dp4a; + static constexpr vec_dot_mmq_t vec_dot_mma = vec_dot_q8_0_q8_1_mma; + static constexpr vec_dot_mmq_t vec_dot_dp4a = vec_dot_q8_0_q8_1_dp4a; }; -static bool mmq_need_sum(const ggml_type type_x) { - switch (type_x) { - case GGML_TYPE_Q4_0: - case GGML_TYPE_Q4_1: - return true; - case GGML_TYPE_Q5_0: - return false; - case GGML_TYPE_Q5_1: - return true; - case GGML_TYPE_Q8_0: - case GGML_TYPE_Q2_K: - case GGML_TYPE_Q3_K: - return false; - case GGML_TYPE_Q4_K: - case GGML_TYPE_Q5_K: - return true; - case GGML_TYPE_Q6_K: - case GGML_TYPE_IQ4_XS: - case GGML_TYPE_IQ4_NL: - return false; - default: - GGML_ASSERT(false); - break; - } - return false; -} - template static __device__ void mul_mat_q_process_tile( const char * __restrict__ x, const char * __restrict__ yc, float * __restrict__ dst, float * __restrict__ tmp_fixup, @@ -2339,10 +2419,7 @@ static __device__ void mul_mat_q_process_tile( const int & it, const int & jt, const int & kb0_start, const int & kb0_stop) { constexpr int qk = ggml_cuda_type_traits::qk; - constexpr int qr = ggml_cuda_type_traits::qr; - constexpr int qi = ggml_cuda_type_traits::qi; constexpr int mmq_y = get_mmq_y_device(); - constexpr int vdr = mmq_type_traits::vdr; constexpr load_tiles_mmq_t load_tiles = mmq_type_traits::load_tiles; extern __shared__ char data_mul_mat_q[]; @@ -2357,7 +2434,7 @@ static __device__ void mul_mat_q_process_tile( constexpr mmq_write_back_t write_back = mmq_write_back_dp4a; #endif // INT8_MMA_AVAILABLE - constexpr int blocks_per_warp = WARP_SIZE / qi; + constexpr int blocks_per_iter = MMQ_ITER_K / qk; float sum[mmq_x*mmq_y / (nwarps*WARP_SIZE)] = {0.0f}; @@ -2366,29 +2443,40 @@ static __device__ void mul_mat_q_process_tile( const int * y = (const int *) yc + jt*(mmq_x*sizeof(block_q8_1_mmq)/sizeof(int)); - for (int kb0 = kb0_start; kb0 < kb0_stop; kb0 += blocks_per_warp) { - + for (int kb0 = kb0_start; kb0 < kb0_stop; kb0 += blocks_per_iter) { load_tiles(x, tile_x, stride01*it*mmq_y + kb0, tile_x_max_i, stride01); -#pragma unroll - for (int kr = 0; kr < qr; ++kr) { - const int * by0 = y + stride11*(kb0*(qk*sizeof(block_q8_1_mmq) / (4*QK8_1*sizeof(int))) + kr*sizeof(block_q8_1_mmq)/sizeof(int)); + { + const int * by0 = y + stride11*(kb0*(qk*sizeof(block_q8_1_mmq) / (4*QK8_1*sizeof(int))) + 0*sizeof(block_q8_1_mmq)/sizeof(int)); #pragma unroll for (int l0 = 0; l0 < mmq_x*MMQ_TILE_Y_K; l0 += nwarps*WARP_SIZE) { int l = l0 + threadIdx.y*WARP_SIZE + threadIdx.x; tile_y[l] = by0[l]; } + } - __syncthreads(); + __syncthreads(); -// #pragma unroll // unrolling this loop causes too much register pressure - for (int k0 = kr*WARP_SIZE/qr; k0 < (kr+1)*WARP_SIZE/qr; k0 += vdr) { - vec_dot(tile_x, tile_y, sum, k0); - } + vec_dot(tile_x, tile_y, sum, 0); + + __syncthreads(); + + { + const int * by0 = y + stride11*(kb0*(qk*sizeof(block_q8_1_mmq) / (4*QK8_1*sizeof(int))) + 1*sizeof(block_q8_1_mmq)/sizeof(int)); +#pragma unroll + for (int l0 = 0; l0 < mmq_x*MMQ_TILE_Y_K; l0 += nwarps*WARP_SIZE) { + int l = l0 + threadIdx.y*WARP_SIZE + threadIdx.x; - __syncthreads(); + tile_y[l] = by0[l]; + } } + + __syncthreads(); + + vec_dot(tile_x, tile_y, sum, WARP_SIZE); + + __syncthreads(); } if (fixup) { @@ -2424,7 +2512,6 @@ static __global__ void mul_mat_q( } constexpr int qk = ggml_cuda_type_traits::qk; - constexpr int qi = ggml_cuda_type_traits::qi; constexpr int mmq_y = get_mmq_y_device(); // On AMD or old CUDA the performance with stream-k was worse, use conventional tiling instead: @@ -2439,7 +2526,7 @@ static __global__ void mul_mat_q( #endif // (defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__)) || __CUDA_ARCH__ < CC_VOLTA const int64_t blocks_per_ne00 = ne00 / qk; - constexpr int blocks_per_warp = WARP_SIZE / qi; + constexpr int blocks_per_iter = MMQ_ITER_K / qk; const int ntx = (ne11 + mmq_x - 1) / mmq_x; // Number of tiles x const int nty = (ne01 + mmq_y - 1) / mmq_y; // Number of tiles y @@ -2448,8 +2535,8 @@ static __global__ void mul_mat_q( int64_t kbc = (int64_t) blockIdx.x *blocks_per_ne00*ntx*nty / gridDim.x; int64_t kbc_stop = (int64_t)(blockIdx.x + 1)*blocks_per_ne00*ntx*nty / gridDim.x; - kbc -= (kbc % blocks_per_ne00) % blocks_per_warp; - kbc_stop -= (kbc_stop % blocks_per_ne00) % blocks_per_warp; + kbc -= (kbc % blocks_per_ne00) % blocks_per_iter; + kbc_stop -= (kbc_stop % blocks_per_ne00) % blocks_per_iter; // kb0 == k index when doing the matrix multiplication for an output tile. int kb0_start = kbc % blocks_per_ne00; @@ -2490,8 +2577,7 @@ static __global__ void mul_mat_q_stream_k_fixup( constexpr int mmq_y = get_mmq_y_device(); constexpr int qk = ggml_cuda_type_traits::qk; - constexpr int qi = ggml_cuda_type_traits::qi; - constexpr int blocks_per_warp = WARP_SIZE / qi; + constexpr int blocks_per_iter = MMQ_ITER_K / qk; const int64_t blocks_per_ne00 = ne00 / qk; float sum[mmq_x*mmq_y / (nwarps*WARP_SIZE)] = {0.0f}; @@ -2501,15 +2587,18 @@ static __global__ void mul_mat_q_stream_k_fixup( bool any_fixup = false; - const int bidx_start = (blockIdx.y*nty + blockIdx.x) * block_num_mmq / (gridDim.y*gridDim.x); - const int bidx_stop = (blockIdx.y*nty + blockIdx.x + 1) * block_num_mmq / (gridDim.y*gridDim.x) + 1; + const int bidx_start = ((blockIdx.y*nty + blockIdx.x) * block_num_mmq) / (gridDim.y*gridDim.x); + const int bidx_stop = ((blockIdx.y*nty + blockIdx.x + 1) * block_num_mmq + gridDim.y*gridDim.x - 1) / (gridDim.y*gridDim.x); + + int64_t kbc_0; + int64_t kbc_stop_0 = (int64_t) bidx_start*blocks_per_ne00*ntx*nty / block_num_mmq; for (int bidx = bidx_start; bidx < bidx_stop; ++bidx) { - int64_t kbc = (int64_t) bidx *blocks_per_ne00*ntx*nty / block_num_mmq; - int64_t kbc_stop = (int64_t)(bidx + 1)*blocks_per_ne00*ntx*nty / block_num_mmq; + kbc_0 = kbc_stop_0; + kbc_stop_0 = (int64_t) (bidx + 1)*blocks_per_ne00*ntx*nty / block_num_mmq; - kbc -= (kbc % blocks_per_ne00) % blocks_per_warp; - kbc_stop -= (kbc_stop % blocks_per_ne00) % blocks_per_warp; + const int64_t kbc = kbc_0 - (kbc_0 % blocks_per_ne00) % blocks_per_iter; + const int64_t kbc_stop = kbc_stop_0 - (kbc_stop_0 % blocks_per_ne00) % blocks_per_iter; // Skip fixup tile if the MMQ CUDA block never wrote anything to it: if (kbc == kbc_stop || kbc_stop % blocks_per_ne00 == 0) { diff --git a/ggml/src/ggml-cuda/quantize.cu b/ggml/src/ggml-cuda/quantize.cu index b4678682238d3..aa7f1eff0e6a2 100644 --- a/ggml/src/ggml-cuda/quantize.cu +++ b/ggml/src/ggml-cuda/quantize.cu @@ -37,47 +37,92 @@ static __global__ void quantize_q8_1(const float * __restrict__ x, void * __rest reinterpret_cast(y[ib].ds.y) = sum; } -template +template static __global__ void quantize_mmq_q8_1( const float * __restrict__ x, void * __restrict__ vy, const int64_t kx0, const int64_t kx1, const int64_t kx0_padded) { - const int64_t ix0 = (int64_t)blockDim.x*blockIdx.x + threadIdx.x; + constexpr int vals_per_scale = ds_layout == MMQ_Q8_1_DS_LAYOUT_D2S6 ? 64 : 32; + constexpr int vals_per_sum = ds_layout == MMQ_Q8_1_DS_LAYOUT_D2S6 ? 16 : 32; + + const int64_t ix0 = ((int64_t)blockDim.x*blockIdx.x + threadIdx.x)*4; if (ix0 >= kx0_padded) { return; } + const float4 * x4 = (const float4 *) x; + const int64_t ix1 = kx1*blockIdx.z + blockIdx.y; block_q8_1_mmq * y = (block_q8_1_mmq *) vy; - const int64_t ib0 = blockIdx.z*(gridDim.y*gridDim.x*blockDim.x/(4*QK8_1)); // first block of channel - const int64_t ib = ib0 + (ix0 / (4*QK8_1))*kx1 + blockIdx.y; // block index in channel - const int64_t iqs = ix0 % (4*QK8_1); // quant index in block - - const float xi = ix0 < kx0 ? x[ix1*kx0 + ix0] : 0.0f; - float amax = fabsf(xi); - - amax = warp_reduce_max(amax); + const int64_t ib0 = blockIdx.z*((int64_t)gridDim.y*gridDim.x*blockDim.x/QK8_1); // first block of channel + const int64_t ib = ib0 + (ix0 / (4*QK8_1))*kx1 + blockIdx.y; // block index in channel + const int64_t iqs = ix0 % (4*QK8_1); // quant index in block + + // Load 4 floats per thread and calculate max. abs. value between them: + const float4 xi = ix0 < kx0 ? x4[(ix1*kx0 + ix0)/4] : make_float4(0.0f, 0.0f, 0.0f, 0.0f); + float amax = fabsf(xi.x); + amax = fmaxf(amax, fabsf(xi.y)); + amax = fmaxf(amax, fabsf(xi.z)); + amax = fmaxf(amax, fabsf(xi.w)); + + // Exchange max. abs. value between vals_per_scale/4 threads. +#pragma unroll + for (int mask = vals_per_scale/8; mask > 0; mask >>= 1) { + amax = fmaxf(amax, __shfl_xor_sync(0xFFFFFFFF, amax, mask, WARP_SIZE)); + } float sum; - if (need_sum) { - sum = warp_reduce_sum(xi); + if (ds_layout != MMQ_Q8_1_DS_LAYOUT_D4) { + sum = xi.x + xi.y + xi.z + xi.w; + + // Exchange calculate sum across vals_per_sum/4 threads. +#pragma unroll + for (int mask = vals_per_sum/8; mask > 0; mask >>= 1) { + sum += __shfl_xor_sync(0xFFFFFFFF, sum, mask, WARP_SIZE); + } } - const float d = amax / 127; - const int8_t q = amax == 0.0f ? 0 : roundf(xi / d); + const float d_inv = 127.0f / amax; + char4 q; + q.x = roundf(xi.x*d_inv); + q.y = roundf(xi.y*d_inv); + q.z = roundf(xi.z*d_inv); + q.w = roundf(xi.w*d_inv); - y[ib].qs[iqs] = q; + // Write back 4 int8 values as a single 32 bit value for better memroy bandwidth: + char4 * yqs4 = (char4 *) y[ib].qs; + yqs4[iqs/4] = q; + + if (ds_layout == MMQ_Q8_1_DS_LAYOUT_D2S6) { + if (iqs % 16 != 0 || iqs >= 96) { + return; + } + + y[ib].d2s6[2 + iqs/16] = sum; + + if (iqs % 64 != 0) { + return; + } + + const float d = 1.0f / d_inv; + + y[ib].d2s6[iqs/64] = d; - if (iqs % QK8_1 != 0) { return; } - if (need_sum) { - y[ib].ds[iqs/QK8_1] = make_half2(d, sum); + if (iqs % 32 != 0) { + return; + } + + const float d = 1.0f / d_inv; + + if (ds_layout == MMQ_Q8_1_DS_LAYOUT_DS4) { + y[ib].ds4[iqs/32] = make_half2(d, sum); } else { - ((float *) y[ib].ds)[iqs/QK8_1] = d; + y[ib].d4[iqs/32] = d; } } @@ -101,12 +146,24 @@ void quantize_mmq_q8_1_cuda( GGML_ASSERT(kx0_padded % (4*QK8_1) == 0); - const int64_t block_num_x = (kx0_padded + CUDA_QUANTIZE_BLOCK_SIZE - 1) / CUDA_QUANTIZE_BLOCK_SIZE; + const int64_t block_num_x = (kx0_padded + 4*CUDA_QUANTIZE_BLOCK_SIZE_MMQ - 1) / (4*CUDA_QUANTIZE_BLOCK_SIZE_MMQ); const dim3 num_blocks(block_num_x, kx1, channels); - const dim3 block_size(CUDA_QUANTIZE_BLOCK_SIZE, 1, 1); - if (mmq_need_sum(type_x)) { - quantize_mmq_q8_1<<>>(x, vy, kx0, kx1, kx0_padded); - } else { - quantize_mmq_q8_1<<>>(x, vy, kx0, kx1, kx0_padded); + const dim3 block_size(CUDA_QUANTIZE_BLOCK_SIZE_MMQ, 1, 1); + switch (mmq_get_q8_1_ds_layout(type_x)) { + case MMQ_Q8_1_DS_LAYOUT_D4: + quantize_mmq_q8_1 + <<>>(x, vy, kx0, kx1, kx0_padded); + break; + case MMQ_Q8_1_DS_LAYOUT_DS4: + quantize_mmq_q8_1 + <<>>(x, vy, kx0, kx1, kx0_padded); + break; + case MMQ_Q8_1_DS_LAYOUT_D2S6: + quantize_mmq_q8_1 + <<>>(x, vy, kx0, kx1, kx0_padded); + break; + default: + GGML_ASSERT(false); + break; } } diff --git a/ggml/src/ggml-cuda/quantize.cuh b/ggml/src/ggml-cuda/quantize.cuh index 486c9360a46fd..03bf322b95873 100644 --- a/ggml/src/ggml-cuda/quantize.cuh +++ b/ggml/src/ggml-cuda/quantize.cuh @@ -5,7 +5,11 @@ #include -#define CUDA_QUANTIZE_BLOCK_SIZE 256 +#define CUDA_QUANTIZE_BLOCK_SIZE 256 +#define CUDA_QUANTIZE_BLOCK_SIZE_MMQ 128 + +static_assert(MATRIX_ROW_PADDING % CUDA_QUANTIZE_BLOCK_SIZE == 0, "Risk of out-of-bounds access."); +static_assert(MATRIX_ROW_PADDING % (4*CUDA_QUANTIZE_BLOCK_SIZE_MMQ) == 0, "Risk of out-of-bounds access."); typedef void (*quantize_cuda_t)( const float * x, void * vy, const int64_t kx0, const int64_t kx1, const int64_t channels, const int64_t kx0_padded, diff --git a/ggml/src/ggml-cuda/vecdotq.cuh b/ggml/src/ggml-cuda/vecdotq.cuh index 1d510484ac474..6a17d0f3eb0d2 100644 --- a/ggml/src/ggml-cuda/vecdotq.cuh +++ b/ggml/src/ggml-cuda/vecdotq.cuh @@ -189,7 +189,7 @@ template static __device__ __forceinline__ float vec_dot_q8_1_q8_1_imp } #define VDR_Q2_K_Q8_1_MMVQ 1 -#define VDR_Q2_K_Q8_1_MMQ 2 +#define VDR_Q2_K_Q8_1_MMQ 4 // contiguous v/x values static __device__ __forceinline__ float vec_dot_q2_K_q8_1_impl_mmvq( @@ -219,32 +219,56 @@ static __device__ __forceinline__ float vec_dot_q2_K_q8_1_impl_mmvq( return dm2f.x*sumf_d - dm2f.y*sumf_m; } -// contiguous u/y values +// contiguous v/x + u/y values +template static __device__ __forceinline__ float vec_dot_q2_K_q8_1_impl_mmq( - const int * __restrict__ v, const int * __restrict__ u, const half2 * dm2, const float & d8) { + const int * __restrict__ v, const int * __restrict__ u, const half2 * dm2, const float & d8, const half2 * s8) { - float sumf_d = 0.0f; - float sumf_m = 0.0f; + float sumf = 0.0f; + float sumf_d8 = 0.0f; #pragma unroll - for (int i0 = 0; i0 < QI8_1; i0 += QI8_1/2) { - const float2 dm2f = __half22float2(dm2[i0/(QI8_1/2)]); - int sumi_d = 0; - int sumi_m = 0; + for (int i0 = 0; i0 < QR2_K*VDR_Q2_K_Q8_1_MMQ; i0 += QI8_1) { + const float2 dm2f0 = __half22float2(dm2[i0/(QI8_1/2) + 0]); + int sumi_d0 = 0; + + const float2 dm2f1 = __half22float2(dm2[i0/(QI8_1/2) + 1]); + int sumi_d1 = 0; - const int vi0 = v[i0/(QI8_1/2)]; #pragma unroll for (int i = i0; i < i0 + QI8_1/2; ++i) { - const int vi = (vi0 >> (2*(i % (QI8_1/2)))) & 0x03030303; - sumi_d = ggml_cuda_dp4a(vi, u[i], sumi_d); // SIMD dot product - sumi_m = ggml_cuda_dp4a(0x01010101, u[i], sumi_m); + sumi_d0 = ggml_cuda_dp4a(v[i], u[i], sumi_d0); + } + sumf_d8 += dm2f0.x * sumi_d0; + +#pragma unroll + for (int i = i0 + QI8_1/2; i < i0 + QI8_1; ++i) { + sumi_d1 = ggml_cuda_dp4a(v[i], u[i], sumi_d1); } + sumf_d8 += dm2f1.x * sumi_d1; - sumf_d += dm2f.x * sumi_d; - sumf_m += dm2f.y * sumi_m; + if (i0/QI8_1 < ns8) { + const float2 s8f = __half22float2(s8[i0/QI8_1]); + sumf -= dm2f0.y*s8f.x; + sumf -= dm2f1.y*s8f.y; + } else { + int sumi_m0 = 0; +#pragma unroll + for (int i = i0; i < i0 + QI8_1/2; ++i) { + sumi_m0 = ggml_cuda_dp4a(0x01010101, u[i], sumi_m0); + } + sumf_d8 -= dm2f0.y * sumi_m0; + + int sumi_m1 = 0; +#pragma unroll + for (int i = i0 + QI8_1/2; i < i0 + QI8_1; ++i) { + sumi_m1 = ggml_cuda_dp4a(0x01010101, u[i], sumi_m1); + } + sumf_d8 -= dm2f1.y * sumi_m1; + } } - return d8*(sumf_d - sumf_m); + return sumf + d8*sumf_d8; } #define VDR_Q3_K_Q8_1_MMVQ 1 @@ -283,7 +307,7 @@ static __device__ __forceinline__ float vec_dot_q3_K_q8_1_impl_mmvq( return d3 * sumf; } -// contiguous u/y values +// contiguous v/x + u/y values static __device__ __forceinline__ float vec_dot_q3_K_q8_1_impl_mmq( const int * __restrict__ v, const int * __restrict__ u, const int8_t * __restrict__ scales, const float & d3, const float & d8) { @@ -296,8 +320,7 @@ static __device__ __forceinline__ float vec_dot_q3_K_q8_1_impl_mmq( #pragma unroll for (int i = i0; i < i0 + QI8_1/2; ++i) { - const int vi = __vsubss4((v[i/2] >> (4*(i%2))) & 0x0F0F0F0F, 0x04040404); - sumi_sc = ggml_cuda_dp4a(vi, u[i], sumi_sc); // SIMD dot product + sumi_sc = ggml_cuda_dp4a(v[i], u[i], sumi_sc); // SIMD dot product } sumi += sumi_sc * scales[i0 / (QI8_1/2)]; @@ -334,7 +357,7 @@ static __device__ __forceinline__ float vec_dot_q4_K_q8_1_impl_vmmq( return dm4f.x*sumf_d - dm4f.y*sumf_m; } -// contiguous u/y values +// contiguous v/x + u/y values static __device__ __forceinline__ float vec_dot_q4_K_q8_1_impl_mmq( const int * __restrict__ v, const int * __restrict__ u, const uint8_t * __restrict__ sc, const uint8_t * __restrict__ m, const half2 & dm4, const half2 * __restrict__ ds8) { @@ -397,7 +420,7 @@ static __device__ __forceinline__ float vec_dot_q5_K_q8_1_impl_vmmq( return dm5f.x*sumf_d - dm5f.y*sumf_m; } -// contiguous u/y values +// contiguous v/x + u/y values static __device__ __forceinline__ float vec_dot_q5_K_q8_1_impl_mmq( const int * __restrict__ v, const int * __restrict__ u, const uint8_t * __restrict__ sc, const uint8_t * __restrict__ m, const half2 & dm4, const half2 * __restrict__ ds8) { @@ -451,13 +474,16 @@ static __device__ __forceinline__ float vec_dot_q6_K_q8_1_impl_mmvq( return d*sumf; } -// contiguous u/y values +// contiguous v/x + u/y values static __device__ __forceinline__ float vec_dot_q6_K_q8_1_impl_mmq( const int * __restrict__ v, const int * __restrict__ u, const int8_t * __restrict__ sc, const float & d6, const float * __restrict__ d8) { float sumf_d = 0.0f; + const int sc_packed = get_int_b4(sc, 0); + const int8_t * sc_reg = (const int8_t *) &sc_packed; + #pragma unroll for (int i0 = 0; i0 < VDR_Q6_K_Q8_1_MMQ; i0 += 4) { int2 sumi_d = {0, 0}; // 2 q6_K scales per q8_1 scale @@ -471,7 +497,7 @@ static __device__ __forceinline__ float vec_dot_q6_K_q8_1_impl_mmq( sumi_d.y = ggml_cuda_dp4a(v[2*i+5], u[2*i+5], sumi_d.y); // SIMD dot product } - sumf_d += d8[i0/4] * (sc[i0/2+0]*sumi_d.x + sc[i0/2+1]*sumi_d.y); + sumf_d += d8[i0/4] * (sc_reg[i0/2+0]*sumi_d.x + sc_reg[i0/2+1]*sumi_d.y); } return d6 * sumf_d; From b078c619aa4e97fe726d61b0b5499a2e19a418a4 Mon Sep 17 00:00:00 2001 From: Daniel Bevenius Date: Thu, 11 Jul 2024 17:53:42 +0200 Subject: [PATCH 33/46] cuda : suppress 'noreturn' warn in no_device_code (#8414) * cuda : suppress 'noreturn' warn in no_device_code This commit adds a while(true) loop to the no_device_code function in common.cuh. This is done to suppress the warning: ```console /ggml/src/ggml-cuda/template-instances/../common.cuh:346:1: warning: function declared 'noreturn' should not return [-Winvalid-noreturn] 346 | } | ^ ``` The motivation for this is to reduce the number of warnings when compilng with GGML_HIPBLAS=ON. Signed-off-by: Daniel Bevenius * squash! cuda : suppress 'noreturn' warn in no_device_code Update __trap macro instead of using a while loop to suppress the warning. Signed-off-by: Daniel Bevenius --------- Signed-off-by: Daniel Bevenius --- ggml/src/ggml-cuda/common.cuh | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ggml/src/ggml-cuda/common.cuh b/ggml/src/ggml-cuda/common.cuh index 4ff06b8719d37..26d9412a23eb6 100644 --- a/ggml/src/ggml-cuda/common.cuh +++ b/ggml/src/ggml-cuda/common.cuh @@ -104,7 +104,7 @@ #define cudaStreamWaitEvent(stream, event, flags) hipStreamWaitEvent(stream, event, flags) #define cudaStream_t hipStream_t #define cudaSuccess hipSuccess -#define __trap abort +#define __trap() do { abort(); __builtin_unreachable(); } while(0) #define CUBLAS_STATUS_SUCCESS HIPBLAS_STATUS_SUCCESS #define CUBLAS_STATUS_NOT_INITIALIZED HIPBLAS_STATUS_NOT_INITIALIZED #define CUBLAS_STATUS_ALLOC_FAILED HIPBLAS_STATUS_ALLOC_FAILED From 368645698ab648e390dcd7c00a2bf60efa654f57 Mon Sep 17 00:00:00 2001 From: Nicholai Tukanov Date: Thu, 11 Jul 2024 11:49:15 -0500 Subject: [PATCH 34/46] ggml : add NVPL BLAS support (#8329) (#8425) * ggml : add NVPL BLAS support * ggml : replace `_ENABLE_CBLAS` with `GGML_BLAS_USE_` --------- Co-authored-by: ntukanov --- Makefile | 8 +++++++- ggml/src/ggml-blas.cpp | 13 +++++++++---- 2 files changed, 16 insertions(+), 5 deletions(-) diff --git a/Makefile b/Makefile index 668b38b99c312..4869d2ecf3be2 100644 --- a/Makefile +++ b/Makefile @@ -547,11 +547,17 @@ ifdef GGML_OPENBLAS64 endif # GGML_OPENBLAS64 ifdef GGML_BLIS - MK_CPPFLAGS += -DGGML_USE_BLAS -I/usr/local/include/blis -I/usr/include/blis + MK_CPPFLAGS += -DGGML_USE_BLAS -DGGML_BLAS_USE_BLIS -I/usr/local/include/blis -I/usr/include/blis MK_LDFLAGS += -lblis -L/usr/local/lib OBJ_GGML += ggml/src/ggml-blas.o endif # GGML_BLIS +ifdef GGML_NVPL + MK_CPPFLAGS += -DGGML_USE_BLAS -DGGML_BLAS_USE_NVPL -DNVPL_ILP64 -I/usr/local/include/nvpl_blas -I/usr/include/nvpl_blas + MK_LDFLAGS += -L/usr/local/lib -lnvpl_blas_core -lnvpl_blas_ilp64_gomp + OBJ_GGML += ggml/src/ggml-blas.o +endif # GGML_NVPL + ifndef GGML_NO_LLAMAFILE MK_CPPFLAGS += -DGGML_USE_LLAMAFILE OBJ_GGML += ggml/src/llamafile/sgemm.o diff --git a/ggml/src/ggml-blas.cpp b/ggml/src/ggml-blas.cpp index d709a357bbf29..a37aa407282b9 100644 --- a/ggml/src/ggml-blas.cpp +++ b/ggml/src/ggml-blas.cpp @@ -8,11 +8,12 @@ # include #elif defined(GGML_BLAS_USE_MKL) # include +#elif defined(GGML_BLAS_USE_BLIS) +# include +#elif defined(GGML_BLAS_USE_NVPL) +# include #else # include -# ifdef BLIS_ENABLE_CBLAS -# include -# endif #endif struct ggml_backend_blas_context { @@ -140,10 +141,14 @@ static void ggml_backend_blas_mul_mat(ggml_backend_blas_context * ctx, struct gg openblas_set_num_threads(ctx->n_threads); #endif -#if defined(BLIS_ENABLE_CBLAS) +#if defined(GGML_BLAS_USE_BLIS) bli_thread_set_num_threads(ctx->n_threads); #endif +#if defined(GGML_BLAS_USE_NVPL) + nvpl_blas_set_num_threads(ctx->n_threads); +#endif + for (int64_t i13 = 0; i13 < ne13; i13++) { for (int64_t i12 = 0; i12 < ne12; i12++) { const int64_t i03 = i13/r3; From b549a1bbefb2f1fbb8b558bac1f2ae7967e60964 Mon Sep 17 00:00:00 2001 From: Chen Xi Date: Fri, 12 Jul 2024 00:52:04 +0000 Subject: [PATCH 35/46] [SYCL] fix the mul_mat_id ut issues (#8427) * fix part of mul_mat_id * skip the bfloat 16 sycl ut Signed-off-by: Chen Xi --------- Signed-off-by: Chen Xi Co-authored-by: Meng, Hengyu Co-authored-by: Chen Xi --- ggml/src/ggml-backend.c | 2 +- ggml/src/ggml-sycl.cpp | 49 +++++++++++------------------------------ src/llama.cpp | 7 ------ 3 files changed, 14 insertions(+), 44 deletions(-) diff --git a/ggml/src/ggml-backend.c b/ggml/src/ggml-backend.c index 13c71c310c446..dbbaa3941febe 100644 --- a/ggml/src/ggml-backend.c +++ b/ggml/src/ggml-backend.c @@ -394,7 +394,7 @@ void ggml_backend_event_wait(ggml_backend_t backend, ggml_backend_event_t event) // backend registry -#define GGML_REG_MAX_BACKENDS 16 +#define GGML_REG_MAX_BACKENDS 64 struct ggml_backend_reg { char name[128]; diff --git a/ggml/src/ggml-sycl.cpp b/ggml/src/ggml-sycl.cpp index 9c419ba896706..5a890237f2453 100644 --- a/ggml/src/ggml-sycl.cpp +++ b/ggml/src/ggml-sycl.cpp @@ -3768,37 +3768,13 @@ static void ggml_sycl_mul_mat_id(ggml_backend_sycl_context & ctx, const ggml_ten stream->memcpy(ids_host.data(), ids_dev, ggml_nbytes(ids)))); SYCL_CHECK(CHECK_TRY_ERROR(stream->wait())); - const ggml_tensor_extra_gpu *src0_extra = - (const ggml_tensor_extra_gpu *)src0->extra; - const ggml_tensor_extra_gpu *src1_extra = - (const ggml_tensor_extra_gpu *)src1->extra; - const ggml_tensor_extra_gpu *dst_extra = - (const ggml_tensor_extra_gpu *)dst->extra; - - ggml_tensor_extra_gpu src0_row_extra; - ggml_tensor_extra_gpu src1_row_extra; - ggml_tensor_extra_gpu dst_row_extra; - ggml_tensor src0_row = *src0; ggml_tensor src1_row = *src1; ggml_tensor dst_row = *dst; - src1_row.backend = GGML_BACKEND_TYPE_GPU; - dst_row.backend = GGML_BACKEND_TYPE_GPU; - - src0_row.extra = &src0_row_extra; - src1_row.extra = &src1_row_extra; - dst_row.extra = &dst_row_extra; - - char *src0_original = src1->backend == GGML_BACKEND_TYPE_CPU - ? (char *)src0->data - : (char *)src0_extra->data_device[ctx.device]; - char *src1_original = src1->backend == GGML_BACKEND_TYPE_CPU - ? (char *)src1->data - : (char *)src1_extra->data_device[ctx.device]; - char *dst_original = dst->backend == GGML_BACKEND_TYPE_CPU - ? (char *)dst->data - : (char *)dst_extra->data_device[ctx.device]; + char *src0_original = (char *)src0->data; + char *src1_original = (char *)src1->data; + char *dst_original = (char *)dst->data; src0_row.ne[2] = 1; src0_row.ne[3] = 1; @@ -3827,12 +3803,9 @@ static void ggml_sycl_mul_mat_id(ggml_backend_sycl_context & ctx, const ggml_ten const int64_t i1 = id; const int64_t i2 = i12; - src0_row_extra.data_device[ctx.device] = - src0_original + i02*nb02; - src1_row_extra.data_device[ctx.device] = - src1_original + + i11*nb11 + i12*nb12; - dst_row_extra.data_device[ctx.device] = - dst_original + i1*nb1 + i2*nb2; + src0_row.data = src0_original + i02*nb02; + src1_row.data = src1_original + + i11*nb11 + i12*nb12; + dst_row.data = dst_original + i1*nb1 + i2*nb2; ggml_sycl_mul_mat(ctx, &src0_row, &src1_row, &dst_row); } @@ -3841,8 +3814,8 @@ static void ggml_sycl_mul_mat_id(ggml_backend_sycl_context & ctx, const ggml_ten ggml_sycl_pool_alloc src1_contiguous(ctx.pool(), sizeof(float)*ggml_nelements(src1)); ggml_sycl_pool_alloc dst_contiguous(ctx.pool(), sizeof(float)*ggml_nelements(dst)); - src1_row_extra.data_device[ctx.device] = src1_contiguous.get(); - dst_row_extra.data_device[ctx.device] = dst_contiguous.get(); + src1_row.data = src1_contiguous.get(); + dst_row.data = dst_contiguous.get(); for (int64_t i02 = 0; i02 < n_as; i02++) { int64_t num_src1_rows = 0; @@ -3898,7 +3871,7 @@ static void ggml_sycl_mul_mat_id(ggml_backend_sycl_context & ctx, const ggml_ten }); } - src0_row_extra.data_device[ctx.device] = src0_original + i02*nb02; + src0_row.data = src0_original + i02*nb02; GGML_ASSERT(nb11 == sizeof(float)*ne10); GGML_ASSERT(nb1 == sizeof(float)*ne0); @@ -5221,6 +5194,10 @@ GGML_CALL static bool ggml_backend_sycl_supports_op(ggml_backend_t backend, cons return false; } } + ggml_type src0_type = op->src[0]->type; + if (src0_type == GGML_TYPE_BF16) { + return false; + } return true; } break; case GGML_OP_GET_ROWS: diff --git a/src/llama.cpp b/src/llama.cpp index ed77ed918e554..f91ac777969d9 100644 --- a/src/llama.cpp +++ b/src/llama.cpp @@ -5883,13 +5883,6 @@ static bool llm_load_tensors( auto & hparams = model.hparams; -#ifdef GGML_USE_SYCL - // disable MoE with SYCL until mul_mat_id is updated - if (hparams.n_expert > 0) { - n_gpu_layers = 0; - } -#endif - model.split_mode = split_mode; model.main_gpu = main_gpu; model.n_gpu_layers = n_gpu_layers; From 370b1f7e7a7514d9a63daf15f7b0f00319b7f908 Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Fri, 12 Jul 2024 10:46:02 +0300 Subject: [PATCH 36/46] ggml : minor naming changes (#8433) * ggml : minor naming changes ggml-ci * ggml : use PRId64 [no ci] * ggml : revert FA K/Q names --- examples/quantize-stats/quantize-stats.cpp | 2 +- ggml/include/ggml.h | 50 +++++----- ggml/src/ggml-aarch64.c | 68 +++++++------ ggml/src/ggml-aarch64.h | 14 +-- ggml/src/ggml-quants.c | 94 ++++++++--------- ggml/src/ggml-quants.h | 38 +++---- ggml/src/ggml.c | 111 ++++++++++----------- tests/test-double-float.cpp | 4 +- tests/test-quantize-fns.cpp | 2 +- tests/test-quantize-perf.cpp | 2 +- 10 files changed, 194 insertions(+), 191 deletions(-) diff --git a/examples/quantize-stats/quantize-stats.cpp b/examples/quantize-stats/quantize-stats.cpp index 746df8446b85e..68cf8d3595e87 100644 --- a/examples/quantize-stats/quantize-stats.cpp +++ b/examples/quantize-stats/quantize-stats.cpp @@ -154,7 +154,7 @@ static void test_roundtrip_on_chunk( } if (use_reference) { - qfns.from_float_reference(input_scratch, quantized_scratch, chunk_size); + qfns.from_float_ref(input_scratch, quantized_scratch, chunk_size); } else { qfns.from_float(input_scratch, quantized_scratch, chunk_size); } diff --git a/ggml/include/ggml.h b/ggml/include/ggml.h index 1e367753738d9..f2145ff356cbd 100644 --- a/ggml/include/ggml.h +++ b/ggml/include/ggml.h @@ -714,9 +714,9 @@ extern "C" { GGML_API GGML_CALL size_t ggml_nbytes (const struct ggml_tensor * tensor); GGML_API size_t ggml_nbytes_pad (const struct ggml_tensor * tensor); // same as ggml_nbytes() but padded to GGML_MEM_ALIGN - GGML_API GGML_CALL int ggml_blck_size(enum ggml_type type); - GGML_API GGML_CALL size_t ggml_type_size(enum ggml_type type); // size in bytes for all elements in a block - GGML_API GGML_CALL size_t ggml_row_size (enum ggml_type type, int64_t ne); // size in bytes for all elements in a row + GGML_API GGML_CALL int64_t ggml_blck_size(enum ggml_type type); + GGML_API GGML_CALL size_t ggml_type_size(enum ggml_type type); // size in bytes for all elements in a block + GGML_API GGML_CALL size_t ggml_row_size (enum ggml_type type, int64_t ne); // size in bytes for all elements in a row GGML_DEPRECATED( GGML_API double ggml_type_sizef(enum ggml_type type), // ggml_type_size()/ggml_blck_size() as float @@ -2410,31 +2410,31 @@ extern "C" { #endif typedef void (*ggml_to_float_t) (const void * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k); typedef void (*ggml_from_float_t)(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k); - typedef void (*ggml_vec_dot_t) (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT x, size_t bx, - const void * GGML_RESTRICT y, size_t by, int nrc); - typedef void (*ggml_from_float_to_mat_t)(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t nr, - int64_t k, int64_t bx); - typedef void (*ggml_gemv_t) (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT x, - const void * GGML_RESTRICT y, int nr, int nc); - typedef void (*ggml_gemm_t) (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT x, - const void * GGML_RESTRICT y, int nr, int nc); + typedef void (*ggml_from_float_to_mat_t) + (const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t nr, int64_t k, int64_t bs); + typedef void (*ggml_vec_dot_t) (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT x, size_t bx, + const void * GGML_RESTRICT y, size_t by, int nrc); + typedef void (*ggml_gemv_t) (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT x, + const void * GGML_RESTRICT y, int nr, int nc); + typedef void (*ggml_gemm_t) (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT x, + const void * GGML_RESTRICT y, int nr, int nc); typedef struct { - const char * type_name; - int blck_size; - size_t type_size; - bool is_quantized; - ggml_to_float_t to_float; - ggml_from_float_t from_float; - ggml_from_float_t from_float_reference; - ggml_vec_dot_t vec_dot; - enum ggml_type vec_dot_type; - int64_t nrows; // number of rows to process simultaneously; - int64_t ncols; // number of columns to process simultaneously; - int64_t interleave_blcksize; // interleave elements in blocks of interleave_blcksize; + const char * type_name; + int64_t blck_size; + int64_t blck_size_interleave; // interleave elements in blocks + size_t type_size; + bool is_quantized; + ggml_to_float_t to_float; + ggml_from_float_t from_float; + ggml_from_float_t from_float_ref; ggml_from_float_to_mat_t from_float_to_mat; - ggml_gemv_t gemv; - ggml_gemm_t gemm; + ggml_vec_dot_t vec_dot; + enum ggml_type vec_dot_type; + int64_t nrows; // number of rows to process simultaneously + int64_t ncols; // number of columns to process simultaneously + ggml_gemv_t gemv; + ggml_gemm_t gemm; } ggml_type_traits_t; GGML_API ggml_type_traits_t ggml_internal_get_type_traits(enum ggml_type type); diff --git a/ggml/src/ggml-aarch64.c b/ggml/src/ggml-aarch64.c index 008718634fe0d..40838cf4ffdcf 100644 --- a/ggml/src/ggml-aarch64.c +++ b/ggml/src/ggml-aarch64.c @@ -20,19 +20,19 @@ // Functions to create the interleaved data layout formats -// interleave 4 block_q4_0s in blocks of interleave_blcksize +// interleave 4 block_q4_0s in blocks of blck_size_interleave // returns an interleaved block_q4_0x4 // in the interleaved block_q4_0x4, place deltas for 4 block_q4_0 blocks -// first, then interleave quants from 4 block_q4_0s in blocks of interleave_blcksize +// first, then interleave quants from 4 block_q4_0s in blocks of blck_size_interleave // // - in : an array of block_q4_0 pointers -// - interleave_blcksize : the block_q4_0 quants bytes are interleaved in blocks of -// interleave_blcksize bytes +// - blck_size_interleave : the block_q4_0 quants bytes are interleaved in blocks of +// blck_size_interleave bytes // - xor_mask : the mask to convert the nibbles in block_q4_0 quants bytes // from bias offset form to pure sign form (this saves subtract // operations durin unpacking) // -static block_q4_0x4 make_block_q4_0x4(block_q4_0 * in, unsigned int interleave_blcksize, unsigned int xor_mask) { +static block_q4_0x4 make_block_q4_0x4(block_q4_0 * in, unsigned int blck_size_interleave, unsigned int xor_mask) { block_q4_0x4 out; for (int i = 0; i < 4; i++) { @@ -40,9 +40,9 @@ static block_q4_0x4 make_block_q4_0x4(block_q4_0 * in, unsigned int interleave_b } for (int i = 0; i < QK4_0 * 2; i++) { - int src_offset = (i / (4 * interleave_blcksize)) * interleave_blcksize; - int src_id = (i % (4 * interleave_blcksize)) / interleave_blcksize; - src_offset += (i % interleave_blcksize); + int src_offset = (i / (4 * blck_size_interleave)) * blck_size_interleave; + int src_id = (i % (4 * blck_size_interleave)) / blck_size_interleave; + src_offset += (i % blck_size_interleave); out.qs[i] = in[src_id].qs[src_offset] ^ xor_mask; } @@ -50,11 +50,11 @@ static block_q4_0x4 make_block_q4_0x4(block_q4_0 * in, unsigned int interleave_b return out; } -// interleave 8 block_q4_0s in blocks of interleave_blcksize +// interleave 8 block_q4_0s in blocks of blck_size_interleave // returns an interleaved block_q4_0x8 // in the interleaved block_q4_0x8, place deltas for 8 block_q4_0 blocks -// first, then interleave quants from 8 block_q4_0s in blocks of interleave_blcksize -static block_q4_0x8 make_block_q4_0x8(block_q4_0 * in, unsigned int interleave_blcksize, unsigned int xor_mask) { +// first, then interleave quants from 8 block_q4_0s in blocks of blck_size_interleave +static block_q4_0x8 make_block_q4_0x8(block_q4_0 * in, unsigned int blck_size_interleave, unsigned int xor_mask) { block_q4_0x8 out; for (int i = 0; i < 8; i++) { @@ -62,9 +62,9 @@ static block_q4_0x8 make_block_q4_0x8(block_q4_0 * in, unsigned int interleave_b } for (int i = 0; i < QK4_0 * 4; i++) { - int src_offset = (i / (8 * interleave_blcksize)) * interleave_blcksize; - int src_id = (i % (8 * interleave_blcksize)) / interleave_blcksize; - src_offset += (i % interleave_blcksize); + int src_offset = (i / (8 * blck_size_interleave)) * blck_size_interleave; + int src_id = (i % (8 * blck_size_interleave)) / blck_size_interleave; + src_offset += (i % blck_size_interleave); out.qs[i] = in[src_id].qs[src_offset] ^ xor_mask; } @@ -135,7 +135,7 @@ void quantize_q8_0_4x4(const float * restrict x, void * restrict vy, int64_t k) } #else // scalar - const int interleave_blcksize = 4; + const int blck_size_interleave = 4; float srcv[4][QK8_0]; float id[4]; @@ -155,12 +155,12 @@ void quantize_q8_0_4x4(const float * restrict x, void * restrict vy, int64_t k) } for (int j = 0; j < QK8_0 * 4; j++) { - int src_offset = (j / (4 * interleave_blcksize)) * interleave_blcksize; - int src_id = (j % (4 * interleave_blcksize)) / interleave_blcksize; - src_offset += (j % interleave_blcksize); + int src_offset = (j / (4 * blck_size_interleave)) * blck_size_interleave; + int src_id = (j % (4 * blck_size_interleave)) / blck_size_interleave; + src_offset += (j % blck_size_interleave); float x0 = srcv[src_id][src_offset] * id[src_id]; - y[i].qs[j] = roundf(x0);; + y[i].qs[j] = roundf(x0); } } #endif @@ -253,7 +253,7 @@ void quantize_q8_0_4x8(const float * restrict x, void * restrict vy, int64_t k) } #else // scalar - const int interleave_blcksize = 8; + const int blck_size_interleave = 8; float srcv[4][QK8_0]; float id[4]; @@ -273,26 +273,30 @@ void quantize_q8_0_4x8(const float * restrict x, void * restrict vy, int64_t k) } for (int j = 0; j < QK8_0 * 4; j++) { - int src_offset = (j / (4 * interleave_blcksize)) * interleave_blcksize; - int src_id = (j % (4 * interleave_blcksize)) / interleave_blcksize; - src_offset += (j % interleave_blcksize); + int src_offset = (j / (4 * blck_size_interleave)) * blck_size_interleave; + int src_id = (j % (4 * blck_size_interleave)) / blck_size_interleave; + src_offset += (j % blck_size_interleave); float x0 = srcv[src_id][src_offset] * id[src_id]; - y[i].qs[j] = roundf(x0);; + y[i].qs[j] = roundf(x0); } } #endif } -void quantize_mat_q8_0(const float * restrict x, void * restrict vy, int64_t nrow, int64_t n_per_row, int64_t interleave_blcksize) { +void quantize_mat_q8_0(const float * restrict x, void * restrict vy, int64_t nrow, int64_t n_per_row, int64_t blck_size_interleave) { assert(nrow == 4); UNUSED(nrow); - if (interleave_blcksize == 4) quantize_q8_0_4x4(x, vy, n_per_row); - else if (interleave_blcksize == 8) quantize_q8_0_4x8(x, vy, n_per_row); - else assert(false); + if (blck_size_interleave == 4) { + quantize_q8_0_4x4(x, vy, n_per_row); + } else if (blck_size_interleave == 8) { + quantize_q8_0_4x8(x, vy, n_per_row); + } else { + assert(false); + } } -static size_t quantize_q4_0_nr_bl(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, int nrows_interleaved, int interleave_blcksize) { +static size_t quantize_q4_0_nr_bl(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, int nrows_interleaved, int blck_size_interleave) { assert(n_per_row % QK4_0 == 0); const int nb = n_per_row / QK4_0; @@ -311,15 +315,15 @@ static size_t quantize_q4_0_nr_bl(const float * restrict src, void * restrict ds for (int64_t x = 0; x < nb; x++) { for (int i = 0; i < nrows_interleaved; i++ ) { - quantize_row_q4_0_reference(src + b + i * n_per_row + x * QK4_0, (block_q4_0 *) dst_tmp + i, QK4_0); + quantize_row_q4_0_ref(src + b + i * n_per_row + x * QK4_0, (block_q4_0 *) dst_tmp + i, QK4_0); } if (nrows_interleaved == 8) { - *(block_q4_0x8 *) out_ptr = make_block_q4_0x8(dst_tmp, interleave_blcksize, 0x88); + *(block_q4_0x8 *) out_ptr = make_block_q4_0x8(dst_tmp, blck_size_interleave, 0x88); out_ptr = (block_q4_0x8 *) out_ptr + 1; } else if (nrows_interleaved == 4) { - *(block_q4_0x4 *) out_ptr = make_block_q4_0x4(dst_tmp, interleave_blcksize, 0x88); + *(block_q4_0x4 *) out_ptr = make_block_q4_0x4(dst_tmp, blck_size_interleave, 0x88); out_ptr = (block_q4_0x4 *) out_ptr + 1; } } diff --git a/ggml/src/ggml-aarch64.h b/ggml/src/ggml-aarch64.h index 65ead1efed572..517babaf1691b 100644 --- a/ggml/src/ggml-aarch64.h +++ b/ggml/src/ggml-aarch64.h @@ -16,7 +16,7 @@ extern "C" { void quantize_q8_0_4x4(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k); void quantize_q8_0_4x8(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k); -void quantize_mat_q8_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t nrows, int64_t n_per_row, int64_t interleave_blcksize); +void quantize_mat_q8_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t nrows, int64_t n_per_row, int64_t blck_size_interleave); // Quantization utilizing an importance matrix (a.k.a. "Activation aWare Quantization") size_t quantize_q4_0_4x4(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix); @@ -24,14 +24,14 @@ size_t quantize_q4_0_4x8(const float * GGML_RESTRICT src, void * GGML_RESTRICT d size_t quantize_q4_0_8x8(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix); // GEMV -void ggml_gemv_q4_0_4x4_q8_0 (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); -void ggml_gemv_q4_0_4x8_q8_0 (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); -void ggml_gemv_q4_0_8x8_q8_0 (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemv_q4_0_4x4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemv_q4_0_4x8_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemv_q4_0_8x8_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); // GEMM -void ggml_gemm_q4_0_4x4_q8_0 (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); -void ggml_gemm_q4_0_4x8_q8_0 (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); -void ggml_gemm_q4_0_8x8_q8_0 (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemm_q4_0_4x4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemm_q4_0_4x8_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemm_q4_0_8x8_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); #ifdef __cplusplus } diff --git a/ggml/src/ggml-quants.c b/ggml/src/ggml-quants.c index cbe377cf5caee..1839a722ed00c 100644 --- a/ggml/src/ggml-quants.c +++ b/ggml/src/ggml-quants.c @@ -658,7 +658,7 @@ static inline __m128i packNibbles( __m256i bytes ) { #endif //__loongarch_asx // reference implementation for deterministic creation of model files -void quantize_row_q4_0_reference(const float * restrict x, block_q4_0 * restrict y, int64_t k) { +void quantize_row_q4_0_ref(const float * restrict x, block_q4_0 * restrict y, int64_t k) { static const int qk = QK4_0; assert(k % qk == 0); @@ -696,11 +696,11 @@ void quantize_row_q4_0_reference(const float * restrict x, block_q4_0 * restrict } void quantize_row_q4_0(const float * restrict x, void * restrict y, int64_t k) { - quantize_row_q4_0_reference(x, y, k); + quantize_row_q4_0_ref(x, y, k); } -void quantize_row_q4_1_reference(const float * restrict x, block_q4_1 * restrict y, int64_t k) { +void quantize_row_q4_1_ref(const float * restrict x, block_q4_1 * restrict y, int64_t k) { const int qk = QK4_1; assert(k % qk == 0); @@ -738,10 +738,10 @@ void quantize_row_q4_1_reference(const float * restrict x, block_q4_1 * restrict } void quantize_row_q4_1(const float * restrict x, void * restrict y, int64_t k) { - quantize_row_q4_1_reference(x, y, k); + quantize_row_q4_1_ref(x, y, k); } -void quantize_row_q5_0_reference(const float * restrict x, block_q5_0 * restrict y, int64_t k) { +void quantize_row_q5_0_ref(const float * restrict x, block_q5_0 * restrict y, int64_t k) { static const int qk = QK5_0; assert(k % qk == 0); @@ -786,10 +786,10 @@ void quantize_row_q5_0_reference(const float * restrict x, block_q5_0 * restrict } void quantize_row_q5_0(const float * restrict x, void * restrict y, int64_t k) { - quantize_row_q5_0_reference(x, y, k); + quantize_row_q5_0_ref(x, y, k); } -void quantize_row_q5_1_reference(const float * restrict x, block_q5_1 * restrict y, int64_t k) { +void quantize_row_q5_1_ref(const float * restrict x, block_q5_1 * restrict y, int64_t k) { const int qk = QK5_1; assert(k % qk == 0); @@ -834,11 +834,11 @@ void quantize_row_q5_1_reference(const float * restrict x, block_q5_1 * restrict } void quantize_row_q5_1(const float * restrict x, void * restrict y, int64_t k) { - quantize_row_q5_1_reference(x, y, k); + quantize_row_q5_1_ref(x, y, k); } // reference implementation for deterministic creation of model files -void quantize_row_q8_0_reference(const float * restrict x, block_q8_0 * restrict y, int64_t k) { +void quantize_row_q8_0_ref(const float * restrict x, block_q8_0 * restrict y, int64_t k) { assert(k % QK8_0 == 0); const int nb = k / QK8_0; @@ -1144,12 +1144,12 @@ void quantize_row_q8_0(const float * restrict x, void * restrict vy, int64_t k) #else GGML_UNUSED(nb); // scalar - quantize_row_q8_0_reference(x, y, k); + quantize_row_q8_0_ref(x, y, k); #endif } // reference implementation for deterministic creation of model files -void quantize_row_q8_1_reference(const float * restrict x, block_q8_1 * restrict y, int64_t k) { +void quantize_row_q8_1_ref(const float * restrict x, block_q8_1 * restrict y, int64_t k) { assert(QK8_1 == 32); assert(k % QK8_1 == 0); const int nb = k / QK8_1; @@ -1508,7 +1508,7 @@ void quantize_row_q8_1(const float * restrict x, void * restrict vy, int64_t k) #else GGML_UNUSED(nb); // scalar - quantize_row_q8_1_reference(x, y, k); + quantize_row_q8_1_ref(x, y, k); #endif } @@ -1899,7 +1899,7 @@ static inline void get_scale_min_k4(int j, const uint8_t * restrict q, uint8_t * //========================- 2-bit (de)-quantization -void quantize_row_q2_K_reference(const float * restrict x, block_q2_K * restrict y, int64_t k) { +void quantize_row_q2_K_ref(const float * restrict x, block_q2_K * restrict y, int64_t k) { assert(k % QK_K == 0); const int nb = k / QK_K; @@ -2002,7 +2002,7 @@ void dequantize_row_q2_K(const block_q2_K * restrict x, float * restrict y, int6 } void quantize_row_q2_K(const float * restrict x, void * restrict vy, int64_t k) { - quantize_row_q2_K_reference(x, vy, k); + quantize_row_q2_K_ref(x, vy, k); } static float make_qkx3_quants(int n, int nmax, const float * restrict x, const float * restrict weights, @@ -2226,7 +2226,7 @@ static void quantize_row_q2_K_impl(const float * restrict x, block_q2_K * restri size_t quantize_q2_K(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { size_t row_size = ggml_row_size(GGML_TYPE_Q2_K, n_per_row); if (!quant_weights) { - quantize_row_q2_K_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q2_K_ref(src, dst, (int64_t)nrow*n_per_row); } else { char * qrow = (char *)dst; @@ -2241,7 +2241,7 @@ size_t quantize_q2_K(const float * restrict src, void * restrict dst, int64_t nr //========================= 3-bit (de)-quantization -void quantize_row_q3_K_reference(const float * restrict x, block_q3_K * restrict y, int64_t k) { +void quantize_row_q3_K_ref(const float * restrict x, block_q3_K * restrict y, int64_t k) { assert(k % QK_K == 0); const int nb = k / QK_K; @@ -2368,7 +2368,7 @@ void dequantize_row_q3_K(const block_q3_K * restrict x, float * restrict y, int6 } void quantize_row_q3_K(const float * restrict x, void * restrict vy, int64_t k) { - quantize_row_q3_K_reference(x, vy, k); + quantize_row_q3_K_ref(x, vy, k); } static void quantize_row_q3_K_impl(const float * restrict x, block_q3_K * restrict y, int64_t n_per_row, const float * restrict quant_weights) { @@ -2458,7 +2458,7 @@ static void quantize_row_q3_K_impl(const float * restrict x, block_q3_K * restri size_t quantize_q3_K(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { size_t row_size = ggml_row_size(GGML_TYPE_Q3_K, n_per_row); if (!quant_weights) { - quantize_row_q3_K_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q3_K_ref(src, dst, (int64_t)nrow*n_per_row); } else { char * qrow = (char *)dst; @@ -2473,7 +2473,7 @@ size_t quantize_q3_K(const float * restrict src, void * restrict dst, int64_t nr // ====================== 4-bit (de)-quantization -void quantize_row_q4_K_reference(const float * restrict x, block_q4_K * restrict y, int64_t k) { +void quantize_row_q4_K_ref(const float * restrict x, block_q4_K * restrict y, int64_t k) { assert(k % QK_K == 0); const int nb = k / QK_K; @@ -2572,7 +2572,7 @@ void dequantize_row_q4_K(const block_q4_K * restrict x, float * restrict y, int6 void quantize_row_q4_K(const float * restrict x, void * restrict vy, int64_t k) { assert(k % QK_K == 0); block_q4_K * restrict y = vy; - quantize_row_q4_K_reference(x, y, k); + quantize_row_q4_K_ref(x, y, k); } static void quantize_row_q4_K_impl(const float * restrict x, block_q4_K * restrict y, int64_t n_per_row, const float * quant_weights) { @@ -2651,7 +2651,7 @@ static void quantize_row_q4_K_impl(const float * restrict x, block_q4_K * restri size_t quantize_q4_K(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { size_t row_size = ggml_row_size(GGML_TYPE_Q4_K, n_per_row); if (!quant_weights) { - quantize_row_q4_K_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q4_K_ref(src, dst, (int64_t)nrow*n_per_row); } else { char * qrow = (char *)dst; @@ -2666,7 +2666,7 @@ size_t quantize_q4_K(const float * restrict src, void * restrict dst, int64_t nr // ====================== 5-bit (de)-quantization -void quantize_row_q5_K_reference(const float * restrict x, block_q5_K * restrict y, int64_t k) { +void quantize_row_q5_K_ref(const float * restrict x, block_q5_K * restrict y, int64_t k) { assert(k % QK_K == 0); const int64_t nb = k / QK_K; @@ -2783,7 +2783,7 @@ void dequantize_row_q5_K(const block_q5_K * restrict x, float * restrict y, int6 void quantize_row_q5_K(const float * restrict x, void * restrict vy, int64_t k) { assert(k % QK_K == 0); block_q5_K * restrict y = vy; - quantize_row_q5_K_reference(x, y, k); + quantize_row_q5_K_ref(x, y, k); } static void quantize_row_q5_K_impl(const float * restrict x, block_q5_K * restrict y, int64_t n_per_row, const float * quant_weights) { @@ -2882,7 +2882,7 @@ static void quantize_row_q5_K_impl(const float * restrict x, block_q5_K * restri size_t quantize_q5_K(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { size_t row_size = ggml_row_size(GGML_TYPE_Q5_K, n_per_row); if (!quant_weights) { - quantize_row_q5_K_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q5_K_ref(src, dst, (int64_t)nrow*n_per_row); } else { char * qrow = (char *)dst; @@ -2897,7 +2897,7 @@ size_t quantize_q5_K(const float * restrict src, void * restrict dst, int64_t nr // ====================== 6-bit (de)-quantization -void quantize_row_q6_K_reference(const float * restrict x, block_q6_K * restrict y, int64_t k) { +void quantize_row_q6_K_ref(const float * restrict x, block_q6_K * restrict y, int64_t k) { assert(k % QK_K == 0); const int64_t nb = k / QK_K; @@ -3001,7 +3001,7 @@ void dequantize_row_q6_K(const block_q6_K * restrict x, float * restrict y, int6 void quantize_row_q6_K(const float * restrict x, void * restrict vy, int64_t k) { assert(k % QK_K == 0); block_q6_K * restrict y = vy; - quantize_row_q6_K_reference(x, y, k); + quantize_row_q6_K_ref(x, y, k); } static void quantize_row_q6_K_impl(const float * restrict x, block_q6_K * restrict y, int64_t n_per_row, const float * quant_weights) { @@ -3091,7 +3091,7 @@ static void quantize_row_q6_K_impl(const float * restrict x, block_q6_K * restri size_t quantize_q6_K(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { size_t row_size = ggml_row_size(GGML_TYPE_Q6_K, n_per_row); if (!quant_weights) { - quantize_row_q6_K_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q6_K_ref(src, dst, (int64_t)nrow*n_per_row); } else { char * qrow = (char *)dst; @@ -3108,7 +3108,7 @@ static void quantize_row_q4_0_impl(const float * restrict x, block_q4_0 * restri static_assert(QK4_0 == 32, "QK4_0 must be 32"); if (!quant_weights) { - quantize_row_q4_0_reference(x, y, n_per_row); + quantize_row_q4_0_ref(x, y, n_per_row); return; } @@ -3134,7 +3134,7 @@ static void quantize_row_q4_0_impl(const float * restrict x, block_q4_0 * restri size_t quantize_q4_0(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { if (!quant_weights) { - quantize_row_q4_0_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q4_0_ref(src, dst, (int64_t)nrow*n_per_row); return nrow * ggml_row_size(GGML_TYPE_Q4_0, n_per_row); } size_t row_size = ggml_row_size(GGML_TYPE_Q4_0, n_per_row); @@ -3151,7 +3151,7 @@ static void quantize_row_q4_1_impl(const float * restrict x, block_q4_1 * restri static_assert(QK4_1 == 32, "QK4_1 must be 32"); if (!quant_weights) { - quantize_row_q4_1_reference(x, y, n_per_row); + quantize_row_q4_1_ref(x, y, n_per_row); return; } @@ -3179,7 +3179,7 @@ static void quantize_row_q4_1_impl(const float * restrict x, block_q4_1 * restri size_t quantize_q4_1(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { if (!quant_weights) { - quantize_row_q4_1_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q4_1_ref(src, dst, (int64_t)nrow*n_per_row); return nrow * ggml_row_size(GGML_TYPE_Q4_1, n_per_row); } size_t row_size = ggml_row_size(GGML_TYPE_Q4_1, n_per_row); @@ -3196,7 +3196,7 @@ static void quantize_row_q5_0_impl(const float * restrict x, block_q5_0 * restri static_assert(QK5_0 == 32, "QK5_0 must be 32"); if (!quant_weights) { - quantize_row_q5_0_reference(x, y, n_per_row); + quantize_row_q5_0_ref(x, y, n_per_row); return; } @@ -3233,7 +3233,7 @@ static void quantize_row_q5_0_impl(const float * restrict x, block_q5_0 * restri size_t quantize_q5_0(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { if (!quant_weights) { - quantize_row_q5_0_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q5_0_ref(src, dst, (int64_t)nrow*n_per_row); return nrow * ggml_row_size(GGML_TYPE_Q5_0, n_per_row); } size_t row_size = ggml_row_size(GGML_TYPE_Q5_0, n_per_row); @@ -3250,7 +3250,7 @@ static void quantize_row_q5_1_impl(const float * restrict x, block_q5_1 * restri static_assert(QK5_1 == 32, "QK5_1 must be 32"); if (!quant_weights) { - quantize_row_q5_1_reference(x, y, n_per_row); + quantize_row_q5_1_ref(x, y, n_per_row); return; } @@ -3286,7 +3286,7 @@ static void quantize_row_q5_1_impl(const float * restrict x, block_q5_1 * restri size_t quantize_q5_1(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { if (!quant_weights) { - quantize_row_q5_1_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q5_1_ref(src, dst, (int64_t)nrow*n_per_row); return nrow * ggml_row_size(GGML_TYPE_Q5_1, n_per_row); } size_t row_size = ggml_row_size(GGML_TYPE_Q5_1, n_per_row); @@ -3302,7 +3302,7 @@ size_t quantize_q5_1(const float * restrict src, void * restrict dst, int64_t nr size_t quantize_q8_0(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { (void)quant_weights; // not used const size_t row_size = ggml_row_size(GGML_TYPE_Q8_0, n_per_row); - quantize_row_q8_0_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q8_0_ref(src, dst, (int64_t)nrow*n_per_row); return nrow * row_size; } @@ -3590,7 +3590,7 @@ void dequantize_row_iq4_xs(const block_iq4_xs * restrict x, float * restrict y, //===================================== Q8_K ============================================== -void quantize_row_q8_K_reference(const float * restrict x, block_q8_K * restrict y, int64_t k) { +void quantize_row_q8_K_ref(const float * restrict x, block_q8_K * restrict y, int64_t k) { assert(k % QK_K == 0); const int64_t nb = k / QK_K; @@ -3641,7 +3641,7 @@ void dequantize_row_q8_K(const block_q8_K * restrict x, float * restrict y, int6 } void quantize_row_q8_K(const float * restrict x, void * restrict y, int64_t k) { - quantize_row_q8_K_reference(x, y, k); + quantize_row_q8_K_ref(x, y, k); } //===================================== Dot ptoducts ================================= @@ -13530,10 +13530,10 @@ size_t quantize_iq3_xxs(const float * restrict src, void * restrict dst, int64_t void quantize_row_iq3_xxs(const float * restrict x, void * restrict vy, int64_t k) { assert(k % QK_K == 0); block_iq3_xxs * restrict y = vy; - quantize_row_iq3_xxs_reference(x, y, k); + quantize_row_iq3_xxs_ref(x, y, k); } -void quantize_row_iq3_xxs_reference(const float * restrict x, block_iq3_xxs * restrict y, int64_t k) { +void quantize_row_iq3_xxs_ref(const float * restrict x, block_iq3_xxs * restrict y, int64_t k) { assert(k % QK_K == 0); quantize_row_iq3_xxs_impl(256, x, y, k, NULL); } @@ -13746,10 +13746,10 @@ size_t quantize_iq3_s(const float * restrict src, void * restrict dst, int64_t n void quantize_row_iq3_s(const float * restrict x, void * restrict vy, int64_t k) { assert(k % QK_K == 0); block_iq3_s * restrict y = vy; - quantize_row_iq3_s_reference(x, y, k); + quantize_row_iq3_s_ref(x, y, k); } -void quantize_row_iq3_s_reference(const float * restrict x, block_iq3_s * restrict y, int64_t k) { +void quantize_row_iq3_s_ref(const float * restrict x, block_iq3_s * restrict y, int64_t k) { assert(k % QK_K == 0); quantize_iq3_s(x, y, 1, k, NULL); } @@ -14487,7 +14487,7 @@ void quantize_row_iq4_nl(const float * restrict x, void * restrict vy, int64_t k } } -void quantize_row_iq4_nl_reference(const float * restrict x, block_iq4_nl * restrict y, int64_t k) { +void quantize_row_iq4_nl_ref(const float * restrict x, block_iq4_nl * restrict y, int64_t k) { assert(k % QK4_NL == 0); quantize_row_iq4_nl(x, y, k); } @@ -14515,10 +14515,10 @@ size_t quantize_iq4_xs(const float * restrict src, void * restrict dst, int64_t void quantize_row_iq4_xs(const float * restrict x, void * restrict vy, int64_t k) { assert(k % QK_K == 0); block_iq4_xs * restrict y = vy; - quantize_row_iq4_xs_reference(x, y, k); + quantize_row_iq4_xs_ref(x, y, k); } -void quantize_row_iq4_xs_reference(const float * restrict x, block_iq4_xs * restrict y, int64_t k) { +void quantize_row_iq4_xs_ref(const float * restrict x, block_iq4_xs * restrict y, int64_t k) { assert(k % QK_K == 0); quantize_iq4_xs(x, y, 1, k, NULL); } @@ -14705,7 +14705,7 @@ size_t quantize_iq2_s(const float * restrict src, void * restrict dst, int64_t n return nrow * nblock * sizeof(block_iq2_s); } -void quantize_row_iq2_s_reference(const float * restrict x, block_iq2_s * restrict y, int64_t k) { +void quantize_row_iq2_s_ref(const float * restrict x, block_iq2_s * restrict y, int64_t k) { assert(k % QK_K == 0); quantize_iq2_s(x, y, 1, k, NULL); } @@ -14713,7 +14713,7 @@ void quantize_row_iq2_s_reference(const float * restrict x, block_iq2_s * restri void quantize_row_iq2_s(const float * restrict x, void * restrict vy, int64_t k) { assert(k % QK_K == 0); block_iq2_s * restrict y = vy; - quantize_row_iq2_s_reference(x, y, k); + quantize_row_iq2_s_ref(x, y, k); } static bool validate_float(float f, size_t i) { diff --git a/ggml/src/ggml-quants.h b/ggml/src/ggml-quants.h index 30983b8728fa2..88b1f3269646d 100644 --- a/ggml/src/ggml-quants.h +++ b/ggml/src/ggml-quants.h @@ -12,25 +12,25 @@ extern "C" { #endif // Quantization -void quantize_row_q4_0_reference(const float * GGML_RESTRICT x, block_q4_0 * GGML_RESTRICT y, int64_t k); -void quantize_row_q4_1_reference(const float * GGML_RESTRICT x, block_q4_1 * GGML_RESTRICT y, int64_t k); -void quantize_row_q5_0_reference(const float * GGML_RESTRICT x, block_q5_0 * GGML_RESTRICT y, int64_t k); -void quantize_row_q5_1_reference(const float * GGML_RESTRICT x, block_q5_1 * GGML_RESTRICT y, int64_t k); -void quantize_row_q8_0_reference(const float * GGML_RESTRICT x, block_q8_0 * GGML_RESTRICT y, int64_t k); -void quantize_row_q8_1_reference(const float * GGML_RESTRICT x, block_q8_1 * GGML_RESTRICT y, int64_t k); - -void quantize_row_q2_K_reference(const float * GGML_RESTRICT x, block_q2_K * GGML_RESTRICT y, int64_t k); -void quantize_row_q3_K_reference(const float * GGML_RESTRICT x, block_q3_K * GGML_RESTRICT y, int64_t k); -void quantize_row_q4_K_reference(const float * GGML_RESTRICT x, block_q4_K * GGML_RESTRICT y, int64_t k); -void quantize_row_q5_K_reference(const float * GGML_RESTRICT x, block_q5_K * GGML_RESTRICT y, int64_t k); -void quantize_row_q6_K_reference(const float * GGML_RESTRICT x, block_q6_K * GGML_RESTRICT y, int64_t k); -void quantize_row_q8_K_reference(const float * GGML_RESTRICT x, block_q8_K * GGML_RESTRICT y, int64_t k); - -void quantize_row_iq3_xxs_reference(const float * GGML_RESTRICT x, block_iq3_xxs * GGML_RESTRICT y, int64_t k); -void quantize_row_iq4_nl_reference (const float * GGML_RESTRICT x, block_iq4_nl * GGML_RESTRICT y, int64_t k); -void quantize_row_iq4_xs_reference (const float * GGML_RESTRICT x, block_iq4_xs * GGML_RESTRICT y, int64_t k); -void quantize_row_iq3_s_reference (const float * GGML_RESTRICT x, block_iq3_s * GGML_RESTRICT y, int64_t k); -void quantize_row_iq2_s_reference (const float * GGML_RESTRICT x, block_iq2_s * GGML_RESTRICT y, int64_t k); +void quantize_row_q4_0_ref(const float * GGML_RESTRICT x, block_q4_0 * GGML_RESTRICT y, int64_t k); +void quantize_row_q4_1_ref(const float * GGML_RESTRICT x, block_q4_1 * GGML_RESTRICT y, int64_t k); +void quantize_row_q5_0_ref(const float * GGML_RESTRICT x, block_q5_0 * GGML_RESTRICT y, int64_t k); +void quantize_row_q5_1_ref(const float * GGML_RESTRICT x, block_q5_1 * GGML_RESTRICT y, int64_t k); +void quantize_row_q8_0_ref(const float * GGML_RESTRICT x, block_q8_0 * GGML_RESTRICT y, int64_t k); +void quantize_row_q8_1_ref(const float * GGML_RESTRICT x, block_q8_1 * GGML_RESTRICT y, int64_t k); + +void quantize_row_q2_K_ref(const float * GGML_RESTRICT x, block_q2_K * GGML_RESTRICT y, int64_t k); +void quantize_row_q3_K_ref(const float * GGML_RESTRICT x, block_q3_K * GGML_RESTRICT y, int64_t k); +void quantize_row_q4_K_ref(const float * GGML_RESTRICT x, block_q4_K * GGML_RESTRICT y, int64_t k); +void quantize_row_q5_K_ref(const float * GGML_RESTRICT x, block_q5_K * GGML_RESTRICT y, int64_t k); +void quantize_row_q6_K_ref(const float * GGML_RESTRICT x, block_q6_K * GGML_RESTRICT y, int64_t k); +void quantize_row_q8_K_ref(const float * GGML_RESTRICT x, block_q8_K * GGML_RESTRICT y, int64_t k); + +void quantize_row_iq3_xxs_ref(const float * GGML_RESTRICT x, block_iq3_xxs * GGML_RESTRICT y, int64_t k); +void quantize_row_iq4_nl_ref (const float * GGML_RESTRICT x, block_iq4_nl * GGML_RESTRICT y, int64_t k); +void quantize_row_iq4_xs_ref (const float * GGML_RESTRICT x, block_iq4_xs * GGML_RESTRICT y, int64_t k); +void quantize_row_iq3_s_ref (const float * GGML_RESTRICT x, block_iq3_s * GGML_RESTRICT y, int64_t k); +void quantize_row_iq2_s_ref (const float * GGML_RESTRICT x, block_iq2_s * GGML_RESTRICT y, int64_t k); void quantize_row_q4_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k); void quantize_row_q4_1(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k); diff --git a/ggml/src/ggml.c b/ggml/src/ggml.c index 1bb731e16d51d..9a54147871847 100644 --- a/ggml/src/ggml.c +++ b/ggml/src/ggml.c @@ -592,7 +592,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = false, .to_float = (ggml_to_float_t) ggml_fp16_to_fp32_row, .from_float = (ggml_from_float_t) ggml_fp32_to_fp16_row, - .from_float_reference = (ggml_from_float_t) ggml_fp32_to_fp16_row, + .from_float_ref = (ggml_from_float_t) ggml_fp32_to_fp16_row, .vec_dot = (ggml_vec_dot_t) ggml_vec_dot_f16, .vec_dot_type = GGML_TYPE_F16, .nrows = 1, @@ -604,7 +604,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q4_0, .from_float = quantize_row_q4_0, - .from_float_reference = (ggml_from_float_t) quantize_row_q4_0_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q4_0_ref, .vec_dot = ggml_vec_dot_q4_0_q8_0, .vec_dot_type = GGML_TYPE_Q8_0, #if defined (__ARM_FEATURE_MATMUL_INT8) @@ -620,7 +620,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q4_1, .from_float = quantize_row_q4_1, - .from_float_reference = (ggml_from_float_t) quantize_row_q4_1_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q4_1_ref, .vec_dot = ggml_vec_dot_q4_1_q8_1, .vec_dot_type = GGML_TYPE_Q8_1, #if defined (__ARM_FEATURE_MATMUL_INT8) @@ -636,7 +636,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = false, .to_float = NULL, .from_float = NULL, - .from_float_reference = NULL, + .from_float_ref = NULL, .vec_dot = NULL, .vec_dot_type = GGML_TYPE_COUNT, .nrows = 1, @@ -648,7 +648,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = false, .to_float = NULL, .from_float = NULL, - .from_float_reference = NULL, + .from_float_ref = NULL, .vec_dot = NULL, .vec_dot_type = GGML_TYPE_COUNT, .nrows = 1, @@ -660,7 +660,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q5_0, .from_float = quantize_row_q5_0, - .from_float_reference = (ggml_from_float_t) quantize_row_q5_0_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q5_0_ref, .vec_dot = ggml_vec_dot_q5_0_q8_0, .vec_dot_type = GGML_TYPE_Q8_0, .nrows = 1, @@ -672,7 +672,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q5_1, .from_float = quantize_row_q5_1, - .from_float_reference = (ggml_from_float_t) quantize_row_q5_1_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q5_1_ref, .vec_dot = ggml_vec_dot_q5_1_q8_1, .vec_dot_type = GGML_TYPE_Q8_1, .nrows = 1, @@ -684,7 +684,8 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q8_0, .from_float = quantize_row_q8_0, - .from_float_reference = (ggml_from_float_t) quantize_row_q8_0_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q8_0_ref, + .from_float_to_mat = quantize_mat_q8_0, .vec_dot = ggml_vec_dot_q8_0_q8_0, .vec_dot_type = GGML_TYPE_Q8_0, #if defined (__ARM_FEATURE_MATMUL_INT8) @@ -692,7 +693,6 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { #else .nrows = 1, #endif - .from_float_to_mat = quantize_mat_q8_0, }, [GGML_TYPE_Q8_1] = { .type_name = "q8_1", @@ -700,7 +700,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .type_size = sizeof(block_q8_1), .is_quantized = true, .from_float = quantize_row_q8_1, - .from_float_reference = (ggml_from_float_t) quantize_row_q8_1_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q8_1_ref, .vec_dot_type = GGML_TYPE_Q8_1, .nrows = 1, }, @@ -711,7 +711,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q2_K, .from_float = quantize_row_q2_K, - .from_float_reference = (ggml_from_float_t) quantize_row_q2_K_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q2_K_ref, .vec_dot = ggml_vec_dot_q2_K_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -723,7 +723,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q3_K, .from_float = quantize_row_q3_K, - .from_float_reference = (ggml_from_float_t) quantize_row_q3_K_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q3_K_ref, .vec_dot = ggml_vec_dot_q3_K_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -735,7 +735,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q4_K, .from_float = quantize_row_q4_K, - .from_float_reference = (ggml_from_float_t) quantize_row_q4_K_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q4_K_ref, .vec_dot = ggml_vec_dot_q4_K_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -747,7 +747,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q5_K, .from_float = quantize_row_q5_K, - .from_float_reference = (ggml_from_float_t) quantize_row_q5_K_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q5_K_ref, .vec_dot = ggml_vec_dot_q5_K_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -759,7 +759,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q6_K, .from_float = quantize_row_q6_K, - .from_float_reference = (ggml_from_float_t) quantize_row_q6_K_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q6_K_ref, .vec_dot = ggml_vec_dot_q6_K_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -771,7 +771,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_iq2_xxs, .from_float = NULL, - .from_float_reference = NULL, + .from_float_ref = NULL, .vec_dot = ggml_vec_dot_iq2_xxs_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -783,7 +783,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_iq2_xs, .from_float = NULL, - .from_float_reference = NULL, + .from_float_ref = NULL, .vec_dot = ggml_vec_dot_iq2_xs_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -795,7 +795,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_iq3_xxs, .from_float = quantize_row_iq3_xxs, - .from_float_reference = (ggml_from_float_t)quantize_row_iq3_xxs_reference, + .from_float_ref = (ggml_from_float_t)quantize_row_iq3_xxs_ref, .vec_dot = ggml_vec_dot_iq3_xxs_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -807,7 +807,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_iq3_s, .from_float = quantize_row_iq3_s, - .from_float_reference = (ggml_from_float_t)quantize_row_iq3_s_reference, + .from_float_ref = (ggml_from_float_t)quantize_row_iq3_s_ref, .vec_dot = ggml_vec_dot_iq3_s_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -819,7 +819,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_iq2_s, .from_float = quantize_row_iq2_s, - .from_float_reference = (ggml_from_float_t)quantize_row_iq2_s_reference, + .from_float_ref = (ggml_from_float_t)quantize_row_iq2_s_ref, .vec_dot = ggml_vec_dot_iq2_s_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -831,7 +831,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_iq1_s, .from_float = NULL, - .from_float_reference = NULL, + .from_float_ref = NULL, .vec_dot = ggml_vec_dot_iq1_s_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -843,7 +843,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_iq1_m, .from_float = NULL, - .from_float_reference = NULL, + .from_float_ref = NULL, .vec_dot = ggml_vec_dot_iq1_m_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -855,7 +855,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_iq4_nl, .from_float = quantize_row_iq4_nl, - .from_float_reference = (ggml_from_float_t)quantize_row_iq4_nl_reference, + .from_float_ref = (ggml_from_float_t)quantize_row_iq4_nl_ref, .vec_dot = ggml_vec_dot_iq4_nl_q8_0, .vec_dot_type = GGML_TYPE_Q8_0, .nrows = 1, @@ -867,7 +867,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_iq4_xs, .from_float = quantize_row_iq4_xs, - .from_float_reference = (ggml_from_float_t)quantize_row_iq4_xs_reference, + .from_float_ref = (ggml_from_float_t)quantize_row_iq4_xs_ref, .vec_dot = ggml_vec_dot_iq4_xs_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -886,7 +886,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = false, .to_float = (ggml_to_float_t) ggml_bf16_to_fp32_row, .from_float = (ggml_from_float_t) ggml_fp32_to_bf16_row, - .from_float_reference = (ggml_from_float_t) ggml_fp32_to_bf16_row, + .from_float_ref = (ggml_from_float_t) ggml_fp32_to_bf16_row, .vec_dot = (ggml_vec_dot_t) ggml_vec_dot_bf16, .vec_dot_type = GGML_TYPE_BF16, .nrows = 1, @@ -894,48 +894,48 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { [GGML_TYPE_Q4_0_4_4] = { .type_name = "q4_0_4x4", .blck_size = QK4_0, + .blck_size_interleave = 4, .type_size = sizeof(block_q4_0), .is_quantized = true, .to_float = NULL, .from_float = NULL, - .from_float_reference = NULL, + .from_float_ref = NULL, .vec_dot = NULL, .vec_dot_type = GGML_TYPE_Q8_0, .nrows = 1, .ncols = 4, - .interleave_blcksize = 4, .gemv = ggml_gemv_q4_0_4x4_q8_0, .gemm = ggml_gemm_q4_0_4x4_q8_0, }, [GGML_TYPE_Q4_0_4_8] = { .type_name = "q4_0_4x8", .blck_size = QK4_0, + .blck_size_interleave = 8, .type_size = sizeof(block_q4_0), .is_quantized = true, .to_float = NULL, .from_float = NULL, - .from_float_reference = NULL, + .from_float_ref = NULL, .vec_dot = NULL, .vec_dot_type = GGML_TYPE_Q8_0, .nrows = 1, .ncols = 4, - .interleave_blcksize = 8, .gemv = ggml_gemv_q4_0_4x8_q8_0, .gemm = ggml_gemm_q4_0_4x8_q8_0, }, [GGML_TYPE_Q4_0_8_8] = { .type_name = "q4_0_8x8", .blck_size = QK4_0, + .blck_size_interleave = 8, .type_size = sizeof(block_q4_0), .is_quantized = true, .to_float = NULL, .from_float = NULL, - .from_float_reference = NULL, + .from_float_ref = NULL, .vec_dot = NULL, .vec_dot_type = GGML_TYPE_Q8_0, .nrows = 1, .ncols = 8, - .interleave_blcksize = 8, .gemv = ggml_gemv_q4_0_8x8_q8_0, .gemm = ggml_gemm_q4_0_8x8_q8_0, } @@ -3115,7 +3115,7 @@ size_t ggml_nbytes_pad(const struct ggml_tensor * tensor) { return GGML_PAD(ggml_nbytes(tensor), GGML_MEM_ALIGN); } -GGML_CALL int ggml_blck_size(enum ggml_type type) { +GGML_CALL int64_t ggml_blck_size(enum ggml_type type) { return type_traits[type].blck_size; } @@ -12192,15 +12192,14 @@ static void ggml_compute_forward_mul_mat( const enum ggml_type type = src0->type; - enum ggml_type const vec_dot_type = type_traits[type].vec_dot_type; - ggml_from_float_t const from_float_to_vec_dot = type_traits[vec_dot_type].from_float; - int64_t const vec_dot_num_rows = type_traits[type].nrows; - int64_t const matmul_num_cols = type_traits[type].ncols; - int64_t const interleave_blcksize = type_traits[type].interleave_blcksize; - ggml_from_float_to_mat_t const from_float_to_mat - = type_traits[vec_dot_type].from_float_to_mat; - ggml_gemv_t const gemv = type_traits[type].gemv; - ggml_gemm_t const gemm = type_traits[type].gemm; + enum ggml_type const vec_dot_type = type_traits[type].vec_dot_type; + ggml_from_float_t const from_float = type_traits[vec_dot_type].from_float; + ggml_from_float_to_mat_t const from_float_to_mat = type_traits[vec_dot_type].from_float_to_mat; + int64_t const vec_dot_num_rows = type_traits[type].nrows; + int64_t const matmul_num_cols = type_traits[type].ncols; + int64_t const blck_size_interleave = type_traits[type].blck_size_interleave; + ggml_gemv_t const gemv = type_traits[type].gemv; + ggml_gemm_t const gemm = type_traits[type].gemm; GGML_ASSERT(ne0 == ne01); GGML_ASSERT(ne1 == ne11); @@ -12264,14 +12263,14 @@ UseGgmlGemm1:; for (int64_t i11 = ith * 4; i11 < ne11 - ne11 % 4; i11 += nth * 4) { from_float_to_mat((float *)((char *) src1->data + i13*nb13 + i12*nb12 + i11*nb11), (void *) (wdata + i13*nbw3 + i12*nbw2 + i11*nbw1), - 4, ne10, interleave_blcksize); + 4, ne10, blck_size_interleave); } i11_processed = ne11 - ne11 % 4; } for (int64_t i11 = i11_processed + ith; i11 < ne11; i11 += nth) { - from_float_to_vec_dot((float *)((char *) src1->data + i13*nb13 + i12*nb12 + i11*nb11), - (void *) (wdata + i13*nbw3 + i12*nbw2 + i11*nbw1), - ne10); + from_float((float *)((char *) src1->data + i13*nb13 + i12*nb12 + i11*nb11), + (void *) (wdata + i13*nbw3 + i12*nbw2 + i11*nbw1), + ne10); } } } @@ -12355,7 +12354,7 @@ UseGgmlGemm2:; int64_t src0_start = (ith * ne01) / nth; int64_t src0_end = ((ith + 1) * ne01) / nth; src0_start = (src0_start % matmul_num_cols) ? src0_start + matmul_num_cols - (src0_start % matmul_num_cols): src0_start; - src0_end = (src0_end % matmul_num_cols) ? src0_end + matmul_num_cols - (src0_end % matmul_num_cols): src0_end; + src0_end = (src0_end % matmul_num_cols) ? src0_end + matmul_num_cols - (src0_end % matmul_num_cols): src0_end; if (src0_start >= src0_end) return; // If there are more than three rows in src1, use gemm; otherwise, use gemv. @@ -12413,11 +12412,11 @@ static void ggml_compute_forward_mul_mat_id( const bool src1_cont = ggml_is_contiguous(src1); - ggml_vec_dot_t const vec_dot = type_traits[type].vec_dot; - enum ggml_type const vec_dot_type = type_traits[type].vec_dot_type; - ggml_from_float_t const from_float_to_vec_dot = type_traits[vec_dot_type].from_float; - int64_t const matmul_num_cols = type_traits[type].ncols; - ggml_gemv_t const gemv = type_traits[type].gemv; + ggml_vec_dot_t const vec_dot = type_traits[type].vec_dot; + enum ggml_type const vec_dot_type = type_traits[type].vec_dot_type; + ggml_from_float_t const from_float = type_traits[vec_dot_type].from_float; + int64_t const matmul_num_cols = type_traits[type].ncols; + ggml_gemv_t const gemv = type_traits[type].gemv; // we don't support permuted src0 or src1 GGML_ASSERT(nb00 == ggml_type_size(type)); @@ -12458,9 +12457,9 @@ static void ggml_compute_forward_mul_mat_id( for (int64_t i13 = 0; i13 < ne13; ++i13) { for (int64_t i12 = 0; i12 < ne12; ++i12) { for (int64_t i11 = ith; i11 < ne11; i11 += nth) { - from_float_to_vec_dot((float *)((char *) src1->data + i13*nb13 + i12*nb12 + i11*nb11), - (void *) (wdata + i13*nbw3 + i12*nbw2 + i11*nbw1), - ne10); + from_float((float *)((char *) src1->data + i13*nb13 + i12*nb12 + i11*nb11), + (void *) (wdata + i13*nbw3 + i12*nbw2 + i11*nbw1), + ne10); } } } @@ -21063,8 +21062,8 @@ struct gguf_context * gguf_init_from_file(const char * fname, struct gguf_init_p (int64_t) info->ne[3]; if (ne % ggml_blck_size(info->type) != 0) { - fprintf(stderr, "%s: tensor '%s' of type %d (%s) number of elements (%" PRId64 ") is not a multiple of block size (%d)\n", - __func__, info->name.data, (int)info->type, ggml_type_name(info->type), ne, ggml_blck_size(info->type)); + fprintf(stderr, "%s: tensor '%s' of type %d (%s) number of elements (%" PRId64 ") is not a multiple of block size (%" PRId64 ")\n", + __func__, info->name.data, (int) info->type, ggml_type_name(info->type), ne, ggml_blck_size(info->type)); fclose(file); gguf_free(ctx); return NULL; diff --git a/tests/test-double-float.cpp b/tests/test-double-float.cpp index 753dae911b0cb..6aac4737a7df0 100644 --- a/tests/test-double-float.cpp +++ b/tests/test-double-float.cpp @@ -14,7 +14,7 @@ #pragma GCC diagnostic push #pragma GCC diagnostic ignored "-Wdouble-promotion" -// ggml.c::quantize_row_q4_0_reference +// ggml.c::quantize_row_q4_0_ref inline static uint8_t round_orig(float v0) { return ((int8_t) (round(v0))) + 8; } // ggml.c::ggml_silu_f32 @@ -24,7 +24,7 @@ inline static float silu_orig(float x) { #pragma GCC diagnostic pop -// ggml.c::quantize_row_q4_0_reference +// ggml.c::quantize_row_q4_0_ref inline static uint8_t round_float(float v0) { return (int8_t)roundf(v0) + 8; } // ggml.c::ggml_silu_f32 diff --git a/tests/test-quantize-fns.cpp b/tests/test-quantize-fns.cpp index e690ac6c85a71..c97458d1df2b8 100644 --- a/tests/test-quantize-fns.cpp +++ b/tests/test-quantize-fns.cpp @@ -60,7 +60,7 @@ static float reference_quantization_error(ggml_type_traits_t & qfns, size_t test qfns.from_float(test_data, tmp_q.data(), test_size); qfns.to_float(tmp_q.data(), tmp_out.data(), test_size); - qfns.from_float_reference(test_data, tmp_q.data(), test_size); + qfns.from_float_ref(test_data, tmp_q.data(), test_size); qfns.to_float(tmp_q.data(), tmp_out_ref.data(), test_size); return array_rmse(tmp_out.data(), tmp_out_ref.data(), test_size); diff --git a/tests/test-quantize-perf.cpp b/tests/test-quantize-perf.cpp index 48d9fae3dc06e..24e066053219a 100644 --- a/tests/test-quantize-perf.cpp +++ b/tests/test-quantize-perf.cpp @@ -285,7 +285,7 @@ int main(int argc, char * argv[]) { for (size_t size : params.test_sizes) { printf(" %zu values (%.2f MB)\n", size, 4*size/(float)(1024*1024)); auto quantize_fn = [&](void) -> float { - qfns.from_float_reference(test_data1, test_q1, size); + qfns.from_float_ref(test_data1, test_q1, size); return test_q1[0]; }; size_t quantized_size = ggml_row_size(type, size); From 71c1121d11f1437be9421fd0cbaa011b9ef49098 Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Fri, 12 Jul 2024 10:46:14 +0300 Subject: [PATCH 37/46] examples : sprintf -> snprintf (#8434) * examples : sprintf -> snprintf ggml-ci * examples : use sizeof() instead of hardcoded constants --- examples/eval-callback/eval-callback.cpp | 2 +- examples/gguf-hash/gguf-hash.cpp | 14 +++++++------- 2 files changed, 8 insertions(+), 8 deletions(-) diff --git a/examples/eval-callback/eval-callback.cpp b/examples/eval-callback/eval-callback.cpp index 64cd338c26351..c8a3016a4d80a 100644 --- a/examples/eval-callback/eval-callback.cpp +++ b/examples/eval-callback/eval-callback.cpp @@ -99,7 +99,7 @@ static bool ggml_debug(struct ggml_tensor * t, bool ask, void * user_data) { char src1_str[128] = {0}; if (src1) { - sprintf(src1_str, "%s{%s}", src1->name, ggml_ne_string(src1).c_str()); + snprintf(src1_str, sizeof(src1_str), "%s{%s}", src1->name, ggml_ne_string(src1).c_str()); } printf("%s: %24s = (%s) %10s(%s{%s}, %s}) = {%s}\n", __func__, diff --git a/examples/gguf-hash/gguf-hash.cpp b/examples/gguf-hash/gguf-hash.cpp index c34728c3df4be..e96c75117f533 100644 --- a/examples/gguf-hash/gguf-hash.cpp +++ b/examples/gguf-hash/gguf-hash.cpp @@ -347,7 +347,7 @@ static hash_exit_code_t gguf_hash(const hash_params & hash_params) { char hex_result[17]; for (int offset = 0; offset < 8; offset++) { unsigned int shift_bits_by = (8 * (8 - offset - 1)); - sprintf( ( hex_result + (2*offset)), "%02x", (unsigned char) (hash >> shift_bits_by)&0xff); + snprintf( ( hex_result + (2*offset)), sizeof(hex_result) - (2*offset), "%02x", (unsigned char) (hash >> shift_bits_by)&0xff); } if (hash_params.manifest_is_usable) { @@ -384,7 +384,7 @@ static hash_exit_code_t gguf_hash(const hash_params & hash_params) { char hex_result[41] = {0}; for (int offset = 0; offset < 20; offset++) { - sprintf( ( hex_result + (2*offset)), "%02x", result[offset]&0xff); + snprintf( ( hex_result + (2*offset)), sizeof(hex_result) - (2*offset), "%02x", result[offset]&0xff); } if (hash_params.manifest_is_usable) { @@ -421,7 +421,7 @@ static hash_exit_code_t gguf_hash(const hash_params & hash_params) { char hex_result[SHA256_DIGEST_SIZE * 2 + 1] = {0}; for (int offset = 0; offset < SHA256_DIGEST_SIZE; offset++) { - sprintf( ( hex_result + (2*offset)), "%02x", result[offset]&0xff); + snprintf( ( hex_result + (2*offset)), sizeof(hex_result) - (2*offset), "%02x", result[offset]&0xff); } if (hash_params.manifest_is_usable) { @@ -460,7 +460,7 @@ static hash_exit_code_t gguf_hash(const hash_params & hash_params) { char hex_result[17]; for (int offset = 0; offset < 8; offset++) { unsigned int shift_bits_by = (8 * (8 - offset - 1)); - sprintf( ( hex_result + (2*offset)), "%02x", (unsigned char) (hash >> shift_bits_by)&0xff); + snprintf( ( hex_result + (2*offset)), sizeof(hex_result) - (2*offset), "%02x", (unsigned char) (hash >> shift_bits_by)&0xff); } if (hash_params.manifest_is_usable) { @@ -490,7 +490,7 @@ static hash_exit_code_t gguf_hash(const hash_params & hash_params) { char hex_result[41]; for (int offset = 0; offset < 20; offset++) { - sprintf( ( hex_result + (2*offset)), "%02x", result[offset]&0xff); + snprintf( ( hex_result + (2*offset)), sizeof(hex_result) - (2*offset), "%02x", result[offset]&0xff); } if (hash_params.manifest_is_usable) { @@ -520,7 +520,7 @@ static hash_exit_code_t gguf_hash(const hash_params & hash_params) { char hex_result[SHA256_DIGEST_SIZE * 2 + 1] = {0}; for (int offset = 0; offset < SHA256_DIGEST_SIZE; offset++) { - sprintf( ( hex_result + (2*offset)), "%02x", result[offset]&0xff); + snprintf( ( hex_result + (2*offset)), sizeof(hex_result) - (2*offset), "%02x", result[offset]&0xff); } if (hash_params.manifest_is_usable) { @@ -552,7 +552,7 @@ static hash_exit_code_t gguf_hash(const hash_params & hash_params) { generate_uuidv5(result, uuid); char string_buffer[37] = {0}; - sprintf(string_buffer, "%02x%02x%02x%02x-%02x%02x-%02x%02x-%02x%02x-%02x%02x%02x%02x%02x%02x", + snprintf(string_buffer, sizeof(string_buffer), "%02x%02x%02x%02x-%02x%02x-%02x%02x-%02x%02x-%02x%02x%02x%02x%02x%02x", uuid[0], uuid[1], uuid[2], uuid[3], uuid[4], uuid[5], uuid[6], uuid[7], uuid[8], uuid[9], uuid[10], uuid[11], From 5aefbce27a66473d4b1263ba3f7bdd3d14245975 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Ji=C5=99=C3=AD=20Podiv=C3=ADn?= <66251151+jpodivin@users.noreply.github.com> Date: Fri, 12 Jul 2024 10:06:33 +0200 Subject: [PATCH 38/46] convert : remove fsep token from GPTRefactForCausalLM (#8237) The token used by Refact doesn't serve the same purpose as the from CodeGemma. Signed-off-by: Jiri Podivin --- convert_hf_to_gguf.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/convert_hf_to_gguf.py b/convert_hf_to_gguf.py index ebb5ca376133b..cf930be17a6e0 100755 --- a/convert_hf_to_gguf.py +++ b/convert_hf_to_gguf.py @@ -1203,11 +1203,10 @@ def set_vocab(self): # TODO: how to determine special FIM tokens automatically? special_vocab = gguf.SpecialVocab(self.dir_model, load_merges=False, - special_token_types = ['prefix', 'suffix', 'middle', 'fsep', 'eot']) + special_token_types = ['prefix', 'suffix', 'middle', 'eot']) special_vocab._set_special_token("prefix", 1) special_vocab._set_special_token("suffix", 3) special_vocab._set_special_token("middle", 2) - special_vocab._set_special_token("fsep", 4) # is this correct? special_vocab.add_to_gguf(self.gguf_writer) def set_gguf_parameters(self): From 8a4441ea1a2564578134404f31158c318e9c0bf3 Mon Sep 17 00:00:00 2001 From: Armen Kaleshian Date: Fri, 12 Jul 2024 04:08:19 -0400 Subject: [PATCH 39/46] docker : fix filename for convert-hf-to-gguf.py in tools.sh (#8441) Commit b0a4699 changed the name of this script from convert-hf-to-gguf.py to convert_hf_to_gguf.py breaking how convert is called from within a Docker container. --- .devops/tools.sh | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.devops/tools.sh b/.devops/tools.sh index 335382f69ee1f..cf0e8f32d738c 100755 --- a/.devops/tools.sh +++ b/.devops/tools.sh @@ -8,7 +8,7 @@ arg1="$1" shift if [[ "$arg1" == '--convert' || "$arg1" == '-c' ]]; then - python3 ./convert-hf-to-gguf.py "$@" + python3 ./convert_hf_to_gguf.py "$@" elif [[ "$arg1" == '--quantize' || "$arg1" == '-q' ]]; then ./llama-quantize "$@" elif [[ "$arg1" == '--run' || "$arg1" == '-r' ]]; then From c3ebcfa148e867a68e78fd5c4f0c23e8f84c788b Mon Sep 17 00:00:00 2001 From: Douglas Hanley Date: Fri, 12 Jul 2024 03:14:12 -0500 Subject: [PATCH 40/46] server : ensure batches are either all embed or all completion (#8420) * make sure batches are all embed or all non-embed * non-embedding batch for sampled tokens; fix unused params warning --- examples/server/server.cpp | 38 ++++++++++++++++++++++++++++++++------ 1 file changed, 32 insertions(+), 6 deletions(-) diff --git a/examples/server/server.cpp b/examples/server/server.cpp index efd426289a54c..badeb9121324f 100644 --- a/examples/server/server.cpp +++ b/examples/server/server.cpp @@ -2005,6 +2005,11 @@ struct server_context { int32_t n_batch = llama_n_batch(ctx); int32_t n_ubatch = llama_n_ubatch(ctx); + // track if this is an embedding or non-embedding batch + // if we've added sampled tokens above, we are in non-embedding mode + // -1: none, 0: non-embedding, 1: embedding + int32_t batch_type = batch.n_tokens > 0 ? 0 : -1; + // next, batch any pending prompts without exceeding n_batch if (params.cont_batching || batch.n_tokens == 0) { for (auto & slot : slots) { @@ -2175,6 +2180,14 @@ struct server_context { } } + // check that we are in the right batch_type, if not defer the slot + bool slot_type = slot.embedding ? 1 : 0; + if (batch_type == -1) { + batch_type = slot_type; + } else if (batch_type != slot_type) { + continue; + } + // keep only the common part int p0 = (int) system_tokens.size() + slot.n_past; if (!llama_kv_cache_seq_rm(ctx, slot.id + 1, p0, -1)) { @@ -2276,6 +2289,9 @@ struct server_context { {"n_tokens", batch.n_tokens}, }); + // make sure we're in the right embedding mode + llama_set_embeddings(ctx, batch_type == 1); + // process the created batch of tokens for (int32_t i = 0; i < batch.n_tokens; i += n_batch) { const int32_t n_tokens = std::min(n_batch, batch.n_tokens - i); @@ -2990,6 +3006,11 @@ int main(int argc, char ** argv) { }; const auto handle_completions = [&ctx_server, &res_error](const httplib::Request & req, httplib::Response & res) { + if (ctx_server.params.embedding) { + res_error(res, format_error_response("This server does not support completions. Start it without `--embeddings`", ERROR_TYPE_NOT_SUPPORTED)); + return; + } + res.set_header("Access-Control-Allow-Origin", req.get_header_value("Origin")); json data = json::parse(req.body); @@ -3085,6 +3106,11 @@ int main(int argc, char ** argv) { }; const auto handle_chat_completions = [&ctx_server, ¶ms, &res_error](const httplib::Request & req, httplib::Response & res) { + if (ctx_server.params.embedding) { + res_error(res, format_error_response("This server does not support chat completions. Start it without `--embeddings`", ERROR_TYPE_NOT_SUPPORTED)); + return; + } + res.set_header("Access-Control-Allow-Origin", req.get_header_value("Origin")); json data = oaicompat_completion_params_parse(ctx_server.model, json::parse(req.body), params.chat_template); @@ -3157,6 +3183,11 @@ int main(int argc, char ** argv) { }; const auto handle_infill = [&ctx_server, &res_error](const httplib::Request & req, httplib::Response & res) { + if (ctx_server.params.embedding) { + res_error(res, format_error_response("This server does not support infill. Start it without `--embeddings`", ERROR_TYPE_NOT_SUPPORTED)); + return; + } + res.set_header("Access-Control-Allow-Origin", req.get_header_value("Origin")); json data = json::parse(req.body); @@ -3243,13 +3274,8 @@ int main(int argc, char ** argv) { return res.set_content(data.dump(), "application/json; charset=utf-8"); }; - const auto handle_embeddings = [¶ms, &ctx_server, &res_error](const httplib::Request & req, httplib::Response & res) { + const auto handle_embeddings = [&ctx_server, &res_error](const httplib::Request & req, httplib::Response & res) { res.set_header("Access-Control-Allow-Origin", req.get_header_value("Origin")); - if (!params.embedding) { - res.status = 501; - res.set_content("This server does not support embeddings. Start it with `--embeddings`", "text/plain; charset=utf-8"); - return; - } const json body = json::parse(req.body); bool is_openai = false; From f53226245f421bd01b47cce43a47e791de82c636 Mon Sep 17 00:00:00 2001 From: Daniel Bevenius Date: Fri, 12 Jul 2024 11:05:21 +0200 Subject: [PATCH 41/46] llama : suppress unary minus operator warning (#8448) This commit updates the _try_copy lambda and moves the unary minus operator to after the cast to int32_t. The motivation for this that currently the following warning is generated on windows: ```console llama.cpp\src\llama.cpp(21147,30): warning C4146: unary minus operator applied to unsigned type, result still unsigned ``` --- src/llama.cpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/llama.cpp b/src/llama.cpp index f91ac777969d9..59b76a6d80cdf 100644 --- a/src/llama.cpp +++ b/src/llama.cpp @@ -21144,7 +21144,7 @@ int32_t llama_token_to_piece(const struct llama_model * model, llama_token token size--; } if (length < (int32_t)size) { - return (int32_t) -size; + return -(int32_t) size; } memcpy(buf, token, size); return (int32_t) size; From 6af51c0d96e6268769fc05c98d5b1a5e832c0017 Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Fri, 12 Jul 2024 14:48:04 +0300 Subject: [PATCH 42/46] main : print error on empty input (#8456) --- examples/main/main.cpp | 9 +++++++-- 1 file changed, 7 insertions(+), 2 deletions(-) diff --git a/examples/main/main.cpp b/examples/main/main.cpp index 4ef55c1e6b3cf..a0d817b1a89d1 100644 --- a/examples/main/main.cpp +++ b/examples/main/main.cpp @@ -289,8 +289,13 @@ int main(int argc, char ** argv) { // Should not run without any tokens if (embd_inp.empty()) { - embd_inp.push_back(llama_token_bos(model)); - LOG("embd_inp was considered empty and bos was added: %s\n", LOG_TOKENS_TOSTR_PRETTY(ctx, embd_inp).c_str()); + if (add_bos) { + embd_inp.push_back(llama_token_bos(model)); + LOG("embd_inp was considered empty and bos was added: %s\n", LOG_TOKENS_TOSTR_PRETTY(ctx, embd_inp).c_str()); + } else { + LOG_TEE("error: input is empty\n"); + return -1; + } } // Tokenize negative prompt From 4e24cffd8cccd653634e24ee461c252bd77b1426 Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Fri, 12 Jul 2024 14:48:15 +0300 Subject: [PATCH 43/46] server : handle content array in chat API (#8449) * server : handle content array in chat API * Update examples/server/utils.hpp Co-authored-by: Xuan Son Nguyen --------- Co-authored-by: Xuan Son Nguyen --- examples/server/utils.hpp | 22 ++++++++++++++++++++-- 1 file changed, 20 insertions(+), 2 deletions(-) diff --git a/examples/server/utils.hpp b/examples/server/utils.hpp index 7ef2a519a10c7..db6b3b74d1dd2 100644 --- a/examples/server/utils.hpp +++ b/examples/server/utils.hpp @@ -122,8 +122,26 @@ inline std::string format_chat(const struct llama_model * model, const std::stri for (size_t i = 0; i < messages.size(); ++i) { const auto & curr_msg = messages[i]; - std::string role = json_value(curr_msg, "role", std::string("")); - std::string content = json_value(curr_msg, "content", std::string("")); + + std::string role = json_value(curr_msg, "role", std::string("")); + + std::string content; + if (curr_msg.contains("content")) { + if (curr_msg["content"].is_string()) { + content = curr_msg["content"].get(); + } else if (curr_msg["content"].is_array()) { + for (const auto & part : curr_msg["content"]) { + if (part.contains("text")) { + content += "\n" + part["text"].get(); + } + } + } else { + throw std::runtime_error("Invalid 'content' type (ref: https://github.com/ggerganov/llama.cpp/issues/8367)"); + } + } else { + throw std::runtime_error("Missing 'content' (ref: https://github.com/ggerganov/llama.cpp/issues/8367)"); + } + chat.push_back({role, content}); } From c917b67f06c42d8ca8391b9bc73f5fe62c83bf70 Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Sat, 13 Jul 2024 18:32:33 +0300 Subject: [PATCH 44/46] metal : template-ify some of the kernels (#8447) ggml-ci --- ggml/src/ggml-metal.m | 28 +- ggml/src/ggml-metal.metal | 729 ++++++++++---------------------------- 2 files changed, 193 insertions(+), 564 deletions(-) diff --git a/ggml/src/ggml-metal.m b/ggml/src/ggml-metal.m index 79902c9a80616..b5939efa6c279 100644 --- a/ggml/src/ggml-metal.m +++ b/ggml/src/ggml-metal.m @@ -193,16 +193,16 @@ //GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_F16_H256, // https://github.com/ggerganov/llama.cpp/issues/7261 GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_F16_H128, //GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_F16_H256, // https://github.com/ggerganov/llama.cpp/issues/7261 - GGML_METAL_KERNEL_TYPE_CPY_F32_F16, GGML_METAL_KERNEL_TYPE_CPY_F32_F32, + GGML_METAL_KERNEL_TYPE_CPY_F32_F16, + GGML_METAL_KERNEL_TYPE_CPY_F16_F16, + GGML_METAL_KERNEL_TYPE_CPY_F16_F32, GGML_METAL_KERNEL_TYPE_CPY_F32_Q8_0, GGML_METAL_KERNEL_TYPE_CPY_F32_Q4_0, GGML_METAL_KERNEL_TYPE_CPY_F32_Q4_1, GGML_METAL_KERNEL_TYPE_CPY_F32_Q5_0, GGML_METAL_KERNEL_TYPE_CPY_F32_Q5_1, GGML_METAL_KERNEL_TYPE_CPY_F32_IQ4_NL, - GGML_METAL_KERNEL_TYPE_CPY_F16_F16, - GGML_METAL_KERNEL_TYPE_CPY_F16_F32, GGML_METAL_KERNEL_TYPE_CONCAT, GGML_METAL_KERNEL_TYPE_SQR, GGML_METAL_KERNEL_TYPE_SUM_ROWS, @@ -651,14 +651,14 @@ static void ggml_metal_log(enum ggml_log_level level, const char * format, ...){ //GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_F16_H256, flash_attn_ext_vec_f16_h256, ctx->support_simdgroup_reduction); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F32_F16, cpy_f32_f16, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F32_F32, cpy_f32_f32, true); + GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F16_F16, cpy_f16_f16, true); + GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F16_F32, cpy_f16_f32, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F32_Q8_0, cpy_f32_q8_0, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F32_Q4_0, cpy_f32_q4_0, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F32_Q4_1, cpy_f32_q4_1, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F32_Q5_0, cpy_f32_q5_0, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F32_Q5_1, cpy_f32_q5_1, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F32_IQ4_NL, cpy_f32_iq4_nl, true); - GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F16_F16, cpy_f16_f16, true); - GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F16_F32, cpy_f16_f32, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CONCAT, concat, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SQR, sqr, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SUM_ROWS, sum_rows, true); @@ -810,8 +810,8 @@ static bool ggml_metal_supports_op(const struct ggml_metal_context * ctx, const switch (op->src[0]->type) { case GGML_TYPE_F32: switch (op->type) { - case GGML_TYPE_F16: case GGML_TYPE_F32: + case GGML_TYPE_F16: case GGML_TYPE_Q8_0: case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: @@ -824,8 +824,8 @@ static bool ggml_metal_supports_op(const struct ggml_metal_context * ctx, const } case GGML_TYPE_F16: switch (op->type) { - case GGML_TYPE_F16: case GGML_TYPE_F32: + case GGML_TYPE_F16: return true; default: return false; @@ -837,7 +837,7 @@ static bool ggml_metal_supports_op(const struct ggml_metal_context * ctx, const case GGML_OP_DIAG_MASK_INF: case GGML_OP_GET_ROWS: { - return op->src[0]->type != GGML_TYPE_BF16 && op->ne[3] == 1; + return op->ne[3] == 1; } default: return false; @@ -1580,8 +1580,8 @@ static enum ggml_status ggml_metal_graph_compute( // some Metal matrix data types require aligned pointers // ref: https://developer.apple.com/metal/Metal-Shading-Language-Specification.pdf (Table 2.5) switch (src0->type) { - case GGML_TYPE_F32: GGML_ASSERT(nb01 % 16 == 0); break; - case GGML_TYPE_F16: GGML_ASSERT(nb01 % 8 == 0); break; + case GGML_TYPE_F32: GGML_ASSERT(nb01 % 16 == 0); break; + case GGML_TYPE_F16: GGML_ASSERT(nb01 % 8 == 0); break; default: break; } @@ -2775,8 +2775,8 @@ static enum ggml_status ggml_metal_graph_compute( GGML_ASSERT(ne0 % ggml_blck_size(dst->type) == 0); switch (dstt) { - case GGML_TYPE_F16: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F32_F16].pipeline; break; - case GGML_TYPE_F32: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F32_F32].pipeline; break; + case GGML_TYPE_F32: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F32_F32].pipeline; break; + case GGML_TYPE_F16: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F32_F16].pipeline; break; case GGML_TYPE_Q8_0: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F32_Q8_0].pipeline; break; case GGML_TYPE_Q4_0: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F32_Q4_0].pipeline; break; case GGML_TYPE_Q4_1: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F32_Q4_1].pipeline; break; @@ -2789,8 +2789,8 @@ static enum ggml_status ggml_metal_graph_compute( case GGML_TYPE_F16: { switch (dstt) { - case GGML_TYPE_F16: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F16_F16].pipeline; break; - case GGML_TYPE_F32: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F16_F32].pipeline; break; + case GGML_TYPE_F32: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F16_F32].pipeline; break; + case GGML_TYPE_F16: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F16_F16].pipeline; break; default: GGML_ASSERT(false && "not implemented"); }; } break; diff --git a/ggml/src/ggml-metal.metal b/ggml/src/ggml-metal.metal index c3503479b35ba..2a3b0c0a69a74 100644 --- a/ggml/src/ggml-metal.metal +++ b/ggml/src/ggml-metal.metal @@ -1219,9 +1219,10 @@ kernel void kernel_mul_mv_q8_0_f32( kernel_mul_mv_q8_0_f32_impl(src0,src1,dst,ne00,ne01,ne02,ne10,ne12,ne0,ne1,r2,r3,nullptr,tgpig,tiisg,sgitg); } -#define N_F32_F32 4 +#define N_MV_T_T 4 -void kernel_mul_mv_f32_f32_impl( +template +void kernel_mul_mv_impl( device const char * src0, device const char * src1, device float * dst, @@ -1239,13 +1240,12 @@ void kernel_mul_mv_f32_f32_impl( uint64_t nb12, int64_t ne0, int64_t ne1, - uint r2, - uint r3, - uint3 tgpig, - uint tiisg) { - + uint r2, + uint r3, + uint3 tgpig, + uint tiisg) { const int64_t r0 = tgpig.x; - const int64_t rb = tgpig.y*N_F32_F32; + const int64_t rb = tgpig.y*N_MV_T_T; const int64_t im = tgpig.z; const uint i12 = im%ne12; @@ -1253,20 +1253,20 @@ void kernel_mul_mv_f32_f32_impl( const uint offset0 = r0*nb01 + (i12/r2)*nb02 + (i13/r3)*nb02*ne02; - device const float * x = (device const float *) (src0 + offset0); + device const T0 * x = (device const T0 *) (src0 + offset0); if (ne00 < 128) { - for (int row = 0; row < N_F32_F32; ++row) { + for (int row = 0; row < N_MV_T_T; ++row) { int r1 = rb + row; if (r1 >= ne11) { break; } - device const float * y = (device const float *) (src1 + r1*nb11 + im*nb12); + device const T1 * y = (device const T1 *) (src1 + r1*nb11 + im*nb12); float sumf = 0; for (int i = tiisg; i < ne00; i += 32) { - sumf += (float) x[i] * (float) y[i]; + sumf += (T0) x[i] * (T1) y[i]; } float all_sum = simd_sum(sumf); @@ -1275,32 +1275,32 @@ void kernel_mul_mv_f32_f32_impl( } } } else { - device const float4 * x4 = (device const float4 *)x; - for (int row = 0; row < N_F32_F32; ++row) { + device const T04 * x4 = (device const T04 *) x; + for (int row = 0; row < N_MV_T_T; ++row) { int r1 = rb + row; if (r1 >= ne11) { break; } - device const float * y = (device const float *) (src1 + r1*nb11 + im*nb12); - device const float4 * y4 = (device const float4 *) y; + device const T1 * y = (device const T1 *) (src1 + r1*nb11 + im*nb12); + device const T14 * y4 = (device const T14 *) y; float sumf = 0; for (int i = tiisg; i < ne00/4; i += 32) { - for (int k = 0; k < 4; ++k) sumf += (float) x4[i][k] * y4[i][k]; + for (int k = 0; k < 4; ++k) sumf += (float) (x4[i][k] * y4[i][k]); } float all_sum = simd_sum(sumf); if (tiisg == 0) { - for (int i = 4*(ne00/4); i < ne00; ++i) all_sum += (float) x[i] * y[i]; + for (int i = 4*(ne00/4); i < ne00; ++i) all_sum += (float) (x[i] * y[i]); dst[im*ne1*ne0 + r1*ne0 + r0] = all_sum; } } } } -[[host_name("kernel_mul_mv_f32_f32")]] -kernel void kernel_mul_mv_f32_f32( +template +kernel void kernel_mul_mv( device const char * src0, device const char * src1, device float * dst, @@ -1322,90 +1322,38 @@ kernel void kernel_mul_mv_f32_f32( constant uint & r3, uint3 tgpig[[threadgroup_position_in_grid]], uint tiisg[[thread_index_in_simdgroup]]) { - kernel_mul_mv_f32_f32_impl(src0, src1, dst, ne00, ne01, ne02, nb00, nb01, nb02, ne10, ne11, ne12, nb10, nb11, nb12, ne0, ne1, r2, r3, tgpig, tiisg); + kernel_mul_mv_impl( + src0, + src1, + dst, + ne00, + ne01, + ne02, + nb00, + nb01, + nb02, + ne10, + ne11, + ne12, + nb10, + nb11, + nb12, + ne0, + ne1, + r2, + r3, + tgpig, + tiisg); } -#define N_F16_F16 4 +typedef decltype(kernel_mul_mv) mul_mv_t; -kernel void kernel_mul_mv_f16_f16( - device const char * src0, - device const char * src1, - device float * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant uint64_t & nb00, - constant uint64_t & nb01, - constant uint64_t & nb02, - constant int64_t & ne10, - constant int64_t & ne11, - constant int64_t & ne12, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint & r2, - constant uint & r3, - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiisg[[thread_index_in_simdgroup]]) { +template [[host_name("kernel_mul_mv_f32_f32")]] kernel mul_mv_t kernel_mul_mv; +template [[host_name("kernel_mul_mv_f16_f32")]] kernel mul_mv_t kernel_mul_mv; +template [[host_name("kernel_mul_mv_f16_f16")]] kernel mul_mv_t kernel_mul_mv; - const int64_t r0 = tgpig.x; - const int64_t rb = tgpig.y*N_F16_F16; - const int64_t im = tgpig.z; - - const uint i12 = im%ne12; - const uint i13 = im/ne12; - - const uint offset0 = r0*nb01 + (i12/r2)*nb02 + (i13/r3)*nb02*ne02; - - device const half * x = (device const half *) (src0 + offset0); - - if (ne00 < 128) { - for (int row = 0; row < N_F16_F16; ++row) { - int r1 = rb + row; - if (r1 >= ne11) { - break; - } - - device const half * y = (device const half *) (src1 + r1*nb11 + im*nb12); - - float sumf = 0; - for (int i = tiisg; i < ne00; i += 32) { - sumf += (half) x[i] * (half) y[i]; - } - - float all_sum = simd_sum(sumf); - if (tiisg == 0) { - dst[im*ne1*ne0 + r1*ne0 + r0] = all_sum; - } - } - } else { - device const half4 * x4 = (device const half4 *)x; - for (int row = 0; row < N_F16_F16; ++row) { - int r1 = rb + row; - if (r1 >= ne11) { - break; - } - - device const half * y = (device const half *) (src1 + r1*nb11 + im*nb12); - device const half4 * y4 = (device const half4 *) y; - - float sumf = 0; - for (int i = tiisg; i < ne00/4; i += 32) { - for (int k = 0; k < 4; ++k) sumf += (half) x4[i][k] * y4[i][k]; - } - - float all_sum = simd_sum(sumf); - if (tiisg == 0) { - for (int i = 4*(ne00/4); i < ne00; ++i) all_sum += (half) x[i] * y[i]; - dst[im*ne1*ne0 + r1*ne0 + r0] = all_sum; - } - } - } -} - -void kernel_mul_mv_f16_f32_1row_impl( +template +kernel void kernel_mul_mv_1row( device const char * src0, device const char * src1, device float * dst, @@ -1437,7 +1385,7 @@ void kernel_mul_mv_f16_f32_1row_impl( const uint offset0 = r0*nb01 + (i12/r2)*nb02 + (i13/r3)*nb02*ne02; - device const half * x = (device const half *) (src0 + offset0); + device const T * x = (device const T *) (src0 + offset0); device const float * y = (device const float *) (src1 + r1*nb11 + im*nb12); float sumf = 0; @@ -1450,153 +1398,29 @@ void kernel_mul_mv_f16_f32_1row_impl( dst[im*ne1*ne0 + r1*ne0 + r0] = all_sum; } } else { - device const half4 * x4 = (device const half4 *) x; + device const T4 * x4 = (device const T4 *) x; device const float4 * y4 = (device const float4 *) y; + for (int i = tiisg; i < ne00/4; i += 32) { - for (int k = 0; k < 4; ++k) sumf += (float)x4[i][k] * y4[i][k]; + for (int k = 0; k < 4; ++k) sumf += (float) (x4[i][k] * y4[i][k]); } + float all_sum = simd_sum(sumf); + if (tiisg == 0) { - for (int i = 4*(ne00/4); i < ne00; ++i) all_sum += (float) x[i] * y[i]; + for (int i = 4*(ne00/4); i < ne00; ++i) all_sum += (float) (x[i] * y[i]); dst[im*ne1*ne0 + r1*ne0 + r0] = all_sum; } } } -[[host_name("kernel_mul_mv_f16_f32_1row")]] -kernel void kernel_mul_mv_f16_f32_1row( - device const char * src0, - device const char * src1, - device float * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant uint64_t & nb00, - constant uint64_t & nb01, - constant uint64_t & nb02, - constant int64_t & ne10, - constant int64_t & ne11, - constant int64_t & ne12, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint & r2, - constant uint & r3, - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiisg[[thread_index_in_simdgroup]]) { - kernel_mul_mv_f16_f32_1row_impl(src0, src1, dst, ne00, ne01, ne02, nb00, nb01, nb02, ne10, ne11, ne12, nb10, nb11, nb12, ne0, ne1, r2, r3, tgpig, tiisg); -} - -#define N_F16_F32 4 - -void kernel_mul_mv_f16_f32_impl( - device const char * src0, - device const char * src1, - device float * dst, - int64_t ne00, - int64_t ne01, - int64_t ne02, - uint64_t nb00, - uint64_t nb01, - uint64_t nb02, - int64_t ne10, - int64_t ne11, - int64_t ne12, - uint64_t nb10, - uint64_t nb11, - uint64_t nb12, - int64_t ne0, - int64_t ne1, - uint r2, - uint r3, - uint3 tgpig, - uint tiisg) { - - const int64_t r0 = tgpig.x; - const int64_t rb = tgpig.y*N_F16_F32; - const int64_t im = tgpig.z; - - const uint i12 = im%ne12; - const uint i13 = im/ne12; - - const uint offset0 = r0*nb01 + (i12/r2)*nb02 + (i13/r3)*nb02*ne02; - - device const half * x = (device const half *) (src0 + offset0); - - if (ne00 < 128) { - for (int row = 0; row < N_F16_F32; ++row) { - int r1 = rb + row; - if (r1 >= ne11) { - break; - } - - device const float * y = (device const float *) (src1 + r1*nb11 + im*nb12); - - float sumf = 0; - for (int i = tiisg; i < ne00; i += 32) { - sumf += (float) x[i] * (float) y[i]; - } - - float all_sum = simd_sum(sumf); - if (tiisg == 0) { - dst[im*ne1*ne0 + r1*ne0 + r0] = all_sum; - } - } - } else { - device const half4 * x4 = (device const half4 *)x; - for (int row = 0; row < N_F16_F32; ++row) { - int r1 = rb + row; - if (r1 >= ne11) { - break; - } - - device const float * y = (device const float *) (src1 + r1*nb11 + im*nb12); - device const float4 * y4 = (device const float4 *) y; - - float sumf = 0; - for (int i = tiisg; i < ne00/4; i += 32) { - for (int k = 0; k < 4; ++k) sumf += (float) x4[i][k] * y4[i][k]; - } +typedef decltype(kernel_mul_mv_1row) mul_mv_1row_t; - float all_sum = simd_sum(sumf); - if (tiisg == 0) { - for (int i = 4*(ne00/4); i < ne00; ++i) all_sum += (float) x[i] * y[i]; - dst[im*ne1*ne0 + r1*ne0 + r0] = all_sum; - } - } - } -} - -[[host_name("kernel_mul_mv_f16_f32")]] -kernel void kernel_mul_mv_f16_f32( - device const char * src0, - device const char * src1, - device float * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant uint64_t & nb00, - constant uint64_t & nb01, - constant uint64_t & nb02, - constant int64_t & ne10, - constant int64_t & ne11, - constant int64_t & ne12, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint & r2, - constant uint & r3, - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiisg[[thread_index_in_simdgroup]]) { - kernel_mul_mv_f16_f32_impl(src0, src1, dst, ne00, ne01, ne02, nb00, nb01, nb02, ne10, ne11, ne12, nb10, nb11, nb12, ne0, ne1, r2, r3, tgpig, tiisg); -} +template [[host_name("kernel_mul_mv_f16_f32_1row")]] kernel mul_mv_1row_t kernel_mul_mv_1row; // Assumes row size (ne00) is a multiple of 4 -kernel void kernel_mul_mv_f16_f32_l4( +template +kernel void kernel_mul_mv_l4( device const char * src0, device const char * src1, device float * dst, @@ -1628,14 +1452,14 @@ kernel void kernel_mul_mv_f16_f32_l4( const uint offset0 = r0*nb01 + (i12/r2)*nb02 + (i13/r3)*nb02*ne02; - device const half4 * x4 = (device const half4 *) (src0 + offset0); + device const T4 * x4 = (device const T4 *) (src0 + offset0); for (int r1 = 0; r1 < nrows; ++r1) { device const float4 * y4 = (device const float4 *) (src1 + r1*nb11 + im*nb12); float sumf = 0; for (int i = tiisg; i < ne00/4; i += 32) { - for (int k = 0; k < 4; ++k) sumf += (float) x4[i][k] * y4[i][k]; + for (int k = 0; k < 4; ++k) sumf += (float) (x4[i][k] * y4[i][k]); } float all_sum = simd_sum(sumf); @@ -1645,6 +1469,10 @@ kernel void kernel_mul_mv_f16_f32_l4( } } +typedef decltype(kernel_mul_mv_l4) mul_mv_l4_t; + +template [[host_name("kernel_mul_mv_f16_f32_l4")]] kernel mul_mv_l4_t kernel_mul_mv_l4; + static float rope_yarn_ramp(const float low, const float high, const int i0) { const float y = (i0 / 2 - low) / max(0.001f, high - low); return 1.0f - min(1.0f, max(0.0f, y)); @@ -2765,91 +2593,10 @@ kernel void kernel_flash_attn_ext_vec_f16( template [[host_name("kernel_flash_attn_ext_vec_f16_h128")]] kernel flash_attn_ext_f16_t kernel_flash_attn_ext_vec_f16<128>; //template [[host_name("kernel_flash_attn_ext_vec_f16_h256")]] kernel flash_attn_ext_f16_t kernel_flash_attn_ext_vec_f16<256>; -kernel void kernel_cpy_f16_f16( - device const half * src0, - device half * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant int64_t & ne03, - constant uint64_t & nb00, - constant uint64_t & nb01, - constant uint64_t & nb02, - constant uint64_t & nb03, - constant int64_t & ne0, - constant int64_t & ne1, - constant int64_t & ne2, - constant int64_t & ne3, - constant uint64_t & nb0, - constant uint64_t & nb1, - constant uint64_t & nb2, - constant uint64_t & nb3, - uint3 tgpig[[threadgroup_position_in_grid]], - uint3 tpitg[[thread_position_in_threadgroup]], - uint3 ntg[[threads_per_threadgroup]]) { - const int64_t i03 = tgpig[2]; - const int64_t i02 = tgpig[1]; - const int64_t i01 = tgpig[0]; - - const int64_t n = i03*ne02*ne01*ne00 + i02*ne01*ne00 + i01*ne00; - - const int64_t i3 = n / (ne2*ne1*ne0); - const int64_t i2 = (n - i3*ne2*ne1*ne0) / (ne1*ne0); - const int64_t i1 = (n - i3*ne2*ne1*ne0 - i2*ne1*ne0) / ne0; - const int64_t i0 = (n - i3*ne2*ne1*ne0 - i2*ne1*ne0 - i1*ne0); - - device half * dst_data = (device half *) ((device char *) dst + i3*nb3 + i2*nb2 + i1*nb1 + i0*nb0); - - for (int64_t i00 = tpitg.x; i00 < ne00; i00 += ntg.x) { - device const half * src = (device half *)((device char *) src0 + i03*nb03 + i02*nb02 + i01*nb01 + i00*nb00); - dst_data[i00] = src[0]; - } -} - -kernel void kernel_cpy_f16_f32( - device const half * src0, - device float * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant int64_t & ne03, - constant uint64_t & nb00, - constant uint64_t & nb01, - constant uint64_t & nb02, - constant uint64_t & nb03, - constant int64_t & ne0, - constant int64_t & ne1, - constant int64_t & ne2, - constant int64_t & ne3, - constant uint64_t & nb0, - constant uint64_t & nb1, - constant uint64_t & nb2, - constant uint64_t & nb3, - uint3 tgpig[[threadgroup_position_in_grid]], - uint3 tpitg[[thread_position_in_threadgroup]], - uint3 ntg[[threads_per_threadgroup]]) { - const int64_t i03 = tgpig[2]; - const int64_t i02 = tgpig[1]; - const int64_t i01 = tgpig[0]; - - const int64_t n = i03*ne02*ne01*ne00 + i02*ne01*ne00 + i01*ne00; - - const int64_t i3 = n / (ne2*ne1*ne0); - const int64_t i2 = (n - i3*ne2*ne1*ne0) / (ne1*ne0); - const int64_t i1 = (n - i3*ne2*ne1*ne0 - i2*ne1*ne0) / ne0; - const int64_t i0 = (n - i3*ne2*ne1*ne0 - i2*ne1*ne0 - i1*ne0); - - device float * dst_data = (device float *) ((device char *) dst + i3*nb3 + i2*nb2 + i1*nb1 + i0*nb0); - - for (int64_t i00 = tpitg.x; i00 < ne00; i00 += ntg.x) { - device const half * src = (device half *)((device char *) src0 + i03*nb03 + i02*nb02 + i01*nb01 + i00*nb00); - dst_data[i00] = src[0]; - } -} - -kernel void kernel_cpy_f32_f16( - device const float * src0, - device half * dst, +template +kernel void kernel_cpy( + device const void * src0, + device void * dst, constant int64_t & ne00, constant int64_t & ne01, constant int64_t & ne02, @@ -2880,56 +2627,20 @@ kernel void kernel_cpy_f32_f16( const int64_t i1 = (n - i3*ne2*ne1*ne0 - i2*ne1*ne0) / ne0; const int64_t i0 = (n - i3*ne2*ne1*ne0 - i2*ne1*ne0 - i1*ne0); - device half * dst_data = (device half *) ((device char *) dst + i3*nb3 + i2*nb2 + i1*nb1 + i0*nb0); + device T1 * dst_data = (device T1 *) ((device char *) dst + i3*nb3 + i2*nb2 + i1*nb1 + i0*nb0); for (int64_t i00 = tpitg.x; i00 < ne00; i00 += ntg.x) { - device const float * src = (device float *)((device char *) src0 + i03*nb03 + i02*nb02 + i01*nb01 + i00*nb00); - - dst_data[i00] = src[0]; + device const T0 * src = (device T0 *)((device char *) src0 + i03*nb03 + i02*nb02 + i01*nb01 + i00*nb00); + dst_data[i00] = (T1) src[0]; } } -kernel void kernel_cpy_f32_f32( - device const float * src0, - device float * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant int64_t & ne03, - constant uint64_t & nb00, - constant uint64_t & nb01, - constant uint64_t & nb02, - constant uint64_t & nb03, - constant int64_t & ne0, - constant int64_t & ne1, - constant int64_t & ne2, - constant int64_t & ne3, - constant uint64_t & nb0, - constant uint64_t & nb1, - constant uint64_t & nb2, - constant uint64_t & nb3, - uint3 tgpig[[threadgroup_position_in_grid]], - uint3 tpitg[[thread_position_in_threadgroup]], - uint3 ntg[[threads_per_threadgroup]]) { - const int64_t i03 = tgpig[2]; - const int64_t i02 = tgpig[1]; - const int64_t i01 = tgpig[0]; - - const int64_t n = i03*ne02*ne01*ne00 + i02*ne01*ne00 + i01*ne00; +typedef decltype(kernel_cpy) kernel_cpy_t; - const int64_t i3 = n / (ne2*ne1*ne0); - const int64_t i2 = (n - i3*ne2*ne1*ne0) / (ne1*ne0); - const int64_t i1 = (n - i3*ne2*ne1*ne0 - i2*ne1*ne0) / ne0; - const int64_t i0 = (n - i3*ne2*ne1*ne0 - i2*ne1*ne0 - i1*ne0); - - device float * dst_data = (device float *) ((device char *) dst + i3*nb3 + i2*nb2 + i1*nb1 + i0*nb0); - - for (int64_t i00 = tpitg.x; i00 < ne00; i00 += ntg.x) { - device const float * src = (device float *)((device char *) src0 + i03*nb03 + i02*nb02 + i01*nb01 + i00*nb00); - - dst_data[i00] = src[0]; - } -} +template [[host_name("kernel_cpy_f32_f32")]] kernel kernel_cpy_t kernel_cpy; +template [[host_name("kernel_cpy_f32_f16")]] kernel kernel_cpy_t kernel_cpy; +template [[host_name("kernel_cpy_f16_f16")]] kernel kernel_cpy_t kernel_cpy; +template [[host_name("kernel_cpy_f16_f32")]] kernel kernel_cpy_t kernel_cpy; kernel void kernel_cpy_f32_q8_0( device const float * src0, @@ -5730,9 +5441,9 @@ void dequantize_iq4_xs(device const block_iq4_xs * xb, short il, thread type4x4 } template -kernel void kernel_get_rows( +kernel void kernel_get_rows_q( device const void * src0, - device const char * src1, + device const void * src1, device float * dst, constant int64_t & ne00, constant uint64_t & nb01, @@ -5745,55 +5456,24 @@ kernel void kernel_get_rows( uint3 tgpig[[threadgroup_position_in_grid]], uint tiitg[[thread_index_in_threadgroup]], uint3 tptg [[threads_per_threadgroup]]) { - //const int64_t i = tgpig; - //const int64_t r = ((device int32_t *) src1)[i]; - const int64_t i10 = tgpig.x; const int64_t i11 = tgpig.y; - const int64_t r = ((device int32_t *) ((device char *) src1 + i11*nb11 + i10*nb10))[0]; + const int64_t r = ((const device int32_t *) ((const device char *) src1 + i11*nb11 + i10*nb10))[0]; const int64_t i02 = i11; for (int64_t ind = tiitg; ind < ne00/16; ind += tptg.x) { float4x4 temp; - dequantize_func( - ((device const block_q *) ((device char *) src0 + r*nb01 + i02*nb02)) + ind/nl, ind%nl, temp); + dequantize_func(((device const block_q *) ((const device char *) src0 + r*nb01 + i02*nb02)) + ind/nl, ind%nl, temp); *(((device float4x4 *) ((device char *) dst + i11*nb2 + i10*nb1)) + ind) = temp; } } -kernel void kernel_get_rows_f32( - device const void * src0, - device const char * src1, - device float * dst, - constant int64_t & ne00, - constant uint64_t & nb01, - constant uint64_t & nb02, - constant int64_t & ne10, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb1, - constant uint64_t & nb2, - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiitg[[thread_index_in_threadgroup]], - uint3 tptg [[threads_per_threadgroup]]) { - const int64_t i10 = tgpig.x; - const int64_t i11 = tgpig.y; - - const int64_t r = ((device int32_t *) ((device char *) src1 + i11*nb11 + i10*nb10))[0]; - - const int64_t i02 = i11; - - for (int ind = tiitg; ind < ne00; ind += tptg.x) { - ((device float *) ((device char *) dst + i11*nb2 + i10*nb1))[ind] = - ((device float *) ((device char *) src0 + r*nb01 + i02*nb02))[ind]; - } -} - -kernel void kernel_get_rows_f16( +template +kernel void kernel_get_rows_f( device const void * src0, - device const char * src1, + device const void * src1, device float * dst, constant int64_t & ne00, constant uint64_t & nb01, @@ -5809,19 +5489,19 @@ kernel void kernel_get_rows_f16( const int64_t i10 = tgpig.x; const int64_t i11 = tgpig.y; - const int64_t r = ((device int32_t *) ((device char *) src1 + i11*nb11 + i10*nb10))[0]; + const int64_t r = ((const device int32_t *) ((const device char *) src1 + i11*nb11 + i10*nb10))[0]; const int64_t i02 = i11; for (int ind = tiitg; ind < ne00; ind += tptg.x) { - ((device float *) ((device char *) dst + i11*nb2 + i10*nb1))[ind] = - ((device half *) ((device char *) src0 + r*nb01 + i02*nb02))[ind]; + (( device float *) (( device char *) dst + i11*nb2 + i10*nb1))[ind] = + ((const device T *) ((const device char *) src0 + i02*nb02 + r*nb01))[ind]; } } kernel void kernel_get_rows_i32( device const void * src0, - device const char * src1, + device const void * src1, device int32_t * dst, constant int64_t & ne00, constant uint64_t & nb01, @@ -5837,13 +5517,13 @@ kernel void kernel_get_rows_i32( const int64_t i10 = tgpig.x; const int64_t i11 = tgpig.y; - const int64_t r = ((device int32_t *) ((device char *) src1 + i11*nb11 + i10*nb10))[0]; + const int64_t r = ((const device int32_t *) ((const device char *) src1 + i11*nb11 + i10*nb10))[0]; const int64_t i02 = i11; for (int ind = tiitg; ind < ne00; ind += tptg.x) { - ((device int32_t *) ((device char *) dst + i11*nb2 + i10*nb1))[ind] = - ((device int32_t *) ((device char *) src0 + r*nb01 + i02*nb02))[ind]; + (( device int32_t *) (( device char *) dst + i11*nb2 + i10*nb1))[ind] = + ((const device int32_t *) ((const device char *) src0 + i02*nb02 + r*nb01))[ind]; } } @@ -5860,28 +5540,28 @@ kernel void kernel_get_rows_i32( #define SG_MAT_ROW 8 // each block_q contains 16*nl weights -template -void kernel_mul_mm_impl(device const uchar * src0, - device const uchar * src1, - device float * dst, - constant int64_t & ne00, - constant int64_t & ne02, - constant uint64_t & nb01, - constant uint64_t & nb02, - constant int64_t & ne12, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint & r2, - constant uint & r3, - threadgroup uchar * shared_memory [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiitg[[thread_index_in_threadgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { +template +kernel void kernel_mul_mm(device const uchar * src0, + device const uchar * src1, + device float * dst, + constant int64_t & ne00, + constant int64_t & ne02, + constant uint64_t & nb01, + constant uint64_t & nb02, + constant int64_t & ne12, + constant uint64_t & nb10, + constant uint64_t & nb11, + constant uint64_t & nb12, + constant int64_t & ne0, + constant int64_t & ne1, + constant uint & r2, + constant uint & r3, + threadgroup uchar * shared_memory [[threadgroup(0)]], + uint3 tgpig[[threadgroup_position_in_grid]], + uint tiitg[[thread_index_in_threadgroup]], + uint sgitg[[simdgroup_index_in_threadgroup]]) { - threadgroup half * sa = (threadgroup half *)(shared_memory); + threadgroup T * sa = (threadgroup T *)(shared_memory); threadgroup float * sb = (threadgroup float *)(shared_memory + 4096); const uint r0 = tgpig.y; @@ -5896,7 +5576,7 @@ void kernel_mul_mm_impl(device const uchar * src0, short thread_row = ((short)tiitg/THREAD_PER_ROW) < n_rows ? ((short)tiitg/THREAD_PER_ROW) : n_rows - 1; short thread_col = ((short)tiitg/THREAD_PER_COL) < n_cols ? ((short)tiitg/THREAD_PER_COL) : n_cols - 1; - simdgroup_half8x8 ma[4]; + simdgroup_T8x8 ma[4]; simdgroup_float8x8 mb[2]; simdgroup_float8x8 c_res[8]; for (int i = 0; i < 8; i++){ @@ -5919,7 +5599,7 @@ void kernel_mul_mm_impl(device const uchar * src0, for (int loop_k = 0; loop_k < ne00; loop_k += BLOCK_SIZE_K) { // load data and store to threadgroup memory - half4x4 temp_a; + T4x4 temp_a; dequantize_func(x, il, temp_a); threadgroup_barrier(mem_flags::mem_threadgroup); @@ -5939,7 +5619,7 @@ void kernel_mul_mm_impl(device const uchar * src0, threadgroup_barrier(mem_flags::mem_threadgroup); // load matrices from threadgroup memory and conduct outer products - threadgroup half * lsma = (sa + THREAD_MAT_M * SG_MAT_SIZE * (sgitg % 2)); + threadgroup T * lsma = (sa + THREAD_MAT_M * SG_MAT_SIZE * (sgitg % 2)); threadgroup float * lsmb = (sb + THREAD_MAT_N * SG_MAT_SIZE * (sgitg / 2)); #pragma unroll(4) @@ -6115,48 +5795,6 @@ void kernel_mul_mm_id_impl( } } -template -kernel void kernel_mul_mm(device const uchar * src0, - device const uchar * src1, - device float * dst, - constant int64_t & ne00, - constant int64_t & ne02, - constant uint64_t & nb01, - constant uint64_t & nb02, - constant int64_t & ne12, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint & r2, - constant uint & r3, - threadgroup uchar * shared_memory [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiitg[[thread_index_in_threadgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { - kernel_mul_mm_impl( - src0, - src1, - dst, - ne00, - ne02, - nb01, - nb02, - ne12, - nb10, - nb11, - nb12, - ne0, - ne1, - r2, - r3, - shared_memory, - tgpig, - tiitg, - sgitg); -} - template kernel void kernel_mul_mm_id( device const uchar * src0s, @@ -6237,69 +5875,60 @@ kernel void kernel_mul_mm_id( // get rows // -typedef void (get_rows_t)( - device const void * src0, - device const char * src1, - device float * dst, - constant int64_t & ne00, - constant uint64_t & nb01, - constant uint64_t & nb02, - constant int64_t & ne10, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb1, - constant uint64_t & nb2, - uint3, uint, uint3); - -//template [[host_name("kernel_get_rows_f32")]] kernel get_rows_t kernel_get_rows; -//template [[host_name("kernel_get_rows_f16")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_q4_0")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_q4_1")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_q5_0")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_q5_1")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_q8_0")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_q2_K")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_q3_K")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_q4_K")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_q5_K")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_q6_K")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_iq2_xxs")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_iq2_xs")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_iq3_xxs")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_iq3_s")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_iq2_s")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_iq1_s")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_iq1_m")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_iq4_nl")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_iq4_xs")]] kernel get_rows_t kernel_get_rows; +typedef decltype(kernel_get_rows_f) get_rows_f_t; + +template [[host_name("kernel_get_rows_f32")]] kernel get_rows_f_t kernel_get_rows_f; +template [[host_name("kernel_get_rows_f16")]] kernel get_rows_f_t kernel_get_rows_f; + +typedef decltype(kernel_get_rows_q) get_rows_q_t; + +template [[host_name("kernel_get_rows_q4_0")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_q4_1")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_q5_0")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_q5_1")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_q8_0")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_q2_K")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_q3_K")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_q4_K")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_q5_K")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_q6_K")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_iq2_xxs")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_iq2_xs")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_iq3_xxs")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_iq3_s")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_iq2_s")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_iq1_s")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_iq1_m")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_iq4_nl")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_iq4_xs")]] kernel get_rows_q_t kernel_get_rows_q; // // matrix-matrix multiplication // -typedef decltype(kernel_mul_mm) mat_mm_t; - -template [[host_name("kernel_mul_mm_f32_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_f16_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_q4_0_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_q4_1_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_q5_0_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_q5_1_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_q8_0_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_q2_K_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_q3_K_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_q4_K_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_q5_K_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_q6_K_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_iq2_xxs_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_iq2_xs_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_iq3_xxs_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_iq3_s_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_iq2_s_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_iq1_s_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_iq1_m_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_iq4_nl_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_iq4_xs_f32")]] kernel mat_mm_t kernel_mul_mm; +typedef decltype(kernel_mul_mm) mat_mm_t; + +template [[host_name("kernel_mul_mm_f32_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_f16_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_q4_0_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_q4_1_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_q5_0_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_q5_1_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_q8_0_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_q2_K_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_q3_K_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_q4_K_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_q5_K_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_q6_K_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_iq2_xxs_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_iq2_xs_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_iq3_xxs_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_iq3_s_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_iq2_s_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_iq1_s_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_iq1_m_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_iq4_nl_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_iq4_xs_f32")]] kernel mat_mm_t kernel_mul_mm; // // indirect matrix-matrix multiplication @@ -6436,7 +6065,7 @@ void mmv_fn( impl_fn(src0,(const device float *)src1,dst,ne00,ne01,ne02,ne10,ne12,ne0,ne1,r2,r3,shared_values,tgpig,tiisg,sgitg); } -typedef decltype(mmv_fn) mul_mv_impl_fn_t; +typedef decltype(mmv_fn>) mul_mv_impl_fn_t; template kernel void kernel_mul_mv_id( @@ -6514,20 +6143,20 @@ kernel void kernel_mul_mv_id( sgitg); } -typedef decltype(kernel_mul_mv_id>) kernel_mul_mv_id_t; - -template [[host_name("kernel_mul_mv_id_f32_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; -template [[host_name("kernel_mul_mv_id_f16_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; -template [[host_name("kernel_mul_mv_id_q8_0_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; -template [[host_name("kernel_mul_mv_id_q4_0_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>>; -template [[host_name("kernel_mul_mv_id_q4_1_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>>; -template [[host_name("kernel_mul_mv_id_q5_0_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>>; -template [[host_name("kernel_mul_mv_id_q5_1_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>>; -template [[host_name("kernel_mul_mv_id_q2_K_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; -template [[host_name("kernel_mul_mv_id_q3_K_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; -template [[host_name("kernel_mul_mv_id_q4_K_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; -template [[host_name("kernel_mul_mv_id_q5_K_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; -template [[host_name("kernel_mul_mv_id_q6_K_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; +typedef decltype(kernel_mul_mv_id>>) kernel_mul_mv_id_t; + +template [[host_name("kernel_mul_mv_id_f32_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>>; +template [[host_name("kernel_mul_mv_id_f16_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>>; +template [[host_name("kernel_mul_mv_id_q8_0_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; +template [[host_name("kernel_mul_mv_id_q4_0_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>>; +template [[host_name("kernel_mul_mv_id_q4_1_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>>; +template [[host_name("kernel_mul_mv_id_q5_0_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>>; +template [[host_name("kernel_mul_mv_id_q5_1_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>>; +template [[host_name("kernel_mul_mv_id_q2_K_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; +template [[host_name("kernel_mul_mv_id_q3_K_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; +template [[host_name("kernel_mul_mv_id_q4_K_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; +template [[host_name("kernel_mul_mv_id_q5_K_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; +template [[host_name("kernel_mul_mv_id_q6_K_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; template [[host_name("kernel_mul_mv_id_iq1_s_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; template [[host_name("kernel_mul_mv_id_iq1_m_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; template [[host_name("kernel_mul_mv_id_iq2_xxs_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; From 17eb6aa8a992cda37ee65cf848d9289bd6cad860 Mon Sep 17 00:00:00 2001 From: bandoti <141645996+bandoti@users.noreply.github.com> Date: Sat, 13 Jul 2024 13:12:39 -0300 Subject: [PATCH 45/46] vulkan : cmake integration (#8119) * Add Vulkan to CMake pkg * Add Sycl to CMake pkg * Add OpenMP to CMake pkg * Split generated shader file into separate translation unit * Add CMake target for Vulkan shaders * Update README.md * Add make target for Vulkan shaders * Use pkg-config to locate vulkan library * Add vulkan SDK dep to ubuntu-22-cmake-vulkan workflow * Clean up tabs * Move sudo to apt-key invocation * Forward GGML_EXTRA_LIBS to CMake config pkg * Update vulkan obj file paths * Add shaderc to nix pkg * Add python3 to Vulkan nix build * Link against ggml in cmake pkg * Remove Python dependency from Vulkan build * code review changes * Remove trailing newline * Add cflags from pkg-config to fix w64devkit build * Update README.md * Remove trailing whitespace * Update README.md * Remove trailing whitespace * Fix doc heading * Make glslc required Vulkan component * remove clblast from nix pkg --- .devops/nix/package.nix | 2 + .github/workflows/build.yml | 6 +- CMakeLists.txt | 11 +- Makefile | 35 +- cmake/llama-config.cmake.in | 29 +- docs/build.md | 39 + ggml/.gitignore | 2 + ggml/ggml_vk_generate_shaders.py | 220 - ggml/src/CMakeLists.txt | 37 +- ggml/src/ggml-vulkan-shaders.hpp | 144956 --------------- ggml/src/vulkan-shaders/CMakeLists.txt | 5 + .../src/vulkan-shaders/vulkan-shaders-gen.cpp | 524 + 12 files changed, 674 insertions(+), 145192 deletions(-) create mode 100644 ggml/.gitignore delete mode 100644 ggml/ggml_vk_generate_shaders.py delete mode 100644 ggml/src/ggml-vulkan-shaders.hpp create mode 100644 ggml/src/vulkan-shaders/CMakeLists.txt create mode 100644 ggml/src/vulkan-shaders/vulkan-shaders-gen.cpp diff --git a/.devops/nix/package.nix b/.devops/nix/package.nix index 00be596ce3fb7..911c42ecb16cf 100644 --- a/.devops/nix/package.nix +++ b/.devops/nix/package.nix @@ -18,6 +18,7 @@ vulkan-headers, vulkan-loader, curl, + shaderc, useBlas ? builtins.all (x: !x) [ useCuda useMetalKit @@ -146,6 +147,7 @@ let vulkanBuildInputs = [ vulkan-headers vulkan-loader + shaderc ]; in diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index 1e344db6b09e9..1f275603a3742 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -355,8 +355,10 @@ jobs: - name: Dependencies id: depends run: | - sudo apt-get update - sudo apt-get install build-essential libvulkan-dev + wget -qO - https://packages.lunarg.com/lunarg-signing-key-pub.asc | sudo apt-key add - + sudo wget -qO /etc/apt/sources.list.d/lunarg-vulkan-jammy.list https://packages.lunarg.com/vulkan/lunarg-vulkan-jammy.list + sudo apt-get update -y + sudo apt-get install -y build-essential vulkan-sdk - name: Build id: cmake_build diff --git a/CMakeLists.txt b/CMakeLists.txt index befc4433cd0f8..67dcf86d4fab7 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -132,7 +132,16 @@ set(LLAMA_INCLUDE_INSTALL_DIR ${CMAKE_INSTALL_INCLUDEDIR} CACHE PATH "Location o set(LLAMA_LIB_INSTALL_DIR ${CMAKE_INSTALL_LIBDIR} CACHE PATH "Location of library files") set(LLAMA_BIN_INSTALL_DIR ${CMAKE_INSTALL_BINDIR} CACHE PATH "Location of binary files") -get_directory_property(LLAMA_TRANSIENT_DEFINES COMPILE_DEFINITIONS) + +# At the moment some compile definitions are placed within the ggml/src +# directory but not exported on the `ggml` target. This could be improved by +# determining _precisely_ which defines are necessary for the llama-config +# package. +# +get_directory_property(GGML_DIR_DEFINES DIRECTORY ggml/src COMPILE_DEFINITIONS) +get_target_property(GGML_TARGET_DEFINES ggml COMPILE_DEFINITIONS) +set(GGML_TRANSIENT_DEFINES ${GGML_TARGET_DEFINES} ${GGML_DIR_DEFINES}) +get_target_property(GGML_LINK_LIBRARIES ggml LINK_LIBRARIES) set_target_properties(llama PROPERTIES PUBLIC_HEADER ${CMAKE_CURRENT_SOURCE_DIR}/include/llama.h) install(TARGETS llama LIBRARY PUBLIC_HEADER) diff --git a/Makefile b/Makefile index 4869d2ecf3be2..bec332ec57b55 100644 --- a/Makefile +++ b/Makefile @@ -197,6 +197,10 @@ ifdef GGML_RPC BUILD_TARGETS += rpc-server endif +ifdef GGML_VULKAN + BUILD_TARGETS += vulkan-shaders-gen +endif + default: $(BUILD_TARGETS) $(LEGACY_TARGETS_BUILD) test: $(TEST_TARGETS) @@ -710,8 +714,8 @@ endif # GGML_CUDA ifdef GGML_VULKAN MK_CPPFLAGS += -DGGML_USE_VULKAN - MK_LDFLAGS += -lvulkan - OBJ_GGML += ggml/src/ggml-vulkan.o + MK_LDFLAGS += $(shell pkg-config --libs vulkan) + OBJ_GGML += ggml/src/ggml-vulkan.o ggml/src/ggml-vulkan-shaders.o ifdef GGML_VULKAN_CHECK_RESULTS MK_CPPFLAGS += -DGGML_VULKAN_CHECK_RESULTS @@ -733,10 +737,28 @@ ifdef GGML_VULKAN_RUN_TESTS MK_CPPFLAGS += -DGGML_VULKAN_RUN_TESTS endif -ggml/src/ggml-vulkan.o: \ - ggml/src/ggml-vulkan.cpp \ - ggml/include/ggml-vulkan.h - $(CXX) $(CXXFLAGS) -c $< -o $@ +GLSLC_CMD = glslc +_ggml_vk_genshaders_cmd = $(shell pwd)/vulkan-shaders-gen +_ggml_vk_header = ggml/src/ggml-vulkan-shaders.hpp +_ggml_vk_source = ggml/src/ggml-vulkan-shaders.cpp +_ggml_vk_input_dir = ggml/src/vulkan-shaders +_ggml_vk_shader_deps = $(echo $(_ggml_vk_input_dir)/*.comp) + +ggml/src/ggml-vulkan.o: ggml/src/ggml-vulkan.cpp ggml/include/ggml-vulkan.h $(_ggml_vk_header) $(_ggml_vk_source) + $(CXX) $(CXXFLAGS) $(shell pkg-config --cflags vulkan) -c $< -o $@ + +$(_ggml_vk_header): $(_ggml_vk_source) + +$(_ggml_vk_source): $(_ggml_vk_shader_deps) vulkan-shaders-gen + $(_ggml_vk_genshaders_cmd) \ + --glslc $(GLSLC_CMD) \ + --input-dir $(_ggml_vk_input_dir) \ + --target-hpp $(_ggml_vk_header) \ + --target-cpp $(_ggml_vk_source) + +vulkan-shaders-gen: ggml/src/vulkan-shaders/vulkan-shaders-gen.cpp + $(CXX) $(CXXFLAGS) -o $@ $(LDFLAGS) ggml/src/vulkan-shaders/vulkan-shaders-gen.cpp + endif # GGML_VULKAN ifdef GGML_HIPBLAS @@ -1116,6 +1138,7 @@ clean: rm -vrf ggml/src/ggml-cuda/template-instances/*.o rm -rvf $(BUILD_TARGETS) rm -rvf $(TEST_TARGETS) + rm -f vulkan-shaders-gen ggml/src/ggml-vulkan-shaders.hpp ggml/src/ggml-vulkan-shaders.cpp rm -rvf $(LEGACY_TARGETS_CLEAN) find examples pocs -type f -name "*.o" -delete diff --git a/cmake/llama-config.cmake.in b/cmake/llama-config.cmake.in index 2e7da2f8ebd69..f072b76a39d2e 100644 --- a/cmake/llama-config.cmake.in +++ b/cmake/llama-config.cmake.in @@ -8,6 +8,13 @@ set(GGML_CUDA @GGML_CUDA@) set(GGML_METAL @GGML_METAL@) set(GGML_HIPBLAS @GGML_HIPBLAS@) set(GGML_ACCELERATE @GGML_ACCELERATE@) +set(GGML_VULKAN @GGML_VULKAN@) +set(GGML_VULKAN_CHECK_RESULTS @GGML_VULKAN_CHECK_RESULTS@) +set(GGML_VULKAN_DEBUG @GGML_VULKAN_DEBUG@) +set(GGML_VULKAN_MEMORY_DEBUG @GGML_VULKAN_MEMORY_DEBUG@) +set(GGML_VULKAN_VALIDATE @GGML_VULKAN_VALIDATE@) +set(GGML_SYCL @GGML_SYCL@) +set(GGML_OPENMP @GGML_OPENMP@) @PACKAGE_INIT@ @@ -37,18 +44,36 @@ if (GGML_METAL) find_library(METALKIT_FRAMEWORK MetalKit REQUIRED) endif() +if (GGML_VULKAN) + find_package(Vulkan REQUIRED) +endif() + if (GGML_HIPBLAS) find_package(hip REQUIRED) find_package(hipblas REQUIRED) find_package(rocblas REQUIRED) endif() +if (GGML_SYCL) + find_package(IntelSYCL REQUIRED) + find_package(MKL REQUIRED) +endif() + +if (GGML_OPENMP) + find_package(OpenMP REQUIRED) +endif() + + +find_library(ggml_LIBRARY ggml + REQUIRED + HINTS ${LLAMA_LIB_DIR}) + find_library(llama_LIBRARY llama REQUIRED HINTS ${LLAMA_LIB_DIR}) -set(_llama_link_deps "Threads::Threads" "@LLAMA_EXTRA_LIBS@") -set(_llama_transient_defines "@LLAMA_TRANSIENT_DEFINES@") +set(_llama_link_deps "${ggml_LIBRARY}" "@GGML_LINK_LIBRARIES@") +set(_llama_transient_defines "@GGML_TRANSIENT_DEFINES@") add_library(llama UNKNOWN IMPORTED) diff --git a/docs/build.md b/docs/build.md index d70f72f4c7b82..916fcf22d7924 100644 --- a/docs/build.md +++ b/docs/build.md @@ -242,6 +242,45 @@ The following compilation options are also available to tweak performance (yes, ### Vulkan +**Windows** + +#### w64devkit + +Download and extract [w64devkit](https://github.com/skeeto/w64devkit/releases). + +Download and install the [Vulkan SDK](https://vulkan.lunarg.com/sdk/home#windows). When selecting components, only the Vulkan SDK Core is required. + +Launch `w64devkit.exe` and run the following commands to copy Vulkan dependencies: +```sh +SDK_VERSION=1.3.283.0 +cp /VulkanSDK/$SDK_VERSION/Bin/glslc.exe $W64DEVKIT_HOME/bin/ +cp /VulkanSDK/$SDK_VERSION/Lib/vulkan-1.lib $W64DEVKIT_HOME/x86_64-w64-mingw32/lib/ +cp -r /VulkanSDK/$SDK_VERSION/Include/* $W64DEVKIT_HOME/x86_64-w64-mingw32/include/ +cat > $W64DEVKIT_HOME/x86_64-w64-mingw32/lib/pkgconfig/vulkan.pc <\n\n") - for name, path in sorted(shader_fnames): - - with open(path, "rb") as spv: - counter = 0 - newline_counter = 0 - f.write(f"unsigned char {name}_data[] = {{\n") - for val in spv.read(): - f.write(f"0x{val:02x},") - newline_counter += 1 - counter += 1 - if newline_counter >= 12: - newline_counter = 0 - f.write("\n") - f.write("\n};\n") - f.write(f"const uint64_t {name}_len = {counter};\n\n") - os.remove(path) - - -if __name__ == "__main__": - parser = argparse.ArgumentParser(description="GGML Vulkan Shader Generator") - - parser.add_argument("--glslc", help="Path to glslc") - parser.add_argument("--verbose", action="store_true", help="increase output verbosity") - - args = parser.parse_args() - - logging.basicConfig(level=logging.DEBUG if args.verbose else logging.INFO) - - if args.glslc: - GLSLC = args.glslc - - asyncio.run(main()) diff --git a/ggml/src/CMakeLists.txt b/ggml/src/CMakeLists.txt index c5ee7e4255ee5..41e50ad2c9e33 100644 --- a/ggml/src/CMakeLists.txt +++ b/ggml/src/CMakeLists.txt @@ -527,14 +527,11 @@ if (GGML_RPC) endif() if (GGML_VULKAN) - find_package(Vulkan) + find_package(Vulkan COMPONENTS glslc REQUIRED) if (Vulkan_FOUND) message(STATUS "Vulkan found") - set(GGML_HEADERS_VULKAN ../include/ggml-vulkan.h) - set(GGML_SOURCES_VULKAN ggml-vulkan.cpp) - list(APPEND GGML_CDEF_PUBLIC GGML_USE_VULKAN) # Workaround to the "can't dereference invalidated vector iterator" bug in clang-cl debug build @@ -563,7 +560,37 @@ if (GGML_VULKAN) add_compile_definitions(GGML_VULKAN_RUN_TESTS) endif() - set(GGML_EXTRA_LIBS ${GGML_EXTRA_LIBS} Vulkan::Vulkan) + add_subdirectory(vulkan-shaders) + + set (_ggml_vk_genshaders_cmd vulkan-shaders-gen) + set (_ggml_vk_header ${CMAKE_CURRENT_BINARY_DIR}/ggml-vulkan-shaders.hpp) + set (_ggml_vk_source ${CMAKE_CURRENT_BINARY_DIR}/ggml-vulkan-shaders.cpp) + set (_ggml_vk_input_dir ${CMAKE_CURRENT_SOURCE_DIR}/vulkan-shaders) + set (_ggml_vk_output_dir ${CMAKE_CURRENT_BINARY_DIR}/vulkan-shaders.spv) + + file(GLOB _ggml_vk_shader_deps "${_ggml_vk_input_dir}/*.comp") + + add_custom_command( + OUTPUT ${_ggml_vk_header} + ${_ggml_vk_source} + + COMMAND ${_ggml_vk_genshaders_cmd} + --glslc ${Vulkan_GLSLC_EXECUTABLE} + --input-dir ${_ggml_vk_input_dir} + --output-dir ${_ggml_vk_output_dir} + --target-hpp ${_ggml_vk_header} + --target-cpp ${_ggml_vk_source} + --no-clean + + DEPENDS ${_ggml_vk_shader_deps} + COMMENT "Generate vulkan shaders" + ) + + set(GGML_HEADERS_VULKAN ${CMAKE_CURRENT_SOURCE_DIR}/../include/ggml-vulkan.h ${_ggml_vk_header}) + set(GGML_SOURCES_VULKAN ggml-vulkan.cpp ${_ggml_vk_source}) + + set(GGML_EXTRA_LIBS ${GGML_EXTRA_LIBS} Vulkan::Vulkan) + set(GGML_EXTRA_INCLUDES ${GGML_EXTRA_INCLUDES} ${CMAKE_CURRENT_BINARY_DIR}) else() message(WARNING "Vulkan not found") endif() diff --git a/ggml/src/ggml-vulkan-shaders.hpp b/ggml/src/ggml-vulkan-shaders.hpp deleted file mode 100644 index f0c4c6baf592b..0000000000000 --- a/ggml/src/ggml-vulkan-shaders.hpp +++ /dev/null @@ -1,144956 +0,0 @@ -#include - -unsigned char add_f32_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x67,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, -0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, -0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x0f,0x00,0x0a,0x00,0x05,0x00,0x00,0x00, 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cpy_f32_f16_len = 3284; - -unsigned char cpy_f32_f32_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x97,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, -0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, -0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x0f,0x00,0x09,0x00,0x05,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x14,0x00,0x00,0x00,0xc7,0x00,0x00,0x00,0xd7,0x00,0x00,0x00, -0xe3,0x00,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, -0x11,0x00,0x00,0x00,0x00,0x02,0x00,0x00,0x01,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x12,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x48,0x00,0x05,0x00,0x12,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x23,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x48,0x00,0x05,0x00, -0x12,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x23,0x00,0x00,0x00, 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get_rows_q4_1_len = 3788; - -unsigned char get_rows_q4_1_f32_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x04,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, -0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, -0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, -0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00, -0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x0a,0x00, -0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, -0x00,0x00,0x00,0x00,0x1a,0x00,0x00,0x00,0x49,0x00,0x00,0x00, -0x59,0x00,0x00,0x00,0x71,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, -0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, -0x00,0x02,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x06,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x16,0x00,0x00,0x00, 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4216; - -unsigned char get_rows_q5_1_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x43,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, -0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, -0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, -0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00, -0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x0a,0x00, -0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, -0x00,0x00,0x00,0x00,0x1a,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, -0x7b,0x00,0x00,0x00,0x93,0x00,0x00,0x00,0xe7,0x00,0x00,0x00, -0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, -0x00,0x02,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x06,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x16,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 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-const uint64_t matmul_f32_f16_len = 10332; - -unsigned char matmul_f32_f16_aligned_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x12,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, -0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, -0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00, -0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00, -0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, -0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00, -0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00,0xfe,0x00,0x00,0x00, -0x05,0x01,0x00,0x00,0x6b,0x01,0x00,0x00,0x73,0x01,0x00,0x00, -0x73,0x02,0x00,0x00,0xbc,0x02,0x00,0x00,0x10,0x00,0x06,0x00, -0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 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-0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, -}; -const uint64_t matmul_f32_f32_fp32_len = 10208; - -unsigned char matmul_id_f16_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x30,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x51,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, -0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, -0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x0f,0x00,0x10,0x00,0x05,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x13,0x00,0x00,0x00,0x1f,0x00,0x00,0x00, -0x2e,0x00,0x00,0x00,0x7b,0x00,0x00,0x00,0x90,0x00,0x00,0x00, -0x05,0x01,0x00,0x00,0x10,0x01,0x00,0x00,0x4e,0x01,0x00,0x00, -0x59,0x01,0x00,0x00,0x84,0x02,0x00,0x00,0x10,0x00,0x06,0x00, 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-const uint64_t matmul_id_f16_f32_aligned_len = 12048; - -unsigned char matmul_id_f16_f32_aligned_fp32_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x2b,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, -0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, -0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00, -0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x10,0x00, -0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, -0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x13,0x00,0x00,0x00, -0x1f,0x00,0x00,0x00,0x2e,0x00,0x00,0x00,0x7c,0x00,0x00,0x00, -0x91,0x00,0x00,0x00,0x07,0x01,0x00,0x00,0x0e,0x01,0x00,0x00, -0x6d,0x01,0x00,0x00,0x74,0x01,0x00,0x00,0x8f,0x02,0x00,0x00, -0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 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matmul_id_q8_0_f32_fp32_len = 10940; - -unsigned char matmul_q2_k_f32_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x4e,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, -0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, -0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, -0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, -0x4d,0x00,0x00,0x00,0x1f,0x01,0x00,0x00,0x58,0x01,0x00,0x00, -0x8b,0x01,0x00,0x00,0x96,0x01,0x00,0x00,0x80,0x02,0x00,0x00, -0xc9,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, -0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 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matmul_q2_k_f32_aligned_fp32_len = 11068; - -unsigned char matmul_q2_k_f32_fp32_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x47,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, -0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, -0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, -0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00, -0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00, -0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, -0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00, -0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00,0x1f,0x01,0x00,0x00, -0x58,0x01,0x00,0x00,0x89,0x01,0x00,0x00,0x94,0x01,0x00,0x00, -0x79,0x02,0x00,0x00,0xc2,0x02,0x00,0x00,0x10,0x00,0x06,0x00, -0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 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char matmul_q3_k_f32_aligned_fp32_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x9c,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, -0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, -0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, -0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, -0x4d,0x00,0x00,0x00,0x3a,0x01,0x00,0x00,0xaa,0x01,0x00,0x00, -0x0b,0x02,0x00,0x00,0x12,0x02,0x00,0x00,0xf8,0x02,0x00,0x00, -0x41,0x03,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, -0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00, 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-const uint64_t matmul_q5_1_f32_fp32_len = 10836; - -unsigned char matmul_q5_k_f32_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xb2,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00, -0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c, -0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00, -0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, -0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00, -0x2e,0x01,0x00,0x00,0x83,0x01,0x00,0x00,0xeb,0x01,0x00,0x00, -0xf6,0x01,0x00,0x00,0xe0,0x02,0x00,0x00,0x29,0x03,0x00,0x00, -0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, 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matmul_q6_k_f32_fp32_len = 11624; - -unsigned char matmul_q8_0_f32_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xf1,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, -0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, -0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, -0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, -0x4d,0x00,0x00,0x00,0x0a,0x01,0x00,0x00,0x28,0x01,0x00,0x00, -0x5b,0x01,0x00,0x00,0x66,0x01,0x00,0x00,0x50,0x02,0x00,0x00, -0x99,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, -0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 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10468; - -unsigned char mul_f32_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x67,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, -0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, -0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x0f,0x00,0x0a,0x00,0x05,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x17,0x00,0x00,0x00,0x2f,0x01,0x00,0x00,0x3f,0x01,0x00,0x00, -0x4b,0x01,0x00,0x00,0x56,0x01,0x00,0x00,0x10,0x00,0x06,0x00, -0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00,0x00,0x02,0x00,0x00, -0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x48,0x00,0x05,0x00, -0x15,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x15,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x48,0x00,0x05,0x00,0x15,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 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mul_mat_vec_nc_f16_f32_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xb3,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, -0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c, -0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00, -0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x0f,0x00,0x0c,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, -0x11,0x00,0x00,0x00,0x1d,0x00,0x00,0x00,0x38,0x00,0x00,0x00, -0x6f,0x00,0x00,0x00,0x7a,0x00,0x00,0x00,0xab,0x00,0x00,0x00, -0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, -0x20,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, -0x1b,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x11,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x1c,0x00,0x00,0x00,0x48,0x00,0x05,0x00, 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mul_mat_vec_q4_1_f16_f32_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x78,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, -0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, -0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, -0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00, -0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x0e,0x00, -0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, -0x00,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x4f,0x00,0x00,0x00, -0x58,0x00,0x00,0x00,0x86,0x00,0x00,0x00,0x8a,0x00,0x00,0x00, -0x93,0x00,0x00,0x00,0xa3,0x00,0x00,0x00,0xdc,0x00,0x00,0x00, -0x1b,0x01,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, -0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x1b,0x00,0x00,0x00, -0x06,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x48,0x00,0x05,0x00, 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mul_mat_vec_q5_k_f32_f32_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xdf,0x04,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, -0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, -0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, -0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x0f,0x00,0x0e,0x00,0x05,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x11,0x00,0x00,0x00,0x1a,0x00,0x00,0x00,0x4a,0x00,0x00,0x00, -0x4e,0x00,0x00,0x00,0x6e,0x00,0x00,0x00,0xa7,0x00,0x00,0x00, -0xd0,0x00,0x00,0x00,0x42,0x02,0x00,0x00,0xa7,0x04,0x00,0x00, -0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, -0x20,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x11,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 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b/ggml/src/vulkan-shaders/CMakeLists.txt new file mode 100644 index 0000000000000..41551e0094d4a --- /dev/null +++ b/ggml/src/vulkan-shaders/CMakeLists.txt @@ -0,0 +1,5 @@ + +set(TARGET vulkan-shaders-gen) +add_executable(${TARGET} vulkan-shaders-gen.cpp) +install(TARGETS ${TARGET} RUNTIME) +target_compile_features(${TARGET} PRIVATE cxx_std_11) diff --git a/ggml/src/vulkan-shaders/vulkan-shaders-gen.cpp b/ggml/src/vulkan-shaders/vulkan-shaders-gen.cpp new file mode 100644 index 0000000000000..fa231c0ec1688 --- /dev/null +++ b/ggml/src/vulkan-shaders/vulkan-shaders-gen.cpp @@ -0,0 +1,524 @@ + + +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include + +#ifdef _WIN32 + #include + #include // For _mkdir on Windows +#else + #include + #include + #include +#endif + +#define ASYNCIO_CONCURRENCY 64 + +std::mutex lock; +std::vector> shader_fnames; + +std::string GLSLC = "glslc"; +std::string input_dir = "vulkan-shaders"; +std::string output_dir = "/tmp"; +std::string target_hpp = "ggml-vulkan-shaders.hpp"; +std::string target_cpp = "ggml-vulkan-shaders.cpp"; +bool no_clean = false; + +const std::vector type_names = { + "f32", + "f16", + "q4_0", + "q4_1", + "q5_0", + "q5_1", + "q8_0", + "q2_k", + "q3_k", + "q4_k", + "q5_k", + "q6_k" +}; + +void execute_command(const std::string& command, std::string& stdout_str, std::string& stderr_str) { +#ifdef _WIN32 + HANDLE stdout_read, stdout_write; + HANDLE stderr_read, stderr_write; + SECURITY_ATTRIBUTES sa = { sizeof(SECURITY_ATTRIBUTES), NULL, TRUE }; + + if (!CreatePipe(&stdout_read, &stdout_write, &sa, 0) || + !SetHandleInformation(stdout_read, HANDLE_FLAG_INHERIT, 0)) { + throw std::runtime_error("Failed to create stdout pipe"); + } + + if (!CreatePipe(&stderr_read, &stderr_write, &sa, 0) || + !SetHandleInformation(stderr_read, HANDLE_FLAG_INHERIT, 0)) { + throw std::runtime_error("Failed to create stderr pipe"); + } + + PROCESS_INFORMATION pi; + STARTUPINFOA si = { sizeof(STARTUPINFOA) }; + si.dwFlags = STARTF_USESTDHANDLES; + si.hStdOutput = stdout_write; + si.hStdError = stderr_write; + + std::vector cmd(command.begin(), command.end()); + cmd.push_back('\0'); + + if (!CreateProcessA(NULL, cmd.data(), NULL, NULL, TRUE, 0, NULL, NULL, &si, &pi)) { + throw std::runtime_error("Failed to create process"); + } + + CloseHandle(stdout_write); + CloseHandle(stderr_write); + + std::array buffer; + DWORD bytes_read; + + while (ReadFile(stdout_read, buffer.data(), buffer.size(), &bytes_read, NULL) && bytes_read > 0) { + stdout_str.append(buffer.data(), bytes_read); + } + + while (ReadFile(stderr_read, buffer.data(), buffer.size(), &bytes_read, NULL) && bytes_read > 0) { + stderr_str.append(buffer.data(), bytes_read); + } + + CloseHandle(stdout_read); + CloseHandle(stderr_read); + WaitForSingleObject(pi.hProcess, INFINITE); + CloseHandle(pi.hProcess); + CloseHandle(pi.hThread); +#else +int stdout_pipe[2]; + int stderr_pipe[2]; + + if (pipe(stdout_pipe) != 0 || pipe(stderr_pipe) != 0) { + throw std::runtime_error("Failed to create pipes"); + } + + pid_t pid = fork(); + if (pid < 0) { + throw std::runtime_error("Failed to fork process"); + } + + if (pid == 0) { + close(stdout_pipe[0]); + close(stderr_pipe[0]); + dup2(stdout_pipe[1], STDOUT_FILENO); + dup2(stderr_pipe[1], STDERR_FILENO); + close(stdout_pipe[1]); + close(stderr_pipe[1]); + execl("/bin/sh", "sh", "-c", command.c_str(), (char*) nullptr); + _exit(EXIT_FAILURE); + } else { + close(stdout_pipe[1]); + close(stderr_pipe[1]); + + std::array buffer; + ssize_t bytes_read; + + while ((bytes_read = read(stdout_pipe[0], buffer.data(), buffer.size())) > 0) { + stdout_str.append(buffer.data(), bytes_read); + } + + while ((bytes_read = read(stderr_pipe[0], buffer.data(), buffer.size())) > 0) { + stderr_str.append(buffer.data(), bytes_read); + } + + close(stdout_pipe[0]); + close(stderr_pipe[0]); + waitpid(pid, nullptr, 0); + } +#endif +} + +bool directory_exists(const std::string& path) { + struct stat info; + if (stat(path.c_str(), &info) != 0) { + return false; // Path doesn't exist or can't be accessed + } + return (info.st_mode & S_IFDIR) != 0; // Check if it is a directory +} + +bool create_directory(const std::string& path) { +#ifdef _WIN32 + return _mkdir(path.c_str()) == 0 || errno == EEXIST; // EEXIST means the directory already exists +#else + return mkdir(path.c_str(), 0755) == 0 || errno == EEXIST; // 0755 is the directory permissions +#endif +} + +std::string to_uppercase(const std::string& input) { + std::string result = input; + for (char& c : result) { + c = std::toupper(c); + } + return result; +} + +bool string_ends_with(const std::string& str, const std::string& suffix) { + if (suffix.size() > str.size()) { + return false; + } + return std::equal(suffix.rbegin(), suffix.rend(), str.rbegin()); +} + +#ifdef _WIN32 + static const char path_separator = '\\'; +#else + static const char path_separator = '/'; +#endif + +std::string join_paths(const std::string& path1, const std::string& path2) { + return path1 + path_separator + path2; +} + +std::string basename(const std::string &path) { + return path.substr(path.find_last_of("/\\") + 1); +} + +void string_to_spv(const std::string& _name, const std::string& in_fname, const std::map& defines, bool fp16 = true) { + std::string name = _name + (fp16 ? "" : "_fp32"); + std::string out_fname = join_paths(output_dir, name + ".spv"); + std::string in_path = join_paths(input_dir, in_fname); + + std::vector cmd = {GLSLC, "-fshader-stage=compute", "--target-env=vulkan1.2", "-O", in_path, "-o", out_fname}; + for (const auto& define : defines) { + cmd.push_back("-D" + define.first + "=" + define.second); + } + + std::string command; + for (const auto& part : cmd) { + command += part + " "; + } + + std::string stdout_str, stderr_str; + try { + // std::cout << "Executing command: "; + // for (const auto& part : cmd) { + // std::cout << part << " "; + // } + // std::cout << std::endl; + + execute_command(command, stdout_str, stderr_str); + if (!stderr_str.empty()) { + std::cerr << "cannot compile " << name << "\n\n" << command << "\n\n" << stderr_str << std::endl; + return; + } + + std::lock_guard guard(lock); + shader_fnames.push_back(std::make_pair(name, out_fname)); + } catch (const std::exception& e) { + std::cerr << "Error executing command for " << name << ": " << e.what() << std::endl; + } +} + +std::map merge_maps(const std::map& a, const std::map& b) { + std::map result = a; + result.insert(b.begin(), b.end()); + return result; +} + +void matmul_shaders(std::vector>& tasks, bool fp16, bool matmul_id) { + std::string load_vec = fp16 ? "8" : "4"; + std::string aligned_b_type_f32 = fp16 ? "mat2x4" : "vec4"; + std::string aligned_b_type_f16 = fp16 ? "f16mat2x4" : "f16vec4"; + + std::map base_dict = {{"FLOAT_TYPE", fp16 ? "float16_t" : "float"}}; + std::string shader_name = "matmul"; + + if (matmul_id) { + base_dict["MUL_MAT_ID"] = "1"; + shader_name = "matmul_id"; + } + + if (fp16) { + base_dict["FLOAT16"] = "1"; + } + + // Shaders with f16 B_TYPE + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv(shader_name + "_f32_f16", "mul_mm.comp", merge_maps(base_dict, {{"DATA_A_F32", "1"}, {"B_TYPE", "float16_t"}, {"D_TYPE", "float"}}), fp16); + })); + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv(shader_name + "_f32_f16_aligned", "mul_mm.comp", merge_maps(base_dict, {{"DATA_A_F32", "1"}, {"LOAD_VEC_A", load_vec}, {"LOAD_VEC_B", load_vec}, {"B_TYPE", aligned_b_type_f16}, {"D_TYPE", "float"}}), fp16); + })); + + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv(shader_name + "_f16", "mul_mm.comp", merge_maps(base_dict, {{"DATA_A_F16", "1"}, {"B_TYPE", "float16_t"}, {"D_TYPE", "float"}}), fp16); + })); + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv(shader_name + "_f16_aligned", "mul_mm.comp", merge_maps(base_dict, {{"DATA_A_F16", "1"}, {"LOAD_VEC_A", load_vec}, {"LOAD_VEC_B", load_vec}, {"B_TYPE", aligned_b_type_f16}, {"D_TYPE", "float"}}), fp16); + })); + + for (const auto& tname : type_names) { + std::string data_a_key = "DATA_A_" + to_uppercase(tname); + std::string load_vec_a = (tname == "f32" || tname == "f16") ? load_vec : "2"; + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv(shader_name + "_" + tname + "_f32", "mul_mm.comp", merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}}), fp16); + })); + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv(shader_name + "_" + tname + "_f32_aligned", "mul_mm.comp", merge_maps(base_dict, {{data_a_key, "2"}, {"LOAD_VEC_A", load_vec_a}, {"LOAD_VEC_B", load_vec}, {"B_TYPE", aligned_b_type_f32}, {"D_TYPE", "float"}}), fp16); + })); + } +} + +void process_shaders(std::vector>& tasks) { + std::cout << "ggml_vulkan: Generating and compiling shaders to SPIR-V" << std::endl; + std::map base_dict = {{"FLOAT_TYPE", "float"}}; + + for (const auto& fp16 : {false, true}) { + matmul_shaders(tasks, fp16, false); + matmul_shaders(tasks, fp16, true); + } + + for (const auto& tname : type_names) { + // mul mat vec + std::string data_a_key = "DATA_A_" + to_uppercase(tname); + std::string shader = (string_ends_with(tname, "_k")) ? "mul_mat_vec_" + tname + ".comp" : "mul_mat_vec.comp"; + + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv("mul_mat_vec_" + tname + "_f32_f32", shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}})); + })); + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv("mul_mat_vec_" + tname + "_f16_f32", shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "float16_t"}, {"D_TYPE", "float"}})); + })); + + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv("mul_mat_vec_id_" + tname + "_f32", shader, merge_maps(base_dict, {{"MUL_MAT_ID", "1"}, {data_a_key, "1"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}})); + })); + + // Dequant shaders + if (tname != "f16") { + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv("dequant_" + tname, "dequant_" + tname + ".comp", merge_maps(base_dict, {{data_a_key, "1"}, {"D_TYPE", "float16_t"}})); + })); + } + + if (!string_ends_with(tname, "_k")) { + shader = (tname == "f32" || tname == "f16") ? "get_rows.comp" : "get_rows_quant.comp"; + + if (tname == "f16") { + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv("get_rows_" + tname, shader, {{data_a_key, "1"}, {"B_TYPE", "int"}, {"D_TYPE", "float16_t"}, {"OPTIMIZATION_ERROR_WORKAROUND", "1"}}); + })); + } else { + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv("get_rows_" + tname, shader, {{data_a_key, "1"}, {"B_TYPE", "int"}, {"D_TYPE", "float16_t"}}); + })); + } + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv("get_rows_" + tname + "_f32", shader, {{data_a_key, "1"}, {"B_TYPE", "int"}, {"D_TYPE", "float"}}); + })); + } + } + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("mul_mat_vec_p021_f16_f32", "mul_mat_vec_p021.comp", {{"A_TYPE", "float16_t"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}}); + })); + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("mul_mat_vec_nc_f16_f32", "mul_mat_vec_nc.comp", {{"A_TYPE", "float16_t"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}}); + })); + + // Norms + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv("norm_f32", "norm.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"D_TYPE", "float"}})); + })); + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv("rms_norm_f32", "rms_norm.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"D_TYPE", "float"}})); + })); + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("cpy_f32_f32", "copy.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); + })); + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("cpy_f32_f16", "copy.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float16_t"}}); + })); + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("cpy_f16_f16", "copy.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"OPTIMIZATION_ERROR_WORKAROUND", "1"}}); + })); + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("add_f32", "add.comp", {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}}); + })); + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("split_k_reduce", "mul_mat_split_k_reduce.comp", {}); + })); + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("mul_f32", "mul.comp", {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}}); + })); + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("div_f32", "div.comp", {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}}); + })); + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("scale_f32", "scale.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}}); + })); + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("sqr_f32", "square.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}}); + })); + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("clamp_f32", "clamp.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}}); + })); + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("gelu_f32", "gelu.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); + })); + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("silu_f32", "silu.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); + })); + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("relu_f32", "relu.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); + })); + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("diag_mask_inf_f32", "diag_mask_inf.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); + })); + + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv("soft_max_f32", "soft_max.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}})); + })); + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv("soft_max_f32_f16", "soft_max.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"B_TYPE", "float16_t"}, {"D_TYPE", "float"}})); + })); + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("rope_norm_f32", "rope_norm.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); + })); + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("rope_norm_f16", "rope_norm.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); + })); + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("rope_neox_f32", "rope_neox.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); + })); + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("rope_neox_f16", "rope_neox.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); + })); + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("argsort_f32", "argsort.comp", {{"A_TYPE", "float"}}); + })); + + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv("sum_rows_f32", "sum_rows.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"D_TYPE", "float"}})); + })); +} + +void write_output_files() { + FILE* hdr = fopen(target_hpp.c_str(), "w"); + FILE* src = fopen(target_cpp.c_str(), "w"); + + fprintf(hdr, "#include \n\n"); + fprintf(src, "#include \"%s\"\n\n", basename(target_hpp).c_str()); + + for (const auto& pair : shader_fnames) { + const std::string& name = pair.first; + const std::string& path = pair.second; + FILE* spv = fopen(path.c_str(), "rb"); + if (!spv) { + std::cerr << "Error opening SPIR-V file: " << path << "\n"; + continue; + } + + fseek(spv, 0, SEEK_END); + size_t size = ftell(spv); + fseek(spv, 0, SEEK_SET); + + std::vector data(size); + size_t read_size = fread(data.data(), 1, size, spv); + fclose(spv); + if (read_size != size) { + std::cerr << "Error reading SPIR-V file: " << path << "\n"; + continue; + } + + fprintf(hdr, "extern unsigned char %s_data[%zu];\n", name.c_str(), size); + fprintf(hdr, "const uint64_t %s_len = %zu;\n\n", name.c_str(), size); + + fprintf(src, "unsigned char %s_data[%zu] = {\n", name.c_str(), size); + for (size_t i = 0; i < size; ++i) { + fprintf(src, "0x%02x,", data[i]); + if ((i + 1) % 12 == 0) fprintf(src, "\n"); + } + fprintf(src, "\n};\n\n"); + + if (!no_clean) { + std::remove(path.c_str()); + } + } + + fclose(hdr); + fclose(src); +} + +int main(int argc, char** argv) { + std::map args; + for (int i = 1; i < argc; i += 2) { + if (i + 1 < argc) { + args[argv[i]] = argv[i + 1]; + } + } + + if (args.find("--glslc") != args.end()) { + GLSLC = args["--glslc"]; // Path to glslc + } + if (args.find("--input-dir") != args.end()) { + input_dir = args["--input-dir"]; // Directory containing shader sources + } + if (args.find("--output-dir") != args.end()) { + output_dir = args["--output-dir"]; // Directory for containing SPIR-V output + } + if (args.find("--target-hpp") != args.end()) { + target_hpp = args["--target-hpp"]; // Path to generated header file + } + if (args.find("--target-cpp") != args.end()) { + target_cpp = args["--target-cpp"]; // Path to generated cpp file + } + if (args.find("--no-clean") != args.end()) { + no_clean = true; // Keep temporary SPIR-V files in output-dir after build + } + + if (!directory_exists(input_dir)) { + std::cerr << "\"" << input_dir << "\" must be a valid directory containing shader sources" << std::endl; + return EXIT_FAILURE; + } + + if (!directory_exists(output_dir)) { + if (!create_directory(output_dir)) { + std::cerr << "Error creating output directory: " << output_dir << "\n"; + return EXIT_FAILURE; + } + } + + std::vector> tasks; + process_shaders(tasks); + + for (auto& task : tasks) { + task.get(); + } + + write_output_files(); + + return EXIT_SUCCESS; +} From fa79495bb4897953a75607addd9d2cdd2ec63222 Mon Sep 17 00:00:00 2001 From: compilade Date: Sat, 13 Jul 2024 23:35:10 -0400 Subject: [PATCH 46/46] llama : fix pre-tokenization of non-special added tokens (#8228) * llama : fix mpt and olmo pre-tokenizer * llama : pre-tokenize non-special user-defined tokens first * llama : fix detection of control-like user-defined tokens * convert_hf : identify which user-defined tokens are control tokens Only used in _set_vocab_gpt2() for now. * convert_hf : identify more added control tokens for SPM tokenziers This makes Gemma and Gemma-2 tokenize pretty much EVERYTHING correctly, including HTML tags and consecutive spaces, but it unfortunately requires model re-conversion. There seems to be a weird behavior of the HF tokenizer for Gemma, which prefers to use the 16-space token over more lengthy space tokens, while using the SentencePiece tokenizer does not do this. (the implementation in llama.cpp has the same behavior as SentencePiece) * llama : fix wrong pre-tokenization of byte tokens * llama : fix Viking pre-tokenizer regex The order was previously wrong, which caused errors in some tests. * llama : fix command-r detokenization * convert_hf : reduce usages of the UNKNOWN token type * llama : add UNKNOWN tokens in the special tokens cache * convert_hf : reduce usages of UNKNOWN for InternLM2 This makes the changes from #8321 more consistent with the other changes made here. * test-tokenizer-random : reduce potential confilcts with #8379 * test-tokenizer-random : add a failing edge case for falcon --- convert_hf_to_gguf.py | 112 +++++++++++++++++++++------------ src/llama.cpp | 29 +++++---- tests/test-tokenizer-0.cpp | 4 +- tests/test-tokenizer-random.py | 7 ++- 4 files changed, 91 insertions(+), 61 deletions(-) diff --git a/convert_hf_to_gguf.py b/convert_hf_to_gguf.py index cf930be17a6e0..af82cd6cd05c9 100755 --- a/convert_hf_to_gguf.py +++ b/convert_hf_to_gguf.py @@ -373,6 +373,29 @@ def from_model_architecture(cls, arch: str) -> type[Model]: except KeyError: raise NotImplementedError(f'Architecture {arch!r} not supported!') from None + def does_token_look_special(self, token: str | bytes) -> bool: + if isinstance(token, (bytes, bytearray)): + token_text = token.decode(encoding="utf-8") + elif isinstance(token, memoryview): + token_text = token.tobytes().decode(encoding="utf-8") + else: + token_text = token + + # Some models mark some added tokens which ought to be control tokens as not special. + # (e.g. command-r, command-r-plus, deepseek-coder, gemma{,-2}) + seems_special = token_text in ( + "", # deepseek-coder + "", "<2mass>", "[@BOS@]", # gemma{,-2} + ) + + seems_special = seems_special or (token_text.startswith("<|") and token_text.endswith("|>")) + seems_special = seems_special or (token_text.startswith("<｜") and token_text.endswith("｜>")) # deepseek-coder + + # TODO: should these be marked as UNUSED instead? (maybe not) + seems_special = seems_special or (token_text.startswith("")) # gemma{,-2} + + return seems_special + # used for GPT-2 BPE and WordPiece vocabs def get_vocab_base(self) -> tuple[list[str], list[int], str]: tokens: list[str] = [] @@ -391,16 +414,18 @@ def get_vocab_base(self) -> tuple[list[str], list[int], str]: for i in range(vocab_size): if i not in reverse_vocab: tokens.append(f"[PAD{i}]") - toktypes.append(gguf.TokenType.USER_DEFINED) - elif reverse_vocab[i] in added_vocab: - tokens.append(reverse_vocab[i]) - if tokenizer.added_tokens_decoder[i].special: - toktypes.append(gguf.TokenType.CONTROL) - else: - toktypes.append(gguf.TokenType.USER_DEFINED) + toktypes.append(gguf.TokenType.UNUSED) else: - tokens.append(reverse_vocab[i]) - toktypes.append(gguf.TokenType.NORMAL) + token: str = reverse_vocab[i] + if token in added_vocab: + if tokenizer.added_tokens_decoder[i].special or self.does_token_look_special(token): + toktypes.append(gguf.TokenType.CONTROL) + else: + token = token.replace(b"\xe2\x96\x81".decode("utf-8"), " ") # pre-normalize user-defined spaces + toktypes.append(gguf.TokenType.USER_DEFINED) + else: + toktypes.append(gguf.TokenType.NORMAL) + tokens.append(token) return tokens, toktypes, tokpre @@ -559,7 +584,7 @@ def _set_vocab_qwen(self): for i in range(vocab_size): if i not in reverse_vocab: tokens.append(f"[PAD{i}]") - toktypes.append(gguf.TokenType.USER_DEFINED) + toktypes.append(gguf.TokenType.UNUSED) elif reverse_vocab[i] in added_vocab: tokens.append(reverse_vocab[i]) toktypes.append(gguf.TokenType.CONTROL) @@ -609,7 +634,7 @@ def _create_vocab_sentencepiece(self): tokens: list[bytes] = [f"[PAD{i}]".encode("utf-8") for i in range(vocab_size)] scores: list[float] = [-10000.0] * vocab_size - toktypes: list[int] = [SentencePieceTokenTypes.UNKNOWN] * vocab_size + toktypes: list[int] = [SentencePieceTokenTypes.UNUSED] * vocab_size for token_id in range(tokenizer.vocab_size()): piece = tokenizer.IdToPiece(token_id) @@ -644,6 +669,25 @@ def _create_vocab_sentencepiece(self): scores[token_id] = -1000.0 toktypes[token_id] = SentencePieceTokenTypes.USER_DEFINED + tokenizer_config_file = self.dir_model / 'tokenizer_config.json' + if tokenizer_config_file.is_file(): + with open(tokenizer_config_file, "r", encoding="utf-8") as f: + tokenizer_config_json = json.load(f) + added_tokens_decoder = tokenizer_config_json.get("added_tokens_decoder", {}) + for token_id, token_data in added_tokens_decoder.items(): + token_id = int(token_id) + token: str = token_data["content"] + if toktypes[token_id] != SentencePieceTokenTypes.UNUSED: + assert tokens[token_id] == token.encode("utf-8") + if token_data.get("special") or self.does_token_look_special(token): + toktypes[token_id] = SentencePieceTokenTypes.CONTROL + else: + token = token.replace(b"\xe2\x96\x81".decode("utf-8"), " ") # pre-normalize user-defined spaces + toktypes[token_id] = SentencePieceTokenTypes.USER_DEFINED + + scores[token_id] = -1000.0 + tokens[token_id] = token.encode("utf-8") + if vocab_size > len(tokens): pad_count = vocab_size - len(tokens) logger.debug(f"Padding vocab with {pad_count} token(s) - [PAD1] through [PAD{pad_count}]") @@ -1266,7 +1310,7 @@ def set_vocab(self): if (self.dir_model / "tokenizer.json").is_file(): self._set_vocab_gpt2() else: - # StableLM 2 1.6B uses a vocab in a similar format to Qwen's vocab + # StableLM 2 1.6B used to have a vocab in a similar format to Qwen's vocab self._set_vocab_qwen() def set_gguf_parameters(self): @@ -1578,7 +1622,6 @@ def set_gguf_parameters(self): self.gguf_writer.add_rope_freq_base(attn_config["rope_theta"]) self.gguf_writer.add_clamp_kqv(attn_config["clip_qkv"]) - self.gguf_writer.add_file_type(self.ftype) self.gguf_writer.add_expert_count(ffn_config["moe_num_experts"]) self.gguf_writer.add_expert_used_count(ffn_config["moe_top_k"]) @@ -1872,7 +1915,7 @@ def set_vocab(self): tokens: list[bytes] = [f"[PAD{i}]".encode("utf-8") for i in range(vocab_size)] scores: list[float] = [-10000.0] * vocab_size - toktypes: list[int] = [SentencePieceTokenTypes.UNKNOWN] * vocab_size + toktypes: list[int] = [SentencePieceTokenTypes.UNUSED] * vocab_size for token_id in range(tokenizer.vocab_size()): @@ -1917,7 +1960,7 @@ def set_vocab(self): for token_id, foken_data in added_tokens_decoder.items(): token_id = int(token_id) token = foken_data["content"].encode("utf-8") - if toktypes[token_id] != SentencePieceTokenTypes.UNKNOWN: + if toktypes[token_id] != SentencePieceTokenTypes.UNUSED: assert tokens[token_id] == token tokens[token_id] = token scores[token_id] = -1000.0 @@ -1933,7 +1976,7 @@ def set_vocab(self): for foken_data in added_tokens: token_id = int(foken_data["id"]) token = foken_data["content"].encode("utf-8") - if toktypes[token_id] != SentencePieceTokenTypes.UNKNOWN: + if toktypes[token_id] != SentencePieceTokenTypes.UNUSED: assert tokens[token_id] == token tokens[token_id] = token scores[token_id] = -1000.0 @@ -2145,7 +2188,7 @@ def set_vocab(self): toktype = SentencePieceTokenTypes.BYTE # take care of ununsed raw token if piece.startswith('[UNUSED'): - toktype = SentencePieceTokenTypes.UNKNOWN + toktype = SentencePieceTokenTypes.UNUSED tokens.append(text) scores.append(score) @@ -2175,7 +2218,7 @@ def set_vocab(self): if token == chat_eos_token: chat_eos_token_id = token_id token = token.encode("utf-8") - if toktypes[token_id] != SentencePieceTokenTypes.UNKNOWN: + if toktypes[token_id] != SentencePieceTokenTypes.UNUSED: assert(tokens[token_id] == token) tokens[token_id] = token scores[token_id] = -1000.0 @@ -2194,7 +2237,7 @@ def set_vocab(self): if token == chat_eos_token: chat_eos_token_id = token_id token = token.encode("utf-8") - if toktypes[token_id] != SentencePieceTokenTypes.UNKNOWN: + if toktypes[token_id] != SentencePieceTokenTypes.UNUSED: assert(tokens[token_id] == token) tokens[token_id] = token scores[token_id] = -1000.0 @@ -2434,19 +2477,7 @@ class Gemma2Model(Model): model_arch = gguf.MODEL_ARCH.GEMMA2 def set_vocab(self): - tokens, scores, toktypes = self._create_vocab_sentencepiece() - # hack: This is required so that we can properly use start/end-of-turn for chat template - for i in range(108): - # including , , - toktypes[i] = SentencePieceTokenTypes.CONTROL - self.gguf_writer.add_tokenizer_model("llama") - self.gguf_writer.add_tokenizer_pre("default") - self.gguf_writer.add_token_list(tokens) - self.gguf_writer.add_token_scores(scores) - self.gguf_writer.add_token_types(toktypes) - - special_vocab = gguf.SpecialVocab(self.dir_model, n_vocab=len(tokens)) - special_vocab.add_to_gguf(self.gguf_writer) + self._set_vocab_sentencepiece() self.gguf_writer.add_add_space_prefix(False) @@ -2770,7 +2801,7 @@ def set_vocab(self): tokens: list[bytes] = [f"[PAD{i}]".encode("utf-8") for i in range(vocab_size)] scores: list[float] = [-10000.0] * vocab_size - toktypes: list[int] = [SentencePieceTokenTypes.UNKNOWN] * vocab_size + toktypes: list[int] = [SentencePieceTokenTypes.UNUSED] * vocab_size for token_id in range(tokenizer.vocab_size()): @@ -3025,7 +3056,7 @@ def set_vocab(self): tokens: list[bytes] = [f"[PAD{i}]".encode("utf-8") for i in range(vocab_size)] scores: list[float] = [-10000.0] * vocab_size - toktypes: list[int] = [SentencePieceTokenTypes.UNKNOWN] * vocab_size + toktypes: list[int] = [SentencePieceTokenTypes.UNUSED] * vocab_size for token_id in range(tokenizer.vocab_size()): piece = tokenizer.IdToPiece(token_id) @@ -3243,15 +3274,14 @@ def set_vocab_chatglm3(self): if len(piece) != 0 and token_id < tokenizer.tokenizer.sp_model.vocab_size(): score = tokenizer.tokenizer.sp_model.get_score(token_id) - if len(piece) == 0: - text = f"[PAD{token_id}]".encode("utf-8") - if token_id >= tokenizer.tokenizer.sp_model.vocab_size(): if piece in special_tokens: - # show special tokens in prompt - toktype = SentencePieceTokenTypes.USER_DEFINED + toktype = SentencePieceTokenTypes.CONTROL + elif len(piece) == 0: + text = f"[PAD{token_id}]".encode("utf-8") + toktype = SentencePieceTokenTypes.UNUSED else: - toktype = SentencePieceTokenTypes.UNKNOWN + toktype = SentencePieceTokenTypes.USER_DEFINED tokens.append(text) scores.append(score) toktypes.append(toktype) @@ -3340,7 +3370,7 @@ def set_vocab(self): for i in range(vocab_size): if i not in reverse_vocab: tokens.append(f"[PAD{i}]") - toktypes.append(gguf.TokenType.USER_DEFINED) + toktypes.append(gguf.TokenType.UNUSED) elif reverse_vocab[i] in added_vocab: tokens.append(reverse_vocab[i]) if tokenizer.added_tokens_decoder[i].special: diff --git a/src/llama.cpp b/src/llama.cpp index 59b76a6d80cdf..77d34dca280fc 100644 --- a/src/llama.cpp +++ b/src/llama.cpp @@ -5419,6 +5419,7 @@ static void llm_load_vocab( } else if ( tokenizer_pre == "command-r") { vocab.type_pre = LLAMA_VOCAB_PRE_TYPE_COMMAND_R; + vocab.tokenizer_clean_spaces = false; } else if ( tokenizer_pre == "qwen2") { vocab.type_pre = LLAMA_VOCAB_PRE_TYPE_QWEN2; @@ -5652,7 +5653,7 @@ static void llm_load_vocab( // build special tokens cache { for (llama_vocab::id id = 0; id < (llama_vocab::id)n_vocab; ++id) { - if (!(vocab.id_to_token[id].attr & LLAMA_TOKEN_ATTR_NORMAL)) { + if (vocab.id_to_token[id].attr & (LLAMA_TOKEN_ATTR_CONTROL | LLAMA_TOKEN_ATTR_USER_DEFINED | LLAMA_TOKEN_ATTR_UNKNOWN)) { vocab.cache_special_tokens.push_back(id); } } @@ -15411,17 +15412,6 @@ struct llm_tokenizer_bpe { "[0-9][0-9][0-9]", }; break; - case LLAMA_VOCAB_PRE_TYPE_MPT: - // TODO: MPT pre-tokenization regexes are unknown - // the following are close, but not exact. run the following: - // ./bin/test-tokenizer-0 ../models/ggml-vocab-mpt.gguf - GGML_ASSERT("MPT pre-tokenization regexes are unknown - fixes needed"); - regex_exprs = { - "\\s?\\p{L}+", - "\\s?\\p{P}+", - "'s|'t|'re|'ve|'m|'ll|'d| ?\\p{L}+| ?\\p{N}+| ?[^\\s\\p{L}\\p{N}]+|\\s+(?!\\S)", - }; - break; case LLAMA_VOCAB_PRE_TYPE_STARCODER: case LLAMA_VOCAB_PRE_TYPE_REFACT: case LLAMA_VOCAB_PRE_TYPE_COMMAND_R: @@ -15431,6 +15421,7 @@ struct llm_tokenizer_bpe { }; break; case LLAMA_VOCAB_PRE_TYPE_GPT2: + case LLAMA_VOCAB_PRE_TYPE_MPT: case LLAMA_VOCAB_PRE_TYPE_OLMO: case LLAMA_VOCAB_PRE_TYPE_JAIS: regex_exprs = { @@ -15457,8 +15448,8 @@ struct llm_tokenizer_bpe { break; case LLAMA_VOCAB_PRE_TYPE_VIKING: regex_exprs = { - "\\p{N}", " ?[^(\\s|.,!?…。，、।۔،)]+", + "\\p{N}", }; break; default: @@ -16178,12 +16169,20 @@ struct fragment_buffer_variant { // #define PRETOKENIZERDEBUG -static void tokenizer_st_partition(const llama_vocab & vocab, std::forward_list & buffer) { +static void tokenizer_st_partition(const llama_vocab & vocab, std::forward_list & buffer, bool parse_special) { // for each special token for (const llama_vocab::id special_id : vocab.cache_special_tokens) { const auto & data = vocab.id_to_token[special_id]; const auto & special_token = data.text; + if (!parse_special && (data.attr & (LLAMA_TOKEN_ATTR_CONTROL | LLAMA_TOKEN_ATTR_UNKNOWN))) { + // Ignore control and unknown tokens when parse_special == false + continue; + // User-defined tokens are still pre-tokenized before everything else + // ref: https://github.com/huggingface/tokenizers/blob/fdd26ba9a3f0c133427aab0423888cbde91362d7/tokenizers/src/tokenizer/mod.rs#L726 + // This is mostly relevant for neox-style tokenizers (mpt, olmo, stablelm, etc.) + } + // for each text fragment std::forward_list::iterator it = buffer.begin(); while (it != buffer.end()) { @@ -16296,7 +16295,7 @@ static std::vector llama_tokenize_internal(const llama_vocab & if (!raw_text.empty()) { fragment_buffer.emplace_front(raw_text, 0, raw_text.length()); - if (parse_special) tokenizer_st_partition(vocab, fragment_buffer); + tokenizer_st_partition(vocab, fragment_buffer, parse_special); } switch (vocab.type) { diff --git a/tests/test-tokenizer-0.cpp b/tests/test-tokenizer-0.cpp index 1f04b6f34ad7e..d3d21331bfd3d 100644 --- a/tests/test-tokenizer-0.cpp +++ b/tests/test-tokenizer-0.cpp @@ -195,7 +195,7 @@ int main(int argc, char **argv) { const bool add_special = false; for (const auto & test_kv : k_tests) { - const std::vector res = llama_tokenize(ctx, test_kv.first, add_special, true); + const std::vector res = llama_tokenize(ctx, test_kv.first, add_special, false); printf("\n"); printf("src: '%s'\n", test_kv.first.c_str()); @@ -253,7 +253,7 @@ int main(int argc, char **argv) { { const auto t_start = ggml_time_us(); - res = llama_tokenize(ctx, text, add_special, true); + res = llama_tokenize(ctx, text, add_special, false); const auto t_end = ggml_time_us(); diff --git a/tests/test-tokenizer-random.py b/tests/test-tokenizer-random.py index c50a8ca32f657..9ebe6c89185a3 100644 --- a/tests/test-tokenizer-random.py +++ b/tests/test-tokenizer-random.py @@ -20,7 +20,7 @@ from typing_extensions import Buffer import cffi -from transformers import AutoTokenizer +from transformers import AutoTokenizer, PreTrainedTokenizer logger = logging.getLogger("test-tokenizer-random") @@ -129,7 +129,7 @@ def decode(self, ids: list[int]) -> str: class TokenizerGroundtruth (Tokenizer): def __init__(self, dir_tokenizer: str): - self.model = AutoTokenizer.from_pretrained(dir_tokenizer) + self.model: PreTrainedTokenizer = AutoTokenizer.from_pretrained(dir_tokenizer) # guess BOS and EOS ids = self.encode("a") assert 1 <= len(ids) <= 3 @@ -143,7 +143,7 @@ def __init__(self, dir_tokenizer: str): self.vocab = list(sorted(self.vocab)) # tokens and lists self.special_tokens = list(self.model.all_special_tokens) - self.added_tokens = list(self.model.added_tokens_encoder) + self.added_tokens = self.model.batch_decode(self.model.added_tokens_encoder.values(), skip_special_tokens=False) self.bos_token = self.model.bos_token self.eos_token = self.model.eos_token @@ -232,6 +232,7 @@ def generator_custom_text_edge_cases() -> Iterator[str]: 'a\na', # bert fail '"`', # falcon ' \u2e4e', # falcon + '\n\x0b ', # falcon 'a\xa0\xa0\x00b', # jina-v2-es 'one ', # jina-v2-es lstrip=true 'a b', # rstrip phi-3