From 24ee66ed0d908d156bd0d1747b63a636a495cd7a Mon Sep 17 00:00:00 2001 From: Pierrick Hymbert Date: Fri, 12 Apr 2024 13:49:21 +0200 Subject: [PATCH 01/37] server : coherent log output for KV cache full (#6637) --- examples/server/server.cpp | 22 +++++++++++++++++----- 1 file changed, 17 insertions(+), 5 deletions(-) diff --git a/examples/server/server.cpp b/examples/server/server.cpp index 2e791190b..b08a09a57 100644 --- a/examples/server/server.cpp +++ b/examples/server/server.cpp @@ -1083,7 +1083,7 @@ struct server_context { }; if (llama_decode(ctx, batch_view) != 0) { - LOG_TEE("%s: llama_decode() failed\n", __func__); + LOG_ERROR("llama_decode() failed", {}); return; } } @@ -1281,7 +1281,11 @@ struct server_context { } void send_error(const int id_task, const int id_multi, const std::string & error, const enum error_type type = ERROR_TYPE_SERVER) { - LOG_TEE("task %i - error: %s\n", id_task, error.c_str()); + LOG_ERROR("task error", { + {"id_multi", id_multi}, + {"id_task", id_task}, + {"error", error}, + }); server_task_result res; res.id = id_task; @@ -2186,7 +2190,11 @@ struct server_context { if (ret != 0) { if (n_batch == 1 || ret < 0) { // if you get here, it means the KV cache is full - try increasing it via the context size - LOG_TEE("%s : failed to decode the batch, n_batch = %d, ret = %d\n", __func__, n_batch, ret); + LOG_ERROR("failed to decode the batch: KV cache is full - try increasing it via the context size", { + {"i", i}, + {"n_batch", ret}, + {"ret", ret}, + }); for (auto & slot : slots) { slot.state = SLOT_STATE_PROCESSING; slot.command = SLOT_COMMAND_NONE; @@ -2196,12 +2204,16 @@ struct server_context { break; // break loop of n_batch } - LOG_TEE("%s : failed to find free space in the KV cache, retrying with smaller n_batch = %d\n", __func__, n_batch / 2); - // retry with half the batch size to try to find a free slot in the KV cache n_batch /= 2; i -= n_batch; + LOG_WARNING("failed to find free space in the KV cache, retrying with smaller batch size - try increasing it via the context size or enable defragmentation", { + {"i", i}, + {"n_batch", n_batch}, + {"ret", ret}, + }); + continue; // continue loop of n_batch } From 4cc120c7443cf9dab898736f3c3b45dc8f14672b Mon Sep 17 00:00:00 2001 From: Daniel Bevenius Date: Fri, 12 Apr 2024 14:11:46 +0200 Subject: [PATCH 02/37] infill : add download instructions for model (#6626) * infill : add download instructions for model This commit adds instructions on how to download a CodeLlama model using the `hf.sh` script. This will download the model and place it in the `models` directory which is the same model use later by the infill example. Signed-off-by: Daniel Bevenius * squash! infill : add download instructions for model Clarify the reason for using CodeLlama. Signed-off-by: Daniel Bevenius --------- Signed-off-by: Daniel Bevenius --- examples/infill/README.md | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/examples/infill/README.md b/examples/infill/README.md index 8c97f719b..6b076c839 100644 --- a/examples/infill/README.md +++ b/examples/infill/README.md @@ -36,6 +36,11 @@ The `infill` program offers a seamless way to interact with LLaMA models, allowi ### Example +Download a model that supports infill, for example CodeLlama: +```console +scripts/hf.sh --repo TheBloke/CodeLlama-13B-GGUF --file codellama-13b.Q5_K_S.gguf --outdir models +``` + ```bash ./infill -t 10 -ngl 0 -m models/codellama-13b.Q5_K_S.gguf -c 4096 --temp 0.7 --repeat_penalty 1.1 -n 20 --in-prefix "def helloworld():\n print(\"hell" --in-suffix "\n print(\"goodbye world\")\n " ``` From fbbc030ba93561fac842af994c5c6c4c1147f13b Mon Sep 17 00:00:00 2001 From: slaren Date: Fri, 12 Apr 2024 18:13:20 +0200 Subject: [PATCH 03/37] metal : unify mul_mv_id kernels (#6556) --- ggml-metal.m | 5 + ggml-metal.metal | 1323 ++++++------------------------------ ggml.c | 1 - tests/test-backend-ops.cpp | 1 + 4 files changed, 208 insertions(+), 1122 deletions(-) diff --git a/ggml-metal.m b/ggml-metal.m index 419d8b9e5..38da384b1 100644 --- a/ggml-metal.m +++ b/ggml-metal.m @@ -1926,7 +1926,12 @@ static enum ggml_status ggml_metal_graph_compute( { nth0 = 4; nth1 = 16; + #if QK_K == 64 + pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_ID_IQ4_NL_F32].pipeline; + #else pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_MV_ID_IQ4_XS_F32].pipeline; + #endif + } break; default: { diff --git a/ggml-metal.metal b/ggml-metal.metal index 9a29f57a3..3a823e65b 100644 --- a/ggml-metal.metal +++ b/ggml-metal.metal @@ -857,15 +857,16 @@ void mul_vec_q_n_f32_impl( device const void * src0, device const float * src1, device float * dst, - int64_t ne00, - int64_t ne01, - int64_t ne02, - int64_t ne10, - int64_t ne12, - int64_t ne0, - int64_t ne1, - uint r2, - uint r3, + constant int64_t & ne00, + constant int64_t & ne01, + constant int64_t & ne02, + constant int64_t & ne10, + constant int64_t & ne12, + constant int64_t & ne0, + constant int64_t & ne1, + constant uint & r2, + constant uint & r3, + threadgroup int8_t * shared_values, uint3 tgpig, uint tiisg, uint sgitg) { const int nb = ne00/QK4_0; @@ -942,7 +943,7 @@ kernel void kernel_mul_mv_q4_0_f32( uint3 tgpig[[threadgroup_position_in_grid]], uint tiisg[[thread_index_in_simdgroup]], uint sgitg[[simdgroup_index_in_threadgroup]]) { - mul_vec_q_n_f32_impl(src0,src1,dst,ne00,ne01,ne02,ne10,ne12,ne0,ne1,r2,r3,tgpig,tiisg,sgitg); + mul_vec_q_n_f32_impl(src0,src1,dst,ne00,ne01,ne02,ne10,ne12,ne0,ne1,r2,r3,nullptr,tgpig,tiisg,sgitg); } kernel void kernel_mul_mv_q4_1_f32( @@ -968,7 +969,7 @@ kernel void kernel_mul_mv_q4_1_f32( uint3 tgpig[[threadgroup_position_in_grid]], uint tiisg[[thread_index_in_simdgroup]], uint sgitg[[simdgroup_index_in_threadgroup]]) { - mul_vec_q_n_f32_impl(src0,src1,dst,ne00,ne01,ne02,ne10,ne12,ne0,ne1,r2,r3,tgpig,tiisg,sgitg); + mul_vec_q_n_f32_impl(src0,src1,dst,ne00,ne01,ne02,ne10,ne12,ne0,ne1,r2,r3,nullptr,tgpig,tiisg,sgitg); } kernel void kernel_mul_mv_q5_0_f32( @@ -994,7 +995,7 @@ kernel void kernel_mul_mv_q5_0_f32( uint3 tgpig[[threadgroup_position_in_grid]], uint tiisg[[thread_index_in_simdgroup]], uint sgitg[[simdgroup_index_in_threadgroup]]) { - mul_vec_q_n_f32_impl(src0,src1,dst,ne00,ne01,ne02,ne10,ne12,ne0,ne1,r2,r3,tgpig,tiisg,sgitg); + mul_vec_q_n_f32_impl(src0,src1,dst,ne00,ne01,ne02,ne10,ne12,ne0,ne1,r2,r3,nullptr,tgpig,tiisg,sgitg); } kernel void kernel_mul_mv_q5_1_f32( @@ -1020,7 +1021,7 @@ kernel void kernel_mul_mv_q5_1_f32( uint3 tgpig[[threadgroup_position_in_grid]], uint tiisg[[thread_index_in_simdgroup]], uint sgitg[[simdgroup_index_in_threadgroup]]) { - mul_vec_q_n_f32_impl(src0,src1,dst,ne00,ne01,ne02,ne10,ne12,ne0,ne1,r2,r3,tgpig,tiisg,sgitg); + mul_vec_q_n_f32_impl(src0,src1,dst,ne00,ne01,ne02,ne10,ne12,ne0,ne1,r2,r3,nullptr,tgpig,tiisg,sgitg); } @@ -1039,6 +1040,7 @@ void kernel_mul_mv_q8_0_f32_impl( constant int64_t & ne1, constant uint & r2, constant uint & r3, + threadgroup int8_t * shared_values [[threadgroup(0)]], uint3 tgpig[[threadgroup_position_in_grid]], uint tiisg[[thread_index_in_simdgroup]], uint sgitg[[simdgroup_index_in_threadgroup]]) { @@ -1119,7 +1121,7 @@ kernel void kernel_mul_mv_q8_0_f32( uint3 tgpig[[threadgroup_position_in_grid]], uint tiisg[[thread_index_in_simdgroup]], uint sgitg[[simdgroup_index_in_threadgroup]]) { - kernel_mul_mv_q8_0_f32_impl(src0,src1,dst,ne00,ne01,ne02,ne10,ne12,ne0,ne1,r2,r3,tgpig,tiisg,sgitg); + 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 @@ -2709,6 +2711,7 @@ void kernel_mul_mv_q2_K_f32_impl( constant int64_t & ne1, constant uint & r2, constant uint & r3, + threadgroup int8_t * shared_values [[threadgroup(0)]], uint3 tgpig[[threadgroup_position_in_grid]], uint tiisg[[thread_index_in_simdgroup]], uint sgitg[[simdgroup_index_in_threadgroup]]) { @@ -2871,7 +2874,7 @@ kernel void kernel_mul_mv_q2_K_f32( uint tiisg[[thread_index_in_simdgroup]], uint sgitg[[simdgroup_index_in_threadgroup]]) { - kernel_mul_mv_q2_K_f32_impl(src0, src1, dst, ne00, ne01, ne02, ne10, ne12, ne0, ne1, r2, r3, tgpig, tiisg, sgitg); + kernel_mul_mv_q2_K_f32_impl(src0, src1, dst, ne00, ne01, ne02, ne10, ne12, ne0, ne1, r2, r3, nullptr, tgpig, tiisg, sgitg); } #if QK_K == 256 @@ -2888,6 +2891,7 @@ void kernel_mul_mv_q3_K_f32_impl( constant int64_t & ne1, constant uint & r2, constant uint & r3, + threadgroup int8_t * shared_values [[threadgroup(0)]], uint3 tgpig[[threadgroup_position_in_grid]], uint tiisg[[thread_index_in_simdgroup]], uint sgitg[[simdgroup_index_in_threadgroup]]) { @@ -3046,6 +3050,7 @@ void kernel_mul_mv_q3_K_f32_impl( constant int64_t & ne1, constant uint & r2, constant uint & r3, + threadgroup int8_t * shared_values [[threadgroup(0)]], uint3 tgpig[[threadgroup_position_in_grid]], uint tiisg[[thread_index_in_simdgroup]], uint sgitg[[simdgroup_index_in_threadgroup]]) { @@ -3135,7 +3140,7 @@ kernel void kernel_mul_mv_q3_K_f32( uint tiisg[[thread_index_in_simdgroup]], uint sgitg[[simdgroup_index_in_threadgroup]]) { - kernel_mul_mv_q3_K_f32_impl(src0, src1, dst, ne00, ne01, ne02, ne10, ne12, ne0, ne1, r2, r3, tgpig, tiisg, sgitg); + kernel_mul_mv_q3_K_f32_impl(src0, src1, dst, ne00, ne01, ne02, ne10, ne12, ne0, ne1, r2, r3, nullptr, tgpig, tiisg, sgitg); } #if QK_K == 256 @@ -3152,6 +3157,7 @@ void kernel_mul_mv_q4_K_f32_impl( constant int64_t & ne1, constant uint & r2, constant uint & r3, + threadgroup int8_t * shared_values [[threadgroup(0)]], uint3 tgpig[[threadgroup_position_in_grid]], uint tiisg[[thread_index_in_simdgroup]], uint sgitg[[simdgroup_index_in_threadgroup]]) { @@ -3265,6 +3271,7 @@ void kernel_mul_mv_q4_K_f32_impl( constant int64_t & ne1, constant uint & r2, constant uint & r3, + threadgroup int8_t * shared_values [[threadgroup(0)]], uint3 tgpig[[threadgroup_position_in_grid]], uint tiisg[[thread_index_in_simdgroup]], uint sgitg[[simdgroup_index_in_threadgroup]]) { @@ -3373,7 +3380,7 @@ kernel void kernel_mul_mv_q4_K_f32( uint tiisg[[thread_index_in_simdgroup]], uint sgitg[[simdgroup_index_in_threadgroup]]) { - kernel_mul_mv_q4_K_f32_impl(src0, src1, dst, ne00, ne01, ne02, ne10, ne12, ne0, ne1, r2, r3, tgpig, tiisg, sgitg); + kernel_mul_mv_q4_K_f32_impl(src0, src1, dst, ne00, ne01, ne02, ne10, ne12, ne0, ne1, r2, r3, nullptr, tgpig, tiisg, sgitg); } void kernel_mul_mv_q5_K_f32_impl( @@ -3389,6 +3396,7 @@ void kernel_mul_mv_q5_K_f32_impl( constant int64_t & ne1, constant uint & r2, constant uint & r3, + threadgroup int8_t * shared_values [[threadgroup(0)]], uint3 tgpig[[threadgroup_position_in_grid]], uint tiisg[[thread_index_in_simdgroup]], uint sgitg[[simdgroup_index_in_threadgroup]]) { @@ -3579,7 +3587,7 @@ kernel void kernel_mul_mv_q5_K_f32( uint tiisg[[thread_index_in_simdgroup]], uint sgitg[[simdgroup_index_in_threadgroup]]) { - kernel_mul_mv_q5_K_f32_impl(src0, src1, dst, ne00, ne01, ne02, ne10, ne12, ne0, ne1, r2, r3, tgpig, tiisg, sgitg); + kernel_mul_mv_q5_K_f32_impl(src0, src1, dst, ne00, ne01, ne02, ne10, ne12, ne0, ne1, r2, r3, nullptr, tgpig, tiisg, sgitg); } void kernel_mul_mv_q6_K_f32_impl( @@ -3595,6 +3603,7 @@ void kernel_mul_mv_q6_K_f32_impl( constant int64_t & ne1, constant uint & r2, constant uint & r3, + threadgroup int8_t * shared_values [[threadgroup(0)]], uint3 tgpig[[threadgroup_position_in_grid]], uint tiisg[[thread_index_in_simdgroup]], uint sgitg[[simdgroup_index_in_threadgroup]]) { @@ -3713,7 +3722,7 @@ kernel void kernel_mul_mv_q6_K_f32( uint tiisg[[thread_index_in_simdgroup]], uint sgitg[[simdgroup_index_in_threadgroup]]) { - kernel_mul_mv_q6_K_f32_impl(src0, src1, dst, ne00, ne01, ne02, ne10, ne12, ne0, ne1, r2, r3, tgpig, tiisg, sgitg); + kernel_mul_mv_q6_K_f32_impl(src0, src1, dst, ne00, ne01, ne02, ne10, ne12, ne0, ne1, r2, r3, nullptr, tgpig, tiisg, sgitg); } // ======================= "True" 2-bit @@ -4396,6 +4405,7 @@ void kernel_mul_mv_iq1_s_f32_impl( constant int64_t & ne1, constant uint & r2, constant uint & r3, + threadgroup int8_t * shared_values [[threadgroup(0)]], uint3 tgpig[[threadgroup_position_in_grid]], uint tiisg[[thread_index_in_simdgroup]], uint sgitg[[simdgroup_index_in_threadgroup]]) { @@ -4485,6 +4495,7 @@ void kernel_mul_mv_iq1_m_f32_impl( constant int64_t & ne1, constant uint & r2, constant uint & r3, + threadgroup int8_t * shared_values [[threadgroup(0)]], uint3 tgpig[[threadgroup_position_in_grid]], uint tiisg[[thread_index_in_simdgroup]], uint sgitg[[simdgroup_index_in_threadgroup]]) { @@ -4593,11 +4604,12 @@ void kernel_mul_mv_iq4_nl_f32_impl( constant int64_t & ne1, constant uint & r2, constant uint & r3, - threadgroup float * shared_values [[threadgroup(0)]], + threadgroup int8_t * shared_values_i8 [[threadgroup(0)]], uint3 tgpig[[threadgroup_position_in_grid]], uint tiisg[[thread_index_in_simdgroup]], uint sgitg[[simdgroup_index_in_threadgroup]]) { + threadgroup float * shared_values = (threadgroup float *)shared_values_i8; const int nb = ne00/QK4_NL; const int r0 = tgpig.x; const int r1 = tgpig.y; @@ -4687,11 +4699,11 @@ void kernel_mul_mv_iq4_xs_f32_impl( constant int64_t & ne1, constant uint & r2, constant uint & r3, - threadgroup float * shared_values [[threadgroup(0)]], + threadgroup int8_t * shared_values_i8 [[threadgroup(0)]], uint3 tgpig[[threadgroup_position_in_grid]], uint tiisg[[thread_index_in_simdgroup]], uint sgitg[[simdgroup_index_in_threadgroup]]) { - + threadgroup float * shared_values = (threadgroup float *)shared_values_i8; const int nb = ne00/QK_K; const int r0 = tgpig.x; const int r1 = tgpig.y; @@ -4794,7 +4806,7 @@ kernel void kernel_mul_mv_iq1_s_f32( uint tiisg[[thread_index_in_simdgroup]], uint sgitg[[simdgroup_index_in_threadgroup]]) { - kernel_mul_mv_iq1_s_f32_impl(src0, src1, dst, ne00, ne01, ne02, ne10, ne12, ne0, ne1, r2, r3, tgpig, tiisg, sgitg); + kernel_mul_mv_iq1_s_f32_impl(src0, src1, dst, ne00, ne01, ne02, ne10, ne12, ne0, ne1, r2, r3, nullptr, tgpig, tiisg, sgitg); } [[host_name("kernel_mul_mv_iq1_m_f32")]] @@ -4822,7 +4834,7 @@ kernel void kernel_mul_mv_iq1_m_f32( uint tiisg[[thread_index_in_simdgroup]], uint sgitg[[simdgroup_index_in_threadgroup]]) { - kernel_mul_mv_iq1_m_f32_impl(src0, src1, dst, ne00, ne01, ne02, ne10, ne12, ne0, ne1, r2, r3, tgpig, tiisg, sgitg); + kernel_mul_mv_iq1_m_f32_impl(src0, src1, dst, ne00, ne01, ne02, ne10, ne12, ne0, ne1, r2, r3, nullptr, tgpig, tiisg, sgitg); } [[host_name("kernel_mul_mv_iq4_nl_f32")]] @@ -4846,7 +4858,7 @@ kernel void kernel_mul_mv_iq4_nl_f32( constant int64_t & ne1, constant uint & r2, constant uint & r3, - threadgroup float * shared_values [[threadgroup(0)]], + threadgroup int8_t * shared_values [[threadgroup(0)]], uint3 tgpig[[threadgroup_position_in_grid]], uint tiisg[[thread_index_in_simdgroup]], uint sgitg[[simdgroup_index_in_threadgroup]]) { @@ -4875,7 +4887,7 @@ kernel void kernel_mul_mv_iq4_xs_f32( constant int64_t & ne1, constant uint & r2, constant uint & r3, - threadgroup float * shared_values [[threadgroup(0)]], + threadgroup int8_t * shared_values [[threadgroup(0)]], uint3 tgpig[[threadgroup_position_in_grid]], uint tiisg[[thread_index_in_simdgroup]], uint sgitg[[simdgroup_index_in_threadgroup]]) { @@ -6022,8 +6034,139 @@ template [[host_name("kernel_mul_mm_id_iq4_xs_f32")]] kernel mat_mm_id_t kernel // matrix-vector multiplication // -[[host_name("kernel_mul_mv_id_f32_f32")]] -kernel void kernel_mul_mv_id_f32_f32( +typedef void (kernel_mul_mv_impl_t)( + 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]]); + +typedef void (kernel_mul_mv2_impl_t)( + device const void * src0, + device const float * src1, + device float * dst, + constant int64_t & ne00, + constant int64_t & ne01, + constant int64_t & ne02, + constant int64_t & ne10, + constant int64_t & ne12, + constant int64_t & ne0, + constant int64_t & ne1, + constant uint & r2, + constant uint & r3, + threadgroup int8_t * shared_values [[threadgroup(0)]], + uint3 tgpig[[threadgroup_position_in_grid]], + uint tiisg[[thread_index_in_simdgroup]], + uint sgitg[[simdgroup_index_in_threadgroup]]); + +template +void mmv_fn( + 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 int64_t & ne13, + constant uint64_t & nb10, + constant uint64_t & nb11, + constant uint64_t & nb12, + constant int64_t & ne0, + constant int64_t & ne1, + constant uint64_t & nb1, + constant uint & r2, + constant uint & r3, + threadgroup int8_t * shared_values [[threadgroup(0)]], + uint3 tgpig[[threadgroup_position_in_grid]], + uint tiitg[[thread_index_in_threadgroup]], + uint tiisg[[thread_index_in_simdgroup]], + uint sgitg[[simdgroup_index_in_threadgroup]]) { + impl_fn(src0,src1,dst,ne00,ne01,ne02,nb00,nb01,nb02,ne10,ne11,ne12,nb10,nb11,nb12,ne0,ne1,r2,r3,tgpig,tiisg); +} + +template +void mmv_fn( + 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 int64_t & ne13, + constant uint64_t & nb10, + constant uint64_t & nb11, + constant uint64_t & nb12, + constant int64_t & ne0, + constant int64_t & ne1, + constant uint64_t & nb1, + constant uint & r2, + constant uint & r3, + threadgroup int8_t * shared_values [[threadgroup(0)]], + uint3 tgpig[[threadgroup_position_in_grid]], + uint tiitg[[thread_index_in_threadgroup]], + uint tiisg[[thread_index_in_simdgroup]], + uint sgitg[[simdgroup_index_in_threadgroup]]) { + impl_fn(src0,(const device float *)src1,dst,ne00,ne01,ne02,ne10,ne12,ne0,ne1,r2,r3,shared_values,tgpig,tiisg,sgitg); +} + +typedef void (mul_mv_impl_fn_t)( + 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 int64_t & ne13, + constant uint64_t & nb10, + constant uint64_t & nb11, + constant uint64_t & nb12, + constant int64_t & ne0, + constant int64_t & ne1, + constant uint64_t & nb1, + constant uint & r2, + constant uint & r3, + threadgroup int8_t * shared_values [[threadgroup(0)]], + uint3 tgpig[[threadgroup_position_in_grid]], + uint tiitg[[thread_index_in_threadgroup]], + uint tiisg[[thread_index_in_simdgroup]], + uint sgitg[[simdgroup_index_in_threadgroup]]); + +template +kernel void kernel_mul_mv_id( device const char * src0s, device const char * src1, device float * dst, @@ -6048,6 +6191,7 @@ kernel void kernel_mul_mv_id_f32_f32( constant uint & r2, constant uint & r3, constant int & idx, + threadgroup int8_t * shared_values [[threadgroup(0)]], uint3 tgpig[[threadgroup_position_in_grid]], uint tiitg[[thread_index_in_threadgroup]], uint tiisg[[thread_index_in_simdgroup]], @@ -6059,7 +6203,7 @@ kernel void kernel_mul_mv_id_f32_f32( const int32_t id = ((device int32_t *) (ids + bid*nbi1))[idx]; device const char * src0 = src0s + id*nb02; - kernel_mul_mv_f32_f32_impl( + impl_fn( src0, src1 + bid*nb11, dst + bid*ne0, @@ -6072,630 +6216,23 @@ kernel void kernel_mul_mv_id_f32_f32( ne10, ne11, ne12, + ne13, nb10, nb11, nb12, ne0, ne1, + nb1, r2, r3, + shared_values, tgpig, - tiisg); -} - -[[host_name("kernel_mul_mv_id_f16_f32")]] -kernel void kernel_mul_mv_id_f16_f32( - device const char * src0s, - device const char * src1, - device float * dst, - device const char * ids, - constant uint64_t & nbi1, - 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 int64_t & ne13, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint64_t & nb1, - constant uint & r2, - constant uint & r3, - constant int & idx, - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiitg[[thread_index_in_threadgroup]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { - const int64_t bid = tgpig.z/(ne12*ne13); - - tgpig.z = tgpig.z%(ne12*ne13); - - const int32_t id = ((device int32_t *) (ids + bid*nbi1))[idx]; - device const char * src0 = src0s + id*nb02; - - kernel_mul_mv_f16_f32_impl( - src0, - src1 + bid*nb11, - dst + bid*ne0, - ne00, - ne01, - ne02, - nb00, - nb01, - nb02, - ne10, - ne11, - ne12, - nb10, - nb11, - nb12, - ne0, - ne1, - r2, - r3, - tgpig, - tiisg); -} - -[[host_name("kernel_mul_mv_id_q8_0_f32")]] -kernel void kernel_mul_mv_id_q8_0_f32( - device const char * src0s, - device const char * src1, - device float * dst, - device const char * ids, - constant uint64_t & nbi1, - 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 int64_t & ne13, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint64_t & nb1, - constant uint & r2, - constant uint & r3, - constant int & idx, - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiitg[[thread_index_in_threadgroup]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { - const int64_t bid = tgpig.z/(ne12*ne13); - - tgpig.z = tgpig.z%(ne12*ne13); - - const int32_t id = ((device int32_t *) (ids + bid*nbi1))[idx]; - device const char * src0 = src0s + id*nb02; - - kernel_mul_mv_q8_0_f32_impl( - src0, - (device const float *) (src1 + bid*nb11), - dst + bid*ne0, - ne00, - ne01, - ne02, - ne10, - ne12, - ne0, - ne1, - r2, - r3, - tgpig, + tiitg, tiisg, sgitg); } -[[host_name("kernel_mul_mv_id_q4_0_f32")]] -kernel void kernel_mul_mv_id_q4_0_f32( - device const char * src0s, - device const char * src1, - device float * dst, - device const char * ids, - constant uint64_t & nbi1, - 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 int64_t & ne13, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint64_t & nb1, - constant uint & r2, - constant uint & r3, - constant int & idx, - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiitg[[thread_index_in_threadgroup]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { - const int64_t bid = tgpig.z/(ne12*ne13); - - tgpig.z = tgpig.z%(ne12*ne13); - - const int32_t id = ((device int32_t *) (ids + bid*nbi1))[idx]; - device const char * src0 = src0s + id*nb02; - - mul_vec_q_n_f32_impl( - src0, - (device const float *) (src1 + bid*nb11), - dst + bid*ne0, - ne00, - ne01, - ne02, - ne10, - ne12, - ne0, - ne1, - r2, - r3, - tgpig, - tiisg, - sgitg); -} - -[[host_name("kernel_mul_mv_id_q4_1_f32")]] -kernel void kernel_mul_mv_id_q4_1_f32( - device const char * src0s, - device const char * src1, - device float * dst, - device const char * ids, - constant uint64_t & nbi1, - 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 int64_t & ne13, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint64_t & nb1, - constant uint & r2, - constant uint & r3, - constant int & idx, - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiitg[[thread_index_in_threadgroup]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { - const int64_t bid = tgpig.z/(ne12*ne13); - - tgpig.z = tgpig.z%(ne12*ne13); - - const int32_t id = ((device int32_t *) (ids + bid*nbi1))[idx]; - device const char * src0 = src0s + id*nb02; - - mul_vec_q_n_f32_impl( - src0, - (device const float *) (src1 + bid*nb11), - dst + bid*ne0, - ne00, - ne01, - ne02, - ne10, - ne12, - ne0, - ne1, - r2, - r3, - tgpig, - tiisg, - sgitg); -} - -[[host_name("kernel_mul_mv_id_q5_0_f32")]] -kernel void kernel_mul_mv_id_q5_0_f32( - device const char * src0s, - device const char * src1, - device float * dst, - device const char * ids, - constant uint64_t & nbi1, - 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 int64_t & ne13, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint64_t & nb1, - constant uint & r2, - constant uint & r3, - constant int & idx, - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiitg[[thread_index_in_threadgroup]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { - const int64_t bid = tgpig.z/(ne12*ne13); - - tgpig.z = tgpig.z%(ne12*ne13); - - const int32_t id = ((device int32_t *) (ids + bid*nbi1))[idx]; - device const char * src0 = src0s + id*nb02; - - mul_vec_q_n_f32_impl( - src0, - (device const float *) (src1 + bid*nb11), - dst + bid*ne0, - ne00, - ne01, - ne02, - ne10, - ne12, - ne0, - ne1, - r2, - r3, - tgpig, - tiisg, - sgitg); -} - -[[host_name("kernel_mul_mv_id_q5_1_f32")]] -kernel void kernel_mul_mv_id_q5_1_f32( - device const char * src0s, - device const char * src1, - device float * dst, - device const char * ids, - constant uint64_t & nbi1, - 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 int64_t & ne13, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint64_t & nb1, - constant uint & r2, - constant uint & r3, - constant int & idx, - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiitg[[thread_index_in_threadgroup]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { - const int64_t bid = tgpig.z/(ne12*ne13); - - tgpig.z = tgpig.z%(ne12*ne13); - - const int32_t id = ((device int32_t *) (ids + bid*nbi1))[idx]; - device const char * src0 = src0s + id*nb02; - - mul_vec_q_n_f32_impl( - src0, - (device const float *) (src1 + bid*nb11), - dst + bid*ne0, - ne00, - ne01, - ne02, - ne10, - ne12, - ne0, - ne1, - r2, - r3, - tgpig, - tiisg, - sgitg); -} - -[[host_name("kernel_mul_mv_id_q2_K_f32")]] -kernel void kernel_mul_mv_id_q2_K_f32( - device const char * src0s, - device const char * src1, - device float * dst, - device const char * ids, - constant uint64_t & nbi1, - 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 int64_t & ne13, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint64_t & nb1, - constant uint & r2, - constant uint & r3, - constant int & idx, - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiitg[[thread_index_in_threadgroup]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { - const int64_t bid = tgpig.z/(ne12*ne13); - - tgpig.z = tgpig.z%(ne12*ne13); - - const int32_t id = ((device int32_t *) (ids + bid*nbi1))[idx]; - device const char * src0 = src0s + id*nb02; - - kernel_mul_mv_q2_K_f32_impl( - src0, - (device const float *) (src1 + bid*nb11), - dst + bid*ne0, - ne00, - ne01, - ne02, - ne10, - ne12, - ne0, - ne1, - r2, - r3, - tgpig, - tiisg, - sgitg); -} - -[[host_name("kernel_mul_mv_id_q3_K_f32")]] -kernel void kernel_mul_mv_id_q3_K_f32( - device const char * src0s, - device const char * src1, - device float * dst, - device const char * ids, - constant uint64_t & nbi1, - 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 int64_t & ne13, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint64_t & nb1, - constant uint & r2, - constant uint & r3, - constant int & idx, - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiitg[[thread_index_in_threadgroup]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { - const int64_t bid = tgpig.z/(ne12*ne13); - - tgpig.z = tgpig.z%(ne12*ne13); - - const int32_t id = ((device int32_t *) (ids + bid*nbi1))[idx]; - device const char * src0 = src0s + id*nb02; - - kernel_mul_mv_q3_K_f32_impl( - src0, - (device const float *) (src1 + bid*nb11), - dst + bid*ne0, - ne00, - ne01, - ne02, - ne10, - ne12, - ne0, - ne1, - r2, - r3, - tgpig, - tiisg, - sgitg); -} - -[[host_name("kernel_mul_mv_id_q4_K_f32")]] -kernel void kernel_mul_mv_id_q4_K_f32( - device const char * src0s, - device const char * src1, - device float * dst, - device const char * ids, - constant uint64_t & nbi1, - 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 int64_t & ne13, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint64_t & nb1, - constant uint & r2, - constant uint & r3, - constant int & idx, - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiitg[[thread_index_in_threadgroup]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { - const int64_t bid = tgpig.z/(ne12*ne13); - - tgpig.z = tgpig.z%(ne12*ne13); - - const int32_t id = ((device int32_t *) (ids + bid*nbi1))[idx]; - device const char * src0 = src0s + id*nb02; - - kernel_mul_mv_q4_K_f32_impl( - src0, - (device const float *) (src1 + bid*nb11), - dst + bid*ne0, - ne00, - ne01, - ne02, - ne10, - ne12, - ne0, - ne1, - r2, - r3, - tgpig, - tiisg, - sgitg); -} - -[[host_name("kernel_mul_mv_id_q5_K_f32")]] -kernel void kernel_mul_mv_id_q5_K_f32( - device const char * src0s, - device const char * src1, - device float * dst, - device const char * ids, - constant uint64_t & nbi1, - 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 int64_t & ne13, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint64_t & nb1, - constant uint & r2, - constant uint & r3, - constant int & idx, - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiitg[[thread_index_in_threadgroup]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { - const int64_t bid = tgpig.z/(ne12*ne13); - - tgpig.z = tgpig.z%(ne12*ne13); - - const int32_t id = ((device int32_t *) (ids + bid*nbi1))[idx]; - device const char * src0 = src0s + id*nb02; - - kernel_mul_mv_q5_K_f32_impl( - src0, - (device const float *) (src1 + bid*nb11), - dst + bid*ne0, - ne00, - ne01, - ne02, - ne10, - ne12, - ne0, - ne1, - r2, - r3, - tgpig, - tiisg, - sgitg); -} - -[[host_name("kernel_mul_mv_id_q6_K_f32")]] -kernel void kernel_mul_mv_id_q6_K_f32( - device const char * src0s, - device const char * src1, - device float * dst, - device const char * ids, - constant uint64_t & nbi1, - 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 int64_t & ne13, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint64_t & nb1, - constant uint & r2, - constant uint & r3, - constant int & idx, - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiitg[[thread_index_in_threadgroup]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { - const int64_t bid = tgpig.z/(ne12*ne13); - - tgpig.z = tgpig.z%(ne12*ne13); - - const int32_t id = ((device int32_t *) (ids + bid*nbi1))[idx]; - device const char * src0 = src0s + id*nb02; - - kernel_mul_mv_q6_K_f32_impl( - src0, - (device const float *) (src1 + bid*nb11), - dst + bid*ne0, - ne00, - ne01, - ne02, - ne10, - ne12, - ne0, - ne1, - r2, - r3, - tgpig, - tiisg, - sgitg); -} - -[[host_name("kernel_mul_mv_id_iq2_xxs_f32")]] -kernel void kernel_mul_mv_id_iq2_xxs_f32( +typedef void (kernel_mul_mv_id_t)( device const char * src0s, device const char * src1, device float * dst, @@ -6724,485 +6261,29 @@ kernel void kernel_mul_mv_id_iq2_xxs_f32( uint3 tgpig[[threadgroup_position_in_grid]], uint tiitg[[thread_index_in_threadgroup]], uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { - const int64_t bid = tgpig.z/(ne12*ne13); + uint sgitg[[simdgroup_index_in_threadgroup]]); - tgpig.z = tgpig.z%(ne12*ne13); - - const int32_t id = ((device int32_t *) (ids + bid*nbi1))[idx]; - device const char * src0 = src0s + id*nb02; - - kernel_mul_mv_iq2_xxs_f32_impl( - src0, - (device const float *) (src1 + bid*nb11), - dst + bid*ne0, - ne00, - ne01, - ne02, - ne10, - ne12, - ne0, - ne1, - r2, - r3, - shared_values, - tgpig, - tiisg, - sgitg); -} - -[[host_name("kernel_mul_mv_id_iq2_xs_f32")]] -kernel void kernel_mul_mv_id_iq2_xs_f32( - device const char * src0s, - device const char * src1, - device float * dst, - device const char * ids, - constant uint64_t & nbi1, - 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 int64_t & ne13, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint64_t & nb1, - constant uint & r2, - constant uint & r3, - constant int & idx, - threadgroup int8_t * shared_values [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiitg[[thread_index_in_threadgroup]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { - const int64_t bid = tgpig.z/(ne12*ne13); - - tgpig.z = tgpig.z%(ne12*ne13); - - const int32_t id = ((device int32_t *) (ids + bid*nbi1))[idx]; - device const char * src0 = src0s + id*nb02; - - kernel_mul_mv_iq2_xs_f32_impl( - src0, - (device const float *) (src1 + bid*nb11), - dst + bid*ne0, - ne00, - ne01, - ne02, - ne10, - ne12, - ne0, - ne1, - r2, - r3, - shared_values, - tgpig, - tiisg, - sgitg); -} - -[[host_name("kernel_mul_mv_id_iq3_xxs_f32")]] -kernel void kernel_mul_mv_id_iq3_xxs_f32( - device const char * src0s, - device const char * src1, - device float * dst, - device const char * ids, - constant uint64_t & nbi1, - 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 int64_t & ne13, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint64_t & nb1, - constant uint & r2, - constant uint & r3, - constant int & idx, - threadgroup int8_t * shared_values [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiitg[[thread_index_in_threadgroup]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { - const int64_t bid = tgpig.z/(ne12*ne13); - - tgpig.z = tgpig.z%(ne12*ne13); - - const int32_t id = ((device int32_t *) (ids + bid*nbi1))[idx]; - device const char * src0 = src0s + id*nb02; - - kernel_mul_mv_iq3_xxs_f32_impl( - src0, - (device const float *) (src1 + bid*nb11), - dst + bid*ne0, - ne00, - ne01, - ne02, - ne10, - ne12, - ne0, - ne1, - r2, - r3, - shared_values, - tgpig, - tiisg, - sgitg); -} - -[[host_name("kernel_mul_mv_id_iq3_s_f32")]] -kernel void kernel_mul_mv_id_iq3_s_f32( - device const char * src0s, - device const char * src1, - device float * dst, - device const char * ids, - constant uint64_t & nbi1, - 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 int64_t & ne13, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint64_t & nb1, - constant uint & r2, - constant uint & r3, - constant int & idx, - threadgroup int8_t * shared_values [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiitg[[thread_index_in_threadgroup]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { - const int64_t bid = tgpig.z/(ne12*ne13); - - tgpig.z = tgpig.z%(ne12*ne13); - - const int32_t id = ((device int32_t *) (ids + bid*nbi1))[idx]; - device const char * src0 = src0s + id*nb02; - - kernel_mul_mv_iq3_s_f32_impl( - src0, - (device const float *) (src1 + bid*nb11), - dst + bid*ne0, - ne00, - ne01, - ne02, - ne10, - ne12, - ne0, - ne1, - r2, - r3, - shared_values, - tgpig, - tiisg, - sgitg); -} - -[[host_name("kernel_mul_mv_id_iq2_s_f32")]] -kernel void kernel_mul_mv_id_iq2_s_f32( - device const char * src0s, - device const char * src1, - device float * dst, - device const char * ids, - constant uint64_t & nbi1, - 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 int64_t & ne13, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint64_t & nb1, - constant uint & r2, - constant uint & r3, - constant int & idx, - threadgroup int8_t * shared_values [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiitg[[thread_index_in_threadgroup]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { - const int64_t bid = tgpig.z/(ne12*ne13); - - tgpig.z = tgpig.z%(ne12*ne13); - - const int32_t id = ((device int32_t *) (ids + bid*nbi1))[idx]; - device const char * src0 = src0s + id*nb02; - - kernel_mul_mv_iq2_s_f32_impl( - src0, - (device const float *) (src1 + bid*nb11), - dst + bid*ne0, - ne00, - ne01, - ne02, - ne10, - ne12, - ne0, - ne1, - r2, - r3, - shared_values, - tgpig, - tiisg, - sgitg); -} - -[[host_name("kernel_mul_mv_id_iq1_s_f32")]] -kernel void kernel_mul_mv_id_iq1_s_f32( - device const char * src0s, - device const char * src1, - device float * dst, - device const char * ids, - constant uint64_t & nbi1, - 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 int64_t & ne13, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint64_t & nb1, - constant uint & r2, - constant uint & r3, - constant int & idx, - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiitg[[thread_index_in_threadgroup]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { - const int64_t bid = tgpig.z/(ne12*ne13); - - tgpig.z = tgpig.z%(ne12*ne13); - - const int32_t id = ((device int32_t *) (ids + bid*nbi1))[idx]; - device const char * src0 = src0s + id*nb02; - - kernel_mul_mv_iq1_s_f32_impl( - src0, - (device const float *) (src1 + bid*nb11), - dst + bid*ne0, - ne00, - ne01, - ne02, - ne10, - ne12, - ne0, - ne1, - r2, - r3, - tgpig, - tiisg, - sgitg); -} - -[[host_name("kernel_mul_mv_id_iq1_m_f32")]] -kernel void kernel_mul_mv_id_iq1_m_f32( - device const char * src0s, - device const char * src1, - device float * dst, - device const char * ids, - constant uint64_t & nbi1, - 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 int64_t & ne13, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint64_t & nb1, - constant uint & r2, - constant uint & r3, - constant int & idx, - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiitg[[thread_index_in_threadgroup]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { - const int64_t bid = tgpig.z/(ne12*ne13); - - tgpig.z = tgpig.z%(ne12*ne13); - - const int32_t id = ((device int32_t *) (ids + bid*nbi1))[idx]; - device const char * src0 = src0s + id*nb02; - - kernel_mul_mv_iq1_m_f32_impl( - src0, - (device const float *) (src1 + bid*nb11), - dst + bid*ne0, - ne00, - ne01, - ne02, - ne10, - ne12, - ne0, - ne1, - r2, - r3, - tgpig, - tiisg, - sgitg); -} - -[[host_name("kernel_mul_mv_id_iq4_nl_f32")]] -kernel void kernel_mul_mv_id_iq4_nl_f32( - device const char * src0s, - device const char * src1, - device float * dst, - device const char * ids, - constant uint64_t & nbi1, - 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 int64_t & ne13, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint64_t & nb1, - constant uint & r2, - constant uint & r3, - constant int & idx, - threadgroup float * shared_values [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiitg[[thread_index_in_threadgroup]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { - const int64_t bid = tgpig.z/(ne12*ne13); - - tgpig.z = tgpig.z%(ne12*ne13); - - const int32_t id = ((device int32_t *) (ids + bid*nbi1))[idx]; - device const char * src0 = src0s + id*nb02; - - kernel_mul_mv_iq4_nl_f32_impl( - src0, - (device const float *) (src1 + bid*nb11), - dst + bid*ne0, - ne00, - ne01, - ne02, - ne10, - ne12, - ne0, - ne1, - r2, - r3, - shared_values, - tgpig, - tiisg, - sgitg); -} - -[[host_name("kernel_mul_mv_id_iq4_xs_f32")]] -kernel void kernel_mul_mv_id_iq4_xs_f32( - device const char * src0s, - device const char * src1, - device float * dst, - device const char * ids, - constant uint64_t & nbi1, - 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 int64_t & ne13, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint64_t & nb1, - constant uint & r2, - constant uint & r3, - constant int & idx, - threadgroup float * shared_values [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiitg[[thread_index_in_threadgroup]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { - const int64_t bid = tgpig.z/(ne12*ne13); - - tgpig.z = tgpig.z%(ne12*ne13); - - const int32_t id = ((device int32_t *) (ids + bid*nbi1))[idx]; - device const char * src0 = src0s + id*nb02; - -#if QK_K == 64 - kernel_mul_mv_iq4_nl_f32_impl( -#else - kernel_mul_mv_iq4_xs_f32_impl( +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>; +template [[host_name("kernel_mul_mv_id_iq2_xs_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; +template [[host_name("kernel_mul_mv_id_iq3_xxs_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; +template [[host_name("kernel_mul_mv_id_iq3_s_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; +template [[host_name("kernel_mul_mv_id_iq2_s_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; +template [[host_name("kernel_mul_mv_id_iq4_nl_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; +#if QK_K != 64 +template [[host_name("kernel_mul_mv_id_iq4_xs_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; #endif - src0, - (device const float *) (src1 + bid*nb11), - dst + bid*ne0, - ne00, - ne01, - ne02, - ne10, - ne12, - ne0, - ne1, - r2, - r3, - shared_values, - tgpig, - tiisg, - sgitg); -} + diff --git a/ggml.c b/ggml.c index 90af4342d..14288d29d 100644 --- a/ggml.c +++ b/ggml.c @@ -11012,7 +11012,6 @@ static void ggml_compute_forward_mul_mat_id( } // initialize matrix_row_counts - GGML_ASSERT(wdata == wdata_src1_end); memset(matrix_row_counts, 0, n_as*sizeof(int64_t)); // group rows by src0 matrix diff --git a/tests/test-backend-ops.cpp b/tests/test-backend-ops.cpp index 51b3487b2..b50675952 100644 --- a/tests/test-backend-ops.cpp +++ b/tests/test-backend-ops.cpp @@ -2014,6 +2014,7 @@ static bool test_backend(ggml_backend_t backend, test_mode mode, const char * op for (int n_mats : {2, 4, 8}) { for (int id = 0; id < n_mats; id++) { for (bool v : {false, true}) { + test_cases.emplace_back(new test_mul_mat_id(type_a, type_b, n_mats, id, 16, 1, 256, v)); test_cases.emplace_back(new test_mul_mat_id(type_a, type_b, n_mats, id, 16, 16, 256, v)); } } From ab9a3240a9da941fdef5cd4a25f2b97c2f5a67aa Mon Sep 17 00:00:00 2001 From: Olivier Chafik Date: Fri, 12 Apr 2024 19:43:38 +0100 Subject: [PATCH 04/37] =?UTF-8?q?JSON=20schema=20conversion:=20=E2=9A=A1?= =?UTF-8?q?=EF=B8=8F=20faster=20repetitions,=20min/maxLength=20for=20strin?= =?UTF-8?q?gs,=20cap=20number=20length=20(#6555)?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * json: rename python schema converter to make import easier * server: skip null json_schema / grammar fields * json: deps management for primitive rules (+ allow null values) * json: optimize repetitions for minItems/maxItems and regexps: `a{,3}` goes from `"a"? "a"? "a"?` (explosive combos) to `(a (a (a)?)?)?` * grammars: add troubleshooting section to readme * json: cap length of numbers to 15 digits before/after decimal point (avoids infinite gen, e.g. "one third" -> `0.333333333333...`) * json: unify all repetition code (w/ or w/o sep) * json: support string minLength/maxLength * server+json: update server/README w/ result_format * nits * json: fix type error w/ python 3.8 * json: fix server/README (json_schema in /completion vs. result_format in /v1/chat/completions) * json: simplify DOT `{"type": "string", "pattern": "^.$"}` * json: remove recursion in opt_repetitions (avoids Python stack overflow) * json: rm dead code * json: rm useless assert & ggml.h import --- common/json-schema-to-grammar.cpp | 237 +- ...o-grammar.py => json_schema_to_grammar.py} | 210 +- examples/regex-to-grammar.py | 2 +- examples/server/README.md | 5 + .../server/json-schema-to-grammar.mjs.hpp | 3364 +++++++++-------- .../server/public/json-schema-to-grammar.mjs | 200 +- examples/server/server.cpp | 2 +- examples/ts-type-to-grammar.sh | 4 +- grammars/README.md | 10 + tests/test-json-schema-to-grammar.cpp | 243 +- 10 files changed, 2348 insertions(+), 1929 deletions(-) rename examples/{json-schema-to-grammar.py => json_schema_to_grammar.py} (73%) diff --git a/common/json-schema-to-grammar.cpp b/common/json-schema-to-grammar.cpp index 0e4680346..0f8f1b1d4 100644 --- a/common/json-schema-to-grammar.cpp +++ b/common/json-schema-to-grammar.cpp @@ -11,35 +11,101 @@ using json = nlohmann::ordered_json; +template +static std::string join(Iterator begin, Iterator end, const std::string & separator); + +static std::string repeat(const std::string & str, size_t n); + +static std::string build_repetition(const std::string & item_rule, int min_items, int max_items, const std::string & separator_rule = "", bool item_rule_is_literal = false) { + if (separator_rule.empty()) { + if (min_items == 0 && max_items == 1) { + return item_rule + "?"; + } else if (min_items == 1 && max_items == std::numeric_limits::max()) { + return item_rule + "+"; + } + } + + std::string result; + if (min_items > 0) { + if (item_rule_is_literal && separator_rule.empty()) { + result = "\"" + repeat(std::string(item_rule.begin() + 1, item_rule.end() - 1), min_items) + "\""; + } else { + std::vector items(min_items, item_rule); + result = join(items.begin(), items.end(), separator_rule.empty() ? " " : " " + separator_rule + " "); + } + } + + std::function opt_repetitions = [&](int up_to_n, bool prefix_with_sep) -> std::string { + auto content = prefix_with_sep && !separator_rule.empty() ? separator_rule + " " + item_rule : item_rule; + + if (up_to_n == 0) { + return ""; + } else if (up_to_n == 1) { + return "(" + content + ")?"; + } else if (!separator_rule.empty() && !prefix_with_sep) { + return "(" + content + " " + opt_repetitions(up_to_n - 1, true) + ")?"; + } else { + std::string res = repeat("(" + content + " ", up_to_n); + // strip trailing space + res = res.substr(0, res.length() - 1); + res += repeat(")?", up_to_n); + return res; + } + }; + + if (min_items > 0 && max_items != min_items) { + result += " "; + } + + if (max_items != std::numeric_limits::max()) { + result += opt_repetitions(max_items - min_items, min_items > 0); + } else { + std::string item_operator = "(" + (separator_rule.empty() ? "" : separator_rule + " ") + item_rule + ")"; + if (min_items == 0 && !separator_rule.empty()) { + result = "(" + item_rule + " " + item_operator + "*)?"; + } else { + result += item_operator + "*"; + } + } + + return result; +} + const std::string SPACE_RULE = "\" \"?"; -std::unordered_map PRIMITIVE_RULES = { - {"boolean", "(\"true\" | \"false\") space"}, - {"number", "(\"-\"? ([0-9] | [1-9] [0-9]*)) (\".\" [0-9]+)? ([eE] [-+]? [0-9]+)? space"}, - {"integer", "(\"-\"? ([0-9] | [1-9] [0-9]*)) space"}, - {"value", "object | array | string | number | boolean"}, - {"object", "\"{\" space ( string \":\" space value (\",\" space string \":\" space value)* )? \"}\" space"}, - {"array", "\"[\" space ( value (\",\" space value)* )? \"]\" space"}, - {"uuid", "\"\\\"\" [0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F] " - "\"-\" [0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F] " - "\"-\" [0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F] " - "\"-\" [0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F] " - "\"-\" [0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F] \"\\\"\" space"}, - {"string", " \"\\\"\" (\n" - " [^\"\\\\] |\n" - " \"\\\\\" ([\"\\\\/bfnrt] | \"u\" [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F])\n" - " )* \"\\\"\" space"}, - {"null", "\"null\" space"} +struct BuiltinRule { + std::string content; + std::vector deps; }; -std::vector OBJECT_RULE_NAMES = {"object", "array", "string", "number", "boolean", "null", "value"}; -std::unordered_map DATE_RULES = { - {"date", "[0-9] [0-9] [0-9] [0-9] \"-\" ( \"0\" [1-9] | \"1\" [0-2] ) \"-\" ( \"0\" [1-9] | [1-2] [0-9] | \"3\" [0-1] )"}, - {"time", "([01] [0-9] | \"2\" [0-3]) \":\" [0-5] [0-9] \":\" [0-5] [0-9] ( \".\" [0-9] [0-9] [0-9] )? ( \"Z\" | ( \"+\" | \"-\" ) ( [01] [0-9] | \"2\" [0-3] ) \":\" [0-5] [0-9] )"}, - {"date-time", "date \"T\" time"}, - {"date-string", "\"\\\"\" date \"\\\"\" space"}, - {"time-string", "\"\\\"\" time \"\\\"\" space"}, - {"date-time-string", "\"\\\"\" date-time \"\\\"\" space"} +const std::string _up_to_15_digits = build_repetition("[0-9]", 0, 15); + +std::unordered_map PRIMITIVE_RULES = { + {"boolean", {"(\"true\" | \"false\") space", {}}}, + {"decimal-part", {"[0-9] " + _up_to_15_digits, {}}}, + {"integral-part", {"[0-9] | [1-9] " + _up_to_15_digits, {}}}, + {"number", {"(\"-\"? integral-part) (\".\" decimal-part)? ([eE] [-+]? integral-part)? space", {"integral-part", "decimal-part"}}}, + {"integer", {"(\"-\"? integral-part) space", {"integral-part"}}}, + {"value", {"object | array | string | number | boolean | null", {"object", "array", "string", "number", "boolean", "null"}}}, + {"object", {"\"{\" space ( string \":\" space value (\",\" space string \":\" space value)* )? \"}\" space", {"string", "value"}}}, + {"array", {"\"[\" space ( value (\",\" space value)* )? \"]\" space", {"value"}}}, + {"uuid", {"\"\\\"\" [0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F] " + "\"-\" [0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F] " + "\"-\" [0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F] " + "\"-\" [0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F] " + "\"-\" [0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F][0-9a-fA-F] \"\\\"\" space", {}}}, + {"char", {"[^\"\\\\] | \"\\\\\" ([\"\\\\/bfnrt] | \"u\" [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F])", {}}}, + {"string", {"\"\\\"\" char* \"\\\"\" space", {"char"}}}, + {"null", {"\"null\" space", {}}}, +}; + +std::unordered_map STRING_FORMAT_RULES = { + {"date", {"[0-9] [0-9] [0-9] [0-9] \"-\" ( \"0\" [1-9] | \"1\" [0-2] ) \"-\" ( \"0\" [1-9] | [1-2] [0-9] | \"3\" [0-1] )", {}}}, + {"time", {"([01] [0-9] | \"2\" [0-3]) \":\" [0-5] [0-9] \":\" [0-5] [0-9] ( \".\" [0-9] [0-9] [0-9] )? ( \"Z\" | ( \"+\" | \"-\" ) ( [01] [0-9] | \"2\" [0-3] ) \":\" [0-5] [0-9] )", {}}}, + {"date-time", {"date \"T\" time", {"date", "time"}}}, + {"date-string", {"\"\\\"\" date \"\\\"\" space", {"date"}}}, + {"time-string", {"\"\\\"\" time \"\\\"\" space", {"time"}}}, + {"date-time-string", {"\"\\\"\" date-time \"\\\"\" space", {"date-time"}}} }; static bool is_reserved_name(const std::string & name) { @@ -47,7 +113,7 @@ static bool is_reserved_name(const std::string & name) { if (RESERVED_NAMES.empty()) { RESERVED_NAMES.insert("root"); for (const auto &p : PRIMITIVE_RULES) RESERVED_NAMES.insert(p.first); - for (const auto &p : DATE_RULES) RESERVED_NAMES.insert(p.first); + for (const auto &p : STRING_FORMAT_RULES) RESERVED_NAMES.insert(p.first); } return RESERVED_NAMES.find(name) != RESERVED_NAMES.end(); } @@ -192,7 +258,7 @@ private: if (_dotall) { rule = "[\\U00000000-\\U0010FFFF]"; } else { - rule = "[\\U00000000-\\x09\\x0B\\x0C\\x0E-\\U0010FFFF]"; + rule = "[^\\x0A\\x0D]"; } return _add_rule("dot", rule); }; @@ -308,47 +374,21 @@ private: auto &sub = last.first; auto sub_is_literal = last.second; - if (min_times == 0 && max_times == std::numeric_limits::max()) { - sub += "*"; - } else if (min_times == 0 && max_times == 1) { - sub += "?"; - } else if (min_times == 1 && max_times == std::numeric_limits::max()) { - sub += "+"; - } else { - if (!sub_is_literal) { - std::string & sub_id = sub_rule_ids[sub]; - if (sub_id.empty()) { - sub_id = _add_rule(name + "-" + std::to_string(sub_rule_ids.size()), sub); - } - sub = sub_id; + if (!sub_is_literal) { + std::string & sub_id = sub_rule_ids[sub]; + if (sub_id.empty()) { + sub_id = _add_rule(name + "-" + std::to_string(sub_rule_ids.size()), sub); } - std::string result; - if (sub_is_literal && min_times > 0) { - result = "\"" + repeat(sub.substr(1, sub.length() - 2), min_times) + "\""; - } else { - for (int j = 0; j < min_times; j++) { - if (j > 0) { - result += " "; - } - result += sub; - } - } - if (min_times > 0 && min_times < max_times) { - result += " "; - } - if (max_times == std::numeric_limits::max()) { - result += sub + "*"; - } else { - for (int j = min_times; j < max_times; j++) { - if (j > min_times) { - result += " "; - } - result += sub + "?"; - } - } - seq.back().first = result; - seq.back().second = false; + sub = sub_id; } + seq.back().first = build_repetition( + sub_is_literal ? "\"" + sub + "\"" : sub, + min_times, + max_times, + "", + sub_is_literal + ); + seq.back().second = false; } else { std::string literal; auto is_non_literal = [&](char c) { @@ -424,7 +464,7 @@ private: if (additional_properties.is_object() || (additional_properties.is_boolean() && additional_properties.get())) { std::string sub_name = name + (name.empty() ? "" : "-") + "additional"; std::string value_rule = visit(additional_properties.is_object() ? additional_properties : json::object(), sub_name + "-value"); - std::string kv_rule = _add_rule(sub_name + "-kv", _add_rule("string", PRIMITIVE_RULES.at("string")) + " \":\" space " + value_rule); + std::string kv_rule = _add_rule(sub_name + "-kv", _add_primitive("string", PRIMITIVE_RULES.at("string")) + " \":\" space " + value_rule); prop_kv_rule_names["*"] = kv_rule; optional_props.push_back("*"); } @@ -486,6 +526,25 @@ private: return rule; } + std::string _add_primitive(const std::string & name, const BuiltinRule & rule) { + auto n = _add_rule(name, rule.content); + for (const auto & dep : rule.deps) { + BuiltinRule dep_rule; + auto it = PRIMITIVE_RULES.find(dep); + if (it == PRIMITIVE_RULES.end()) { + it = STRING_FORMAT_RULES.find(dep); + if (it == STRING_FORMAT_RULES.end()) { + _errors.push_back("Rule " + dep + " not known"); + continue; + } + } + if (_rules.find(dep) == _rules.end()) { + _add_primitive(dep, it->second); + } + } + return n; + } + public: SchemaConverter( const std::function & fetch_json, @@ -647,49 +706,33 @@ public: return _add_rule(rule_name, rule); } else { std::string item_rule_name = visit(items, name + (name.empty() ? "" : "-") + "item"); - std::string list_item_operator = "( \",\" space " + item_rule_name + " )"; - std::string successive_items; int min_items = schema.contains("minItems") ? schema["minItems"].get() : 0; json max_items_json = schema.contains("maxItems") ? schema["maxItems"] : json(); - int max_items = max_items_json.is_number_integer() ? max_items_json.get() : -1; - if (min_items > 0) { - successive_items += repeat(list_item_operator, min_items - 1); - min_items--; - } - if (max_items >= 0 && max_items > min_items) { - successive_items += repeat(list_item_operator + "?", max_items - min_items - 1); - } else { - successive_items += list_item_operator + "*"; - } - std::string rule; - if (min_items == 0) { - rule = "\"[\" space ( " + item_rule_name + " " + successive_items + " )? \"]\" space"; - } else { - rule = "\"[\" space " + item_rule_name + " " + successive_items + " \"]\" space"; - } - return _add_rule(rule_name, rule); + int max_items = max_items_json.is_number_integer() ? max_items_json.get() : std::numeric_limits::max(); + + return _add_rule(rule_name, "\"[\" space " + build_repetition(item_rule_name, min_items, max_items, "\",\" space") + " \"]\" space"); } } else if ((schema_type.is_null() || schema_type == "string") && schema.contains("pattern")) { return _visit_pattern(schema["pattern"], rule_name); } else if ((schema_type.is_null() || schema_type == "string") && std::regex_match(schema_format, std::regex("^uuid[1-5]?$"))) { - return _add_rule(rule_name == "root" ? "root" : schema_format, PRIMITIVE_RULES.at("uuid")); - } else if ((schema_type.is_null() || schema_type == "string") && DATE_RULES.find(schema_format) != DATE_RULES.end()) { - for (const auto & kv : DATE_RULES) { - _add_rule(kv.first, kv.second); - } - return schema_format + "-string"; + return _add_primitive(rule_name == "root" ? "root" : schema_format, PRIMITIVE_RULES.at("uuid")); + } else if ((schema_type.is_null() || schema_type == "string") && STRING_FORMAT_RULES.find(schema_format + "-string") != STRING_FORMAT_RULES.end()) { + auto prim_name = schema_format + "-string"; + return _add_rule(rule_name, _add_primitive(prim_name, STRING_FORMAT_RULES.at(prim_name))); + } else if (schema_type == "string" && (schema.contains("minLength") || schema.contains("maxLength"))) { + std::string char_rule = _add_primitive("char", PRIMITIVE_RULES.at("char")); + int min_len = schema.contains("minLength") ? schema["minLength"].get() : 0; + int max_len = schema.contains("maxLength") ? schema["maxLength"].get() : std::numeric_limits::max(); + return _add_rule(rule_name, "\"\\\"\" " + build_repetition(char_rule, min_len, max_len) + " \"\\\"\" space"); } else if (schema.empty() || schema_type == "object") { - for (const auto & n : OBJECT_RULE_NAMES) { - _add_rule(n, PRIMITIVE_RULES.at(n)); - } - return _add_rule(rule_name, "object"); + return _add_rule(rule_name, _add_primitive("object", PRIMITIVE_RULES.at("object"))); } else { if (!schema_type.is_string() || PRIMITIVE_RULES.find(schema_type.get()) == PRIMITIVE_RULES.end()) { _errors.push_back("Unrecognized schema: " + schema.dump()); return ""; } // TODO: support minimum, maximum, exclusiveMinimum, exclusiveMaximum at least for zero - return _add_rule(rule_name == "root" ? "root" : schema_type.get(), PRIMITIVE_RULES.at(schema_type.get())); + return _add_primitive(rule_name == "root" ? "root" : schema_type.get(), PRIMITIVE_RULES.at(schema_type.get())); } } diff --git a/examples/json-schema-to-grammar.py b/examples/json_schema_to_grammar.py similarity index 73% rename from examples/json-schema-to-grammar.py rename to examples/json_schema_to_grammar.py index 91dd734cc..826cd3f72 100755 --- a/examples/json-schema-to-grammar.py +++ b/examples/json_schema_to_grammar.py @@ -6,37 +6,94 @@ import re import sys from typing import Any, Dict, List, Set, Tuple, Union +def _build_repetition(item_rule, min_items, max_items, separator_rule=None, item_rule_is_literal=False): + if not separator_rule: + if min_items == 0 and max_items == 1: + return f'{item_rule}?' + elif min_items == 1 and max_items is None: + return f'{item_rule}+' + + result = '' + + if min_items > 0: + if item_rule_is_literal and separator_rule is None: + result = '"' + (item_rule[1:-1] * min_items) + '"' + else: + result = (f' {separator_rule} ' if separator_rule else ' ').join([item_rule] * min_items) + + def opt_repetitions(up_to_n, prefix_with_sep=False): + ''' + - n=4, no sep: '(a (a (a (a)?)?)?)?' + - n=4, sep=',', prefix: '("," a ("," a ("," a ("," a)?)?)?)?' + - n=4, sep=',', no prefix: '(a ("," a ("," a ("," a)?)?)?)?' + ''' + + content = f'{separator_rule} {item_rule}' if prefix_with_sep and separator_rule else item_rule + if up_to_n == 0: + return '' + elif up_to_n == 1: + return f'({content})?' + elif separator_rule and not prefix_with_sep: + return f'({content} {opt_repetitions(up_to_n - 1, prefix_with_sep=True)})?' + else: + return (f'({content} ' * up_to_n).rstrip() + (')?' * up_to_n) + + if min_items > 0 and max_items != min_items: + result += ' ' + + if max_items is not None: + result += opt_repetitions(max_items - min_items, prefix_with_sep=min_items > 0) + else: + item_operator = f'({separator_rule + " " if separator_rule else ""}{item_rule})' + + if min_items == 0 and separator_rule: + result = f'({item_rule} {item_operator}*)?' + else: + result += f'{item_operator}*' + + return result + + +class BuiltinRule: + def __init__(self, content: str, deps: list = None): + self.content = content + self.deps = deps or [] + +_up_to_15_digits = _build_repetition('[0-9]', 0, 15) + # whitespace is constrained to a single space char to prevent model "running away" in # whitespace. Also maybe improves generation quality? SPACE_RULE = '" "?' PRIMITIVE_RULES = { - 'boolean': '("true" | "false") space', - 'number': '("-"? ([0-9] | [1-9] [0-9]*)) ("." [0-9]+)? ([eE] [-+]? [0-9]+)? space', - 'integer': '("-"? ([0-9] | [1-9] [0-9]*)) space', - 'value' : 'object | array | string | number | boolean', - 'object' : '"{" space ( string ":" space value ("," space string ":" space value)* )? "}" space', - 'array' : '"[" space ( value ("," space value)* )? "]" space', - 'uuid' : '"\\"" ' + ' "-" '.join('[0-9a-fA-F]' * n for n in [8, 4, 4, 4, 12]) + ' "\\"" space', - 'string': r''' "\"" ( - [^"\\] | - "\\" (["\\/bfnrt] | "u" [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F]) - )* "\"" space''', - 'null': '"null" space', + 'boolean' : BuiltinRule('("true" | "false") space', []), + 'decimal-part' : BuiltinRule('[0-9] ' + _up_to_15_digits, []), + 'integral-part': BuiltinRule('[0-9] | [1-9] ' + _up_to_15_digits, []), + 'number' : BuiltinRule('("-"? integral-part) ("." decimal-part)? ([eE] [-+]? integral-part)? space', ['integral-part', 'decimal-part']), + 'integer' : BuiltinRule('("-"? integral-part) space', ['integral-part']), + 'value' : BuiltinRule('object | array | string | number | boolean | null', ['object', 'array', 'string', 'number', 'boolean', 'null']), + 'object' : BuiltinRule('"{" space ( string ":" space value ("," space string ":" space value)* )? "}" space', ['string', 'value']), + 'array' : BuiltinRule('"[" space ( value ("," space value)* )? "]" space', ['value']), + 'uuid' : BuiltinRule(r'"\"" ' + ' "-" '.join('[0-9a-fA-F]' * n for n in [8, 4, 4, 4, 12]) + r' "\"" space', []), + 'char' : BuiltinRule(r'[^"\\] | "\\" (["\\/bfnrt] | "u" [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F])', []), + 'string' : BuiltinRule(r'"\"" char* "\"" space', ['char']), + 'null' : BuiltinRule('"null" space', []), } -OBJECT_RULE_NAMES = ['object', 'array', 'string', 'number', 'boolean', 'null', 'value'] # TODO: support "uri", "email" string formats -DATE_RULES = { - 'date' : '[0-9] [0-9] [0-9] [0-9] "-" ( "0" [1-9] | "1" [0-2] ) "-" ( \"0\" [1-9] | [1-2] [0-9] | "3" [0-1] )', - 'time' : '([01] [0-9] | "2" [0-3]) ":" [0-5] [0-9] ":" [0-5] [0-9] ( "." [0-9] [0-9] [0-9] )? ( "Z" | ( "+" | "-" ) ( [01] [0-9] | "2" [0-3] ) ":" [0-5] [0-9] )', - 'date-time': 'date "T" time', - 'date-string': '"\\"" date "\\"" space', - 'time-string': '"\\"" time "\\"" space', - 'date-time-string': '"\\"" date-time "\\"" space', +STRING_FORMAT_RULES = { + 'date' : BuiltinRule('[0-9] [0-9] [0-9] [0-9] "-" ( "0" [1-9] | "1" [0-2] ) "-" ( \"0\" [1-9] | [1-2] [0-9] | "3" [0-1] )', []), + 'time' : BuiltinRule('([01] [0-9] | "2" [0-3]) ":" [0-5] [0-9] ":" [0-5] [0-9] ( "." [0-9] [0-9] [0-9] )? ( "Z" | ( "+" | "-" ) ( [01] [0-9] | "2" [0-3] ) ":" [0-5] [0-9] )', []), + 'date-time' : BuiltinRule('date "T" time', ['date', 'time']), + 'date-string' : BuiltinRule('"\\"" date "\\"" space', ['date']), + 'time-string' : BuiltinRule('"\\"" time "\\"" space', ['time']), + 'date-time-string': BuiltinRule('"\\"" date-time "\\"" space', ['date-time']), } -RESERVED_NAMES = set(["root", *PRIMITIVE_RULES.keys(), *DATE_RULES.keys()]) +DOTALL = '[\\U00000000-\\U0010FFFF]' +DOT = '[^\\x0A\\x0D]' + +RESERVED_NAMES = set(["root", "dot", *PRIMITIVE_RULES.keys(), *STRING_FORMAT_RULES.keys()]) INVALID_RULE_CHARS_RE = re.compile(r'[^a-zA-Z0-9-]+') GRAMMAR_LITERAL_ESCAPE_RE = re.compile(r'[\r\n"]') @@ -46,8 +103,6 @@ GRAMMAR_LITERAL_ESCAPES = {'\r': '\\r', '\n': '\\n', '"': '\\"', '-': '\\-', ']' NON_LITERAL_SET = set('|.()[]{}*+?') ESCAPED_IN_REGEXPS_BUT_NOT_IN_LITERALS = set('[]()|{}*+?') -DATE_PATTERN = '[0-9]{4}-(0[1-9]|1[0-2])-([0-2][0-9]|3[0-1])' -TIME_PATTERN = '([01][0-9]|2[0-3])(:[0-5][0-9]){2}(\\.[0-9]{1,3})?(Z|[+-](([01][0-9]|2[0-3]):[0-5][0-9]))' # Cap millisecond precision w/ 3 digits class SchemaConverter: def __init__(self, *, prop_order, allow_fetch, dotall, raw_pattern): @@ -55,7 +110,9 @@ class SchemaConverter: self._allow_fetch = allow_fetch self._dotall = dotall self._raw_pattern = raw_pattern - self._rules = {'space': SPACE_RULE} + self._rules = { + 'space': SPACE_RULE, + } self._refs = {} self._refs_being_resolved = set() @@ -65,6 +122,29 @@ class SchemaConverter: ) return f'"{escaped}"' + def not_literal(self, literal: str, dotall: bool = True, maybe_escaped_underscores = False) -> str: + ''' + not_literal('a') -> '[^a]' + not_literal('abc') -> '([^a] | "a" ([^b] | "b" ([^c])?)?)?' + ''' + assert len(literal) > 0, 'Empty literal not supported' + def recurse(i: int): + c = literal[i] + if maybe_escaped_underscores and c == '_': + yield f'[^{c}\\\\]' + yield ' | ' + yield f'"\\\\"? "{c}"' + else: + yield f'[^{c}]' + if i < len(literal) - 1: + yield ' | ' + yield self._format_literal(c) + yield ' (' + yield from recurse(i + 1) + yield ')?' + + return ''.join(('(', *recurse(0), ')')) + def _add_rule(self, name, rule): esc_name = INVALID_RULE_CHARS_RE.sub('-', name) if esc_name not in self._rules or self._rules[esc_name] == rule: @@ -169,10 +249,10 @@ class SchemaConverter: def get_dot(): if self._dotall: - rule = '[\\U00000000-\\U0010FFFF]' + rule = DOTALL else: # Accept any character... except \n and \r line break chars (\x0A and \xOD) - rule = '[\\U00000000-\\x09\\x0B\\x0C\\x0E-\\U0010FFFF]' + rule = DOT return self._add_rule(f'dot', rule) def join_seq(): @@ -246,26 +326,14 @@ class SchemaConverter: (sub, sub_is_literal) = seq[-1] - if min_times == 0 and max_times is None: - seq[-1] = (f'{sub}*', False) - elif min_times == 0 and max_times == 1: - seq[-1] = (f'{sub}?', False) - elif min_times == 1 and max_times is None: - seq[-1] = (f'{sub}+', False) - else: - if not sub_is_literal: - id = sub_rule_ids.get(sub) - if id is None: - id = self._add_rule(f'{name}-{len(sub_rule_ids) + 1}', sub) - sub_rule_ids[sub] = id - sub = id + if not sub_is_literal: + id = sub_rule_ids.get(sub) + if id is None: + id = self._add_rule(f'{name}-{len(sub_rule_ids) + 1}', sub) + sub_rule_ids[sub] = id + sub = id - seq[-1] = ( - ' '.join( - ([f'"{sub[1:-1] * min_times}"'] if sub_is_literal else [sub] * min_times) + - ([f'{sub}?'] * (max_times - min_times) if max_times is not None else [f'{sub}*'])), - False - ) + seq[-1] = (_build_repetition(f'"{sub}"' if sub_is_literal else sub, min_times, max_times, item_rule_is_literal=sub_is_literal), False) else: literal = '' while i < length: @@ -373,49 +441,47 @@ class SchemaConverter: ' "]" space') else: item_rule_name = self.visit(items, f'{name}{"-" if name else ""}item') - list_item_operator = f'( "," space {item_rule_name} )' - successive_items = "" min_items = schema.get("minItems", 0) max_items = schema.get("maxItems") - if min_items > 0: - successive_items = list_item_operator * (min_items - 1) - min_items -= 1 - if max_items is not None and max_items > min_items: - successive_items += (list_item_operator + "?") * (max_items - min_items - 1) - else: - successive_items += list_item_operator + "*" - if min_items == 0: - rule = f'"[" space ( {item_rule_name} {successive_items} )? "]" space' - else: - rule = f'"[" space {item_rule_name} {successive_items} "]" space' - return self._add_rule(rule_name, rule) + return self._add_rule(rule_name, '"[" space ' + _build_repetition(item_rule_name, min_items, max_items, separator_rule='"," space') + ' "]" space') elif schema_type in (None, 'string') and 'pattern' in schema: return self._visit_pattern(schema['pattern'], rule_name) elif schema_type in (None, 'string') and re.match(r'^uuid[1-5]?$', schema_format or ''): - return self._add_rule( + return self._add_primitive( 'root' if rule_name == 'root' else schema_format, PRIMITIVE_RULES['uuid'] ) - elif schema_type in (None, 'string') and schema_format in DATE_RULES: - for t, r in DATE_RULES.items(): - self._add_rule(t, r) - return schema_format + '-string' + elif schema_type in (None, 'string') and f'{schema_format}-string' in STRING_FORMAT_RULES: + prim_name = f'{schema_format}-string' + return self._add_rule(rule_name, self._add_primitive(prim_name, STRING_FORMAT_RULES[prim_name])) + + elif schema_type == 'string' and ('minLength' in schema or 'maxLength' in schema): + char_rule = self._add_primitive('char', PRIMITIVE_RULES['char']) + min_len = schema.get('minLength', 0) + max_len = schema.get('maxLength') + + return self._add_rule(rule_name, r'"\"" ' + _build_repetition(char_rule, min_len, max_len) + r' "\"" space') elif (schema_type == 'object') or (len(schema) == 0): - for n in OBJECT_RULE_NAMES: - self._add_rule(n, PRIMITIVE_RULES[n]) - return self._add_rule(rule_name, 'object') + return self._add_rule(rule_name, self._add_primitive('object', PRIMITIVE_RULES['object'])) else: assert schema_type in PRIMITIVE_RULES, f'Unrecognized schema: {schema}' # TODO: support minimum, maximum, exclusiveMinimum, exclusiveMaximum at least for zero - return self._add_rule( - 'root' if rule_name == 'root' else schema_type, - PRIMITIVE_RULES[schema_type] - ) + return self._add_primitive('root' if rule_name == 'root' else schema_type, PRIMITIVE_RULES[schema_type]) + + def _add_primitive(self, name: str, rule: BuiltinRule): + n = self._add_rule(name, rule.content) + + for dep in rule.deps: + dep_rule = PRIMITIVE_RULES.get(dep) or STRING_FORMAT_RULES.get(dep) + assert dep_rule, f'Rule {dep} not known' + if dep not in self._rules: + self._add_primitive(dep, dep_rule) + return n def _build_object_rule(self, properties: List[Tuple[str, Any]], required: Set[str], name: str, additional_properties: Union[bool, Any]): prop_order = self._prop_order @@ -437,7 +503,7 @@ class SchemaConverter: value_rule = self.visit({} if additional_properties == True else additional_properties, f'{sub_name}-value') prop_kv_rule_names["*"] = self._add_rule( f'{sub_name}-kv', - self._add_rule('string', PRIMITIVE_RULES['string']) + f' ":" space {value_rule}' + self._add_primitive('string', PRIMITIVE_RULES['string']) + f' ":" space {value_rule}' ) optional_props.append("*") diff --git a/examples/regex-to-grammar.py b/examples/regex-to-grammar.py index c98118e95..5cd9210a4 100644 --- a/examples/regex-to-grammar.py +++ b/examples/regex-to-grammar.py @@ -8,7 +8,7 @@ print(subprocess.check_output( "python", os.path.join( os.path.dirname(os.path.realpath(__file__)), - "json-schema-to-grammar.py"), + "json_schema_to_grammar.py"), *rest, "-", "--raw-pattern", diff --git a/examples/server/README.md b/examples/server/README.md index a6fc92eaa..918ac1295 100644 --- a/examples/server/README.md +++ b/examples/server/README.md @@ -11,6 +11,7 @@ Set of LLM REST APIs and a simple web front end to interact with llama.cpp. * Continuous batching * Multimodal (wip) * Monitoring endpoints + * Schema-constrained JSON response format The project is under active development, and we are [looking for feedback and contributors](https://github.com/ggerganov/llama.cpp/issues/4216). @@ -250,6 +251,8 @@ node index.js `grammar`: Set grammar for grammar-based sampling. Default: no grammar + `json_schema`: Set a JSON schema for grammar-based sampling (e.g. `{"items": {"type": "string"}, "minItems": 10, "maxItems": 100}` of a list of strings, or `{}` for any JSON). See [tests](../../tests/test-json-schema-to-grammar.cpp) for supported features. Default: no JSON schema. + `seed`: Set the random number generator (RNG) seed. Default: `-1`, which is a random seed. `ignore_eos`: Ignore end of stream token and continue generating. Default: `false` @@ -365,6 +368,8 @@ Notice that each `probs` is an array of length `n_probs`. See [OpenAI Chat Completions API documentation](https://platform.openai.com/docs/api-reference/chat). While some OpenAI-specific features such as function calling aren't supported, llama.cpp `/completion`-specific features such as `mirostat` are supported. + The `response_format` parameter supports both plain JSON output (e.g. `{"type": "json_object"}`) and schema-constrained JSON (e.g. `{"type": "json_object", "schema": {"type": "string", "minLength": 10, "maxLength": 100}}`), similar to other OpenAI-inspired API providers. + *Examples:* You can use either Python `openai` library with appropriate checkpoints: diff --git a/examples/server/json-schema-to-grammar.mjs.hpp b/examples/server/json-schema-to-grammar.mjs.hpp index ef1d5dcf3..da5035bf8 100644 --- a/examples/server/json-schema-to-grammar.mjs.hpp +++ b/examples/server/json-schema-to-grammar.mjs.hpp @@ -2,1643 +2,1825 @@ unsigned char json_schema_to_grammar_mjs[] = { 0x2f, 0x2f, 0x20, 0x57, 0x41, 0x52, 0x4e, 0x49, 0x4e, 0x47, 0x3a, 0x20, 0x54, 0x68, 0x69, 0x73, 0x20, 0x66, 0x69, 0x6c, 0x65, 0x20, 0x77, 0x61, 0x73, 0x20, 0x70, 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0x20, 0x20, 0x20, 0x20, 0x6c, 0x61, 0x73, 0x74, 0x4b, + 0x65, 0x79, 0x20, 0x3d, 0x20, 0x6b, 0x65, 0x79, 0x3b, 0x0a, 0x20, 0x20, + 0x7d, 0x0a, 0x20, 0x20, 0x69, 0x66, 0x20, 0x28, 0x67, 0x72, 0x6f, 0x75, + 0x70, 0x2e, 0x6c, 0x65, 0x6e, 0x67, 0x74, 0x68, 0x20, 0x3e, 0x20, 0x30, + 0x29, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x79, 0x69, 0x65, 0x6c, + 0x64, 0x20, 0x5b, 0x6c, 0x61, 0x73, 0x74, 0x4b, 0x65, 0x79, 0x2c, 0x20, + 0x67, 0x72, 0x6f, 0x75, 0x70, 0x5d, 0x3b, 0x0a, 0x20, 0x20, 0x7d, 0x0a, + 0x7d, 0x0a }; -unsigned int json_schema_to_grammar_mjs_len = 19690; +unsigned int json_schema_to_grammar_mjs_len = 21866; diff --git a/examples/server/public/json-schema-to-grammar.mjs b/examples/server/public/json-schema-to-grammar.mjs index 17bd60fde..8e0be1b40 100644 --- a/examples/server/public/json-schema-to-grammar.mjs +++ b/examples/server/public/json-schema-to-grammar.mjs @@ -1,33 +1,95 @@ -// WARNING: This file was ported from json-schema-to-grammar.py, please fix bugs / add features there first. +// WARNING: This file was ported from json_schema_to_grammar.py, please fix bugs / add features there first. const SPACE_RULE = '" "?'; +function _buildRepetition(itemRule, minItems, maxItems, opts={}) { + const separatorRule = opts.separatorRule ?? ''; + const itemRuleIsLiteral = opts.itemRuleIsLiteral ?? false + + if (separatorRule === '') { + if (minItems === 0 && maxItems === 1) { + return `${itemRule}?`; + } else if (minItems === 1 && maxItems === undefined) { + return `${itemRule}+`; + } + } + + let result = ''; + if (minItems > 0) { + if (itemRuleIsLiteral && separatorRule === '') { + result = `"${itemRule.slice(1, -1).repeat(minItems)}"`; + } else { + result = Array.from({ length: minItems }, () => itemRule) + .join(separatorRule !== '' ? ` ${separatorRule} ` : ' '); + } + } + + const optRepetitions = (upToN, prefixWithSep=false) => { + const content = separatorRule !== '' && prefixWithSep ? `${separatorRule} ${itemRule}` : itemRule; + if (upToN === 0) { + return ''; + } else if (upToN === 1) { + return `(${content})?`; + } else if (separatorRule !== '' && !prefixWithSep) { + return `(${content} ${optRepetitions(upToN - 1, true)})?`; + } else { + return Array.from({ length: upToN }, () => `(${content}`).join(' ').trim() + Array.from({ length: upToN }, () => ')?').join(''); + } + }; + + if (minItems > 0 && maxItems !== minItems) { + result += ' '; + } + + if (maxItems !== undefined) { + result += optRepetitions(maxItems - minItems, minItems > 0); + } else { + const itemOperator = `(${separatorRule !== '' ? separatorRule + ' ' : ''}${itemRule})`; + + if (minItems === 0 && separatorRule !== '') { + result = `(${itemRule} ${itemOperator}*)?`; + } else { + result += `${itemOperator}*`; + } + } + + return result; +} + +class BuiltinRule { + constructor(content, deps) { + this.content = content; + this.deps = deps || []; + } +} + +const UP_TO_15_DIGITS = _buildRepetition('[0-9]', 0, 15); + const PRIMITIVE_RULES = { - boolean: '("true" | "false") space', - number: '("-"? ([0-9] | [1-9] [0-9]*)) ("." [0-9]+)? ([eE] [-+]? [0-9]+)? space', - integer: '("-"? ([0-9] | [1-9] [0-9]*)) space', - value: 'object | array | string | number | boolean', - object: '"{" space ( string ":" space value ("," space string ":" space value)* )? "}" space', - array: '"[" space ( value ("," space value)* )? "]" space', - uuid: '"\\"" ' + [8, 4, 4, 4, 12].map(n => [...new Array(n)].map(_ => '[0-9a-fA-F]').join('')).join(' "-" ') + ' "\\"" space', - string: ` "\\"" ( - [^"\\\\] | - "\\\\" (["\\\\/bfnrt] | "u" [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F]) - )* "\\"" space`, - null: '"null" space', + boolean : new BuiltinRule('("true" | "false") space', []), + 'decimal-part' : new BuiltinRule('[0-9] ' + UP_TO_15_DIGITS, []), + 'integral-part': new BuiltinRule('[0-9] | [1-9] ' + UP_TO_15_DIGITS, []), + number : new BuiltinRule('("-"? integral-part) ("." decimal-part)? ([eE] [-+]? integral-part)? space', ['integral-part', 'decimal-part']), + integer : new BuiltinRule('("-"? integral-part) space', ['integral-part']), + value : new BuiltinRule('object | array | string | number | boolean | null', ['object', 'array', 'string', 'number', 'boolean', 'null']), + object : new BuiltinRule('"{" space ( string ":" space value ("," space string ":" space value)* )? "}" space', ['string', 'value']), + array : new BuiltinRule('"[" space ( value ("," space value)* )? "]" space', ['value']), + uuid : new BuiltinRule('"\\"" ' + [8, 4, 4, 4, 12].map(n => [...new Array(n)].map(_ => '[0-9a-fA-F]').join('')).join(' "-" ') + ' "\\"" space', []), + char : new BuiltinRule(`[^"\\\\] | "\\\\" (["\\\\/bfnrt] | "u" [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F])`, []), + string : new BuiltinRule(`"\\"" char* "\\"" space`, ['char']), + null : new BuiltinRule('"null" space', []), }; -const OBJECT_RULE_NAMES = ['object', 'array', 'string', 'number', 'boolean', 'null', 'value']; // TODO: support "uri", "email" string formats -const DATE_RULES = { - 'date' : '[0-9] [0-9] [0-9] [0-9] "-" ( "0" [1-9] | "1" [0-2] ) "-" ( \"0\" [1-9] | [1-2] [0-9] | "3" [0-1] )', - 'time' : '([01] [0-9] | "2" [0-3]) ":" [0-5] [0-9] ":" [0-5] [0-9] ( "." [0-9] [0-9] [0-9] )? ( "Z" | ( "+" | "-" ) ( [01] [0-9] | "2" [0-3] ) ":" [0-5] [0-9] )', - 'date-time': 'date "T" time', - 'date-string': '"\\"" date "\\"" space', - 'time-string': '"\\"" time "\\"" space', - 'date-time-string': '"\\"" date-time "\\"" space', -}; +const STRING_FORMAT_RULES = { + 'date' : new BuiltinRule('[0-9] [0-9] [0-9] [0-9] "-" ( "0" [1-9] | "1" [0-2] ) "-" ( \"0\" [1-9] | [1-2] [0-9] | "3" [0-1] )', []), + 'time' : new BuiltinRule('([01] [0-9] | "2" [0-3]) ":" [0-5] [0-9] ":" [0-5] [0-9] ( "." [0-9] [0-9] [0-9] )? ( "Z" | ( "+" | "-" ) ( [01] [0-9] | "2" [0-3] ) ":" [0-5] [0-9] )', []), + 'date-time' : new BuiltinRule('date "T" time', ['date', 'time']), + 'date-string' : new BuiltinRule('"\\"" date "\\"" space', ['date']), + 'time-string' : new BuiltinRule('"\\"" time "\\"" space', ['time']), + 'date-time-string': new BuiltinRule('"\\"" date-time "\\"" space', ['date-time']), +} -const RESERVED_NAMES = {'root': true, ...PRIMITIVE_RULES, ...DATE_RULES}; +const RESERVED_NAMES = {'root': true, ...PRIMITIVE_RULES, ...STRING_FORMAT_RULES}; const INVALID_RULE_CHARS_RE = /[^\dA-Za-z-]+/g; const GRAMMAR_LITERAL_ESCAPE_RE = /[\n\r"]/g; @@ -158,7 +220,7 @@ export class SchemaConverter { rule = '[\\U00000000-\\U0010FFFF]'; } else { // Accept any character... except \n and \r line break chars (\x0A and \xOD) - rule = '[\\U00000000-\\x09\\x0B\\x0C\\x0E-\\U0010FFFF]'; + rule = '[^\\x0A\\x0D]'; } return this._addRule('dot', rule); }; @@ -259,26 +321,19 @@ export class SchemaConverter { let [sub, subIsLiteral] = seq[seq.length - 1]; - if (minTimes === 0 && maxTimes === Infinity) { - seq[seq.length - 1] = [`${sub}*`, false]; - } else if (minTimes === 0 && maxTimes === 1) { - seq[seq.length - 1] = [`${sub}?`, false]; - } else if (minTimes === 1 && maxTimes === Infinity) { - seq[seq.length - 1] = [`${sub}+`, false]; - } else { - if (!subIsLiteral) { - let id = subRuleIds[sub]; - if (id === undefined) { - id = this._addRule(`${name}-${Object.keys(subRuleIds).length + 1}`, sub); - subRuleIds[sub] = id; - } - sub = id; + if (!subIsLiteral) { + let id = subRuleIds[sub]; + if (id === undefined) { + id = this._addRule(`${name}-${Object.keys(subRuleIds).length + 1}`, sub); + subRuleIds[sub] = id; } - - const repeatedSub = Array.from({ length: minTimes }, () => subIsLiteral ? `"${sub.slice(1, -1).repeat(minTimes)}"` : sub); - const optionalSub = maxTimes !== undefined ? Array.from({ length: maxTimes - minTimes }, () => `${sub}?`) : [`${sub}*`]; - seq[seq.length - 1] = [repeatedSub.concat(optionalSub).join(' '), false]; + sub = id; } + + seq[seq.length - 1] = [ + _buildRepetition(subIsLiteral ? `"${sub}"` : sub, minTimes, maxTimes, {itemRuleIsLiteral: subIsLiteral}), + false + ]; } else { let literal = ''; while (i < length) { @@ -394,49 +449,50 @@ export class SchemaConverter { ); } else { const itemRuleName = this.visit(items, `${name ?? ''}${name ? '-' : ''}item`); - const listItemOperator = `( "," space ${itemRuleName} )`; - let successiveItems = ''; - let minItems = schema.minItems || 0; + const minItems = schema.minItems || 0; const maxItems = schema.maxItems; - if (minItems > 0) { - successiveItems = listItemOperator.repeat(minItems - 1); - minItems--; - } - if (maxItems !== undefined && maxItems > minItems) { - successiveItems += `${listItemOperator}?`.repeat(maxItems - minItems - 1); - } else { - successiveItems += `${listItemOperator}*`; - } - const rule = minItems === 0 - ? `"[" space ( ${itemRuleName} ${successiveItems} )? "]" space` - : `"[" space ${itemRuleName} ${successiveItems} "]" space`; - return this._addRule(ruleName, rule); + return this._addRule(ruleName, '"[" space ' + _buildRepetition(itemRuleName, minItems, maxItems, {separatorRule: '"," space'}) + ' "]" space'); } } else if ((schemaType === undefined || schemaType === 'string') && 'pattern' in schema) { return this._visitPattern(schema.pattern, ruleName); } else if ((schemaType === undefined || schemaType === 'string') && /^uuid[1-5]?$/.test(schema.format || '')) { - return this._addRule( - ruleName === 'root' ? 'root' : schemaFormat, - PRIMITIVE_RULES['uuid']) - } else if ((schemaType === undefined || schemaType === 'string') && schema.format in DATE_RULES) { - for (const [t, r] of Object.entries(DATE_RULES)) { - this._addRule(t, r); - } - return schemaFormat + '-string'; + return this._addPrimitive( + ruleName === 'root' ? 'root' : schemaFormat, + PRIMITIVE_RULES['uuid'] + ); + } else if ((schemaType === undefined || schemaType === 'string') && `${schema.format}-string` in STRING_FORMAT_RULES) { + const primName = `${schema.format}-string` + return this._addRule(ruleName, this._addPrimitive(primName, STRING_FORMAT_RULES[primName])); + } else if (schemaType === 'string' && ('minLength' in schema || 'maxLength' in schema)) { + const charRuleName = this._addPrimitive('char', PRIMITIVE_RULES['char']); + const minLen = schema.minLength || 0; + const maxLen = schema.maxLength; + return this._addRule(ruleName, '"\\\"" ' + _buildRepetition(charRuleName, minLen, maxLen) + ' "\\\"" space'); } else if ((schemaType === 'object') || (Object.keys(schema).length === 0)) { - for (const n of OBJECT_RULE_NAMES) { - this._addRule(n, PRIMITIVE_RULES[n]); - } - return this._addRule(ruleName, 'object'); + return this._addRule(ruleName, this._addPrimitive('object', PRIMITIVE_RULES['object'])); } else { if (!(schemaType in PRIMITIVE_RULES)) { throw new Error(`Unrecognized schema: ${JSON.stringify(schema)}`); } // TODO: support minimum, maximum, exclusiveMinimum, exclusiveMaximum at least for zero - return this._addRule(ruleName === 'root' ? 'root' : schemaType, PRIMITIVE_RULES[schemaType]); + return this._addPrimitive(ruleName === 'root' ? 'root' : schemaType, PRIMITIVE_RULES[schemaType]); } } + _addPrimitive(name, rule) { + let n = this._addRule(name, rule.content); + for (const dep of rule.deps) { + const depRule = PRIMITIVE_RULES[dep] || STRING_FORMAT_RULES[dep]; + if (!depRule) { + throw new Error(`Rule ${dep} not known`); + } + if (!(dep in this._rules)) { + this._addPrimitive(dep, depRule); + } + } + return n; + } + _buildObjectRule(properties, required, name, additionalProperties) { const propOrder = this._propOrder; // sort by position in prop_order (if specified) then by original order @@ -462,7 +518,7 @@ export class SchemaConverter { const valueRule = this.visit(additionalProperties === true ? {} : additionalProperties, `${subName}-value`); propKvRuleNames['*'] = this._addRule( `${subName}-kv`, - `${this._addRule('string', PRIMITIVE_RULES['string'])} ":" space ${valueRule}`); + `${this._addPrimitive('string', PRIMITIVE_RULES['string'])} ":" space ${valueRule}`); optionalProps.push('*'); } diff --git a/examples/server/server.cpp b/examples/server/server.cpp index b08a09a57..634e653ad 100644 --- a/examples/server/server.cpp +++ b/examples/server/server.cpp @@ -859,7 +859,7 @@ struct server_context { slot.sparams.min_keep = json_value(data, "min_keep", default_sparams.min_keep); // process "json_schema" and "grammar" - if (data.contains("json_schema") && data.contains("grammar")) { + if (data.contains("json_schema") && !data["json_schema"].is_null() && data.contains("grammar") && !data["grammar"].is_null()) { send_error(task, "Either \"json_schema\" or \"grammar\" can be specified, but not both", ERROR_TYPE_INVALID_REQUEST); return false; } else if (data.contains("json_schema") && !data.contains("grammar")) { diff --git a/examples/ts-type-to-grammar.sh b/examples/ts-type-to-grammar.sh index a7ad00173..9abba2a3d 100755 --- a/examples/ts-type-to-grammar.sh +++ b/examples/ts-type-to-grammar.sh @@ -1,7 +1,7 @@ #!/bin/bash # # ./examples/ts-type-to-grammar.sh "{a:string,b:string,c?:string}" -# python examples/json-schema-to-grammar.py https://json.schemastore.org/tsconfig.json +# python examples/json_schema_to_grammar.py https://json.schemastore.org/tsconfig.json # set -euo pipefail @@ -25,4 +25,4 @@ npx ts-json-schema-generator --unstable --no-top-ref --path "$DTS_FILE" --type M # https://github.com/YousefED/typescript-json-schema # npx typescript-json-schema --defaultProps --required "$DTS_FILE" MyType | tee "$SCHEMA_FILE" >&2 -./examples/json-schema-to-grammar.py "$SCHEMA_FILE" +./examples/json_schema_to_grammar.py "$SCHEMA_FILE" diff --git a/grammars/README.md b/grammars/README.md index e1383fa5c..c924e8d46 100644 --- a/grammars/README.md +++ b/grammars/README.md @@ -89,3 +89,13 @@ This guide provides a brief overview. Check out the GBNF files in this directory ``` ./main -m --grammar-file grammars/some-grammar.gbnf -p 'Some prompt' ``` + +## Troubleshooting + +Grammars currently have performance gotchas (see https://github.com/ggerganov/llama.cpp/issues/4218). + +### Efficient optional repetitions + +A common pattern is to allow repetitions of a pattern `x` up to N times. + +While semantically correct, the syntax `x? x? x?.... x?` (with N repetitions) will result in extremely slow inference. Instead, you can write `(x (x (x ... (x)?...)?)?)?` (w/ N-deep nesting) diff --git a/tests/test-json-schema-to-grammar.cpp b/tests/test-json-schema-to-grammar.cpp index 4d110cf5a..b2ce4d260 100755 --- a/tests/test-json-schema-to-grammar.cpp +++ b/tests/test-json-schema-to-grammar.cpp @@ -104,16 +104,16 @@ static void test_all(const std::string & lang, std::function test-grammar-output.tmp") == 0 ? SUCCESS : FAILURE); + "python ./examples/json_schema_to_grammar.py test-json-schema-input.tmp > test-grammar-output.tmp") == 0 ? SUCCESS : FAILURE); tc.verify(read("test-grammar-output.tmp")); }); } else { From 4bd0f93e4ab4fe6682e7d0241c1bdec1397e954a Mon Sep 17 00:00:00 2001 From: Pierrick Hymbert Date: Sat, 13 Apr 2024 11:33:52 +0200 Subject: [PATCH 05/37] model: support arch `DbrxForCausalLM` (#6515) * model: dbrx convert to gguf #6344 * llama: support dbrx #6344 * doc: dbrx: add the model as supported * scripts: get-wikitext-2 add unzip * llama: increase maximum experts allowed * llama: factorize moe graph implementation between grok, mixtral and dbrx --------- Co-authored-by: Megha Agarwal <16129366+megha95@users.noreply.github.com> --- README.md | 1 + convert-hf-to-gguf.py | 96 ++++++ examples/eval-callback/eval-callback.cpp | 26 +- gguf-py/gguf/constants.py | 15 + gguf-py/gguf/tensor_mapping.py | 58 ++-- llama.cpp | 377 ++++++++++++++++------- scripts/get-wikitext-2.sh | 3 +- 7 files changed, 428 insertions(+), 148 deletions(-) diff --git a/README.md b/README.md index 00a487fc6..fa2a4db83 100644 --- a/README.md +++ b/README.md @@ -94,6 +94,7 @@ Typically finetunes of the base models below are supported as well. - [x] LLaMA 2 🦙🦙 - [X] [Mistral 7B](https://huggingface.co/mistralai/Mistral-7B-v0.1) - [x] [Mixtral MoE](https://huggingface.co/models?search=mistral-ai/Mixtral) +- [x] [DBRX](https://huggingface.co/databricks/dbrx-instruct) - [X] Falcon - [X] [Chinese LLaMA / Alpaca](https://github.com/ymcui/Chinese-LLaMA-Alpaca) and [Chinese LLaMA-2 / Alpaca-2](https://github.com/ymcui/Chinese-LLaMA-Alpaca-2) - [X] [Vigogne (French)](https://github.com/bofenghuang/vigogne) diff --git a/convert-hf-to-gguf.py b/convert-hf-to-gguf.py index 63710676b..e1ac09e02 100755 --- a/convert-hf-to-gguf.py +++ b/convert-hf-to-gguf.py @@ -1427,6 +1427,102 @@ class GrokModel(Model): self.gguf_writer.add_tensor(new_name, data) +@Model.register("DbrxForCausalLM") +class DbrxModel(Model): + model_arch = gguf.MODEL_ARCH.DBRX + + def set_gguf_parameters(self): + ffn_config = self.hparams["ffn_config"] + attn_config = self.hparams["attn_config"] + self.gguf_writer.add_name(self.hparams["model_type"]) + self.gguf_writer.add_block_count(self.hparams["n_layers"]) + + self.gguf_writer.add_context_length(self.hparams["max_seq_len"]) + self.gguf_writer.add_embedding_length(self.hparams["d_model"]) + self.gguf_writer.add_feed_forward_length(ffn_config["ffn_hidden_size"]) + + self.gguf_writer.add_head_count(self.hparams["n_heads"]) + self.gguf_writer.add_head_count_kv(attn_config["kv_n_heads"]) + + 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"]) + + self.gguf_writer.add_layer_norm_eps(1e-5) + + self.gguf_writer.add_file_type(self.ftype) + print(f"gguf: file type = {self.ftype}") + + def write_tensors(self): + block_count = self.hparams.get("n_layers") + tensor_map = gguf.get_tensor_name_map(self.model_arch, block_count) + for name, data_torch in self.get_tensors(): + n_expert = self.hparams["ffn_config"]["moe_num_experts"] + n_ff = self.hparams["ffn_config"]["ffn_hidden_size"] + n_embd = self.hparams["d_model"] + + # Specific behavior for experts tensors: suffix .weight, view as 3D and transpose + # original implementation expects (n_expert, n_ff, n_embd) for all experts weights + # But llama.cpp moe graph works differently + # AND the dimensions in ggml are typically in the reverse order of the pytorch dimensions + # so (n_expert, n_ff, n_embd) in pytorch is {n_embd, n_ff, n_expert} in ggml_tensor + exp_tensor_names = {"ffn.experts.mlp.w1": None, # LLM_TENSOR_FFN_GATE_EXPS ggml_tensor->ne{n_embd, n_ff, n_expert} + "ffn.experts.mlp.w2": (0, 2, 1), # LLM_TENSOR_FFN_DOWN_EXPS ggml_tensor->ne{n_ff, n_embd, n_expert} + "ffn.experts.mlp.v1": None} # LLM_TENSOR_FFN_UP_EXPS ggml_tensor->ne{n_embd, n_ff, n_expert} + experts = False + for exp_tensor_name in exp_tensor_names.keys(): + if name.find(exp_tensor_name) != -1 and name.find(".weight") == -1: + experts = True + data_torch = data_torch.view(n_expert, n_ff, n_embd) + if (permute_tensor := exp_tensor_names[exp_tensor_name]) is not None: + data_torch = data_torch.permute(*permute_tensor) + break + + old_dtype = data_torch.dtype + + # convert any unsupported data types to float32 + if data_torch.dtype not in (torch.float16, torch.float32): + data_torch = data_torch.to(torch.float32) + + data = data_torch.squeeze().numpy() + + # map tensor names + # In MoE models the ffn tensors are typically most of the model weights, + # and need to be quantizable. Quantize expects tensor names to be suffixed by .weight. + # Every other model has the weight names ending in .weight, + # let's assume that is the convention which is not the case for dbrx: + # https://huggingface.co/databricks/dbrx-instruct/blob/main/model.safetensors.index.json#L15 + new_name = tensor_map.get_name(name if not experts else name + ".weight", try_suffixes=(".weight",)) + if new_name is None: + print(f"Can not map tensor {name!r}") + sys.exit() + + n_dims = len(data.shape) + data_dtype = data.dtype + + # Most of the codebase that takes in 1D tensors only handles F32 tensors + # and most of the outputs tensors are F32. + if data_dtype != np.float32 and n_dims == 1: + print(f"Can not map tensor {name!r}: all 1D tensors must be F32") + sys.exit() + + # if f32 desired, convert any float16 to float32 + if self.ftype == 0 and data_dtype == np.float16: + data = data.astype(np.float32) + + # if f16 desired, convert any float32 2-dim weight tensors to float16 + if self.ftype == 1 and data_dtype == np.float32 and n_dims > 1: + data = data.astype(np.float16) + + print(f"{new_name}, n_dims = {n_dims}, shape = {data.shape}, {old_dtype} --> {data.dtype}") + + self.gguf_writer.add_tensor(new_name, data) + + @Model.register("MiniCPMForCausalLM") class MiniCPMModel(Model): model_arch = gguf.MODEL_ARCH.MINICPM diff --git a/examples/eval-callback/eval-callback.cpp b/examples/eval-callback/eval-callback.cpp index 05f7d6ab1..29b5f3b3c 100644 --- a/examples/eval-callback/eval-callback.cpp +++ b/examples/eval-callback/eval-callback.cpp @@ -28,14 +28,27 @@ static std::string ggml_ne_string(const ggml_tensor * t) { } static void ggml_print_tensor(uint8_t * data, ggml_type type, const int64_t * ne, const size_t * nb, int64_t n) { + GGML_ASSERT(n > 0); float sum = 0; for (int64_t i3 = 0; i3 < ne[3]; i3++) { printf(" [\n"); - for (int64_t i2 = 0; i2 < ne[2] && i2 < n; i2++) { + for (int64_t i2 = 0; i2 < ne[2]; i2++) { + if (i2 == n && ne[2] > 2*n) { + printf(" ..., \n"); + i2 = ne[2] - n; + } printf(" [\n"); - for (int64_t i1 = 0; i1 < ne[1] && i1 < n; i1++) { + for (int64_t i1 = 0; i1 < ne[1]; i1++) { + if (i1 == n && ne[1] > 2*n) { + printf(" ..., \n"); + i1 = ne[1] - n; + } printf(" ["); - for (int64_t i0 = 0; i0 < ne[0] && i0 < n; i0++) { + for (int64_t i0 = 0; i0 < ne[0]; i0++) { + if (i0 == n && ne[0] > 2*n) { + printf("..., "); + i0 = ne[0] - n; + } size_t i = i3 * nb[3] + i2 * nb[2] + i1 * nb[1] + i0 * nb[0]; float v; if (type == GGML_TYPE_F16) { @@ -51,17 +64,14 @@ static void ggml_print_tensor(uint8_t * data, ggml_type type, const int64_t * ne } else { GGML_ASSERT(false); } - printf("%8.4f", v); + printf("%12.4f", v); sum += v; - if (i0 < ne[0] - 1 && i0 < n - 1) printf(", "); + if (i0 < ne[0] - 1) printf(", "); } - if (ne[0] > n) printf(", ..."); printf("],\n"); } - if (ne[1] > n) printf(" ...\n"); printf(" ],\n"); } - if (ne[2] > n) printf(" ...\n"); printf(" ]\n"); printf(" sum = %f\n", sum); } diff --git a/gguf-py/gguf/constants.py b/gguf-py/gguf/constants.py index a6454a10e..2566b2fb8 100644 --- a/gguf-py/gguf/constants.py +++ b/gguf-py/gguf/constants.py @@ -126,6 +126,7 @@ class MODEL_ARCH(IntEnum): MAMBA = auto() XVERSE = auto() COMMAND_R = auto() + DBRX = auto() class MODEL_TENSOR(IntEnum): @@ -195,6 +196,7 @@ MODEL_ARCH_NAMES: dict[MODEL_ARCH, str] = { MODEL_ARCH.MAMBA: "mamba", MODEL_ARCH.XVERSE: "xverse", MODEL_ARCH.COMMAND_R: "command-r", + MODEL_ARCH.DBRX: "dbrx", } TENSOR_NAMES: dict[MODEL_TENSOR, str] = { @@ -642,6 +644,19 @@ MODEL_TENSORS: dict[MODEL_ARCH, list[MODEL_TENSOR]] = { MODEL_TENSOR.ATTN_K_NORM, MODEL_TENSOR.ATTN_Q_NORM, ], + MODEL_ARCH.DBRX: [ + MODEL_TENSOR.TOKEN_EMBD, + MODEL_TENSOR.OUTPUT_NORM, + MODEL_TENSOR.OUTPUT, + MODEL_TENSOR.ATTN_NORM, + MODEL_TENSOR.ATTN_QKV, + MODEL_TENSOR.ATTN_OUT, + MODEL_TENSOR.ATTN_OUT_NORM, + MODEL_TENSOR.FFN_GATE_INP, + MODEL_TENSOR.FFN_GATE_EXP, + MODEL_TENSOR.FFN_DOWN_EXP, + MODEL_TENSOR.FFN_UP_EXP, + ], # TODO } diff --git a/gguf-py/gguf/tensor_mapping.py b/gguf-py/gguf/tensor_mapping.py index 4f02d298e..ec6fcbb83 100644 --- a/gguf-py/gguf/tensor_mapping.py +++ b/gguf-py/gguf/tensor_mapping.py @@ -10,7 +10,7 @@ class TensorNameMap: # Token embeddings MODEL_TENSOR.TOKEN_EMBD: ( "gpt_neox.embed_in", # gptneox - "transformer.wte", # gpt2 gpt-j mpt refact qwen + "transformer.wte", # gpt2 gpt-j mpt refact qwen dbrx "transformer.word_embeddings", # falcon "word_embeddings", # bloom "model.embed_tokens", # llama-hf @@ -48,7 +48,7 @@ class TensorNameMap: # Output MODEL_TENSOR.OUTPUT: ( "embed_out", # gptneox - "lm_head", # gpt2 mpt falcon llama-hf baichuan qwen mamba + "lm_head", # gpt2 mpt falcon llama-hf baichuan qwen mamba dbrx "output", # llama-pth bloom internlm2 "word_embeddings_for_head", # persimmon "lm_head.linear", # phi2 @@ -60,7 +60,7 @@ class TensorNameMap: "transformer.ln_f", # gpt2 gpt-j falcon "model.norm", # llama-hf baichuan internlm2 "norm", # llama-pth - "transformer.norm_f", # mpt + "transformer.norm_f", # mpt dbrx "ln_f", # refact bloom qwen gpt2 "language_model.encoder.final_layernorm", # persimmon "model.final_layernorm", # persimmon @@ -96,6 +96,7 @@ class TensorNameMap: "model.layers.{bid}.norm", # mamba-qbert "backbone.layers.{bid}.norm", # mamba "transformer.decoder_layer.{bid}.rms_norm", # Grok + "transformer.blocks.{bid}.norm_attn_norm.norm_1", # dbrx ), # Attention norm 2 @@ -108,6 +109,7 @@ class TensorNameMap: "gpt_neox.layers.{bid}.attention.query_key_value", # gptneox "transformer.h.{bid}.attn.c_attn", # gpt2 qwen "transformer.blocks.{bid}.attn.Wqkv", # mpt + "transformer.blocks.{bid}.norm_attn_norm.attn.Wqkv", # dbrx "transformer.h.{bid}.self_attention.query_key_value", # falcon "h.{bid}.self_attention.query_key_value", # bloom "language_model.encoder.layers.{bid}.self_attention.query_key_value", # persimmon @@ -152,23 +154,24 @@ class TensorNameMap: # Attention output MODEL_TENSOR.ATTN_OUT: ( - "gpt_neox.layers.{bid}.attention.dense", # gptneox - "transformer.h.{bid}.attn.c_proj", # gpt2 refact qwen - "transformer.blocks.{bid}.attn.out_proj", # mpt - "transformer.h.{bid}.self_attention.dense", # falcon - "h.{bid}.self_attention.dense", # bloom - "model.layers.{bid}.self_attn.o_proj", # llama-hf - "layers.{bid}.attention.wo", # llama-pth - "encoder.layer.{bid}.attention.output.dense", # bert - "transformer.h.{bid}.attn.out_proj", # gpt-j - "language_model.encoder.layers.{bid}.self_attention.dense", # persimmon - "model.layers.{bid}.self_attn.dense", # persimmon - "h.{bid}.attn.c_proj", # gpt2 - "transformer.h.{bid}.mixer.out_proj", # phi2 - "model.layers.layers.{bid}.self_attn.o_proj", # plamo - "model.layers.{bid}.attention.wo", # internlm2 - "encoder.layers.{bid}.attn.out_proj", # nomic-bert - "transformer.decoder_layer.{bid}.multi_head_attention.linear"# Grok + "gpt_neox.layers.{bid}.attention.dense", # gptneox + "transformer.h.{bid}.attn.c_proj", # gpt2 refact qwen + "transformer.blocks.{bid}.attn.out_proj", # mpt + "transformer.h.{bid}.self_attention.dense", # falcon + "h.{bid}.self_attention.dense", # bloom + "model.layers.{bid}.self_attn.o_proj", # llama-hf + "layers.{bid}.attention.wo", # llama-pth + "encoder.layer.{bid}.attention.output.dense", # bert + "transformer.h.{bid}.attn.out_proj", # gpt-j + "language_model.encoder.layers.{bid}.self_attention.dense", # persimmon + "model.layers.{bid}.self_attn.dense", # persimmon + "h.{bid}.attn.c_proj", # gpt2 + "transformer.h.{bid}.mixer.out_proj", # phi2 + "model.layers.layers.{bid}.self_attn.o_proj", # plamo + "model.layers.{bid}.attention.wo", # internlm2 + "encoder.layers.{bid}.attn.out_proj", # nomic-bert + "transformer.decoder_layer.{bid}.multi_head_attention.linear", # Grok + "transformer.blocks.{bid}.norm_attn_norm.attn.out_proj", # dbrx ), # Attention output norm @@ -176,6 +179,7 @@ class TensorNameMap: "encoder.layer.{bid}.attention.output.LayerNorm", # bert "encoder.layers.{bid}.norm1", # nomic-bert "transformer.decoder_layer.{bid}.rms_norm_1", # Grok + "transformer.blocks.{bid}.norm_attn_norm.norm_2", # dbrx ), # Rotary embeddings @@ -202,9 +206,10 @@ class TensorNameMap: ), MODEL_TENSOR.FFN_GATE_INP: ( - "layers.{bid}.feed_forward.gate", # mixtral - "model.layers.{bid}.block_sparse_moe.gate", # mixtral - "transformer.decoder_layer.{bid}.router" # Grok + "layers.{bid}.feed_forward.gate", # mixtral + "model.layers.{bid}.block_sparse_moe.gate", # mixtral + "transformer.decoder_layer.{bid}.router", # Grok + "transformer.blocks.{bid}.ffn.router.layer", # dbrx ), # Feed-forward up @@ -233,6 +238,7 @@ class TensorNameMap: MODEL_TENSOR.FFN_UP_EXP: ( "layers.{bid}.feed_forward.experts.w3", # mixtral (merged) "transformer.decoder_layer.{bid}.moe.linear_v", # Grok (merged) + "transformer.blocks.{bid}.ffn.experts.mlp.v1", # dbrx ), # AWQ-activation gate @@ -251,8 +257,9 @@ class TensorNameMap: ), MODEL_TENSOR.FFN_GATE_EXP: ( - "layers.{bid}.feed_forward.experts.w1", # mixtral (merged) - "transformer.decoder_layer.{bid}.moe.linear" # Grok (merged) + "layers.{bid}.feed_forward.experts.w1", # mixtral (merged) + "transformer.decoder_layer.{bid}.moe.linear", # Grok (merged) + "transformer.blocks.{bid}.ffn.experts.mlp.w1", # dbrx ), # Feed-forward down @@ -280,6 +287,7 @@ class TensorNameMap: MODEL_TENSOR.FFN_DOWN_EXP: ( "layers.{bid}.feed_forward.experts.w2", # mixtral (merged) "transformer.decoder_layer.{bid}.moe.linear_1", # Grok (merged) + "transformer.blocks.{bid}.ffn.experts.mlp.w2", # dbrx ), MODEL_TENSOR.ATTN_Q_NORM: ( diff --git a/llama.cpp b/llama.cpp index 83dd55efa..b93c1abcd 100644 --- a/llama.cpp +++ b/llama.cpp @@ -105,7 +105,7 @@ #endif #define LLAMA_MAX_NODES 8192 -#define LLAMA_MAX_EXPERTS 8 +#define LLAMA_MAX_EXPERTS 16 // @@ -220,6 +220,7 @@ enum llm_arch { LLM_ARCH_MAMBA, LLM_ARCH_XVERSE, LLM_ARCH_COMMAND_R, + LLM_ARCH_DBRX, LLM_ARCH_UNKNOWN, }; @@ -252,6 +253,7 @@ static const std::map LLM_ARCH_NAMES = { { LLM_ARCH_MAMBA, "mamba" }, { LLM_ARCH_XVERSE, "xverse" }, { LLM_ARCH_COMMAND_R, "command-r" }, + { LLM_ARCH_DBRX, "dbrx" }, { LLM_ARCH_UNKNOWN, "(unknown)" }, }; @@ -934,6 +936,22 @@ static const std::map> LLM_TENSOR_NA { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm" }, }, }, + { + LLM_ARCH_DBRX, + { + { LLM_TENSOR_TOKEN_EMBD, "token_embd" }, + { LLM_TENSOR_OUTPUT_NORM, "output_norm" }, + { LLM_TENSOR_OUTPUT, "output" }, + { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" }, + { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" }, + { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" }, + { LLM_TENSOR_ATTN_OUT_NORM, "blk.%d.attn_output_norm" }, + { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" }, + { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" }, + { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" }, + { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" }, + }, + }, { LLM_ARCH_UNKNOWN, { @@ -1707,6 +1725,7 @@ enum e_model { MODEL_XL, MODEL_8x7B, MODEL_8x22B, + MODEL_16x12B, }; static const size_t kiB = 1024; @@ -3562,6 +3581,7 @@ static const char * llama_model_type_name(e_model type) { case MODEL_XL: return "1.5B"; case MODEL_8x7B: return "8x7B"; case MODEL_8x22B: return "8x22B"; + case MODEL_16x12B: return "16x12B"; default: return "?B"; } } @@ -3983,6 +4003,16 @@ static void llm_load_hparams( default: model.type = e_model::MODEL_UNKNOWN; } } break; + case LLM_ARCH_DBRX: + { + ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); + ml.get_key(LLM_KV_ATTENTION_CLAMP_KQV, hparams.f_clamp_kqv); + + switch (hparams.n_layer) { + case 40: model.type = e_model::MODEL_16x12B; break; + default: model.type = e_model::MODEL_UNKNOWN; + } + } break; default: (void)0; } @@ -4671,6 +4701,39 @@ static bool llm_load_tensors( layer.layer_out_norm = ml.create_tensor(ctx_layer, tn(LLM_TENSOR_LAYER_OUT_NORM, "weight", i), {n_embd}); } } break; + case LLM_ARCH_DBRX: + { + if (n_expert == 0) { + throw std::runtime_error("DBRX model cannot have zero experts"); + } + + model.tok_embd = ml.create_tensor(ctx_input, tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}); + + // output + { + model.output_norm = ml.create_tensor(ctx_output, tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}); + model.output = ml.create_tensor(ctx_output_split, tn(LLM_TENSOR_OUTPUT, "weight"), {n_embd, n_vocab}); + } + + for (int i = 0; i < n_layer; ++i) { + ggml_context * ctx_layer = ctx_for_layer(i); + ggml_context * ctx_split = ctx_for_layer_split(i); + + auto & layer = model.layers[i]; + + layer.attn_norm = ml.create_tensor(ctx_layer, tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}); + + layer.wqkv = ml.create_tensor(ctx_split, tn(LLM_TENSOR_ATTN_QKV, "weight", i), {n_embd, n_embd + 2*n_embd_gqa}); + layer.wo = ml.create_tensor(ctx_split, tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}); + + layer.attn_out_norm = ml.create_tensor(ctx_layer, tn(LLM_TENSOR_ATTN_OUT_NORM, "weight", i), {n_embd}); + + layer.ffn_gate_inp = ml.create_tensor(ctx_layer, tn(LLM_TENSOR_FFN_GATE_INP, "weight", i), {n_embd, n_expert}); + layer.ffn_gate_exps = ml.create_tensor(ctx_split, tn(LLM_TENSOR_FFN_GATE_EXPS, "weight", i), {n_embd, n_ff, n_expert}); + layer.ffn_down_exps = ml.create_tensor(ctx_split, tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), {n_ff, n_embd, n_expert}); + layer.ffn_up_exps = ml.create_tensor(ctx_split, tn(LLM_TENSOR_FFN_UP_EXPS, "weight", i), {n_embd, n_ff, n_expert}); + } + } break; case LLM_ARCH_BAICHUAN: { model.tok_embd = ml.create_tensor(ctx_input, tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}); @@ -6433,62 +6496,7 @@ struct llm_build_context { LLM_NORM_RMS, cb, il); cb(cur, "ffn_norm", il); - ggml_tensor * logits = ggml_mul_mat(ctx0, model.layers[il].ffn_gate_inp, cur); // [n_tokens, num_experts] - cb(logits, "ffn_moe_logits", il); - - ggml_tensor * probs = ggml_soft_max(ctx0, logits); // [n_tokens, num_experts] - cb(probs, "ffn_moe_probs", il); - - // select experts - ggml_tensor * selected_experts = ggml_top_k(ctx0, probs, n_expert_used); // [n_tokens, num_experts_per_tok] - cb(selected_experts->src[0], "ffn_moe_argsort", il); - - ggml_tensor * weights = ggml_get_rows(ctx0, - ggml_reshape_3d(ctx0, probs, 1, n_expert, n_tokens), selected_experts); - cb(weights, "ffn_moe_weights", il); - - weights = ggml_reshape_2d(ctx0, weights, n_expert_used, n_tokens); // [n_tokens, num_experts_per_tok] - - ggml_tensor * weights_sum = ggml_sum_rows(ctx0, weights); - cb(weights_sum, "ffn_moe_weights_sum", il); - - weights = ggml_div(ctx0, weights, weights_sum); // [n_tokens, num_experts_per_tok] - cb(weights, "ffn_moe_weights_norm", il); - - // compute expert outputs - ggml_tensor * moe_out = nullptr; - - for (int i = 0; i < n_expert_used; ++i) { - ggml_tensor * cur_expert; - - ggml_tensor * cur_up = ggml_mul_mat_id(ctx0, model.layers[il].ffn_up_exps, selected_experts, i, cur); - cb(cur_up, "ffn_moe_up", il); - - ggml_tensor * cur_gate = ggml_mul_mat_id(ctx0, model.layers[il].ffn_gate_exps, selected_experts, i, cur); - cb(cur_gate, "ffn_moe_gate", il); - - cur_gate = ggml_silu(ctx0, cur_gate); - cb(cur_gate, "ffn_moe_silu", il); - - cur_expert = ggml_mul(ctx0, cur_up, cur_gate); - cb(cur_expert, "ffn_moe_gate_par", il); - - cur_expert = ggml_mul_mat_id(ctx0, model.layers[il].ffn_down_exps, selected_experts, i, cur_expert); // [n_tokens, n_embd] - cb(cur_expert, "ffn_moe_down", il); - - cur_expert = ggml_mul(ctx0, cur_expert, - ggml_view_2d(ctx0, weights, 1, n_tokens, weights->nb[1], i*weights->nb[0])); - cb(cur_expert, "ffn_moe_weighted", il); - - if (i == 0) { - moe_out = cur_expert; - } else { - moe_out = ggml_add(ctx0, moe_out, cur_expert); - cb(moe_out, "ffn_moe_out", il); - } - } - - cur = moe_out; + cur = build_moe_ffn(cur, n_tokens, LLM_FFN_SILU, il); } cur = ggml_add(ctx0, cur, ffn_inp); @@ -6520,6 +6528,78 @@ struct llm_build_context { return gf; } + // REVIEW: will be replaced by https://github.com/ggerganov/llama.cpp/pull/6505 + ggml_tensor * build_moe_ffn(ggml_tensor * cur, int32_t n_tokens, llm_ffn_op_type type_op, int il) { + ggml_tensor * logits = ggml_mul_mat(ctx0, model.layers[il].ffn_gate_inp, cur); // [n_tokens, num_experts] + cb(logits, "ffn_moe_logits", il); + + ggml_tensor * probs = ggml_soft_max(ctx0, logits); // [n_tokens, num_experts] + cb(probs, "ffn_moe_probs", il); + + // select experts + ggml_tensor * selected_experts = ggml_top_k(ctx0, probs, n_expert_used); // [n_tokens, num_experts_per_tok] + cb(selected_experts->src[0], "ffn_moe_argsort", il); + + ggml_tensor * weights = ggml_get_rows(ctx0, + ggml_reshape_3d(ctx0, probs, 1, n_expert, n_tokens), selected_experts); + cb(weights, "ffn_moe_weights", il); + + weights = ggml_reshape_2d(ctx0, weights, n_expert_used, n_tokens); // [n_tokens, num_experts_per_tok] + + ggml_tensor * weights_sum = ggml_sum_rows(ctx0, weights); + cb(weights_sum, "ffn_moe_weights_sum", il); + + weights = ggml_div(ctx0, weights, weights_sum); // [n_tokens, num_experts_per_tok] + cb(weights, "ffn_moe_weights_norm", il); + + // compute expert outputs + ggml_tensor * moe_out = nullptr; + + for (int i = 0; i < n_expert_used; ++i) { + ggml_tensor * cur_expert; + + ggml_tensor * cur_up = ggml_mul_mat_id(ctx0, model.layers[il].ffn_up_exps, selected_experts, i, cur); + cb(cur_up, "ffn_moe_up", il); + + ggml_tensor * gate = ggml_mul_mat_id(ctx0, model.layers[il].ffn_gate_exps, selected_experts, i, cur); + cb(gate, "ffn_moe_gate", il); + + switch (type_op) { + case LLM_FFN_SILU: + { + gate = ggml_silu(ctx0, gate); + cb(gate, "ffn_moe_silu", il); + } break; + case LLM_FFN_GELU: + { + gate = ggml_gelu(ctx0, gate); + cb(gate, "ffn_moe_gelu", il); + } break; + default: + GGML_ASSERT(false); + } + + cur_expert = ggml_mul(ctx0, cur_up, gate); + cb(cur_expert, "ffn_moe_gate_par", il); + + cur_expert = ggml_mul_mat_id(ctx0, model.layers[il].ffn_down_exps, selected_experts, i, cur_expert); // [n_tokens, n_embd] + cb(cur_expert, "ffn_moe_down", il); + + cur_expert = ggml_mul(ctx0, cur_expert, + ggml_view_2d(ctx0, weights, 1, n_tokens, weights->nb[1], i*weights->nb[0])); + cb(cur_expert, "ffn_moe_weighted", il); + + if (i == 0) { + moe_out = cur_expert; + } else { + moe_out = ggml_add(ctx0, moe_out, cur_expert); + cb(moe_out, "ffn_moe_out", il); + } + } + + return moe_out; + } + struct ggml_cgraph * build_baichuan() { struct ggml_cgraph * gf = ggml_new_graph_custom(ctx0, LLAMA_MAX_NODES, false); @@ -6967,63 +7047,7 @@ struct llm_build_context { LLM_NORM_RMS, cb, il); cb(cur, "ffn_norm", il); - ggml_tensor * logits = ggml_mul_mat(ctx0, model.layers[il].ffn_gate_inp, cur); // [n_tokens, num_experts] - cb(logits, "ffn_moe_logits", il); - - ggml_tensor * probs = ggml_soft_max(ctx0, logits); // [n_tokens, num_experts] - cb(probs, "ffn_moe_probs", il); - - // select experts - ggml_tensor * selected_experts = ggml_top_k(ctx0, probs, n_expert_used); // [n_tokens, num_experts_per_tok] - cb(selected_experts->src[0], "ffn_moe_argsort", il); - - ggml_tensor * weights = ggml_get_rows(ctx0, - ggml_reshape_3d(ctx0, probs, 1, n_expert, n_tokens), selected_experts); - cb(weights, "ffn_moe_weights", il); - - weights = ggml_reshape_2d(ctx0, weights, n_expert_used, n_tokens); // [n_tokens, num_experts_per_tok] - - ggml_tensor * weights_sum = ggml_sum_rows(ctx0, weights); - cb(weights_sum, "ffn_moe_weights_sum", il); - - weights = ggml_div(ctx0, weights, weights_sum); // [n_tokens, num_experts_per_tok] - cb(weights, "ffn_moe_weights_norm", il); - - // compute expert outputs - ggml_tensor * moe_out = nullptr; - - for (int i = 0; i < n_expert_used; ++i) { - ggml_tensor * cur_expert; - - ggml_tensor * cur_up = ggml_mul_mat_id(ctx0, model.layers[il].ffn_up_exps, selected_experts, i, cur); - cb(cur_up, "ffn_moe_up", il); - - ggml_tensor * cur_gate = ggml_mul_mat_id(ctx0, model.layers[il].ffn_gate_exps, selected_experts, i, cur); - cb(cur_gate, "ffn_moe_gate", il); - - //GeLU - cur_gate = ggml_gelu(ctx0, cur_gate); - cb(cur_gate, "ffn_moe_gelu", il); - - cur_expert = ggml_mul(ctx0, cur_up, cur_gate); - cb(cur_expert, "ffn_moe_gate_par", il); - - cur_expert = ggml_mul_mat_id(ctx0, model.layers[il].ffn_down_exps, selected_experts, i, cur_expert); // [n_tokens, n_embd] - cb(cur_expert, "ffn_moe_down", il); - - cur_expert = ggml_mul(ctx0, cur_expert, - ggml_view_2d(ctx0, weights, 1, n_tokens, weights->nb[1], i*weights->nb[0])); - cb(cur_expert, "ffn_moe_weighted", il); - - if (i == 0) { - moe_out = cur_expert; - } else { - moe_out = ggml_add(ctx0, moe_out, cur_expert); - cb(moe_out, "ffn_moe_out", il); - } - } - - cur = moe_out; + cur = build_moe_ffn(cur, n_tokens, LLM_FFN_GELU, il); // Grok // if layer_out_norm is present then apply it before adding the input @@ -7071,6 +7095,126 @@ struct llm_build_context { return gf; } + struct ggml_cgraph * build_dbrx() { + struct ggml_cgraph * gf = ggml_new_graph_custom(ctx0, LLAMA_MAX_NODES, false); + + // mutable variable, needed during the last layer of the computation to skip unused tokens + int32_t n_tokens = this->n_tokens; + + const int64_t n_embd_head = hparams.n_embd_head_v; + const int64_t n_embd_gqa = hparams.n_embd_v_gqa(); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_rot); + + struct ggml_tensor * cur; + struct ggml_tensor * inpL; + + inpL = llm_build_inp_embd(ctx0, lctx, hparams, batch, model.tok_embd, cb); + + // inp_pos - contains the positions + struct ggml_tensor * inp_pos = build_inp_pos(); + + // KQ_mask (mask for 1 head, it will be broadcasted to all heads) + struct ggml_tensor * KQ_mask = build_inp_KQ_mask(); + + for (int il = 0; il < n_layer; ++il) { + struct ggml_tensor * inpSA = inpL; + + // norm + cur = llm_build_norm(ctx0, inpL, hparams, + model.layers[il].attn_norm, NULL, + LLM_NORM, cb, il); + cb(cur, "attn_norm", il); + + // self-attention + { + struct ggml_tensor * Qcur = nullptr; + struct ggml_tensor * Kcur = nullptr; + struct ggml_tensor * Vcur = nullptr; + + cur = ggml_mul_mat(ctx0, model.layers[il].wqkv, cur); + cb(cur, "wqkv", il); + + cur = ggml_clamp(ctx0, cur, -hparams.f_clamp_kqv, hparams.f_clamp_kqv); + cb(cur, "wqkv_clamped", il); + + Qcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd, n_tokens, cur->nb[1], 0*sizeof(float)*(n_embd))); + Kcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1*sizeof(float)*(n_embd))); + Vcur = ggml_cont(ctx0, ggml_view_2d(ctx0, cur, n_embd_gqa, n_tokens, cur->nb[1], 1*sizeof(float)*(n_embd + n_embd_gqa))); + + cb(Qcur, "Qcur", il); + cb(Kcur, "Kcur", il); + cb(Vcur, "Vcur", il); + + Qcur = ggml_rope_custom( + ctx0, ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head, n_tokens), inp_pos, + n_rot, rope_type, 0, n_orig_ctx, freq_base, freq_scale, + ext_factor, attn_factor, beta_fast, beta_slow + ); + cb(Qcur, "Qcur", il); + + Kcur = ggml_rope_custom( + ctx0, ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens), inp_pos, + n_rot, rope_type, 0, n_orig_ctx, freq_base, freq_scale, + ext_factor, attn_factor, beta_fast, beta_slow + ); + cb(Kcur, "Kcur", il); + + cur = llm_build_kv(ctx0, model, hparams, kv_self, gf, + model.layers[il].wo, NULL, + Kcur, Vcur, Qcur, KQ_mask, nullptr, n_ctx, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); + } + + if (il == n_layer - 1) { + // skip computing output for unused tokens + struct ggml_tensor * inp_out_ids = build_inp_out_ids(); + n_tokens = n_outputs; + cur = ggml_get_rows(ctx0, cur, inp_out_ids); + inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids); + } + + struct ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA); + cb(ffn_inp, "ffn_inp", il); + + // feed-forward network + // MoE branch + cur = llm_build_norm(ctx0, ffn_inp, hparams, + model.layers[il].attn_out_norm, NULL, + LLM_NORM, cb, il); + cb(cur, "attn_out_norm", il); + + cur = build_moe_ffn(cur, n_tokens, LLM_FFN_SILU, il); + + cur = ggml_add(ctx0, cur, ffn_inp); + cb(cur, "ffn_out", il); + + ggml_tensor * layer_dir = lctx.cvec.tensor_for(il); + if (layer_dir != nullptr) { + cur = ggml_add(ctx0, cur, layer_dir); + } + cb(cur, "l_out", il); + + // input for next layer + inpL = cur; + } + + cur = inpL; + + cur = llm_build_norm(ctx0, cur, hparams, + model.output_norm, NULL, + LLM_NORM, cb, -1); + cb(cur, "result_norm", -1); + + // lm_head + cur = ggml_mul_mat(ctx0, model.output, cur); + + cb(cur, "result_output", -1); + + ggml_build_forward_expand(gf, cur); + + return gf; + } + struct ggml_cgraph * build_starcoder() { struct ggml_cgraph * gf = ggml_new_graph_custom(ctx0, LLAMA_MAX_NODES, false); @@ -9785,6 +9929,10 @@ static struct ggml_cgraph * llama_build_graph( { result = llm.build_command_r(); } break; + case LLM_ARCH_DBRX: + { + result = llm.build_dbrx(); + } break; default: GGML_ASSERT(false); } @@ -14638,6 +14786,7 @@ enum llama_rope_type llama_rope_type(const struct llama_model * model) { // the pairs of head values are offset by n_rot/2 case LLM_ARCH_FALCON: case LLM_ARCH_GROK: + case LLM_ARCH_DBRX: case LLM_ARCH_PERSIMMON: case LLM_ARCH_BERT: case LLM_ARCH_NOMIC_BERT: diff --git a/scripts/get-wikitext-2.sh b/scripts/get-wikitext-2.sh index 7ca760fa6..b01476a46 100755 --- a/scripts/get-wikitext-2.sh +++ b/scripts/get-wikitext-2.sh @@ -1,10 +1,11 @@ #!/bin/bash wget https://huggingface.co/datasets/ggml-org/ci/resolve/main/wikitext-2-raw-v1.zip +unzip wikitext-2-raw-v1.zip echo "Usage:" echo "" -echo " ./perplexity -m model.gguf -f wiki.test.raw [other params]" +echo " ./perplexity -m model.gguf -f wikitext-2-raw/wiki.test.raw [other params]" echo "" exit 0 From b5e7285baffb0da8a6619567b52d8e67de41291d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Johannes=20G=C3=A4=C3=9Fler?= Date: Sun, 14 Apr 2024 00:21:55 +0200 Subject: [PATCH 06/37] CUDA: fix matrix multiplication logic for tests (#6667) --- ggml-cuda.cu | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ggml-cuda.cu b/ggml-cuda.cu index bff8ad9d9..e62f45b61 100644 --- a/ggml-cuda.cu +++ b/ggml-cuda.cu @@ -1946,7 +1946,7 @@ static void ggml_cuda_mul_mat(ggml_backend_cuda_context & ctx, const ggml_tensor } else if (!split && !fp16_performance_good && src0->type == GGML_TYPE_F16 && !ggml_is_contiguous(src0) && !ggml_is_transposed(src1) && src1->ne[1] == 1) { // KQV single-batch ggml_cuda_mul_mat_vec_nc(ctx, src0, src1, dst); - } else if (!split && fp16_performance_good && src0->type == GGML_TYPE_F16 && !ggml_is_transposed(src0) && !ggml_is_transposed(src1) && src1->ne[2]*src1->ne[3] > 1) { + } else if (!split && src0->type == GGML_TYPE_F16 && (src1->type == GGML_TYPE_F16 || fp16_performance_good) && !ggml_is_transposed(src0) && !ggml_is_transposed(src1) && src1->ne[2]*src1->ne[3] > 1) { // KQ + KQV multi-batch ggml_cuda_mul_mat_batched_cublas(ctx, src0, src1, dst); } else if (use_dequantize_mul_mat_vec) { From de17e3f7455dc7fd298cc61d86798533b9ca7a29 Mon Sep 17 00:00:00 2001 From: Neo Zhang Jianyu Date: Sun, 14 Apr 2024 10:42:29 +0800 Subject: [PATCH 07/37] fix memcpy() crash, add missed cmd in guide, fix softmax (#6622) * disable mmap to fix memcpy crash, add missed cmd in guide, fix softmax * refactor to disable mmap for SYCL backend * fix compile error in other os * refactor the solution, use host buf to fix it, instead of disable mmap * keep to support mmap() * use host buff to reduce malloc times * revert to malloc/free solution, for threaad safe --- README-sycl.md | 58 ++++++++++--------------------------- examples/sycl/build.sh | 2 +- examples/sycl/run-llama2.sh | 1 + ggml-sycl.cpp | 19 ++++++++---- 4 files changed, 32 insertions(+), 48 deletions(-) diff --git a/README-sycl.md b/README-sycl.md index 169d2ca0b..f6dbfd878 100644 --- a/README-sycl.md +++ b/README-sycl.md @@ -68,7 +68,7 @@ It has the similar design of other llama.cpp BLAS-based paths such as *OpenBLAS, | Intel GPU | Status | Verified Model | |-------------------------------|---------|---------------------------------------| -| Intel Data Center Max Series | Support | Max 1550 | +| Intel Data Center Max Series | Support | Max 1550, 1100 | | Intel Data Center Flex Series | Support | Flex 170 | | Intel Arc Series | Support | Arc 770, 730M | | Intel built-in Arc GPU | Support | built-in Arc GPU in Meteor Lake | @@ -84,8 +84,7 @@ It has the similar design of other llama.cpp BLAS-based paths such as *OpenBLAS, - **Execution Unit (EU)** - If the iGPU has less than 80 EUs, the inference speed will likely be too slow for practical use. -### Nvidia GPU -The BLAS acceleration on Nvidia GPU through oneAPI can be obtained using the Nvidia plugins for oneAPI and the cuBLAS backend of the upstream oneMKL library. Details and instructions on how to setup the runtime and library can be found in [this section](#i-setup-environment) +### Other Vendor GPU **Verified devices** @@ -94,14 +93,9 @@ The BLAS acceleration on Nvidia GPU through oneAPI can be obtained using the Nvi | Ampere Series | Support | A100, A4000 | | Ampere Series *(Mobile)* | Support | RTX 40 Series | -*Notes:* - - Support for Nvidia targets through oneAPI is currently limited to Linux platforms. - - - Please make sure the native oneAPI MKL *(dedicated to intel CPUs and GPUs)* is not "visible" at this stage to properly setup and use the built-from-source oneMKL with cuBLAS backend in llama.cpp for Nvidia GPUs. - - ## Docker The docker build option is currently limited to *intel GPU* targets. + ### Build image ```sh # Using FP16 @@ -168,29 +162,10 @@ Platform #0: Intel(R) OpenCL HD Graphics - **Nvidia GPU** In order to target Nvidia GPUs through SYCL, please make sure the CUDA/CUBLAS native requirements *-found [here](README.md#cuda)-* are installed. -Installation can be verified by running the following: -```sh -nvidia-smi -``` -Please make sure at least one CUDA device is available, which can be displayed like this *(here an A100-40GB Nvidia GPU)*: -``` -+---------------------------------------------------------------------------------------+ -| NVIDIA-SMI 535.54.03 Driver Version: 535.54.03 CUDA Version: 12.2 | -|-----------------------------------------+----------------------+----------------------+ -| GPU Name Persistence-M | Bus-Id Disp.A | Volatile Uncorr. ECC | -| Fan Temp Perf Pwr:Usage/Cap | Memory-Usage | GPU-Util Compute M. | -| | | MIG M. | -|=========================================+======================+======================| -| 0 NVIDIA A100-PCIE-40GB On | 00000000:8D:00.0 Off | 0 | -| N/A 36C P0 57W / 250W | 4MiB / 40960MiB | 0% Default | -| | | Disabled | -+-----------------------------------------+----------------------+----------------------+ -``` - 2. **Install Intel® oneAPI Base toolkit** -- **Base installation** +- **For Intel GPU** The base toolkit can be obtained from the official [Intel® oneAPI Base Toolkit](https://www.intel.com/content/www/us/en/developer/tools/oneapi/base-toolkit.html) page. @@ -202,10 +177,10 @@ Upon a successful installation, SYCL is enabled for the available intel devices, - **Adding support to Nvidia GPUs** -**oneAPI**: In order to enable SYCL support on Nvidia GPUs, please install the [Codeplay oneAPI Plugin for Nvidia GPUs](https://developer.codeplay.com/products/oneapi/nvidia/download). User should also make sure the plugin version matches the installed base toolkit one *(previous step)* for a seamless "oneAPI on Nvidia GPU" setup. +**oneAPI Plugin**: In order to enable SYCL support on Nvidia GPUs, please install the [Codeplay oneAPI Plugin for Nvidia GPUs](https://developer.codeplay.com/products/oneapi/nvidia/download). User should also make sure the plugin version matches the installed base toolkit one *(previous step)* for a seamless "oneAPI on Nvidia GPU" setup. -**oneMKL**: The current oneMKL releases *(shipped with the oneAPI base-toolkit)* do not contain the cuBLAS backend. A build from source of the upstream [oneMKL](https://github.com/oneapi-src/oneMKL) with the *cuBLAS* backend enabled is thus required to run it on Nvidia GPUs. +**oneMKL for cuBlas**: The current oneMKL releases *(shipped with the oneAPI base-toolkit)* do not contain the cuBLAS backend. A build from source of the upstream [oneMKL](https://github.com/oneapi-src/oneMKL) with the *cuBLAS* backend enabled is thus required to run it on Nvidia GPUs. ```sh git clone https://github.com/oneapi-src/oneMKL @@ -237,7 +212,7 @@ When targeting an intel GPU, the user should expect one or more level-zero devic - **Nvidia GPU** -Similarly, user targetting Nvidia GPUs should expect at least one SYCL-CUDA device [`ext_oneapi_cuda:gpu`] as bellow: +Similarly, user targeting Nvidia GPUs should expect at least one SYCL-CUDA device [`ext_oneapi_cuda:gpu`] as bellow: ``` [opencl:acc:0] Intel(R) FPGA Emulation Platform for OpenCL(TM), Intel(R) FPGA Emulation Device OpenCL 1.2 [2023.16.12.0.12_195853.xmain-hotfix] [opencl:cpu:1] Intel(R) OpenCL, Intel(R) Xeon(R) Gold 6326 CPU @ 2.90GHz OpenCL 3.0 (Build 0) [2023.16.12.0.12_195853.xmain-hotfix] @@ -260,6 +235,9 @@ cmake --build .. -DLLAMA_SYCL=ON -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icp # Option 2: Use FP32 by default cmake --build .. -DLLAMA_SYCL=ON -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icpx + +#build all binary +cmake --build . --config Release -j -v ``` #### Nvidia GPU @@ -278,6 +256,10 @@ cmake --build .. -DLLAMA_SYCL=ON -DLLAMA_SYCL_TARGET=NVIDIA -DCMAKE_C_COMPILER=i # Option 2: Use FP32 by default cmake --build .. -DLLAMA_SYCL=ON -DLLAMA_SYCL_TARGET=NVIDIA -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icpx + +#build all binary +cmake --build . --config Release -j -v + ``` ### III. Run the inference @@ -357,7 +339,6 @@ Otherwise, you can run the script: *Notes:* -- By default, `mmap` is used to read the model file. In some cases, it causes runtime hang issues. Please disable it by passing `--no-mmap` to the `/bin/main` if faced with the issue. - Upon execution, verify the selected device(s) ID(s) in the output log, which can for instance be displayed as follow: ```sh @@ -438,7 +419,7 @@ cd build cmake -G "MinGW Makefiles" .. -DLLAMA_SYCL=ON -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icx -DCMAKE_BUILD_TYPE=Release -DLLAMA_SYCL_F16=ON -make +make -j ``` Otherwise, run the `win-build-sycl.bat` wrapper which encapsulates the former instructions: @@ -525,7 +506,6 @@ Otherwise, run the following wrapper script: Note: -- By default, `mmap` is used to read the model file. In some cases, it causes runtime hang issues. Please disable it by passing `--no-mmap` to the `main.exe` if faced with the issue. - Upon execution, verify the selected device(s) ID(s) in the output log, which can for instance be displayed as follow: ```sh @@ -557,12 +537,6 @@ use 1 SYCL GPUs: [0] with Max compute units:512 ## Known Issues -- Hanging during startup - - llama.cpp uses *mmap* as the default mode for reading the model file and copying it to the GPU. In some systems, `memcpy` might behave abnormally and therefore hang. - - - **Solution**: add `--no-mmap` or `--mmap 0` flag to the `main` executable. - - `Split-mode:[row]` is not supported. ## Q&A @@ -574,7 +548,7 @@ use 1 SYCL GPUs: [0] with Max compute units:512 - General compiler error: - - Remove build folder or try a clean-build. + - Remove **build** folder or try a clean-build. - I can **not** see `[ext_oneapi_level_zero:gpu]` afer installing the GPU driver on Linux. diff --git a/examples/sycl/build.sh b/examples/sycl/build.sh index f20391d7a..db46d57ca 100755 --- a/examples/sycl/build.sh +++ b/examples/sycl/build.sh @@ -20,4 +20,4 @@ cmake .. -DLLAMA_SYCL=ON -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icpx #cmake --build . --config Release --target llama-bench #build all binary -cmake --build . --config Release -v +cmake --build . --config Release -j -v diff --git a/examples/sycl/run-llama2.sh b/examples/sycl/run-llama2.sh index c979a52f6..7b39a18c0 100755 --- a/examples/sycl/run-llama2.sh +++ b/examples/sycl/run-llama2.sh @@ -12,6 +12,7 @@ if [ $# -gt 0 ]; then GGML_SYCL_SINGLE_GPU=1 else GGML_SYCL_DEVICE=0 + GGML_SYCL_SINGLE_GPU=0 fi #export GGML_SYCL_DEBUG=1 diff --git a/ggml-sycl.cpp b/ggml-sycl.cpp index 55a1eedb5..86091cfbf 100644 --- a/ggml-sycl.cpp +++ b/ggml-sycl.cpp @@ -3154,7 +3154,6 @@ typedef float (*vec_dot_q_mul_mat_sycl_t)( #define SYCL_SCALE_BLOCK_SIZE 256 #define SYCL_CLAMP_BLOCK_SIZE 256 #define SYCL_ROPE_BLOCK_SIZE 256 -#define SYCL_SOFT_MAX_BLOCK_SIZE 1024 #define SYCL_ALIBI_BLOCK_SIZE 32 #define SYCL_DIAG_MASK_INF_BLOCK_SIZE 32 #define SYCL_QUANTIZE_BLOCK_SIZE 256 @@ -13080,11 +13079,13 @@ static void soft_max_f32_sycl(const float * x, const float * mask, const float * const int nrows_y, const float scale, const float max_bias, dpct::queue_ptr stream) { int nth = WARP_SIZE; - while (nth < ncols_x && nth < SYCL_SOFT_MAX_BLOCK_SIZE) nth *= 2; + int max_block_size = g_work_group_size; + while (nth < ncols_x && nth < max_block_size) nth *= 2; + if (nth>max_block_size) nth = max_block_size; + const sycl::range<3> block_dims(1, 1, nth); const sycl::range<3> block_nums(1, 1, nrows_x); const size_t n_local_scratch = (GGML_PAD(ncols_x, WARP_SIZE) + WARP_SIZE); - static_assert(SYCL_SOFT_MAX_BLOCK_SIZE == 1024, "These values need to be adjusted."); const uint32_t n_head_kv = nrows_x/nrows_y; const uint32_t n_head_log2 = 1u << (uint32_t) floorf(log2f((float) n_head_kv)); @@ -13094,6 +13095,12 @@ static void soft_max_f32_sycl(const float * x, const float * mask, const float * const size_t local_mem_size = stream->get_device().get_info(); if (n_local_scratch*sizeof(float) < local_mem_size) { + if (ncols_x > max_block_size) { + soft_max_f32_submitter(x, mask, pos, dst, ncols_x, nrows_y, scale, + max_bias, m0, m1, n_head_log2, block_nums, + block_dims, n_local_scratch, stream); + return; + } switch (ncols_x) { case 32: soft_max_f32_submitter(x, mask, pos, dst, ncols_x, nrows_y, scale, @@ -16814,11 +16821,13 @@ static void ggml_backend_sycl_buffer_set_tensor(ggml_backend_buffer_t buffer, const dpct::queue_ptr stream = g_syclStreams[ctx->device][0]; SYCL_CHECK( CHECK_TRY_ERROR(dpct::dev_mgr::instance().get_device(ctx->device).queues_wait_and_throw())); - + char* host_buf = (char*)malloc(size); + memcpy(host_buf, data, size); SYCL_CHECK( CHECK_TRY_ERROR((*stream) - .memcpy((char *)tensor->data + offset, data, size) + .memcpy((char *)tensor->data + offset, host_buf, size) .wait())); + free(host_buf); } catch (sycl::exception const &exc) { std::cerr << exc.what() << "Exception caught at file:" << __FILE__ From a4ec34e1cd68560e7ff16e21ddc6962b6abd3d1d Mon Sep 17 00:00:00 2001 From: James A Capozzoli <157492257+jac-jim@users.noreply.github.com> Date: Sun, 14 Apr 2024 04:40:18 -0400 Subject: [PATCH 08/37] convert : enable the `--use-temp-file` cli flag (#6645) --- convert-hf-to-gguf.py | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/convert-hf-to-gguf.py b/convert-hf-to-gguf.py index e1ac09e02..b51d68307 100755 --- a/convert-hf-to-gguf.py +++ b/convert-hf-to-gguf.py @@ -43,17 +43,18 @@ AnyModel = TypeVar("AnyModel", bound="type[Model]") class Model(ABC): _model_classes: dict[str, type[Model]] = {} - def __init__(self, dir_model: Path, ftype: int, fname_out: Path, is_big_endian: bool): + def __init__(self, dir_model: Path, ftype: int, fname_out: Path, is_big_endian: bool, use_temp_file: bool): self.dir_model = dir_model self.ftype = ftype self.fname_out = fname_out self.is_big_endian = is_big_endian self.endianess = gguf.GGUFEndian.BIG if is_big_endian else gguf.GGUFEndian.LITTLE + self.use_temp_file = use_temp_file self.is_safetensors = self._is_model_safetensors() self.num_parts = Model.count_model_parts(self.dir_model, ".safetensors" if self.is_safetensors else ".bin") self.part_names = self._get_part_names() self.hparams = Model.load_hparams(self.dir_model) - self.gguf_writer = gguf.GGUFWriter(fname_out, gguf.MODEL_ARCH_NAMES[self.model_arch], endianess=self.endianess, use_temp_file=False) + self.gguf_writer = gguf.GGUFWriter(fname_out, gguf.MODEL_ARCH_NAMES[self.model_arch], endianess=self.endianess, use_temp_file=self.use_temp_file) self.block_count = self.find_hparam(["n_layers", "num_hidden_layers", "n_layer"]) @property @@ -2459,6 +2460,7 @@ def parse_args() -> argparse.Namespace: "model", type=Path, help="directory containing model file", ) + parser.add_argument("--use-temp-file", action="store_true", help="use the tempfile library while processing (helpful when running out of memory, process killed)") return parser.parse_args() @@ -2502,7 +2504,7 @@ def main() -> None: with torch.inference_mode(): model_class = Model.from_model_architecture(hparams["architectures"][0]) - model_instance = model_class(dir_model, ftype_map[args.outtype], fname_out, args.bigendian) + model_instance = model_class(dir_model, ftype_map[args.outtype], fname_out, args.bigendian, args.use_temp_file) print("Set model parameters") model_instance.set_gguf_parameters() From e689fc4e912feb19085be6894f475a873759cbfe Mon Sep 17 00:00:00 2001 From: Jaemin Son Date: Sun, 14 Apr 2024 20:12:36 +0900 Subject: [PATCH 09/37] [bug fix] convert github repository_owner to lowercase (#6673) --- .github/workflows/docker.yml | 10 ++++++++-- 1 file changed, 8 insertions(+), 2 deletions(-) diff --git a/.github/workflows/docker.yml b/.github/workflows/docker.yml index eefd87878..9b03d19bc 100644 --- a/.github/workflows/docker.yml +++ b/.github/workflows/docker.yml @@ -91,6 +91,12 @@ jobs: echo "name=${SAFE_NAME}-b${BUILD_NUMBER}-${SHORT_HASH}" >> $GITHUB_OUTPUT fi + - name: Downcase github.repository_owner + run: | + echo "repository_owner_lowercase=${GITHUB_REPOSITORY_OWNER@L}" >> $GITHUB_ENV + env: + GITHUB_REPOSITORY_OWNER: '${{ github.repository_owner }}' + - name: Build and push Docker image (versioned) if: github.event_name == 'push' uses: docker/build-push-action@v4 @@ -98,7 +104,7 @@ jobs: context: . push: true platforms: ${{ matrix.config.platforms }} - tags: "ghcr.io/${{ github.repository_owner }}/llama.cpp:${{ matrix.config.tag }}-${{ env.COMMIT_SHA }}" + tags: "ghcr.io/${{ env.repository_owner_lowercase }}/llama.cpp:${{ matrix.config.tag }}-${{ env.COMMIT_SHA }}" file: ${{ matrix.config.dockerfile }} - name: Build and push Docker image (tagged) @@ -107,5 +113,5 @@ jobs: context: . push: ${{ github.event_name == 'push' }} platforms: ${{ matrix.config.platforms }} - tags: "ghcr.io/${{ github.repository_owner }}/llama.cpp:${{ matrix.config.tag }},ghcr.io/${{ github.repository_owner }}/llama.cpp:${{ matrix.config.tag }}-${{ steps.tag.outputs.name }}" + tags: "ghcr.io/${{ env.repository_owner_lowercase }}/llama.cpp:${{ matrix.config.tag }},ghcr.io/${{ env.repository_owner_lowercase }}/llama.cpp:${{ matrix.config.tag }}-${{ steps.tag.outputs.name }}" file: ${{ matrix.config.dockerfile }} From 8800226d65d5c98cd34eede6a6c05c78405c52da Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Sigbj=C3=B8rn=20Skj=C3=A6ret?= Date: Sun, 14 Apr 2024 13:12:59 +0200 Subject: [PATCH 10/37] Fix --split-max-size (#6655) * Fix --split-max-size Byte size calculation was done on int and overflowed. * add tests.sh * add examples test scripts to ci run Will autodiscover examples/*/tests.sh scripts and run them. * move WORK_PATH to a subdirectory * clean up before and after test * explicitly define which scripts to run * add --split-max-size to readme --- ci/run.sh | 49 ++++++++++++++++ examples/gguf-split/README.md | 1 + examples/gguf-split/gguf-split.cpp | 4 +- examples/gguf-split/tests.sh | 89 ++++++++++++++++++++++++++++++ 4 files changed, 141 insertions(+), 2 deletions(-) create mode 100644 examples/gguf-split/tests.sh diff --git a/ci/run.sh b/ci/run.sh index 19776b5f7..085dfd42f 100755 --- a/ci/run.sh +++ b/ci/run.sh @@ -153,6 +153,52 @@ function gg_sum_ctest_release { gg_printf '```\n' } +# test_scripts_debug + +function gg_run_test_scripts_debug { + cd ${SRC} + + set -e + + (cd ./examples/gguf-split && time bash tests.sh "$SRC/build-ci-debug/bin" "$MNT/models") 2>&1 | tee -a $OUT/${ci}-scripts.log + + set +e +} + +function gg_sum_test_scripts_debug { + gg_printf '### %s\n\n' "${ci}" + + gg_printf 'Runs test scripts in debug mode\n' + gg_printf '- status: %s\n' "$(cat $OUT/${ci}.exit)" + gg_printf '```\n' + gg_printf '%s\n' "$(cat $OUT/${ci}-scripts.log)" + gg_printf '```\n' + gg_printf '\n' +} + +# test_scripts_release + +function gg_run_test_scripts_release { + cd ${SRC} + + set -e + + (cd ./examples/gguf-split && time bash tests.sh "$SRC/build-ci-release/bin" "$MNT/models") 2>&1 | tee -a $OUT/${ci}-scripts.log + + set +e +} + +function gg_sum_test_scripts_release { + gg_printf '### %s\n\n' "${ci}" + + gg_printf 'Runs test scripts in release mode\n' + gg_printf '- status: %s\n' "$(cat $OUT/${ci}.exit)" + gg_printf '```\n' + gg_printf '%s\n' "$(cat $OUT/${ci}-scripts.log)" + gg_printf '```\n' + gg_printf '\n' +} + function gg_get_model { local gguf_3b="$MNT/models/open-llama/3B-v2/ggml-model-f16.gguf" local gguf_7b="$MNT/models/open-llama/7B-v2/ggml-model-f16.gguf" @@ -642,6 +688,9 @@ test $ret -eq 0 && gg_run ctest_release if [ -z ${GG_BUILD_LOW_PERF} ]; then test $ret -eq 0 && gg_run embd_bge_small + test $ret -eq 0 && gg_run test_scripts_debug + test $ret -eq 0 && gg_run test_scripts_release + if [ -z ${GG_BUILD_VRAM_GB} ] || [ ${GG_BUILD_VRAM_GB} -ge 8 ]; then if [ -z ${GG_BUILD_CUDA} ]; then test $ret -eq 0 && gg_run open_llama_3b_v2 diff --git a/examples/gguf-split/README.md b/examples/gguf-split/README.md index ddb1f7649..ad1d86651 100644 --- a/examples/gguf-split/README.md +++ b/examples/gguf-split/README.md @@ -5,5 +5,6 @@ CLI to split / merge GGUF files. **Command line options:** - `--split`: split GGUF to multiple GGUF, default operation. +- `--split-max-size`: max size per split in `M` or `G`, f.ex. `500M` or `2G`. - `--split-max-tensors`: maximum tensors in each split: default(128) - `--merge`: merge multiple GGUF to a single GGUF. diff --git a/examples/gguf-split/gguf-split.cpp b/examples/gguf-split/gguf-split.cpp index 24acbf02a..39c75e0a7 100644 --- a/examples/gguf-split/gguf-split.cpp +++ b/examples/gguf-split/gguf-split.cpp @@ -59,10 +59,10 @@ static size_t split_str_to_n_bytes(std::string str) { int n; if (str.back() == 'M') { sscanf(str.c_str(), "%d", &n); - n_bytes = n * 1024 * 1024; // megabytes + n_bytes = (size_t)n * 1024 * 1024; // megabytes } else if (str.back() == 'G') { sscanf(str.c_str(), "%d", &n); - n_bytes = n * 1024 * 1024 * 1024; // gigabytes + n_bytes = (size_t)n * 1024 * 1024 * 1024; // gigabytes } else { throw std::invalid_argument("error: supported units are M (megabytes) or G (gigabytes), but got: " + std::string(1, str.back())); } diff --git a/examples/gguf-split/tests.sh b/examples/gguf-split/tests.sh new file mode 100644 index 000000000..879522f7e --- /dev/null +++ b/examples/gguf-split/tests.sh @@ -0,0 +1,89 @@ +#!/bin/bash + +set -eu + +if [ $# -lt 1 ] +then + echo "usage: $0 path_to_build_binary [path_to_temp_folder]" + echo "example: $0 ../../build/bin ../../tmp" + exit 1 +fi + +if [ $# -gt 1 ] +then + TMP_DIR=$2 +else + TMP_DIR=/tmp +fi + +set -x + +SPLIT=$1/gguf-split +MAIN=$1/main +WORK_PATH=$TMP_DIR/gguf-split +CUR_DIR=$(pwd) + +mkdir -p "$WORK_PATH" + +# Clean up in case of previously failed test +rm -f $WORK_PATH/ggml-model-split*.gguf $WORK_PATH/ggml-model-merge*.gguf + +# 1. Get a model +( + cd $WORK_PATH + "$CUR_DIR"/../../scripts/hf.sh --repo ggml-org/gemma-1.1-2b-it-Q8_0-GGUF --file gemma-1.1-2b-it.Q8_0.gguf +) +echo PASS + +# 2. Split with max tensors strategy +$SPLIT --split-max-tensors 28 $WORK_PATH/gemma-1.1-2b-it.Q8_0.gguf $WORK_PATH/ggml-model-split +echo PASS +echo + +# 2b. Test the sharded model is loading properly +$MAIN --model $WORK_PATH/ggml-model-split-00001-of-00006.gguf --random-prompt --n-predict 32 +echo PASS +echo + +# 3. Merge +$SPLIT --merge $WORK_PATH/ggml-model-split-00001-of-00006.gguf $WORK_PATH/ggml-model-merge.gguf +echo PASS +echo + +# 3b. Test the merged model is loading properly +$MAIN --model $WORK_PATH/ggml-model-merge.gguf --random-prompt --n-predict 32 +echo PASS +echo + +# 4. Split with no tensor in metadata +#$SPLIT --split-max-tensors 32 --no-tensor-in-metadata $WORK_PATH/ggml-model-merge.gguf $WORK_PATH/ggml-model-split-32-tensors +#echo PASS +#echo + +# 4b. Test the sharded model is loading properly +#$MAIN --model $WORK_PATH/ggml-model-split-32-tensors-00001-of-00006.gguf --random-prompt --n-predict 32 +#echo PASS +#echo + +# 5. Merge +#$SPLIT --merge $WORK_PATH/ggml-model-split-32-tensors-00001-of-00006.gguf $WORK_PATH/ggml-model-merge-2.gguf +#echo PASS +#echo + +# 5b. Test the merged model is loading properly +#$MAIN --model $WORK_PATH/ggml-model-merge-2.gguf --random-prompt --n-predict 32 +#echo PASS +#echo + +# 6. Split with size strategy +$SPLIT --split-max-size 2G $WORK_PATH/ggml-model-merge.gguf $WORK_PATH/ggml-model-split-2G +echo PASS +echo + +# 6b. Test the sharded model is loading properly +$MAIN --model $WORK_PATH/ggml-model-split-2G-00001-of-00002.gguf --random-prompt --n-predict 32 +echo PASS +echo + +# Clean up +rm -f $WORK_PATH/ggml-model-split*.gguf $WORK_PATH/ggml-model-merge*.gguf From 422c2aff1c9735853c9d8f5162104e41a364adc4 Mon Sep 17 00:00:00 2001 From: Dave Date: Sun, 14 Apr 2024 07:14:19 -0400 Subject: [PATCH 11/37] Added support for GGML_OP_CLAMP in Metal (#6662) * Added support for GGML_OP_CLAMP in Metal * Corrected size --------- Co-authored-by: dave-fl --- ggml-metal.m | 22 ++++++++++++++++++++++ ggml-metal.metal | 9 +++++++++ 2 files changed, 31 insertions(+) diff --git a/ggml-metal.m b/ggml-metal.m index 38da384b1..0207b787a 100644 --- a/ggml-metal.m +++ b/ggml-metal.m @@ -37,6 +37,7 @@ enum ggml_metal_kernel_type { GGML_METAL_KERNEL_TYPE_DIV_ROW, GGML_METAL_KERNEL_TYPE_SCALE, GGML_METAL_KERNEL_TYPE_SCALE_4, + GGML_METAL_KERNEL_TYPE_CLAMP, GGML_METAL_KERNEL_TYPE_TANH, GGML_METAL_KERNEL_TYPE_RELU, GGML_METAL_KERNEL_TYPE_GELU, @@ -468,6 +469,7 @@ static struct ggml_metal_context * ggml_metal_init(int n_cb) { GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_DIV_ROW, div_row, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SCALE, scale, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SCALE_4, scale_4, true); + GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CLAMP, clamp, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_TANH, tanh, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_RELU, relu, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GELU, gelu, true); @@ -713,6 +715,7 @@ static bool ggml_metal_supports_op(const struct ggml_metal_context * ctx, const case GGML_OP_MUL: case GGML_OP_DIV: case GGML_OP_SCALE: + case GGML_OP_CLAMP: case GGML_OP_SQR: case GGML_OP_SUM_ROWS: return true; @@ -1154,6 +1157,25 @@ static enum ggml_status ggml_metal_graph_compute( [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)]; } break; + case GGML_OP_CLAMP: + { + id pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CLAMP].pipeline; + + float min; + float max; + memcpy(&min, ((int32_t *) dst->op_params) + 0, sizeof(float)); + memcpy(&max, ((int32_t *) dst->op_params) + 1, sizeof(float)); + + [encoder setComputePipelineState:pipeline]; + [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0]; + [encoder setBuffer:id_dst offset:offs_dst atIndex:1]; + [encoder setBytes:&min length:sizeof(min) atIndex:2]; + [encoder setBytes:&max length:sizeof(max) atIndex:3]; + + const int64_t n = ggml_nelements(dst); + + [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)]; + } break; case GGML_OP_UNARY: switch (ggml_get_unary_op(gf->nodes[i])) { case GGML_UNARY_OP_TANH: diff --git a/ggml-metal.metal b/ggml-metal.metal index 3a823e65b..56748166c 100644 --- a/ggml-metal.metal +++ b/ggml-metal.metal @@ -213,6 +213,15 @@ kernel void kernel_scale_4( dst[tpig] = src0[tpig] * scale; } +kernel void kernel_clamp( + device const float * src0, + device float * dst, + constant float & min, + constant float & max, + uint tpig[[thread_position_in_grid]]) { + dst[tpig] = src0[tpig] < min ? min : (src0[tpig] > max ? max : src0[tpig]); +} + kernel void kernel_relu( device const float * src0, device float * dst, From f184dd920852d6d372b754f871ee06cfe6f977ad Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Sun, 14 Apr 2024 16:55:30 +0300 Subject: [PATCH 12/37] flake.lock: Update (#6669) --- flake.lock | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/flake.lock b/flake.lock index ed48dd8da..2e2ab4932 100644 --- a/flake.lock +++ b/flake.lock @@ -20,11 +20,11 @@ }, "nixpkgs": { "locked": { - "lastModified": 1712163089, - "narHash": "sha256-Um+8kTIrC19vD4/lUCN9/cU9kcOsD1O1m+axJqQPyMM=", + "lastModified": 1712791164, + "narHash": "sha256-3sbWO1mbpWsLepZGbWaMovSO7ndZeFqDSdX0hZ9nVyw=", "owner": "NixOS", "repo": "nixpkgs", - "rev": "fd281bd6b7d3e32ddfa399853946f782553163b5", + "rev": "1042fd8b148a9105f3c0aca3a6177fd1d9360ba5", "type": "github" }, "original": { From 04fbc5f23e9708136ff03ebe194c7a7e965a7ca4 Mon Sep 17 00:00:00 2001 From: Chao Jiang Date: Mon, 15 Apr 2024 00:16:34 +0800 Subject: [PATCH 13/37] Add Command R chat template (#6650) * Add chat template for command-r model series * Fix indentation * Add chat template test for command-r models and update the implementation to trim whitespaces * Remove debug print --- llama.cpp | 15 +++++++++++++++ tests/test-chat-template.cpp | 4 ++++ 2 files changed, 19 insertions(+) diff --git a/llama.cpp b/llama.cpp index b93c1abcd..e3205e58c 100644 --- a/llama.cpp +++ b/llama.cpp @@ -16625,6 +16625,21 @@ static int32_t llama_chat_apply_template_internal( if (add_ass) { ss << "### Response:\n"; } + } else if (tmpl == "command-r" || (tmpl.find("<|START_OF_TURN_TOKEN|>") != std::string::npos && tmpl.find("<|USER_TOKEN|>") != std::string::npos)) { + // CohereForAI/c4ai-command-r-plus + for (auto message : chat) { + std::string role(message->role); + if (role == "system") { + ss << "<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>" << trim(message->content) << "<|END_OF_TURN_TOKEN|>"; + } else if (role == "user") { + ss << "<|START_OF_TURN_TOKEN|><|USER_TOKEN|>" << trim(message->content) << "<|END_OF_TURN_TOKEN|>"; + } else if (role == "assistant") { + ss << "<|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>" << trim(message->content) << "<|END_OF_TURN_TOKEN|>"; + } + } + if (add_ass) { + ss << "<|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>"; + } } else { // template not supported return -1; diff --git a/tests/test-chat-template.cpp b/tests/test-chat-template.cpp index 73c3536fd..522cc7d0d 100644 --- a/tests/test-chat-template.cpp +++ b/tests/test-chat-template.cpp @@ -45,6 +45,8 @@ int main(void) { // Orca-Vicuna // No template included in tokenizer_config.json, so this template likely needs to be manually set. "{%- for message in messages %}{%- if message['role'] == 'system' -%}{{-'SYSTEM: ' + message['content'] + '\n' -}}{%- else -%}{%- if message['role'] == 'user' -%}{{-'USER: ' + message['content'] + '\n'-}}{%- else -%}{{-'ASSISTANT: ' + message['content'] + '\n' -}}{%- endif -%}{%- endif -%}{%- endfor -%}{%- if add_generation_prompt -%}{{-'ASSISTANT:'-}}{%- endif -%}", + // CohereForAI/c4ai-command-r-plus + "{{ bos_token }}{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% elif false == true %}{% set loop_messages = messages %}{% set system_message = 'You are Command-R, a brilliant, sophisticated, AI-assistant trained to assist human users by providing thorough responses. You are trained by Cohere.' %}{% else %}{% set loop_messages = messages %}{% set system_message = false %}{% endif %}{% if system_message != false %}{{ '<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>' + system_message + '<|END_OF_TURN_TOKEN|>' }}{% endif %}{% for message in loop_messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% set content = message['content'] %}{% if message['role'] == 'user' %}{{ '<|START_OF_TURN_TOKEN|><|USER_TOKEN|>' + content.strip() + '<|END_OF_TURN_TOKEN|>' }}{% elif message['role'] == 'assistant' %}{{ '<|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>' + content.strip() + '<|END_OF_TURN_TOKEN|>' }}{% endif %}{% endfor %}{% if add_generation_prompt %}{{ '<|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>' }}{% endif %}" }; std::vector expected_output = { // teknium/OpenHermes-2.5-Mistral-7B @@ -69,6 +71,8 @@ int main(void) { "You are a helpful assistant\n\nUSER: Hello\nASSISTANT: Hi there\nUSER: Who are you\nASSISTANT: I am an assistant \nUSER: Another question\nASSISTANT:", // Orca-Vicuna "SYSTEM: You are a helpful assistant\nUSER: Hello\nASSISTANT: Hi there\nUSER: Who are you\nASSISTANT: I am an assistant \nUSER: Another question\nASSISTANT:", + // CohereForAI/c4ai-command-r-plus + "<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>You are a helpful assistant<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|USER_TOKEN|>Hello<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>Hi there<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|USER_TOKEN|>Who are you<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>I am an assistant<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|USER_TOKEN|>Another question<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>", }; std::vector formatted_chat(1024); int32_t res; From 1958f7e06ca2d2e3ab5698cc67513ba359144d8e Mon Sep 17 00:00:00 2001 From: David Renshaw Date: Sun, 14 Apr 2024 15:24:15 -0400 Subject: [PATCH 14/37] llama : add missing kv clear in llama_beam_search (#6664) --- llama.cpp | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/llama.cpp b/llama.cpp index e3205e58c..cf95cea14 100644 --- a/llama.cpp +++ b/llama.cpp @@ -13063,6 +13063,11 @@ struct llama_beam_search_data { } llama_logit_info logit_info(ctx); std::vector next_tokens = logit_info.top_k(n_beams); + + // Clear the kv slot so that other beams may try different tokens at this position. The llama_decode() + // call in loop() will conclusively fill in the kv slot once the beams converge at this position. + llama_kv_cache_seq_rm(ctx, 0, n_past, -1); + size_t i=0; if (next_beams.size() < n_beams) { for (; next_beams.size() < n_beams ; ++i) { From 17e98d4c96a583d420f12046bc92102381dbd28e Mon Sep 17 00:00:00 2001 From: Neo Zhang Jianyu Date: Mon, 15 Apr 2024 17:12:26 +0800 Subject: [PATCH 15/37] fix mul_mat_id() for new input, make the ut pass (#6682) --- ggml-sycl.cpp | 102 ++++++++++++++++++++++++++------------------------ 1 file changed, 53 insertions(+), 49 deletions(-) diff --git a/ggml-sycl.cpp b/ggml-sycl.cpp index 86091cfbf..f5bb7da86 100644 --- a/ggml-sycl.cpp +++ b/ggml-sycl.cpp @@ -15996,73 +15996,76 @@ static void ggml_sycl_mul_mat_id_sycl(ggml_tensor * dst) { static void ggml_sycl_mul_mat_id(const ggml_tensor *src0, const ggml_tensor *src1, ggml_tensor *dst) try { -#if 0 - ggml_sycl_mul_mat_id_sycl(dst); - // TODO: mmq/mmv support -#endif - - const int64_t nb11 = src1->nb[1]; - const int64_t nb1 = dst->nb[1]; - - const struct ggml_tensor * ids = src0; - const int32_t id = ((int32_t *) dst->op_params)[0]; - const int32_t n_as = ((int32_t *) dst->op_params)[1]; - - std::vector ids_host(ggml_nbytes(ids)); - + GGML_ASSERT(src0->backend != GGML_BACKEND_TYPE_GPU_SPLIT && + "mul_mat_id does not support split buffers"); + const ggml_tensor *ids = dst->src[2]; const dpct::queue_ptr stream = g_syclStreams[g_main_device][0]; - if (ids->backend == GGML_BACKEND_TYPE_GPU) { - const char * ids_dev = (const char *)((const ggml_tensor_extra_gpu *)ids->extra)->data_device[g_main_device]; - SYCL_CHECK(CHECK_TRY_ERROR( - stream->memcpy(ids_host.data(), ids_dev, ggml_nbytes(ids)).wait())); - // SYCL_CHECK(CHECK_TRY_ERROR(stream->wait())); - } else { - memcpy(ids_host.data(), ids->data, ggml_nbytes(ids)); - } + const size_t nb11 = src1->nb[1]; + const size_t nb1 = dst->nb[1]; - 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; + const int32_t id = ((int32_t *)dst->op_params)[0]; + const int32_t n_as = src0->ne[2]; + std::vector ids_host(ggml_nbytes(ids)); + const char *ids_dev = (const char *)ids->data; + + SYCL_CHECK(CHECK_TRY_ERROR( + 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 * src1_original = src1->backend == GGML_BACKEND_TYPE_CPU ? - (char *) src1->data : (char *) src1_extra->data_device[g_main_device]; - char * dst_original = dst->backend == GGML_BACKEND_TYPE_CPU ? - (char *) dst->data : (char *) dst_extra->data_device[g_main_device]; + char *src0_original = src1->backend == GGML_BACKEND_TYPE_CPU + ? (char *)src0->data + : (char *)src0_extra->data_device[g_main_device]; + char *src1_original = src1->backend == GGML_BACKEND_TYPE_CPU + ? (char *)src1->data + : (char *)src1_extra->data_device[g_main_device]; + char *dst_original = dst->backend == GGML_BACKEND_TYPE_CPU + ? (char *)dst->data + : (char *)dst_extra->data_device[g_main_device]; + + src0_row.ne[2] = 1; + src0_row.ne[3] = 1; + src0_row.nb[3] = src0->nb[2]; if (src1->ne[1] == 1) { - GGML_ASSERT(src1->backend == GGML_BACKEND_TYPE_GPU); - GGML_ASSERT(dst->backend == GGML_BACKEND_TYPE_GPU); - for (int64_t i01 = 0; i01 < ids->ne[1]; i01++) { - //int32_t row_id; - //SYCL_CHECK(syclMemcpyAsync(&row_id, ids_dev + i01*ids->nb[1] + id*ids->nb[0], sizeof(int32_t), syclMemcpyDeviceToHost, g_syclStreams[g_main_device][0])); - //SYCL_CHECK(syclStreamSynchronize(g_syclStreams[g_main_device][0])); - - const int32_t row_id = *(const int32_t *) (ids_host.data() + i01*ids->nb[1] + id*ids->nb[0]); + const int32_t row_id = + *(const int32_t *)(ids_host.data() + i01 * ids->nb[1] + + id * ids->nb[0]); GGML_ASSERT(row_id >= 0 && row_id < n_as); - const struct ggml_tensor * src0_row = dst->src[row_id + 2]; + src0_row_extra.data_device[g_main_device] = + src0_original + row_id * src0->nb[2]; + src1_row_extra.data_device[g_main_device] = + src1_original + i01 * src1->nb[1]; + dst_row_extra.data_device[g_main_device] = + dst_original + i01 * dst->nb[1]; - src1_row_extra.data_device[g_main_device] = src1_original + i01*src1->nb[1]; - src1_row.data = (char *) src1->data + i01*src1->nb[1]; // TODO why is this set? - - dst_row_extra.data_device[g_main_device] = dst_original + i01*dst->nb[1]; - dst_row.data = (char *) dst->data + i01*dst->nb[1]; // TODO why is this set? - - ggml_sycl_mul_mat(src0_row, &src1_row, &dst_row); + ggml_sycl_mul_mat(&src0_row, &src1_row, &dst_row); } } else { sycl_pool_alloc src1_contiguous(sizeof(float)*ggml_nelements(src1)); @@ -16072,8 +16075,6 @@ static void ggml_sycl_mul_mat_id(const ggml_tensor *src0, dst_row_extra.data_device[g_main_device] = dst_contiguous.get(); for (int32_t row_id = 0; row_id < n_as; ++row_id) { - const struct ggml_tensor * src0_row = dst->src[row_id + 2]; - int64_t num_src1_rows = 0; for (int64_t i01 = 0; i01 < ids->ne[1]; i01++) { const int32_t row_id_i = *(const int32_t *) (ids_host.data() + i01*ids->nb[1] + id*ids->nb[0]); @@ -16086,7 +16087,7 @@ static void ggml_sycl_mul_mat_id(const ggml_tensor *src0, SYCL_CHECK(CHECK_TRY_ERROR( stream->memcpy(src1_contiguous.get() + num_src1_rows * nb11, - src1_original + i01 * nb11, nb11).wait())); + src1_original + i01 * nb11, nb11))); num_src1_rows++; } @@ -16094,6 +16095,9 @@ static void ggml_sycl_mul_mat_id(const ggml_tensor *src0, continue; } + src0_row_extra.data_device[g_main_device] = + src0_original + row_id * src0->nb[2]; + src1_row.ne[1] = num_src1_rows; dst_row.ne[1] = num_src1_rows; @@ -16105,7 +16109,7 @@ static void ggml_sycl_mul_mat_id(const ggml_tensor *src0, dst_row.nb[2] = num_src1_rows*nb1; dst_row.nb[3] = num_src1_rows*nb1; - ggml_sycl_mul_mat(src0_row, &src1_row, &dst_row); + ggml_sycl_mul_mat(&src0_row, &src1_row, &dst_row); num_src1_rows = 0; for (int64_t i01 = 0; i01 < ids->ne[1]; i01++) { @@ -16119,7 +16123,7 @@ static void ggml_sycl_mul_mat_id(const ggml_tensor *src0, SYCL_CHECK(CHECK_TRY_ERROR(stream->memcpy( dst_original + i01 * nb1, - dst_contiguous.get() + num_src1_rows * nb1, nb1).wait())); + dst_contiguous.get() + num_src1_rows * nb1, nb1))); num_src1_rows++; } } From 7fc16a2c32650d46e79b382ecc6720f58c82f31b Mon Sep 17 00:00:00 2001 From: Steven Prichard Date: Mon, 15 Apr 2024 05:14:46 -0500 Subject: [PATCH 16/37] swift : linux support (#6590) - Package.swift now supports conditional compilation based on OS - Allows for package to be used by SPM on Non-Apple platforms Co-authored-by: Steven Prichard --- Package.swift | 69 +++++++++++++++++++++++++++++++-------------------- 1 file changed, 42 insertions(+), 27 deletions(-) diff --git a/Package.swift b/Package.swift index 8b7195869..fbd0973be 100644 --- a/Package.swift +++ b/Package.swift @@ -2,6 +2,44 @@ import PackageDescription +var sources = [ + "ggml.c", + "llama.cpp", + "unicode.cpp", + "unicode-data.cpp", + "ggml-alloc.c", + "ggml-backend.c", + "ggml-quants.c", +] + +var resources: [Resource] = [] +var linkerSettings: [LinkerSetting] = [] +var cSettings: [CSetting] = [ + .unsafeFlags(["-Wno-shorten-64-to-32", "-O3", "-DNDEBUG"]), + .unsafeFlags(["-fno-objc-arc"]), + // NOTE: NEW_LAPACK will required iOS version 16.4+ + // We should consider add this in the future when we drop support for iOS 14 + // (ref: ref: https://developer.apple.com/documentation/accelerate/1513264-cblas_sgemm?language=objc) + // .define("ACCELERATE_NEW_LAPACK"), + // .define("ACCELERATE_LAPACK_ILP64") +] + +#if canImport(Darwin) +sources.append("ggml-metal.m") +resources.append(.process("ggml-metal.metal")) +linkerSettings.append(.linkedFramework("Accelerate")) +cSettings.append( + contentsOf: [ + .define("GGML_USE_ACCELERATE"), + .define("GGML_USE_METAL") + ] +) +#endif + +#if os(Linux) + cSettings.append(.define("_GNU_SOURCE")) +#endif + let package = Package( name: "llama", platforms: [ @@ -28,34 +66,11 @@ let package = Package( "ggml-cuda.h", "Makefile" ], - sources: [ - "ggml.c", - "llama.cpp", - "unicode.cpp", - "unicode-data.cpp", - "ggml-alloc.c", - "ggml-backend.c", - "ggml-quants.c", - "ggml-metal.m", - ], - resources: [ - .process("ggml-metal.metal") - ], + sources: sources, + resources: resources, publicHeadersPath: "spm-headers", - cSettings: [ - .unsafeFlags(["-Wno-shorten-64-to-32", "-O3", "-DNDEBUG"]), - .define("GGML_USE_ACCELERATE"), - .unsafeFlags(["-fno-objc-arc"]), - .define("GGML_USE_METAL"), - // NOTE: NEW_LAPACK will required iOS version 16.4+ - // We should consider add this in the future when we drop support for iOS 14 - // (ref: ref: https://developer.apple.com/documentation/accelerate/1513264-cblas_sgemm?language=objc) - // .define("ACCELERATE_NEW_LAPACK"), - // .define("ACCELERATE_LAPACK_ILP64") - ], - linkerSettings: [ - .linkedFramework("Accelerate") - ] + cSettings: cSettings, + linkerSettings: linkerSettings ) ], cxxLanguageStandard: .cxx11 From 3272896d79465fd2befef3425dac8e83933b7ea4 Mon Sep 17 00:00:00 2001 From: Pierrick Hymbert Date: Mon, 15 Apr 2024 14:18:47 +0200 Subject: [PATCH 17/37] server : revert "minor layout improvements" (#6684) This reverts commit b3a96f27f065a828f08c5d89ff60aab5361188fe. --- examples/server/index.html.hpp | 5409 ++++++++++++++--------------- examples/server/public/index.html | 22 +- 2 files changed, 2687 insertions(+), 2744 deletions(-) diff --git a/examples/server/index.html.hpp b/examples/server/index.html.hpp index 14f0e8f19..122d3ff99 100644 --- a/examples/server/index.html.hpp +++ b/examples/server/index.html.hpp @@ -82,2839 +82,2802 @@ unsigned char index_html[] = { 0x70, 0x3a, 0x20, 0x30, 0x2e, 0x35, 0x65, 0x6d, 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20, 0x6d, 0x61, 0x72, 0x67, 0x69, 0x6e, 0x2d, 0x62, 0x6f, 0x74, 0x74, 0x6f, 0x6d, 0x3a, 0x20, 0x30, 0x2e, 0x35, 0x65, 0x6d, - 0x3b, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x7d, 0x0a, 0x0a, 0x20, 0x20, 0x62, - 0x75, 0x74, 0x74, 0x6f, 0x6e, 0x2c, 0x20, 0x69, 0x6e, 0x70, 0x75, 0x74, - 0x2c, 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#2a8aad; - background: #3584e4; - font-weight: normal; - color: #fff; - } - button:disabled { - background: #9cbce5; - } - #write form { margin: 1em 0 0 0; display: flex; @@ -587,7 +567,7 @@ runCompletion(); } return html` -
+
From 132f55795e51094954f1b1f647f97648be724a3a Mon Sep 17 00:00:00 2001 From: compilade Date: Mon, 15 Apr 2024 08:56:55 -0400 Subject: [PATCH 18/37] llama : fix restoring the number of outputs from state files (#6687) --- llama.cpp | 2 ++ 1 file changed, 2 insertions(+) diff --git a/llama.cpp b/llama.cpp index cf95cea14..a5ef2fd8f 100644 --- a/llama.cpp +++ b/llama.cpp @@ -15478,6 +15478,8 @@ size_t llama_state_set_data(struct llama_context * ctx, const uint8_t * src) { GGML_ASSERT((uint32_t) id < ctx->cparams.n_batch); ctx->output_ids[id] = i; } + + ctx->n_outputs = n_outputs; } } From 7593639ce335e8d7f89aa9a54d616951f273af60 Mon Sep 17 00:00:00 2001 From: Olivier Chafik Date: Mon, 15 Apr 2024 18:35:21 +0100 Subject: [PATCH 19/37] `main`: add --json-schema / -j flag (#6659) * main: add --json-schema / -j * json: move json-schema-to-grammar to common lib * json: fix zig build --- Makefile | 6 +++--- build.zig | 14 +++++++------- common/CMakeLists.txt | 4 +--- common/common.cpp | 15 +++++++++++++++ examples/main/README.md | 4 +++- examples/server/CMakeLists.txt | 2 +- tests/CMakeLists.txt | 2 +- 7 files changed, 31 insertions(+), 16 deletions(-) diff --git a/Makefile b/Makefile index 7a69ad1b3..8f3e17da4 100644 --- a/Makefile +++ b/Makefile @@ -688,7 +688,7 @@ llama.o: llama.cpp unicode.h ggml.h ggml-alloc.h ggml-backend.h ggml-cuda.h ggml $(CXX) $(CXXFLAGS) -c $< -o $@ COMMON_H_DEPS = common/common.h common/sampling.h common/log.h -COMMON_DEPS = common.o sampling.o grammar-parser.o build-info.o +COMMON_DEPS = common.o sampling.o grammar-parser.o build-info.o json-schema-to-grammar.o common.o: common/common.cpp $(COMMON_H_DEPS) $(CXX) $(CXXFLAGS) -c $< -o $@ @@ -756,7 +756,7 @@ batched: examples/batched/batched.cpp ggml.o llama.o $(C $(CXX) $(CXXFLAGS) -c $< -o $(call GET_OBJ_FILE, $<) $(CXX) $(CXXFLAGS) $(filter-out %.h $<,$^) $(call GET_OBJ_FILE, $<) -o $@ $(LDFLAGS) -batched-bench: examples/batched-bench/batched-bench.cpp build-info.o ggml.o llama.o common.o $(OBJS) +batched-bench: examples/batched-bench/batched-bench.cpp build-info.o ggml.o llama.o $(COMMON_DEPS) $(OBJS) $(CXX) $(CXXFLAGS) -c $< -o $(call GET_OBJ_FILE, $<) $(CXX) $(CXXFLAGS) $(filter-out %.h $<,$^) $(call GET_OBJ_FILE, $<) -o $@ $(LDFLAGS) @@ -788,7 +788,7 @@ save-load-state: examples/save-load-state/save-load-state.cpp ggml.o llama.o $(C $(CXX) $(CXXFLAGS) -c $< -o $(call GET_OBJ_FILE, $<) $(CXX) $(CXXFLAGS) $(filter-out %.h $<,$^) $(call GET_OBJ_FILE, $<) -o $@ $(LDFLAGS) -server: examples/server/server.cpp examples/server/utils.hpp examples/server/httplib.h common/json.hpp examples/server/index.html.hpp examples/server/index.js.hpp examples/server/completion.js.hpp json-schema-to-grammar.o common/stb_image.h ggml.o llama.o $(COMMON_DEPS) grammar-parser.o $(OBJS) +server: examples/server/server.cpp examples/server/utils.hpp examples/server/httplib.h common/json.hpp examples/server/index.html.hpp examples/server/index.js.hpp examples/server/completion.js.hpp common/stb_image.h ggml.o llama.o $(COMMON_DEPS) grammar-parser.o $(OBJS) $(CXX) $(CXXFLAGS) -c $< -o $(call GET_OBJ_FILE, $<) $(CXX) $(CXXFLAGS) $(filter-out %.h %.hpp $<,$^) -Iexamples/server $(call GET_OBJ_FILE, $<) -o $@ $(LDFLAGS) $(LWINSOCK2) diff --git a/build.zig b/build.zig index 7f36e5968..e05ca2120 100644 --- a/build.zig +++ b/build.zig @@ -128,14 +128,14 @@ pub fn build(b: *std.build.Builder) !void { const clip = make.obj("clip", "examples/llava/clip.cpp"); const llava = make.obj("llava", "examples/llava/llava.cpp"); - _ = make.exe("main", "examples/main/main.cpp", &.{ ggml, ggml_alloc, ggml_backend, ggml_quants, llama, unicode, unicode_data, common, buildinfo, sampling, console, grammar_parser }); - _ = make.exe("quantize", "examples/quantize/quantize.cpp", &.{ ggml, ggml_alloc, ggml_backend, ggml_quants, llama, unicode, unicode_data, common, buildinfo }); - _ = make.exe("perplexity", "examples/perplexity/perplexity.cpp", &.{ ggml, ggml_alloc, ggml_backend, ggml_quants, llama, unicode, unicode_data, common, buildinfo }); - _ = make.exe("embedding", "examples/embedding/embedding.cpp", &.{ ggml, ggml_alloc, ggml_backend, ggml_quants, llama, unicode, unicode_data, common, buildinfo }); - _ = make.exe("finetune", "examples/finetune/finetune.cpp", &.{ ggml, ggml_alloc, ggml_backend, ggml_quants, llama, unicode, unicode_data, common, buildinfo, train }); - _ = make.exe("train-text-from-scratch", "examples/train-text-from-scratch/train-text-from-scratch.cpp", &.{ ggml, ggml_alloc, ggml_backend, ggml_quants, llama, unicode, unicode_data, common, buildinfo, train }); + _ = make.exe("main", "examples/main/main.cpp", &.{ ggml, ggml_alloc, ggml_backend, ggml_quants, llama, unicode, unicode_data, common, json_schema_to_grammar, buildinfo, sampling, console, grammar_parser }); + _ = make.exe("quantize", "examples/quantize/quantize.cpp", &.{ ggml, ggml_alloc, ggml_backend, ggml_quants, llama, unicode, unicode_data, common, json_schema_to_grammar, buildinfo }); + _ = make.exe("perplexity", "examples/perplexity/perplexity.cpp", &.{ ggml, ggml_alloc, ggml_backend, ggml_quants, llama, unicode, unicode_data, common, json_schema_to_grammar, buildinfo }); + _ = make.exe("embedding", "examples/embedding/embedding.cpp", &.{ ggml, ggml_alloc, ggml_backend, ggml_quants, llama, unicode, unicode_data, common, json_schema_to_grammar, buildinfo }); + _ = make.exe("finetune", "examples/finetune/finetune.cpp", &.{ ggml, ggml_alloc, ggml_backend, ggml_quants, llama, unicode, unicode_data, common, json_schema_to_grammar, buildinfo, train }); + _ = make.exe("train-text-from-scratch", "examples/train-text-from-scratch/train-text-from-scratch.cpp", &.{ ggml, ggml_alloc, ggml_backend, ggml_quants, llama, unicode, unicode_data, common, json_schema_to_grammar, buildinfo, train }); - const server = make.exe("server", "examples/server/server.cpp", &.{ ggml, ggml_alloc, ggml_backend, ggml_quants, llama, unicode, unicode_data, common, buildinfo, sampling, grammar_parser, json_schema_to_grammar, clip, llava }); + const server = make.exe("server", "examples/server/server.cpp", &.{ ggml, ggml_alloc, ggml_backend, ggml_quants, llama, unicode, unicode_data, common, json_schema_to_grammar, buildinfo, sampling, grammar_parser, clip, llava }); if (server.target.isWindows()) { server.linkSystemLibrary("ws2_32"); } diff --git a/common/CMakeLists.txt b/common/CMakeLists.txt index 1d840e5f7..0ec8d6d8d 100644 --- a/common/CMakeLists.txt +++ b/common/CMakeLists.txt @@ -47,9 +47,6 @@ if (BUILD_SHARED_LIBS) set_target_properties(${TARGET} PROPERTIES POSITION_INDEPENDENT_CODE ON) endif() -set(TARGET json-schema-to-grammar) -add_library(${TARGET} OBJECT json-schema-to-grammar.cpp json-schema-to-grammar.h) - set(TARGET common) add_library(${TARGET} STATIC @@ -63,6 +60,7 @@ add_library(${TARGET} STATIC grammar-parser.h grammar-parser.cpp json.hpp + json-schema-to-grammar.cpp train.h train.cpp ngram-cache.h diff --git a/common/common.cpp b/common/common.cpp index dda514785..52576cba3 100644 --- a/common/common.cpp +++ b/common/common.cpp @@ -1,4 +1,6 @@ #include "common.h" +#include "json.hpp" +#include "json-schema-to-grammar.h" #include "llama.h" #include @@ -68,6 +70,8 @@ #define LLAMA_CURL_MAX_HEADER_LENGTH 256 #endif // LLAMA_USE_CURL +using json = nlohmann::ordered_json; + int32_t get_num_physical_cores() { #ifdef __linux__ // enumerate the set of thread siblings, num entries is num cores @@ -1148,6 +1152,14 @@ bool gpt_params_find_arg(int argc, char ** argv, const std::string & arg, gpt_pa ); return true; } + if (arg == "-j" || arg == "--json-schema") { + if (++i >= argc) { + invalid_param = true; + return true; + } + sparams.grammar = json_schema_to_grammar(json::parse(argv[i])); + return true; + } if (arg == "--override-kv") { if (++i >= argc) { invalid_param = true; @@ -1353,6 +1365,9 @@ void gpt_print_usage(int /*argc*/, char ** argv, const gpt_params & params) { printf(" or `--logit-bias 15043-1` to decrease likelihood of token ' Hello'\n"); printf(" --grammar GRAMMAR BNF-like grammar to constrain generations (see samples in grammars/ dir)\n"); printf(" --grammar-file FNAME file to read grammar from\n"); + printf(" -j SCHEMA, --json-schema SCHEMA\n"); + printf(" JSON schema to constrain generations (https://json-schema.org/), e.g. `{}` for any JSON object.\n"); + printf(" For schemas w/ external $refs, use --grammar + example/json_schema_to_grammar.py instead\n"); printf(" --cfg-negative-prompt PROMPT\n"); printf(" negative prompt to use for guidance. (default: empty)\n"); printf(" --cfg-negative-prompt-file FNAME\n"); diff --git a/examples/main/README.md b/examples/main/README.md index 10a589ceb..649f4e0f3 100644 --- a/examples/main/README.md +++ b/examples/main/README.md @@ -304,10 +304,12 @@ These options help improve the performance and memory usage of the LLaMA models. - `--prompt-cache FNAME`: Specify a file to cache the model state after the initial prompt. This can significantly speed up the startup time when you're using longer prompts. The file is created during the first run and is reused and updated in subsequent runs. **Note**: Restoring a cached prompt does not imply restoring the exact state of the session at the point it was saved. So even when specifying a specific seed, you are not guaranteed to get the same sequence of tokens as the original generation. -### Grammars +### Grammars & JSON schemas - `--grammar GRAMMAR`, `--grammar-file FILE`: Specify a grammar (defined inline or in a file) to constrain model output to a specific format. For example, you could force the model to output JSON or to speak only in emojis. See the [GBNF guide](../../grammars/README.md) for details on the syntax. +- `--json-schema SCHEMA`: Specify a [JSON schema](https://json-schema.org/) to constrain model output to (e.g. `{}` for any JSON object, or `{"items": {"type": "string", "minLength": 10, "maxLength": 100}, "minItems": 10}` for a JSON array of strings with size constraints). If a schema uses external `$ref`s, you should use `--grammar "$( python examples/json_schema_to_grammar.py myschema.json )"` instead. + ### Quantization For information about 4-bit quantization, which can significantly improve performance and reduce memory usage, please refer to llama.cpp's primary [README](../../README.md#prepare-and-quantize). diff --git a/examples/server/CMakeLists.txt b/examples/server/CMakeLists.txt index d2ee47d01..61f584174 100644 --- a/examples/server/CMakeLists.txt +++ b/examples/server/CMakeLists.txt @@ -11,7 +11,7 @@ install(TARGETS ${TARGET} RUNTIME) target_compile_definitions(${TARGET} PRIVATE SERVER_VERBOSE=$ ) -target_link_libraries(${TARGET} PRIVATE common json-schema-to-grammar ${CMAKE_THREAD_LIBS_INIT}) +target_link_libraries(${TARGET} PRIVATE common ${CMAKE_THREAD_LIBS_INIT}) if (LLAMA_SERVER_SSL) find_package(OpenSSL REQUIRED) target_link_libraries(${TARGET} PRIVATE OpenSSL::SSL OpenSSL::Crypto) diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt index b5d7bb59c..89f23ca2d 100644 --- a/tests/CMakeLists.txt +++ b/tests/CMakeLists.txt @@ -25,7 +25,7 @@ function(llama_test source) add_executable(${TEST_TARGET} ${source} get-model.cpp) install(TARGETS ${TEST_TARGET} RUNTIME) - target_link_libraries(${TEST_TARGET} PRIVATE common json-schema-to-grammar) + target_link_libraries(${TEST_TARGET} PRIVATE common) add_test( NAME ${TEST_TARGET} WORKING_DIRECTORY ${LLAMA_TEST_WORKING_DIRECTORY} From 4fbd8098e63670c6ae11a8adc350f5ba191cfda3 Mon Sep 17 00:00:00 2001 From: Daniel Bevenius Date: Tue, 16 Apr 2024 08:13:13 +0200 Subject: [PATCH 20/37] gguf : add special tokens metadata for FIM/Infill (#6689) This commit adds special token metadata for Fill-In-the-Middle (FIM)/Infill to the GGUF model. The motivation for this is that currently there is support for CodeLlama but other models exist now like CodeGemma, but the different models use different token ids for the special tokens and this commit allows for supporting multiple models. Signed-off-by: Daniel Bevenius --- convert-hf-to-gguf.py | 15 ++++++++++ gguf-py/gguf/constants.py | 9 ++++++ gguf-py/gguf/gguf_writer.py | 12 ++++++++ llama.cpp | 58 ++++++++++++++++++++++++++++++------- 4 files changed, 83 insertions(+), 11 deletions(-) diff --git a/convert-hf-to-gguf.py b/convert-hf-to-gguf.py index b51d68307..6d28ab5e4 100755 --- a/convert-hf-to-gguf.py +++ b/convert-hf-to-gguf.py @@ -1221,6 +1221,14 @@ class LlamaModel(Model): except FileNotFoundError: self._set_vocab_llama_hf() + special_vocab = gguf.SpecialVocab(self.dir_model, load_merges=False, + special_token_types = ['prefix', 'suffix', 'middle', 'eot']) + special_vocab._set_special_token("prefix", 32007) + special_vocab._set_special_token("suffix", 32008) + special_vocab._set_special_token("middle", 32009) + special_vocab._set_special_token("eot", 32010) + special_vocab.add_to_gguf(self.gguf_writer) + def set_gguf_parameters(self): super().set_gguf_parameters() hparams = self.hparams @@ -2240,6 +2248,13 @@ class GemmaModel(Model): def set_vocab(self): self._set_vocab_sentencepiece() + special_vocab = gguf.SpecialVocab(self.dir_model, load_merges=False, + special_token_types = ['prefix', 'suffix', 'middle', 'eot']) + special_vocab._set_special_token("prefix", 67) + special_vocab._set_special_token("suffix", 69) + special_vocab._set_special_token("middle", 68) + special_vocab._set_special_token("eot", 70) + special_vocab.add_to_gguf(self.gguf_writer) def set_gguf_parameters(self): hparams = self.hparams diff --git a/gguf-py/gguf/constants.py b/gguf-py/gguf/constants.py index 2566b2fb8..1358206a3 100644 --- a/gguf-py/gguf/constants.py +++ b/gguf-py/gguf/constants.py @@ -90,6 +90,11 @@ class Keys: HF_JSON = "tokenizer.huggingface.json" RWKV = "tokenizer.rwkv.world" CHAT_TEMPLATE = "tokenizer.chat_template" + # FIM/Infill special tokens constants + PREFIX_ID = "tokenizer.ggml.prefix_token_id" + SUFFIX_ID = "tokenizer.ggml.suffix_token_id" + MIDDLE_ID = "tokenizer.ggml.middle_token_id" + EOT_ID = "tokenizer.ggml.eot_token_id" # @@ -885,3 +890,7 @@ KEY_TOKENIZER_CLS_ID = Keys.Tokenizer.CLS_ID KEY_TOKENIZER_MASK_ID = Keys.Tokenizer.MASK_ID KEY_TOKENIZER_HF_JSON = Keys.Tokenizer.HF_JSON KEY_TOKENIZER_RWKV = Keys.Tokenizer.RWKV +KEY_TOKENIZER_PRIFIX_ID = Keys.Tokenizer.PREFIX_ID +KEY_TOKENIZER_SUFFIX_ID = Keys.Tokenizer.SUFFIX_ID +KEY_TOKENIZER_MIDDLE_ID = Keys.Tokenizer.MIDDLE_ID +KEY_TOKENIZER_EOT_ID = Keys.Tokenizer.EOT_ID diff --git a/gguf-py/gguf/gguf_writer.py b/gguf-py/gguf/gguf_writer.py index f4c440766..ff9326d59 100644 --- a/gguf-py/gguf/gguf_writer.py +++ b/gguf-py/gguf/gguf_writer.py @@ -469,6 +469,18 @@ class GGUFWriter: def add_chat_template(self, value: str) -> None: self.add_string(Keys.Tokenizer.CHAT_TEMPLATE, value) + def add_prefix_token_id(self, id: int) -> None: + self.add_uint32(Keys.Tokenizer.PREFIX_ID, id) + + def add_suffix_token_id(self, id: int) -> None: + self.add_uint32(Keys.Tokenizer.SUFFIX_ID, id) + + def add_middle_token_id(self, id: int) -> None: + self.add_uint32(Keys.Tokenizer.MIDDLE_ID, id) + + def add_eot_token_id(self, id: int) -> None: + self.add_uint32(Keys.Tokenizer.EOT_ID, id) + def _pack(self, fmt: str, value: Any, skip_pack_prefix: bool = False) -> bytes: pack_prefix = '' if not skip_pack_prefix: diff --git a/llama.cpp b/llama.cpp index a5ef2fd8f..38e593625 100644 --- a/llama.cpp +++ b/llama.cpp @@ -327,6 +327,10 @@ enum llm_kv { LLM_KV_TOKENIZER_ADD_PREFIX, LLM_KV_TOKENIZER_HF_JSON, LLM_KV_TOKENIZER_RWKV, + LLM_KV_TOKENIZER_PREFIX_ID, + LLM_KV_TOKENIZER_SUFFIX_ID, + LLM_KV_TOKENIZER_MIDDLE_ID, + LLM_KV_TOKENIZER_EOT_ID, }; static const std::map LLM_KV_NAMES = { @@ -399,6 +403,10 @@ static const std::map LLM_KV_NAMES = { { LLM_KV_TOKENIZER_ADD_PREFIX, "tokenizer.ggml.add_space_prefix" }, { LLM_KV_TOKENIZER_HF_JSON, "tokenizer.huggingface.json" }, { LLM_KV_TOKENIZER_RWKV, "tokenizer.rwkv.world" }, + { LLM_KV_TOKENIZER_PREFIX_ID, "tokenizer.ggml.prefix_token_id" }, + { LLM_KV_TOKENIZER_SUFFIX_ID, "tokenizer.ggml.suffix_token_id" }, + { LLM_KV_TOKENIZER_MIDDLE_ID, "tokenizer.ggml.middle_token_id" }, + { LLM_KV_TOKENIZER_EOT_ID, "tokenizer.ggml.eot_token_id" }, }; struct LLM_KV { @@ -2055,10 +2063,10 @@ struct llama_vocab { int special_add_eos = -1; // -1 unknown, 1 add, 0 don't add. id linefeed_id = 13; - id special_prefix_id = 32007; - id special_middle_id = 32009; - id special_suffix_id = 32008; - id special_eot_id = 32010; + id special_prefix_id = -1; + id special_suffix_id = -1; + id special_middle_id = -1; + id special_eot_id = -1; bool add_space_prefix = true; @@ -4072,6 +4080,30 @@ static void llm_load_vocab( vocab.special_cls_id = -1; vocab.special_mask_id = -1; + // For Fill-In-the-Middle (FIM)/infill models which where converted + // prior to support of FIM special tokens in GGUF, the following + // will allow those models to continue to work. The general names + // of the known models are currently CodeLlama (LLM_ARCH_LLAMA) and + // CodeGemma (LLM_ARCH_GEMMA). This can potentially be removed once + // new versions of these models have been published. + std::string gen_name; + ml.get_key(LLM_KV_GENERAL_NAME, gen_name); + std::transform(gen_name.begin(), gen_name.end(), gen_name.begin(), + [](unsigned char c){ return std::tolower(c); }); + if (gen_name.find("code") != std::string::npos) { + if (model.arch == LLM_ARCH_LLAMA) { + vocab.special_prefix_id = 32007; + vocab.special_suffix_id = 32008; + vocab.special_middle_id = 32009; + vocab.special_eot_id = 32010; + } else if (model.arch == LLM_ARCH_GEMMA) { + vocab.special_prefix_id = 67; + vocab.special_suffix_id = 69; + vocab.special_middle_id = 68; + vocab.special_eot_id = 70; + } + } + const int add_space_prefix_keyidx = gguf_find_key(ctx, kv(LLM_KV_TOKENIZER_ADD_PREFIX).c_str()); if (add_space_prefix_keyidx != -1) { vocab.add_space_prefix = gguf_get_val_bool(ctx, add_space_prefix_keyidx); @@ -4185,13 +4217,17 @@ static void llm_load_vocab( // special tokens { const std::vector> special_token_types = { - { LLM_KV_TOKENIZER_BOS_ID, vocab.special_bos_id }, - { LLM_KV_TOKENIZER_EOS_ID, vocab.special_eos_id }, - { LLM_KV_TOKENIZER_UNK_ID, vocab.special_unk_id }, - { LLM_KV_TOKENIZER_SEP_ID, vocab.special_sep_id }, - { LLM_KV_TOKENIZER_PAD_ID, vocab.special_pad_id }, - { LLM_KV_TOKENIZER_CLS_ID, vocab.special_cls_id }, - { LLM_KV_TOKENIZER_MASK_ID, vocab.special_mask_id }, + { LLM_KV_TOKENIZER_BOS_ID, vocab.special_bos_id }, + { LLM_KV_TOKENIZER_EOS_ID, vocab.special_eos_id }, + { LLM_KV_TOKENIZER_UNK_ID, vocab.special_unk_id }, + { LLM_KV_TOKENIZER_SEP_ID, vocab.special_sep_id }, + { LLM_KV_TOKENIZER_PAD_ID, vocab.special_pad_id }, + { LLM_KV_TOKENIZER_CLS_ID, vocab.special_cls_id }, + { LLM_KV_TOKENIZER_MASK_ID, vocab.special_mask_id }, + { LLM_KV_TOKENIZER_PREFIX_ID, vocab.special_prefix_id }, + { LLM_KV_TOKENIZER_SUFFIX_ID, vocab.special_suffix_id }, + { LLM_KV_TOKENIZER_MIDDLE_ID, vocab.special_middle_id }, + { LLM_KV_TOKENIZER_EOT_ID, vocab.special_eot_id }, }; for (const auto & it : special_token_types) { const std::string & key = kv(std::get<0>(it)); From 58227ffdeb4fb89cacb0cffaadf76b1914324ad3 Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Tue, 16 Apr 2024 09:28:33 +0300 Subject: [PATCH 21/37] perplexity : require positive --ctx-size arg (#6695) --- examples/perplexity/perplexity.cpp | 14 +++++++++++--- 1 file changed, 11 insertions(+), 3 deletions(-) diff --git a/examples/perplexity/perplexity.cpp b/examples/perplexity/perplexity.cpp index bab79aaea..9a3374fdc 100644 --- a/examples/perplexity/perplexity.cpp +++ b/examples/perplexity/perplexity.cpp @@ -1852,12 +1852,20 @@ int main(int argc, char ** argv) { const int32_t n_ctx = params.n_ctx; + if (n_ctx <= 0) { + fprintf(stderr, "%s: perplexity tool requires '--ctx-size' > 0\n", __func__); + return 1; + } + const bool ppl = !params.hellaswag && !params.winogrande && !params.multiple_choice && !params.kl_divergence; + if (ppl) { - int n_seq = std::max(1, params.n_batch / n_ctx); - int32_t n_kv = n_seq * n_ctx; + const int32_t n_seq = std::max(1, params.n_batch / n_ctx); + const int32_t n_kv = n_seq * n_ctx; + params.n_parallel = n_seq; - params.n_ctx = n_kv; + params.n_ctx = n_kv; + params.n_batch = std::min(params.n_batch, n_kv); } else { params.n_batch = std::min(params.n_batch, params.n_ctx); From 8a56075b07a8b571bf95a912ffdce4c928c2b414 Mon Sep 17 00:00:00 2001 From: Daniel Bevenius Date: Tue, 16 Apr 2024 08:34:06 +0200 Subject: [PATCH 22/37] gritlm : add --outdir option to hf.sh script (#6699) This commit updates the hf.sh script usage to include the --outdir option and specifies the models directory as the output directory. The motivation for this is to avoid cluttering the root directory with model files. Signed-off-by: Daniel Bevenius --- examples/gritlm/README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/examples/gritlm/README.md b/examples/gritlm/README.md index 64cc19204..a3a3c1389 100644 --- a/examples/gritlm/README.md +++ b/examples/gritlm/README.md @@ -21,12 +21,12 @@ not have to be performed at all. ### Running the example Download a Grit model: ```console -$ scripts/hf.sh --repo cohesionet/GritLM-7B_gguf --file gritlm-7b_q4_1.gguf +$ scripts/hf.sh --repo cohesionet/GritLM-7B_gguf --file gritlm-7b_q4_1.gguf --outdir models ``` Run the example using the downloaded model: ```console -$ ./gritlm -m gritlm-7b_q4_1.gguf +$ ./gritlm -m models/gritlm-7b_q4_1.gguf Cosine similarity between "Bitcoin: A Peer-to-Peer Electronic Cash System" and "A purely peer-to-peer version of electronic cash w" is: 0.605 Cosine similarity between "Bitcoin: A Peer-to-Peer Electronic Cash System" and "All text-based language problems can be reduced to" is: 0.103 From f4dea7da1841a92d2788b0535063abf2f0e28461 Mon Sep 17 00:00:00 2001 From: Shijie <821898965@qq.com> Date: Tue, 16 Apr 2024 23:40:48 +0800 Subject: [PATCH 23/37] llama : add qwen2moe (#6074) * support qwen2moe * fix-review * metal : support unary ops for nelements % 4 != 0 * metal : require contiguousness for float4 unary kernels * metal : require contiguousness for float4 unary kernels (cont) * fix-review * names : for brevity "SHARED_EXP" -> "SHEXP" * llama : reuse build_moe_ffn() * llama : add model type name --------- Co-authored-by: Georgi Gerganov --- convert-hf-to-gguf.py | 99 +++++++++++++ ggml-metal.m | 57 ++++++-- ggml-metal.metal | 26 ++++ gguf-py/gguf/constants.py | 169 +++++++++++++--------- gguf-py/gguf/tensor_mapping.py | 34 ++++- llama.cpp | 252 +++++++++++++++++++++++++++++++-- tests/test-backend-ops.cpp | 1 + 7 files changed, 537 insertions(+), 101 deletions(-) diff --git a/convert-hf-to-gguf.py b/convert-hf-to-gguf.py index 6d28ab5e4..a93b0666c 100755 --- a/convert-hf-to-gguf.py +++ b/convert-hf-to-gguf.py @@ -1700,6 +1700,105 @@ class Qwen2Model(Model): model_arch = gguf.MODEL_ARCH.QWEN2 +@Model.register("Qwen2MoeForCausalLM") +class Qwen2MoeModel(Model): + model_arch = gguf.MODEL_ARCH.QWEN2MOE + + def set_gguf_parameters(self): + super().set_gguf_parameters() + if (n_experts := self.hparams.get("num_experts")) is not None: + self.gguf_writer.add_expert_count(n_experts) + + def write_tensors(self): + block_count = self.hparams.get("n_layers", self.hparams.get("num_hidden_layers", self.hparams.get("n_layer"))) + tensor_map = gguf.get_tensor_name_map(self.model_arch, block_count) + n_experts = self.hparams.get("num_experts") + experts = dict() + for name, data_torch in self.get_tensors(): + # we don't need these + if name.endswith((".attention.masked_bias", ".attention.bias", ".attention.rotary_emb.inv_freq")): + continue + + old_dtype = data_torch.dtype + + # convert any unsupported data types to float32 + if data_torch.dtype not in (torch.float16, torch.float32): + data_torch = data_torch.to(torch.float32) + + data = data_torch.squeeze().numpy() + + # process the experts separately + if name.find("experts") != -1: + experts[name] = data + if len(experts) >= n_experts * 3: + # merge the experts into a single 3d tensor + for bid in range(block_count): + for w_name in ["down_proj", "gate_proj", "up_proj"]: + full = True + for xid in range(n_experts): + ename = f"model.layers.{bid}.mlp.experts.{xid}.{w_name}.weight" + if ename not in experts: + full = False + break + if not full: + continue + + datas = [] + for xid in range(n_experts): + ename = f"model.layers.{bid}.mlp.experts.{xid}.{w_name}.weight" + datas.append(experts[ename]) + del experts[ename] + + data = np.stack(datas, axis=0) + data_dtype = data.dtype + + if self.ftype == 0 and data_dtype == np.float16: + data = data.astype(np.float32) + + if self.ftype == 1 and data_dtype == np.float32: + data = data.astype(np.float16) + + merged_name = f"model.layers.{bid}.mlp.experts.{w_name}.weight" + + new_name = tensor_map.get_name(merged_name, try_suffixes=(".weight", ".bias")) + if new_name is None: + print(f"Can not map tensor {name!r}") + sys.exit() + + print(f"{new_name}, n_dims = {len(data.shape)}, shape = {data.shape} --> {data.dtype}") + + self.gguf_writer.add_tensor(new_name, data) + continue + + # map tensor names + new_name = tensor_map.get_name(name, try_suffixes=(".weight", ".bias")) + if new_name is None: + print(f"Can not map tensor {name!r}") + sys.exit() + + n_dims = len(data.shape) + data_dtype = data.dtype + + # if f32 desired, convert any float16 to float32 + if self.ftype == 0 and data_dtype == np.float16: + data = data.astype(np.float32) + + # TODO: Why cant we use these float16 as-is? There should be not reason to store float16 as float32 + if self.ftype == 1 and data_dtype == np.float16 and (n_dims == 1 or new_name.endswith("_norm.weight")): + data = data.astype(np.float32) + + # if f16 desired, convert any float32 2-dim weight tensors to float16 + if self.ftype == 1 and data_dtype == np.float32 and name.endswith(".weight") and n_dims == 2: + data = data.astype(np.float16) + + print(f"{new_name}, n_dims = {n_dims}, shape = {data.shape}, {old_dtype} --> {data.dtype}") + + self.gguf_writer.add_tensor(new_name, data) + + if len(experts) > 0: + raise ValueError(f"Unprocessed experts: {experts.keys()}") + + @Model.register("GPT2LMHeadModel") class GPT2Model(Model): model_arch = gguf.MODEL_ARCH.GPT2 diff --git a/ggml-metal.m b/ggml-metal.m index 0207b787a..ae6ddeacd 100644 --- a/ggml-metal.m +++ b/ggml-metal.m @@ -41,8 +41,11 @@ enum ggml_metal_kernel_type { GGML_METAL_KERNEL_TYPE_TANH, GGML_METAL_KERNEL_TYPE_RELU, GGML_METAL_KERNEL_TYPE_GELU, + GGML_METAL_KERNEL_TYPE_GELU_4, GGML_METAL_KERNEL_TYPE_GELU_QUICK, + GGML_METAL_KERNEL_TYPE_GELU_QUICK_4, GGML_METAL_KERNEL_TYPE_SILU, + GGML_METAL_KERNEL_TYPE_SILU_4, GGML_METAL_KERNEL_TYPE_SOFT_MAX, GGML_METAL_KERNEL_TYPE_SOFT_MAX_4, GGML_METAL_KERNEL_TYPE_DIAG_MASK_INF, @@ -473,8 +476,11 @@ static struct ggml_metal_context * ggml_metal_init(int n_cb) { GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_TANH, tanh, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_RELU, relu, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GELU, gelu, true); + GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GELU_4, gelu_4, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GELU_QUICK, gelu_quick, true); + GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_GELU_QUICK_4, gelu_quick_4, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SILU, silu, true); + GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SILU_4, silu_4, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SOFT_MAX, soft_max, ctx->support_simdgroup_reduction); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SOFT_MAX_4, soft_max_4, ctx->support_simdgroup_reduction); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_DIAG_MASK_INF, diag_mask_inf, true); @@ -1178,6 +1184,9 @@ static enum ggml_status ggml_metal_graph_compute( } break; case GGML_OP_UNARY: switch (ggml_get_unary_op(gf->nodes[i])) { + // we are not taking into account the strides, so for now require contiguous tensors + GGML_ASSERT(ggml_is_contiguous(src0)); + case GGML_UNARY_OP_TANH: { id pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_TANH].pipeline; @@ -1204,42 +1213,60 @@ static enum ggml_status ggml_metal_graph_compute( } break; case GGML_UNARY_OP_GELU: { - id pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GELU].pipeline; + int64_t n = ggml_nelements(dst); + + id pipeline = nil; + + if (n % 4 == 0) { + pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GELU_4].pipeline; + n /= 4; + } else { + pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GELU].pipeline; + } [encoder setComputePipelineState:pipeline]; [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0]; [encoder setBuffer:id_dst offset:offs_dst atIndex:1]; - const int64_t n = ggml_nelements(dst); - GGML_ASSERT(n % 4 == 0); - - [encoder dispatchThreadgroups:MTLSizeMake(n/4, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)]; + [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)]; } break; case GGML_UNARY_OP_GELU_QUICK: { - id pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GELU_QUICK].pipeline; + int64_t n = ggml_nelements(dst); + + id pipeline = nil; + + if (n % 4 == 0) { + pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GELU_QUICK_4].pipeline; + n /= 4; + } else { + pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_GELU_QUICK].pipeline; + } [encoder setComputePipelineState:pipeline]; [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0]; [encoder setBuffer:id_dst offset:offs_dst atIndex:1]; - const int64_t n = ggml_nelements(dst); - GGML_ASSERT(n % 4 == 0); - - [encoder dispatchThreadgroups:MTLSizeMake(n/4, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)]; + [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)]; } break; case GGML_UNARY_OP_SILU: { - id pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_SILU].pipeline; + int64_t n = ggml_nelements(dst); + + id pipeline = nil; + + if (n % 4 == 0) { + pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_SILU_4].pipeline; + n /= 4; + } else { + pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_SILU].pipeline; + } [encoder setComputePipelineState:pipeline]; [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0]; [encoder setBuffer:id_dst offset:offs_dst atIndex:1]; - const int64_t n = ggml_nelements(dst); - GGML_ASSERT(n % 4 == 0); - - [encoder dispatchThreadgroups:MTLSizeMake(n/4, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)]; + [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)]; } break; default: { diff --git a/ggml-metal.metal b/ggml-metal.metal index 56748166c..82a8cad93 100644 --- a/ggml-metal.metal +++ b/ggml-metal.metal @@ -242,6 +242,15 @@ constant float GELU_QUICK_COEF = -1.702f; constant float SQRT_2_OVER_PI = 0.79788456080286535587989211986876f; kernel void kernel_gelu( + device const float * src0, + device float * dst, + uint tpig[[thread_position_in_grid]]) { + device const float & x = src0[tpig]; + + dst[tpig] = 0.5f*x*(1.0f + precise::tanh(SQRT_2_OVER_PI*x*(1.0f + GELU_COEF_A*x*x))); +} + +kernel void kernel_gelu_4( device const float4 * src0, device float4 * dst, uint tpig[[thread_position_in_grid]]) { @@ -255,6 +264,15 @@ kernel void kernel_gelu( } kernel void kernel_gelu_quick( + device const float * src0, + device float * dst, + uint tpig[[thread_position_in_grid]]) { + device const float & x = src0[tpig]; + + dst[tpig] = x*(1.0f/(1.0f+exp(GELU_QUICK_COEF*x))); +} + +kernel void kernel_gelu_quick_4( device const float4 * src0, device float4 * dst, uint tpig[[thread_position_in_grid]]) { @@ -264,6 +282,14 @@ kernel void kernel_gelu_quick( } kernel void kernel_silu( + device const float * src0, + device float * dst, + uint tpig[[thread_position_in_grid]]) { + device const float & x = src0[tpig]; + dst[tpig] = x / (1.0f + exp(-x)); +} + +kernel void kernel_silu_4( device const float4 * src0, device float4 * dst, uint tpig[[thread_position_in_grid]]) { diff --git a/gguf-py/gguf/constants.py b/gguf-py/gguf/constants.py index 1358206a3..df861164f 100644 --- a/gguf-py/gguf/constants.py +++ b/gguf-py/gguf/constants.py @@ -120,6 +120,7 @@ class MODEL_ARCH(IntEnum): STABLELM = auto() QWEN = auto() QWEN2 = auto() + QWEN2MOE = auto() PHI2 = auto() PLAMO = auto() CODESHELL = auto() @@ -135,41 +136,45 @@ class MODEL_ARCH(IntEnum): class MODEL_TENSOR(IntEnum): - TOKEN_EMBD = auto() - TOKEN_EMBD_NORM = auto() - TOKEN_TYPES = auto() - POS_EMBD = auto() - OUTPUT = auto() - OUTPUT_NORM = auto() - ROPE_FREQS = auto() - ATTN_Q = auto() - ATTN_K = auto() - ATTN_V = auto() - ATTN_QKV = auto() - ATTN_OUT = auto() - ATTN_NORM = auto() - ATTN_NORM_2 = auto() - ATTN_OUT_NORM = auto() - ATTN_ROT_EMBD = auto() - FFN_GATE_INP = auto() - FFN_NORM = auto() - FFN_GATE = auto() - FFN_DOWN = auto() - FFN_UP = auto() - FFN_ACT = auto() - FFN_GATE_EXP = auto() - FFN_DOWN_EXP = auto() - FFN_UP_EXP = auto() - ATTN_Q_NORM = auto() - ATTN_K_NORM = auto() - LAYER_OUT_NORM = auto() - SSM_IN = auto() - SSM_CONV1D = auto() - SSM_X = auto() - SSM_DT = auto() - SSM_A = auto() - SSM_D = auto() - SSM_OUT = auto() + TOKEN_EMBD = auto() + TOKEN_EMBD_NORM = auto() + TOKEN_TYPES = auto() + POS_EMBD = auto() + OUTPUT = auto() + OUTPUT_NORM = auto() + ROPE_FREQS = auto() + ATTN_Q = auto() + ATTN_K = auto() + ATTN_V = auto() + ATTN_QKV = auto() + ATTN_OUT = auto() + ATTN_NORM = auto() + ATTN_NORM_2 = auto() + ATTN_OUT_NORM = auto() + ATTN_ROT_EMBD = auto() + FFN_GATE_INP = auto() + FFN_GATE_INP_SHEXP = auto() + FFN_NORM = auto() + FFN_GATE = auto() + FFN_DOWN = auto() + FFN_UP = auto() + FFN_ACT = auto() + FFN_GATE_EXP = auto() + FFN_DOWN_EXP = auto() + FFN_UP_EXP = auto() + FFN_GATE_SHEXP = auto() + FFN_DOWN_SHEXP = auto() + FFN_UP_SHEXP = auto() + ATTN_Q_NORM = auto() + ATTN_K_NORM = auto() + LAYER_OUT_NORM = auto() + SSM_IN = auto() + SSM_CONV1D = auto() + SSM_X = auto() + SSM_DT = auto() + SSM_A = auto() + SSM_D = auto() + SSM_OUT = auto() MODEL_ARCH_NAMES: dict[MODEL_ARCH, str] = { @@ -190,6 +195,7 @@ MODEL_ARCH_NAMES: dict[MODEL_ARCH, str] = { MODEL_ARCH.STABLELM: "stablelm", MODEL_ARCH.QWEN: "qwen", MODEL_ARCH.QWEN2: "qwen2", + MODEL_ARCH.QWEN2MOE: "qwen2moe", MODEL_ARCH.PHI2: "phi2", MODEL_ARCH.PLAMO: "plamo", MODEL_ARCH.CODESHELL: "codeshell", @@ -205,41 +211,45 @@ MODEL_ARCH_NAMES: dict[MODEL_ARCH, str] = { } TENSOR_NAMES: dict[MODEL_TENSOR, str] = { - MODEL_TENSOR.TOKEN_EMBD: "token_embd", - MODEL_TENSOR.TOKEN_EMBD_NORM: "token_embd_norm", - MODEL_TENSOR.TOKEN_TYPES: "token_types", - MODEL_TENSOR.POS_EMBD: "position_embd", - MODEL_TENSOR.OUTPUT_NORM: "output_norm", - MODEL_TENSOR.OUTPUT: "output", - MODEL_TENSOR.ROPE_FREQS: "rope_freqs", - MODEL_TENSOR.ATTN_NORM: "blk.{bid}.attn_norm", - MODEL_TENSOR.ATTN_NORM_2: "blk.{bid}.attn_norm_2", - MODEL_TENSOR.ATTN_QKV: "blk.{bid}.attn_qkv", - MODEL_TENSOR.ATTN_Q: "blk.{bid}.attn_q", - MODEL_TENSOR.ATTN_K: "blk.{bid}.attn_k", - MODEL_TENSOR.ATTN_V: "blk.{bid}.attn_v", - MODEL_TENSOR.ATTN_OUT: "blk.{bid}.attn_output", - MODEL_TENSOR.ATTN_ROT_EMBD: "blk.{bid}.attn_rot_embd", - MODEL_TENSOR.ATTN_Q_NORM: "blk.{bid}.attn_q_norm", - MODEL_TENSOR.ATTN_K_NORM: "blk.{bid}.attn_k_norm", - MODEL_TENSOR.ATTN_OUT_NORM: "blk.{bid}.attn_output_norm", - MODEL_TENSOR.FFN_GATE_INP: "blk.{bid}.ffn_gate_inp", - MODEL_TENSOR.FFN_NORM: "blk.{bid}.ffn_norm", - MODEL_TENSOR.FFN_GATE: "blk.{bid}.ffn_gate", - MODEL_TENSOR.FFN_DOWN: "blk.{bid}.ffn_down", - MODEL_TENSOR.FFN_UP: "blk.{bid}.ffn_up", - MODEL_TENSOR.FFN_ACT: "blk.{bid}.ffn", - MODEL_TENSOR.FFN_GATE_EXP: "blk.{bid}.ffn_gate_exps", - MODEL_TENSOR.FFN_DOWN_EXP: "blk.{bid}.ffn_down_exps", - MODEL_TENSOR.FFN_UP_EXP: "blk.{bid}.ffn_up_exps", - MODEL_TENSOR.LAYER_OUT_NORM: "blk.{bid}.layer_output_norm", - MODEL_TENSOR.SSM_IN: "blk.{bid}.ssm_in", - MODEL_TENSOR.SSM_CONV1D: "blk.{bid}.ssm_conv1d", - MODEL_TENSOR.SSM_X: "blk.{bid}.ssm_x", - MODEL_TENSOR.SSM_DT: "blk.{bid}.ssm_dt", - MODEL_TENSOR.SSM_A: "blk.{bid}.ssm_a", - MODEL_TENSOR.SSM_D: "blk.{bid}.ssm_d", - MODEL_TENSOR.SSM_OUT: "blk.{bid}.ssm_out", + MODEL_TENSOR.TOKEN_EMBD: "token_embd", + MODEL_TENSOR.TOKEN_EMBD_NORM: "token_embd_norm", + MODEL_TENSOR.TOKEN_TYPES: "token_types", + MODEL_TENSOR.POS_EMBD: "position_embd", + MODEL_TENSOR.OUTPUT_NORM: "output_norm", + MODEL_TENSOR.OUTPUT: "output", + MODEL_TENSOR.ROPE_FREQS: "rope_freqs", + MODEL_TENSOR.ATTN_NORM: "blk.{bid}.attn_norm", + MODEL_TENSOR.ATTN_NORM_2: "blk.{bid}.attn_norm_2", + MODEL_TENSOR.ATTN_QKV: "blk.{bid}.attn_qkv", + MODEL_TENSOR.ATTN_Q: "blk.{bid}.attn_q", + MODEL_TENSOR.ATTN_K: "blk.{bid}.attn_k", + MODEL_TENSOR.ATTN_V: "blk.{bid}.attn_v", + MODEL_TENSOR.ATTN_OUT: "blk.{bid}.attn_output", + MODEL_TENSOR.ATTN_ROT_EMBD: "blk.{bid}.attn_rot_embd", + MODEL_TENSOR.ATTN_Q_NORM: "blk.{bid}.attn_q_norm", + MODEL_TENSOR.ATTN_K_NORM: "blk.{bid}.attn_k_norm", + MODEL_TENSOR.ATTN_OUT_NORM: "blk.{bid}.attn_output_norm", + MODEL_TENSOR.FFN_GATE_INP: "blk.{bid}.ffn_gate_inp", + MODEL_TENSOR.FFN_GATE_INP_SHEXP: "blk.{bid}.ffn_gate_inp_shexp", + MODEL_TENSOR.FFN_NORM: "blk.{bid}.ffn_norm", + MODEL_TENSOR.FFN_GATE: "blk.{bid}.ffn_gate", + MODEL_TENSOR.FFN_DOWN: "blk.{bid}.ffn_down", + MODEL_TENSOR.FFN_UP: "blk.{bid}.ffn_up", + MODEL_TENSOR.FFN_GATE_SHEXP: "blk.{bid}.ffn_gate_shexp", + MODEL_TENSOR.FFN_DOWN_SHEXP: "blk.{bid}.ffn_down_shexp", + MODEL_TENSOR.FFN_UP_SHEXP: "blk.{bid}.ffn_up_shexp", + MODEL_TENSOR.FFN_ACT: "blk.{bid}.ffn", + MODEL_TENSOR.FFN_GATE_EXP: "blk.{bid}.ffn_gate_exps", + MODEL_TENSOR.FFN_DOWN_EXP: "blk.{bid}.ffn_down_exps", + MODEL_TENSOR.FFN_UP_EXP: "blk.{bid}.ffn_up_exps", + MODEL_TENSOR.LAYER_OUT_NORM: "blk.{bid}.layer_output_norm", + MODEL_TENSOR.SSM_IN: "blk.{bid}.ssm_in", + MODEL_TENSOR.SSM_CONV1D: "blk.{bid}.ssm_conv1d", + MODEL_TENSOR.SSM_X: "blk.{bid}.ssm_x", + MODEL_TENSOR.SSM_DT: "blk.{bid}.ssm_dt", + MODEL_TENSOR.SSM_A: "blk.{bid}.ssm_a", + MODEL_TENSOR.SSM_D: "blk.{bid}.ssm_d", + MODEL_TENSOR.SSM_OUT: "blk.{bid}.ssm_out", } MODEL_TENSORS: dict[MODEL_ARCH, list[MODEL_TENSOR]] = { @@ -474,6 +484,25 @@ MODEL_TENSORS: dict[MODEL_ARCH, list[MODEL_TENSOR]] = { MODEL_TENSOR.FFN_DOWN, MODEL_TENSOR.FFN_UP, ], + MODEL_ARCH.QWEN2MOE: [ + MODEL_TENSOR.TOKEN_EMBD, + MODEL_TENSOR.OUTPUT_NORM, + MODEL_TENSOR.OUTPUT, + MODEL_TENSOR.ATTN_NORM, + MODEL_TENSOR.ATTN_Q, + MODEL_TENSOR.ATTN_K, + MODEL_TENSOR.ATTN_V, + MODEL_TENSOR.ATTN_OUT, + MODEL_TENSOR.FFN_NORM, + MODEL_TENSOR.FFN_GATE_INP, + MODEL_TENSOR.FFN_GATE_EXP, + MODEL_TENSOR.FFN_DOWN_EXP, + MODEL_TENSOR.FFN_UP_EXP, + MODEL_TENSOR.FFN_GATE_INP_SHEXP, + MODEL_TENSOR.FFN_GATE_SHEXP, + MODEL_TENSOR.FFN_DOWN_SHEXP, + MODEL_TENSOR.FFN_UP_SHEXP, + ], MODEL_ARCH.PLAMO: [ MODEL_TENSOR.TOKEN_EMBD, MODEL_TENSOR.OUTPUT_NORM, diff --git a/gguf-py/gguf/tensor_mapping.py b/gguf-py/gguf/tensor_mapping.py index ec6fcbb83..10de36fa8 100644 --- a/gguf-py/gguf/tensor_mapping.py +++ b/gguf-py/gguf/tensor_mapping.py @@ -208,10 +208,15 @@ class TensorNameMap: MODEL_TENSOR.FFN_GATE_INP: ( "layers.{bid}.feed_forward.gate", # mixtral "model.layers.{bid}.block_sparse_moe.gate", # mixtral + "model.layers.{bid}.mlp.gate", # qwen2moe "transformer.decoder_layer.{bid}.router", # Grok "transformer.blocks.{bid}.ffn.router.layer", # dbrx ), + MODEL_TENSOR.FFN_GATE_INP_SHEXP: ( + "model.layers.{bid}.mlp.shared_expert_gate", # qwen2moe + ), + # Feed-forward up MODEL_TENSOR.FFN_UP: ( "gpt_neox.layers.{bid}.mlp.dense_h_to_4h", # gptneox @@ -236,9 +241,14 @@ class TensorNameMap: ), MODEL_TENSOR.FFN_UP_EXP: ( - "layers.{bid}.feed_forward.experts.w3", # mixtral (merged) - "transformer.decoder_layer.{bid}.moe.linear_v", # Grok (merged) - "transformer.blocks.{bid}.ffn.experts.mlp.v1", # dbrx + "layers.{bid}.feed_forward.experts.w3", # mixtral (merged) + "transformer.decoder_layer.{bid}.moe.linear_v", # Grok (merged) + "transformer.blocks.{bid}.ffn.experts.mlp.v1", # dbrx + "model.layers.{bid}.mlp.experts.up_proj", # qwen2moe (merged) + ), + + MODEL_TENSOR.FFN_UP_SHEXP: ( + "model.layers.{bid}.mlp.shared_expert.up_proj", # qwen2moe ), # AWQ-activation gate @@ -260,6 +270,11 @@ class TensorNameMap: "layers.{bid}.feed_forward.experts.w1", # mixtral (merged) "transformer.decoder_layer.{bid}.moe.linear", # Grok (merged) "transformer.blocks.{bid}.ffn.experts.mlp.w1", # dbrx + "model.layers.{bid}.mlp.experts.gate_proj", # qwen2moe (merged) + ), + + MODEL_TENSOR.FFN_GATE_SHEXP: ( + "model.layers.{bid}.mlp.shared_expert.gate_proj", # qwen2moe ), # Feed-forward down @@ -285,9 +300,14 @@ class TensorNameMap: ), MODEL_TENSOR.FFN_DOWN_EXP: ( - "layers.{bid}.feed_forward.experts.w2", # mixtral (merged) - "transformer.decoder_layer.{bid}.moe.linear_1", # Grok (merged) - "transformer.blocks.{bid}.ffn.experts.mlp.w2", # dbrx + "layers.{bid}.feed_forward.experts.w2", # mixtral (merged) + "transformer.decoder_layer.{bid}.moe.linear_1", # Grok (merged) + "transformer.blocks.{bid}.ffn.experts.mlp.w2", # dbrx + "model.layers.{bid}.mlp.experts.down_proj", # qwen2moe (merged) + ), + + MODEL_TENSOR.FFN_DOWN_SHEXP: ( + "model.layers.{bid}.mlp.shared_expert.down_proj", # qwen2moe ), MODEL_TENSOR.ATTN_Q_NORM: ( @@ -366,7 +386,7 @@ class TensorNameMap: if tensor not in MODEL_TENSORS[arch]: continue # TODO: make this configurable - n_experts = 8 + n_experts = 60 for xid in range(n_experts): tensor_name = TENSOR_NAMES[tensor].format(bid = bid, xid = xid) self.mapping[tensor_name] = (tensor, tensor_name) diff --git a/llama.cpp b/llama.cpp index 38e593625..340e68fde 100644 --- a/llama.cpp +++ b/llama.cpp @@ -105,7 +105,7 @@ #endif #define LLAMA_MAX_NODES 8192 -#define LLAMA_MAX_EXPERTS 16 +#define LLAMA_MAX_EXPERTS 60 // @@ -209,6 +209,7 @@ enum llm_arch { LLM_ARCH_STABLELM, LLM_ARCH_QWEN, LLM_ARCH_QWEN2, + LLM_ARCH_QWEN2MOE, LLM_ARCH_PHI2, LLM_ARCH_PLAMO, LLM_ARCH_CODESHELL, @@ -242,6 +243,7 @@ static const std::map LLM_ARCH_NAMES = { { LLM_ARCH_STABLELM, "stablelm" }, { LLM_ARCH_QWEN, "qwen" }, { LLM_ARCH_QWEN2, "qwen2" }, + { LLM_ARCH_QWEN2MOE, "qwen2moe" }, { LLM_ARCH_PHI2, "phi2" }, { LLM_ARCH_PLAMO, "plamo" }, { LLM_ARCH_CODESHELL, "codeshell" }, @@ -437,6 +439,7 @@ enum llm_tensor { LLM_TENSOR_ATTN_OUT_NORM, LLM_TENSOR_ATTN_ROT_EMBD, LLM_TENSOR_FFN_GATE_INP, + LLM_TENSOR_FFN_GATE_INP_SHEXP, LLM_TENSOR_FFN_NORM, LLM_TENSOR_FFN_GATE, LLM_TENSOR_FFN_DOWN, @@ -448,6 +451,9 @@ enum llm_tensor { LLM_TENSOR_FFN_DOWN_EXPS, // merged experts LLM_TENSOR_FFN_GATE_EXPS, LLM_TENSOR_FFN_UP_EXPS, + LLM_TENSOR_FFN_DOWN_SHEXP, + LLM_TENSOR_FFN_GATE_SHEXP, + LLM_TENSOR_FFN_UP_SHEXP, LLM_TENSOR_ATTN_Q_NORM, LLM_TENSOR_ATTN_K_NORM, LLM_TENSOR_LAYER_OUT_NORM, @@ -745,6 +751,28 @@ static const std::map> LLM_TENSOR_NA { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" }, }, }, + { + LLM_ARCH_QWEN2MOE, + { + { LLM_TENSOR_TOKEN_EMBD, "token_embd" }, + { LLM_TENSOR_OUTPUT_NORM, "output_norm" }, + { LLM_TENSOR_OUTPUT, "output" }, + { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" }, + { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" }, + { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" }, + { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" }, + { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" }, + { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" }, + { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" }, + { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" }, + { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" }, + { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" }, + { LLM_TENSOR_FFN_GATE_INP_SHEXP, "blk.%d.ffn_gate_inp_shexp" }, + { LLM_TENSOR_FFN_GATE_SHEXP, "blk.%d.ffn_gate_shexp" }, + { LLM_TENSOR_FFN_DOWN_SHEXP, "blk.%d.ffn_down_shexp" }, + { LLM_TENSOR_FFN_UP_SHEXP, "blk.%d.ffn_up_shexp" }, + }, + }, { LLM_ARCH_PHI2, { @@ -1731,6 +1759,7 @@ enum e_model { MODEL_MEDIUM, MODEL_LARGE, MODEL_XL, + MODEL_A2_7B, MODEL_8x7B, MODEL_8x22B, MODEL_16x12B, @@ -1917,6 +1946,12 @@ struct llama_layer { struct ggml_tensor * ffn_down_exps; struct ggml_tensor * ffn_up_exps ; + // ff shared expert (shexp) + struct ggml_tensor * ffn_gate_inp_shexp; + struct ggml_tensor * ffn_gate_shexp; + struct ggml_tensor * ffn_down_shexp; + struct ggml_tensor * ffn_up_shexp; + // ff bias struct ggml_tensor * ffn_down_b; // b2 struct ggml_tensor * ffn_up_b; // b3 @@ -3587,6 +3622,7 @@ static const char * llama_model_type_name(e_model type) { case MODEL_MEDIUM: return "0.4B"; case MODEL_LARGE: return "0.8B"; case MODEL_XL: return "1.5B"; + case MODEL_A2_7B: return "A2.7B"; case MODEL_8x7B: return "8x7B"; case MODEL_8x22B: return "8x22B"; case MODEL_16x12B: return "16x12B"; @@ -3886,6 +3922,14 @@ static void llm_load_hparams( default: model.type = e_model::MODEL_UNKNOWN; } } break; + case LLM_ARCH_QWEN2MOE: + { + ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); + switch (hparams.n_layer) { + case 24: model.type = e_model::MODEL_A2_7B; break; + default: model.type = e_model::MODEL_UNKNOWN; + } + } break; case LLM_ARCH_PHI2: { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); @@ -5156,6 +5200,54 @@ static bool llm_load_tensors( layer.ffn_up = ml.create_tensor(ctx_split, tn(LLM_TENSOR_FFN_UP, "weight", i), {n_embd, n_ff}); } } break; + case LLM_ARCH_QWEN2MOE: + { + model.tok_embd = ml.create_tensor(ctx_input, tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}); + + // output + { + model.output_norm = ml.create_tensor(ctx_output, tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}); + model.output = ml.create_tensor(ctx_output_split, tn(LLM_TENSOR_OUTPUT, "weight"), {n_embd, n_vocab}); + } + + for (int i = 0; i < n_layer; ++i) { + ggml_context * ctx_layer = ctx_for_layer(i); + ggml_context * ctx_split = ctx_for_layer_split(i); + + auto & layer = model.layers[i]; + + layer.attn_norm = ml.create_tensor(ctx_layer, tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}); + + layer.wq = ml.create_tensor(ctx_split, tn(LLM_TENSOR_ATTN_Q, "weight", i), {n_embd, n_embd}); + layer.wk = ml.create_tensor(ctx_split, tn(LLM_TENSOR_ATTN_K, "weight", i), {n_embd, n_embd_gqa}); + layer.wv = ml.create_tensor(ctx_split, tn(LLM_TENSOR_ATTN_V, "weight", i), {n_embd, n_embd_gqa}); + layer.wo = ml.create_tensor(ctx_split, tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}); + + // optional bias tensors + layer.bq = ml.create_tensor(ctx_layer, tn(LLM_TENSOR_ATTN_Q, "bias", i), {n_embd}); + layer.bk = ml.create_tensor(ctx_layer, tn(LLM_TENSOR_ATTN_K, "bias", i), {n_embd_gqa}); + layer.bv = ml.create_tensor(ctx_layer, tn(LLM_TENSOR_ATTN_V, "bias", i), {n_embd_gqa}); + + layer.ffn_norm = ml.create_tensor(ctx_layer, tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}); + + layer.ffn_gate_inp = ml.create_tensor(ctx_layer, tn(LLM_TENSOR_FFN_GATE_INP, "weight", i), {n_embd, n_expert}); + + GGML_ASSERT(hparams.n_expert > 0); + GGML_ASSERT(hparams.n_expert_used > 0); + + // MoE branch + auto n_ff_exp = n_ff / hparams.n_expert_used; + layer.ffn_gate_exps = ml.create_tensor(ctx_split, tn(LLM_TENSOR_FFN_GATE_EXPS, "weight", i), { n_embd, n_ff_exp, n_expert}); + layer.ffn_down_exps = ml.create_tensor(ctx_split, tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), {n_ff_exp, n_embd, n_expert}); + layer.ffn_up_exps = ml.create_tensor(ctx_split, tn(LLM_TENSOR_FFN_UP_EXPS, "weight", i), { n_embd, n_ff_exp, n_expert}); + + // Shared expert branch + layer.ffn_gate_inp_shexp = ml.create_tensor(ctx_layer, tn(LLM_TENSOR_FFN_GATE_INP_SHEXP, "weight", i), {n_embd}); + layer.ffn_gate_shexp = ml.create_tensor(ctx_split, tn(LLM_TENSOR_FFN_GATE_SHEXP, "weight", i), {n_embd, n_ff}); + layer.ffn_down_shexp = ml.create_tensor(ctx_split, tn(LLM_TENSOR_FFN_DOWN_SHEXP, "weight", i), { n_ff, n_embd}); + layer.ffn_up_shexp = ml.create_tensor(ctx_split, tn(LLM_TENSOR_FFN_UP_SHEXP, "weight", i), {n_embd, n_ff}); + } + } break; case LLM_ARCH_PHI2: { model.tok_embd = ml.create_tensor(ctx_input, tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}); @@ -6532,7 +6624,7 @@ struct llm_build_context { LLM_NORM_RMS, cb, il); cb(cur, "ffn_norm", il); - cur = build_moe_ffn(cur, n_tokens, LLM_FFN_SILU, il); + cur = build_moe_ffn(cur, n_tokens, LLM_FFN_SILU, true, il); } cur = ggml_add(ctx0, cur, ffn_inp); @@ -6565,7 +6657,7 @@ struct llm_build_context { } // REVIEW: will be replaced by https://github.com/ggerganov/llama.cpp/pull/6505 - ggml_tensor * build_moe_ffn(ggml_tensor * cur, int32_t n_tokens, llm_ffn_op_type type_op, int il) { + ggml_tensor * build_moe_ffn(ggml_tensor * cur, int32_t n_tokens, llm_ffn_op_type type_op, bool norm_w, int il) { ggml_tensor * logits = ggml_mul_mat(ctx0, model.layers[il].ffn_gate_inp, cur); // [n_tokens, num_experts] cb(logits, "ffn_moe_logits", il); @@ -6582,11 +6674,13 @@ struct llm_build_context { weights = ggml_reshape_2d(ctx0, weights, n_expert_used, n_tokens); // [n_tokens, num_experts_per_tok] - ggml_tensor * weights_sum = ggml_sum_rows(ctx0, weights); - cb(weights_sum, "ffn_moe_weights_sum", il); + if (norm_w) { + ggml_tensor * weights_sum = ggml_sum_rows(ctx0, weights); + cb(weights_sum, "ffn_moe_weights_sum", il); - weights = ggml_div(ctx0, weights, weights_sum); // [n_tokens, num_experts_per_tok] - cb(weights, "ffn_moe_weights_norm", il); + weights = ggml_div(ctx0, weights, weights_sum); // [n_tokens, num_experts_per_tok] + cb(weights, "ffn_moe_weights_norm", il); + } // compute expert outputs ggml_tensor * moe_out = nullptr; @@ -7083,7 +7177,7 @@ struct llm_build_context { LLM_NORM_RMS, cb, il); cb(cur, "ffn_norm", il); - cur = build_moe_ffn(cur, n_tokens, LLM_FFN_GELU, il); + cur = build_moe_ffn(cur, n_tokens, LLM_FFN_GELU, true, il); // Grok // if layer_out_norm is present then apply it before adding the input @@ -7219,7 +7313,7 @@ struct llm_build_context { LLM_NORM, cb, il); cb(cur, "attn_out_norm", il); - cur = build_moe_ffn(cur, n_tokens, LLM_FFN_SILU, il); + cur = build_moe_ffn(cur, n_tokens, LLM_FFN_SILU, true, il); cur = ggml_add(ctx0, cur, ffn_inp); cb(cur, "ffn_out", il); @@ -8434,6 +8528,141 @@ struct llm_build_context { return gf; } + struct ggml_cgraph * build_qwen2moe() { + struct ggml_cgraph * gf = ggml_new_graph_custom(ctx0, LLAMA_MAX_NODES, false); + + // mutable variable, needed during the last layer of the computation to skip unused tokens + int32_t n_tokens = this->n_tokens; + + const int64_t n_embd_head = hparams.n_embd_head_v; + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_rot); + + struct ggml_tensor * cur; + struct ggml_tensor * inpL; + + inpL = llm_build_inp_embd(ctx0, lctx, hparams, batch, model.tok_embd, cb); + + // inp_pos - contains the positions + struct ggml_tensor * inp_pos = build_inp_pos(); + + // KQ_mask (mask for 1 head, it will be broadcasted to all heads) + struct ggml_tensor * KQ_mask = build_inp_KQ_mask(); + + for (int il = 0; il < n_layer; ++il) { + struct ggml_tensor * inpSA = inpL; + + // norm + cur = llm_build_norm(ctx0, inpL, hparams, + model.layers[il].attn_norm, NULL, + LLM_NORM_RMS, cb, il); + cb(cur, "attn_norm", il); + + // self_attention + { + // compute Q and K and RoPE them + struct ggml_tensor * Qcur = ggml_mul_mat(ctx0, model.layers[il].wq, cur); + cb(Qcur, "Qcur", il); + Qcur = ggml_add(ctx0, Qcur, model.layers[il].bq); + cb(Qcur, "Qcur", il); + + struct ggml_tensor * Kcur = ggml_mul_mat(ctx0, model.layers[il].wk, cur); + cb(Kcur, "Kcur", il); + Kcur = ggml_add(ctx0, Kcur, model.layers[il].bk); + cb(Kcur, "Kcur", il); + + struct ggml_tensor * Vcur = ggml_mul_mat(ctx0, model.layers[il].wv, cur); + cb(Vcur, "Vcur", il); + Vcur = ggml_add(ctx0, Vcur, model.layers[il].bv); + cb(Vcur, "Vcur", il); + + Qcur = ggml_rope_custom( + ctx0, ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head, n_tokens), inp_pos, + n_rot, rope_type, 0, n_orig_ctx, freq_base, freq_scale, + ext_factor, attn_factor, beta_fast, beta_slow + ); + cb(Qcur, "Qcur", il); + + Kcur = ggml_rope_custom( + ctx0, ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens), inp_pos, + n_rot, rope_type, 0, n_orig_ctx, freq_base, freq_scale, + ext_factor, attn_factor, beta_fast, beta_slow + ); + cb(Kcur, "Kcur", il); + + cur = llm_build_kv(ctx0, model, hparams, kv_self, gf, + model.layers[il].wo, model.layers[il].bo, + Kcur, Vcur, Qcur, KQ_mask, nullptr, n_ctx, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); + } + + if (il == n_layer - 1) { + // skip computing output for unused tokens + struct ggml_tensor * inp_out_ids = build_inp_out_ids(); + n_tokens = n_outputs; + cur = ggml_get_rows(ctx0, cur, inp_out_ids); + inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids); + } + + struct ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA); + cb(ffn_inp, "ffn_inp", il); + + // MoE branch + cur = llm_build_norm(ctx0, ffn_inp, hparams, + model.layers[il].ffn_norm, NULL, + LLM_NORM_RMS, cb, il); + cb(cur, "ffn_norm", il); + + ggml_tensor * moe_out = build_moe_ffn(cur, n_tokens, LLM_FFN_SILU, false, il); + + // FFN shared expert + { + ggml_tensor * cur_gate_inp = ggml_mul_mat(ctx0, model.layers[il].ffn_gate_inp_shexp, cur); + cb(cur_gate_inp, "ffn_shexp_gate_inp", il); + + // sigmoid + ggml_tensor * cur_gate = ggml_div(ctx0, ggml_silu(ctx0, cur_gate_inp), cur_gate_inp); + cb(cur_gate, "ffn_shexp_gate", il); + + ggml_tensor * cur_ffn = llm_build_ffn(ctx0, cur, + model.layers[il].ffn_up_shexp, NULL, + model.layers[il].ffn_gate_shexp, NULL, + model.layers[il].ffn_down_shexp, NULL, + NULL, + LLM_FFN_SILU, LLM_FFN_PAR, cb, il); + cb(cur_ffn, "ffn_shexp", il); + + ggml_tensor * ffn_shexp_out = ggml_mul(ctx0, cur_ffn, cur_gate); + cb(ffn_shexp_out, "ffn_shexp_out", il); + + moe_out = ggml_add(ctx0, moe_out, ffn_shexp_out); + cb(moe_out, "ffn_out", il); + + cur = moe_out; + } + + cur = ggml_add(ctx0, cur, ffn_inp); + cb(cur, "l_out", il); + + // input for next layer + inpL = cur; + } + + cur = inpL; + + cur = llm_build_norm(ctx0, cur, hparams, + model.output_norm, NULL, + LLM_NORM_RMS, cb, -1); + cb(cur, "result_norm", -1); + + // lm_head + cur = ggml_mul_mat(ctx0, model.output, cur); + cb(cur, "result_output", -1); + + ggml_build_forward_expand(gf, cur); + + return gf; + } + struct ggml_cgraph * build_phi2() { struct ggml_cgraph * gf = ggml_new_graph_custom(ctx0, LLAMA_MAX_NODES, false); @@ -9917,6 +10146,10 @@ static struct ggml_cgraph * llama_build_graph( { result = llm.build_qwen2(); } break; + case LLM_ARCH_QWEN2MOE: + { + result = llm.build_qwen2moe(); + } break; case LLM_ARCH_PHI2: { result = llm.build_phi2(); @@ -14834,6 +15067,7 @@ enum llama_rope_type llama_rope_type(const struct llama_model * model) { case LLM_ARCH_STABLELM: case LLM_ARCH_QWEN: case LLM_ARCH_QWEN2: + case LLM_ARCH_QWEN2MOE: case LLM_ARCH_PHI2: case LLM_ARCH_GEMMA: case LLM_ARCH_STARCODER2: diff --git a/tests/test-backend-ops.cpp b/tests/test-backend-ops.cpp index b50675952..21adba42e 100644 --- a/tests/test-backend-ops.cpp +++ b/tests/test-backend-ops.cpp @@ -1878,6 +1878,7 @@ static bool test_backend(ggml_backend_t backend, test_mode mode, const char * op // unary ops for (int op = 0; op < GGML_UNARY_OP_COUNT; op++) { test_cases.emplace_back(new test_unary((ggml_unary_op) op)); + test_cases.emplace_back(new test_unary((ggml_unary_op) op, GGML_TYPE_F32, { 7, 13, 19, 23 })); } test_cases.emplace_back(new test_get_rows(GGML_TYPE_F32, 1, 8, 2, 1, false)); From dbceec87c0221ec952e69448df6a71f1372a7487 Mon Sep 17 00:00:00 2001 From: Ashish <1856117+ashishdatta@users.noreply.github.com> Date: Tue, 16 Apr 2024 08:48:35 -0700 Subject: [PATCH 24/37] llama : add StableLM2 12B (#6635) * StableLM2 12B support for huggingface -> GGUF * StableLM12 tensormapping and constants * StableLM-2-12b model support * fix * Added 12B support * Removed autoformatting; resolved bug where model_arch was not selecting StableLM2 * Formatting * Do QK norm stacking in model conversion step * Converge StableLM and StableLM2 code to simplify graph construction * Fix accidental removal * Removed warnings * Revert formatter * Move QK norm stack to private function so it's easier to read * refactor stablelm graph builder to support 1.6, 3b and 12b more efficiently * Proper check for None type for new_name to avoid crash; formatting; revert change to base class `write_tensors()` * Format * Formatting * format Co-authored-by: compilade * Fix incorrect check for K norm * space after commas; Keep indentation multiple of 4 spaces * Flake8 format * Removed unnecessary conditional branches * Removed unused comment * Fixed incorrect tensor passing * Format --------- Co-authored-by: compilade --- convert-hf-to-gguf.py | 82 +++++++++++++++++++++++++++++++++++++++ gguf-py/gguf/constants.py | 2 + llama.cpp | 62 +++++++++++++++++++++++------ 3 files changed, 134 insertions(+), 12 deletions(-) diff --git a/convert-hf-to-gguf.py b/convert-hf-to-gguf.py index a93b0666c..f321d77de 100755 --- a/convert-hf-to-gguf.py +++ b/convert-hf-to-gguf.py @@ -1207,9 +1207,91 @@ class StableLMModel(Model): rotary_factor = self.find_hparam(["partial_rotary_factor", "rope_pct"]) self.gguf_writer.add_rope_dimension_count(int(rotary_factor * (hparams["hidden_size"] // hparams["num_attention_heads"]))) self.gguf_writer.add_head_count(hparams["num_attention_heads"]) + self.gguf_writer.add_head_count_kv(hparams["num_key_value_heads"]) self.gguf_writer.add_parallel_residual(hparams["use_parallel_residual"] if "use_parallel_residual" in hparams else True) self.gguf_writer.add_layer_norm_eps(self.find_hparam(["layer_norm_eps", "norm_eps"])) + def write_tensors(self): + block_count = self.hparams.get("n_layers", self.hparams.get("num_hidden_layers", self.hparams.get("n_layer"))) + tensor_map = gguf.get_tensor_name_map(self.model_arch, block_count) + n_head = self.hparams.get("num_attention_heads") + n_kv_head = self.hparams.get("num_key_value_heads") + q_norms = dict() + k_norms = dict() + for name, data_torch in self.get_tensors(): + # we don't need these + if name.endswith((".attention.masked_bias", ".attention.bias", ".attention.rotary_emb.inv_freq")): + continue + + old_dtype = data_torch.dtype + + # convert any unsupported data types to float32 + if data_torch.dtype not in (torch.float16, torch.float32): + data_torch = data_torch.to(torch.float32) + + data = data_torch.squeeze().numpy() + n_dims = len(data.shape) + if name.find("q_layernorm.norms") != -1: + q_norms[name] = data + if len(q_norms) >= (block_count * n_head): + self._stack_qk_norm(block_count, name, tensor_map, n_head, q_norms, n_dims, layer_name="q_layernorm") + continue + if name.find("k_layernorm.norms") != -1: + k_norms[name] = data + if len(k_norms) >= (block_count * n_kv_head): + self._stack_qk_norm(block_count, name, tensor_map, n_kv_head, k_norms, n_dims, layer_name="k_layernorm") + continue + + # map tensor names + new_name = tensor_map.get_name(name, try_suffixes=(".weight", ".bias")) + if new_name is None: + print(f"Can not map tensor {name!r}") + sys.exit() + + n_dims = len(data.shape) + data_dtype = data.dtype + + # if f32 desired, convert any float16 to float32 + if self.ftype == 0 and data_dtype == np.float16: + data = data.astype(np.float32) + + # TODO: Why cant we use these float16 as-is? There should be not reason to store float16 as float32 + if self.ftype == 1 and data_dtype == np.float16 and (n_dims == 1 or new_name.endswith("_norm.weight")): + data = data.astype(np.float32) + + # if f16 desired, convert any float32 2-dim weight tensors to float16 + if self.ftype == 1 and data_dtype == np.float32 and name.endswith(".weight") and not new_name.endswith("_norm.weight") and n_dims == 2: + data = data.astype(np.float16) + + print(f"{new_name}, n_dims = {n_dims}, {old_dtype} --> {data.dtype}") + + self.gguf_writer.add_tensor(new_name, data) + + def _stack_qk_norm(self, block_count, name, tensor_map, n_head, norms, n_dims, layer_name="q_layernorm"): + for bid in range(block_count): + datas = [] + for xid in range(n_head): + ename = f"model.layers.{bid}.self_attn.{layer_name}.norms.{xid}.weight" + datas.append(norms[ename]) + del norms[ename] + data = np.stack(datas, axis=0) + data_dtype = data.dtype + merged_name = f"model.layers.{bid}.self_attn.{layer_name}.weight" + new_name = tensor_map.get_name(merged_name, try_suffixes=(".weight", ".bias")) + if new_name is None: + print(f"Can not map tensor {name!r}") + sys.exit() + if self.ftype == 1 and data_dtype == np.float16 and (n_dims == 1 or new_name.endswith("_norm.weight")): + data = data.astype(np.float32) + + # if f16 desired, convert any float32 2-dim weight tensors to float16 + if self.ftype == 1 and data_dtype == np.float32 and name.endswith(".weight") and not new_name.endswith("_norm.weight") and n_dims == 2: + data = data.astype(np.float16) + + print(f"{new_name}, n_dims = {len(data.shape)}, shape = {data.shape} --> {data.dtype}") + + self.gguf_writer.add_tensor(new_name, data) + @Model.register("LlamaForCausalLM", "MistralForCausalLM", "MixtralForCausalLM") class LlamaModel(Model): diff --git a/gguf-py/gguf/constants.py b/gguf-py/gguf/constants.py index df861164f..4b0b6c4c6 100644 --- a/gguf-py/gguf/constants.py +++ b/gguf-py/gguf/constants.py @@ -455,6 +455,8 @@ MODEL_TENSORS: dict[MODEL_ARCH, list[MODEL_TENSOR]] = { MODEL_TENSOR.FFN_GATE, MODEL_TENSOR.FFN_DOWN, MODEL_TENSOR.FFN_UP, + MODEL_TENSOR.ATTN_Q_NORM, + MODEL_TENSOR.ATTN_K_NORM, ], MODEL_ARCH.QWEN: [ MODEL_TENSOR.TOKEN_EMBD, diff --git a/llama.cpp b/llama.cpp index 340e68fde..579986d1a 100644 --- a/llama.cpp +++ b/llama.cpp @@ -716,6 +716,8 @@ static const std::map> LLM_TENSOR_NA { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" }, { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" }, { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" }, + { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm" }, + { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm" }, }, }, { @@ -1744,6 +1746,7 @@ enum e_model { MODEL_4B, MODEL_7B, MODEL_8B, + MODEL_12B, MODEL_13B, MODEL_14B, MODEL_15B, @@ -3607,6 +3610,7 @@ static const char * llama_model_type_name(e_model type) { case MODEL_3B: return "3B"; case MODEL_7B: return "7B"; case MODEL_8B: return "8B"; + case MODEL_12B: return "12B"; case MODEL_13B: return "13B"; case MODEL_14B: return "14B"; case MODEL_15B: return "15B"; @@ -3898,6 +3902,7 @@ static void llm_load_hparams( switch (hparams.n_layer) { case 24: model.type = e_model::MODEL_1B; break; case 32: model.type = e_model::MODEL_3B; break; + case 40: model.type = e_model::MODEL_12B; break; default: model.type = e_model::MODEL_UNKNOWN; } } break; @@ -5128,8 +5133,13 @@ static bool llm_load_tensors( layer.bk = ml.create_tensor(ctx_layer, tn(LLM_TENSOR_ATTN_K, "bias", i), {n_embd_gqa}, false); layer.bv = ml.create_tensor(ctx_layer, tn(LLM_TENSOR_ATTN_V, "bias", i), {n_embd_gqa}, false); - layer.ffn_norm = ml.create_tensor(ctx_layer, tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}); - layer.ffn_norm_b = ml.create_tensor(ctx_layer, tn(LLM_TENSOR_FFN_NORM, "bias", i), {n_embd}); + // optional q and k layernorms, present in StableLM 2 12B + layer.attn_q_norm = ml.create_tensor(ctx_layer, tn(LLM_TENSOR_ATTN_Q_NORM, "weight", i), {hparams.n_embd_head_k, hparams.n_head}, false); + layer.attn_k_norm = ml.create_tensor(ctx_layer, tn(LLM_TENSOR_ATTN_K_NORM, "weight", i), {hparams.n_embd_head_k, hparams.n_head_kv}, false); + + // optional FFN norm, not present in StableLM 2 12B which uses parallel residual + layer.ffn_norm = ml.create_tensor(ctx_layer, tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, false); + layer.ffn_norm_b = ml.create_tensor(ctx_layer, tn(LLM_TENSOR_FFN_NORM, "bias", i), {n_embd}, false); layer.ffn_gate = ml.create_tensor(ctx_split, tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd, n_ff}); layer.ffn_down = ml.create_tensor(ctx_split, tn(LLM_TENSOR_FFN_DOWN, "weight", i), { n_ff, n_embd}); @@ -8197,7 +8207,7 @@ struct llm_build_context { struct ggml_tensor * KQ_mask = build_inp_KQ_mask(); for (int il = 0; il < n_layer; ++il) { - struct ggml_tensor * inpSA = inpL; + // norm cur = llm_build_norm(ctx0, inpL, hparams, @@ -8206,6 +8216,8 @@ struct llm_build_context { LLM_NORM, cb, il); cb(cur, "attn_norm", il); + struct ggml_tensor * inpSA = cur; + // self-attention { // compute Q and K and RoPE them @@ -8230,15 +8242,36 @@ struct llm_build_context { cb(Vcur, "Vcur", il); } + Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head, n_tokens); + cb(Qcur, "Qcur", il); + Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens); + cb(Kcur, "Kcur", il); + + if (model.layers[il].attn_q_norm) { + Qcur = llm_build_norm(ctx0, Qcur, hparams, + model.layers[il].attn_q_norm, + NULL, + LLM_NORM, cb, il); + cb(Qcur, "Qcur", il); + } + if (model.layers[il].attn_k_norm) { + Kcur = llm_build_norm(ctx0, Kcur, hparams, + model.layers[il].attn_k_norm, + NULL, + LLM_NORM, cb, il); + cb(Kcur, "Kcur", il); + } + + Qcur = ggml_rope_custom( - ctx0, ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head, n_tokens), inp_pos, + ctx0, Qcur, inp_pos, n_rot, rope_type, 0, n_orig_ctx, freq_base, freq_scale, ext_factor, attn_factor, beta_fast, beta_slow ); cb(Qcur, "Qcur", il); Kcur = ggml_rope_custom( - ctx0, ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens), inp_pos, + ctx0, Kcur, inp_pos, n_rot, rope_type, 0, n_orig_ctx, freq_base, freq_scale, ext_factor, attn_factor, beta_fast, beta_slow ); @@ -8253,20 +8286,25 @@ struct llm_build_context { // skip computing output for unused tokens struct ggml_tensor * inp_out_ids = build_inp_out_ids(); cur = ggml_get_rows(ctx0, cur, inp_out_ids); + inpL = ggml_get_rows(ctx0, inpL, inp_out_ids); inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids); } - struct ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA); + struct ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpL); cb(ffn_inp, "ffn_inp", il); // feed-forward network { - cur = llm_build_norm(ctx0, ffn_inp, hparams, - model.layers[il].ffn_norm, - model.layers[il].ffn_norm_b, - LLM_NORM, cb, il); - cb(cur, "ffn_norm", il); - + if (model.layers[il].ffn_norm) { + cur = llm_build_norm(ctx0, ffn_inp, hparams, + model.layers[il].ffn_norm, + model.layers[il].ffn_norm_b, + LLM_NORM, cb, il); + cb(cur, "ffn_norm", il); + } else { + // parallel residual + cur = inpSA; + } cur = llm_build_ffn(ctx0, cur, model.layers[il].ffn_up, NULL, model.layers[il].ffn_gate, NULL, From 8cc91dc63c0df397d644a581b2cbeea74eb51ae0 Mon Sep 17 00:00:00 2001 From: Justine Tunney Date: Tue, 16 Apr 2024 14:55:30 -0400 Subject: [PATCH 25/37] ggml : add llamafile sgemm (#6414) This change upstreams llamafile's cpu matrix multiplication kernels which improve image and prompt evaluation speed. For starters, Q4_0 and Q8_0 weights should go ~40% faster on CPU. The biggest benefits are with data types like f16 / f32, which process prompts 2x faster thus making them faster than quantized data types for prompt evals. This change also introduces bona fide AVX512 support since tinyBLAS is able to exploit the larger register file. For example, on my CPU llama.cpp llava-cli processes an image prompt at 305 tokens/second, using the Q4_K and Q4_0 types, which has always been faster than if we used f16 LLaVA weights, which at HEAD go 188 tokens/second. With this change, f16 LLaVA performance leap frogs to 464 tokens/second. On Intel Core i9-14900K this change improves F16 prompt perf by 5x. For example, using llama.cpp at HEAD with Mistral 7b f16 to process a 215 token prompt will go 13 tok/sec. This change has fixes making it go 52 tok/sec. It's mostly thanks to my vectorized outer product kernels but also because I added support for correctly counting the number of cores on Alderlake, so the default thread count discounts Intel's new efficiency cores. Only Linux right now can count cores. This work was sponsored by Mozilla who's given permission to change the license of this code from Apache 2.0 to MIT. To read more about what's improved, and how it works, see: https://justine.lol/matmul/ --- CMakeLists.txt | 2 + Makefile | 10 +- Package.swift | 1 + build.zig | 15 +- common/common.cpp | 73 ++ common/common.h | 3 +- examples/llama-bench/llama-bench.cpp | 2 +- ggml-impl.h | 2 +- ggml-quants.c | 2 +- ggml.c | 54 ++ sgemm.cpp | 1148 ++++++++++++++++++++++++++ sgemm.h | 12 + 12 files changed, 1312 insertions(+), 12 deletions(-) create mode 100644 sgemm.cpp create mode 100644 sgemm.h diff --git a/CMakeLists.txt b/CMakeLists.txt index 19fdfa46c..158174c20 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -1151,6 +1151,8 @@ add_library(ggml OBJECT ggml-backend.h ggml-quants.c ggml-quants.h + sgemm.cpp + sgemm.h ${GGML_SOURCES_CUDA} ${GGML_HEADERS_CUDA} ${GGML_SOURCES_OPENCL} ${GGML_HEADERS_OPENCL} ${GGML_SOURCES_METAL} ${GGML_HEADERS_METAL} diff --git a/Makefile b/Makefile index 8f3e17da4..928fb14ca 100644 --- a/Makefile +++ b/Makefile @@ -219,6 +219,11 @@ ifdef LLAMA_DISABLE_LOGS MK_CPPFLAGS += -DLOG_DISABLE_LOGS endif # LLAMA_DISABLE_LOGS +# disable ggml.c's use of sgemm.cpp +ifdef LLAMA_NO_LLAMAFILE + MK_CPPFLAGS += -DGGML_USE_LLAMAFILE=0 +endif + # warnings WARN_FLAGS = -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function MK_CFLAGS += $(WARN_FLAGS) -Wshadow -Wstrict-prototypes -Wpointer-arith -Wmissing-prototypes -Werror=implicit-int \ @@ -676,13 +681,16 @@ ggml-backend.o: ggml-backend.c ggml.h ggml-backend.h ggml-quants.o: ggml-quants.c ggml.h ggml-quants.h ggml-common.h $(CC) $(CFLAGS) -c $< -o $@ +sgemm.o: sgemm.cpp sgemm.h ggml.h + $(CXX) $(CXXFLAGS) -c $< -o $@ + unicode.o: unicode.cpp unicode.h $(CXX) $(CXXFLAGS) -c $< -o $@ unicode-data.o: unicode-data.cpp unicode-data.h $(CXX) $(CXXFLAGS) -c $< -o $@ -OBJS += ggml-alloc.o ggml-backend.o ggml-quants.o unicode.o unicode-data.o +OBJS += ggml-alloc.o ggml-backend.o ggml-quants.o unicode.o unicode-data.o sgemm.o llama.o: llama.cpp unicode.h ggml.h ggml-alloc.h ggml-backend.h ggml-cuda.h ggml-metal.h llama.h $(CXX) $(CXXFLAGS) -c $< -o $@ diff --git a/Package.swift b/Package.swift index fbd0973be..183e64757 100644 --- a/Package.swift +++ b/Package.swift @@ -4,6 +4,7 @@ import PackageDescription var sources = [ "ggml.c", + "sgemm.cpp", "llama.cpp", "unicode.cpp", "unicode-data.cpp", diff --git a/build.zig b/build.zig index e05ca2120..c35e801f8 100644 --- a/build.zig +++ b/build.zig @@ -112,6 +112,7 @@ pub fn build(b: *std.build.Builder) !void { make.enable_lto = b.option(bool, "lto", "Enable LTO optimization, (default: false)") orelse false; const ggml = make.obj("ggml", "ggml.c"); + const sgemm = make.obj("sgemm", "sgemm.cpp"); const ggml_alloc = make.obj("ggml-alloc", "ggml-alloc.c"); const ggml_backend = make.obj("ggml-backend", "ggml-backend.c"); const ggml_quants = make.obj("ggml-quants", "ggml-quants.c"); @@ -128,14 +129,14 @@ pub fn build(b: *std.build.Builder) !void { const clip = make.obj("clip", "examples/llava/clip.cpp"); const llava = make.obj("llava", "examples/llava/llava.cpp"); - _ = make.exe("main", "examples/main/main.cpp", &.{ ggml, ggml_alloc, ggml_backend, ggml_quants, llama, unicode, unicode_data, common, json_schema_to_grammar, buildinfo, sampling, console, grammar_parser }); - _ = make.exe("quantize", "examples/quantize/quantize.cpp", &.{ ggml, ggml_alloc, ggml_backend, ggml_quants, llama, unicode, unicode_data, common, json_schema_to_grammar, buildinfo }); - _ = make.exe("perplexity", "examples/perplexity/perplexity.cpp", &.{ ggml, ggml_alloc, ggml_backend, ggml_quants, llama, unicode, unicode_data, common, json_schema_to_grammar, buildinfo }); - _ = make.exe("embedding", "examples/embedding/embedding.cpp", &.{ ggml, ggml_alloc, ggml_backend, ggml_quants, llama, unicode, unicode_data, common, json_schema_to_grammar, buildinfo }); - _ = make.exe("finetune", "examples/finetune/finetune.cpp", &.{ ggml, ggml_alloc, ggml_backend, ggml_quants, llama, unicode, unicode_data, common, json_schema_to_grammar, buildinfo, train }); - _ = make.exe("train-text-from-scratch", "examples/train-text-from-scratch/train-text-from-scratch.cpp", &.{ ggml, ggml_alloc, ggml_backend, ggml_quants, llama, unicode, unicode_data, common, json_schema_to_grammar, buildinfo, train }); + _ = make.exe("main", "examples/main/main.cpp", &.{ ggml, sgemm, ggml_alloc, ggml_backend, ggml_quants, llama, unicode, unicode_data, common, json_schema_to_grammar, buildinfo, sampling, console, grammar_parser }); + _ = make.exe("quantize", "examples/quantize/quantize.cpp", &.{ ggml, sgemm, ggml_alloc, ggml_backend, ggml_quants, llama, unicode, unicode_data, common, json_schema_to_grammar, buildinfo }); + _ = make.exe("perplexity", "examples/perplexity/perplexity.cpp", &.{ ggml, sgemm, ggml_alloc, ggml_backend, ggml_quants, llama, unicode, unicode_data, common, json_schema_to_grammar, buildinfo }); + _ = make.exe("embedding", "examples/embedding/embedding.cpp", &.{ ggml, sgemm, ggml_alloc, ggml_backend, ggml_quants, llama, unicode, unicode_data, common, json_schema_to_grammar, buildinfo }); + _ = make.exe("finetune", "examples/finetune/finetune.cpp", &.{ ggml, sgemm, ggml_alloc, ggml_backend, ggml_quants, llama, unicode, unicode_data, common, json_schema_to_grammar, buildinfo, train }); + _ = make.exe("train-text-from-scratch", "examples/train-text-from-scratch/train-text-from-scratch.cpp", &.{ ggml, sgemm, ggml_alloc, ggml_backend, ggml_quants, llama, unicode, unicode_data, common, json_schema_to_grammar, buildinfo, train }); - const server = make.exe("server", "examples/server/server.cpp", &.{ ggml, ggml_alloc, ggml_backend, ggml_quants, llama, unicode, unicode_data, common, json_schema_to_grammar, buildinfo, sampling, grammar_parser, clip, llava }); + const server = make.exe("server", "examples/server/server.cpp", &.{ ggml, sgemm, ggml_alloc, ggml_backend, ggml_quants, llama, unicode, unicode_data, common, json_schema_to_grammar, buildinfo, sampling, grammar_parser, clip, llava }); if (server.target.isWindows()) { server.linkSystemLibrary("ws2_32"); } diff --git a/common/common.cpp b/common/common.cpp index 52576cba3..cf69535e2 100644 --- a/common/common.cpp +++ b/common/common.cpp @@ -108,6 +108,79 @@ int32_t get_num_physical_cores() { return n_threads > 0 ? (n_threads <= 4 ? n_threads : n_threads / 2) : 4; } +#if defined(__x86_64__) && defined(__linux__) +#include + +static void cpuid(unsigned leaf, unsigned subleaf, + unsigned *eax, unsigned *ebx, unsigned *ecx, unsigned *edx) { + __asm__("movq\t%%rbx,%%rsi\n\t" + "cpuid\n\t" + "xchgq\t%%rbx,%%rsi" + : "=a"(*eax), "=S"(*ebx), "=c"(*ecx), "=d"(*edx) + : "0"(leaf), "2"(subleaf)); +} + +static int pin_cpu(int cpu) { + cpu_set_t mask; + CPU_ZERO(&mask); + CPU_SET(cpu, &mask); + return pthread_setaffinity_np(pthread_self(), sizeof(mask), &mask); +} + +static bool is_hybrid_cpu(void) { + unsigned eax, ebx, ecx, edx; + cpuid(7, 0, &eax, &ebx, &ecx, &edx); + return !!(edx & (1u << 15)); +} + +static bool is_running_on_efficiency_core(void) { + unsigned eax, ebx, ecx, edx; + cpuid(0x1a, 0, &eax, &ebx, &ecx, &edx); + int intel_atom = 0x20; + int core_type = (eax & 0xff000000u) >> 24; + return core_type == intel_atom; +} + +static int count_math_cpus(int cpu_count) { + int result = 0; + for (int cpu = 0; cpu < cpu_count; ++cpu) { + if (pin_cpu(cpu)) { + return -1; + } + if (is_running_on_efficiency_core()) { + continue; // efficiency cores harm lockstep threading + } + ++cpu; // hyperthreading isn't useful for linear algebra + ++result; + } + return result; +} + +#endif // __x86_64__ && __linux__ + +/** + * Returns number of CPUs on system that are useful for math. + */ +int get_math_cpu_count() { +#if defined(__x86_64__) && defined(__linux__) + int cpu_count = sysconf(_SC_NPROCESSORS_ONLN); + if (cpu_count < 1) { + return get_num_physical_cores(); + } + if (is_hybrid_cpu()) { + cpu_set_t affinity; + if (!pthread_getaffinity_np(pthread_self(), sizeof(affinity), &affinity)) { + int result = count_math_cpus(cpu_count); + pthread_setaffinity_np(pthread_self(), sizeof(affinity), &affinity); + if (result > 0) { + return result; + } + } + } +#endif + return get_num_physical_cores(); +} + void process_escapes(std::string & input) { std::size_t input_len = input.length(); std::size_t output_idx = 0; diff --git a/common/common.h b/common/common.h index 65272b0ba..cca44268e 100644 --- a/common/common.h +++ b/common/common.h @@ -39,6 +39,7 @@ extern char const *LLAMA_BUILD_TARGET; struct llama_control_vector_load_info; +int get_math_cpu_count(); int32_t get_num_physical_cores(); // @@ -48,7 +49,7 @@ int32_t get_num_physical_cores(); struct gpt_params { uint32_t seed = LLAMA_DEFAULT_SEED; // RNG seed - int32_t n_threads = get_num_physical_cores(); + int32_t n_threads = get_math_cpu_count(); int32_t n_threads_draft = -1; int32_t n_threads_batch = -1; // number of threads to use for batch processing (-1 = use n_threads) int32_t n_threads_batch_draft = -1; diff --git a/examples/llama-bench/llama-bench.cpp b/examples/llama-bench/llama-bench.cpp index 27e113203..8b532c8b6 100644 --- a/examples/llama-bench/llama-bench.cpp +++ b/examples/llama-bench/llama-bench.cpp @@ -190,7 +190,7 @@ static const cmd_params cmd_params_defaults = { /* n_ubatch */ {512}, /* type_k */ {GGML_TYPE_F16}, /* type_v */ {GGML_TYPE_F16}, - /* n_threads */ {get_num_physical_cores()}, + /* n_threads */ {get_math_cpu_count()}, /* n_gpu_layers */ {99}, /* split_mode */ {LLAMA_SPLIT_MODE_LAYER}, /* main_gpu */ {0}, diff --git a/ggml-impl.h b/ggml-impl.h index e68b72877..0c997d3ed 100644 --- a/ggml-impl.h +++ b/ggml-impl.h @@ -88,7 +88,7 @@ typedef uint16_t ggml_fp16_internal_t; #if defined(_MSC_VER) || defined(__MINGW32__) #include #else -#if defined(__AVX__) || defined(__AVX2__) || defined(__AVX512F__) || defined(__SSSE3__) || defined(__SSE3__) +#if defined(__AVX__) || defined(__AVX2__) || defined(__AVX512F__) || defined(__SSSE3__) || defined(__SSE3__) || defined(__SSE__) #if !defined(__riscv) #include #endif diff --git a/ggml-quants.c b/ggml-quants.c index 32e84434a..32360a1f1 100644 --- a/ggml-quants.c +++ b/ggml-quants.c @@ -132,7 +132,7 @@ static inline __m256 sum_i16_pairs_float(const __m256i x) { } static inline __m256 mul_sum_us8_pairs_float(const __m256i ax, const __m256i sy) { -#if defined(__AVXVNNI__) || defined(__AVX512VNNI__) +#if defined(__AVXVNNI__) || (defined(__AVX512VNNI__) && defined(__AVX512VL__)) const __m256i zero = _mm256_setzero_si256(); const __m256i summed_pairs = _mm256_dpbusd_epi32(zero, ax, sy); return _mm256_cvtepi32_ps(summed_pairs); diff --git a/ggml.c b/ggml.c index 14288d29d..119686be6 100644 --- a/ggml.c +++ b/ggml.c @@ -4,6 +4,7 @@ #include "ggml-impl.h" #include "ggml-quants.h" #include "ggml.h" +#include "sgemm.h" #if defined(_MSC_VER) || defined(__MINGW32__) #include // using malloc.h with MSC/MINGW @@ -32,6 +33,14 @@ #include #endif +#ifndef GGML_USE_LLAMAFILE +#ifdef __ARM_FEATURE_MATMUL_INT8 +#define GGML_USE_LLAMAFILE 0 +#else +#define GGML_USE_LLAMAFILE 1 +#endif +#endif + #if defined(_MSC_VER) // disable "possible loss of data" to avoid hundreds of casts // we should just be careful :) @@ -10810,6 +10819,28 @@ static void ggml_compute_forward_mul_mat( } #endif +#if GGML_USE_LLAMAFILE + if (nb10 == ggml_type_size(src1->type)) { + for (int64_t i13 = 0; i13 < ne13; i13++) + for (int64_t i12 = 0; i12 < ne12; i12++) + if (!llamafile_sgemm(ne01, ne11, ne00/ggml_blck_size(src0->type), + (const char *)src0->data + i12/r2*nb02 + i13/r3*nb03, + nb01/ggml_type_size(src0->type), + (const char *)src1->data + i12*nb12 + i13*nb13, + nb11/ggml_type_size(src1->type), + (char *)dst->data + i12*nb2 + i13*nb3, + nb1/ggml_type_size(dst->type), + ith, nth, + params->type, + src0->type, + src1->type, + dst->type)) + goto UseGgmlGemm1; + return; + } +UseGgmlGemm1:; +#endif + if (params->type == GGML_TASK_TYPE_INIT) { if (ith != 0) { return; @@ -10841,6 +10872,29 @@ static void ggml_compute_forward_mul_mat( const void * wdata = (src1->type == vec_dot_type) ? src1->data : params->wdata; const size_t row_size = ggml_row_size(vec_dot_type, ne10); +#if GGML_USE_LLAMAFILE + if (nb10 == ggml_type_size(src1->type) || src1->type != vec_dot_type) { + for (int64_t i13 = 0; i13 < ne13; i13++) + for (int64_t i12 = 0; i12 < ne12; i12++) + if (!llamafile_sgemm(ne01, ne11, ne00/ggml_blck_size(src0->type), + (const char *)src0->data + i12/r2*nb02 + i13/r3*nb03, + nb01/ggml_type_size(src0->type), + (const char *)wdata + (nb12/ggml_type_size(src1->type)*ggml_type_size(vec_dot_type)*i12 + + nb13/ggml_type_size(src1->type)*ggml_type_size(vec_dot_type)*i13), + row_size/ggml_type_size(vec_dot_type), + (char *)dst->data + i12*nb2 + i13*nb3, + nb1/ggml_type_size(dst->type), + ith, nth, + params->type, + src0->type, + vec_dot_type, + dst->type)) + goto UseGgmlGemm2; + return; + } +UseGgmlGemm2:; +#endif + const int64_t nr0 = ne01; // src0 rows const int64_t nr1 = ne1*ne12*ne13; // src1 rows diff --git a/sgemm.cpp b/sgemm.cpp new file mode 100644 index 000000000..6900f04cf --- /dev/null +++ b/sgemm.cpp @@ -0,0 +1,1148 @@ +// -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*- +// vi: set et ft=c++ ts=4 sts=4 sw=4 fenc=utf-8 :vi +// +// Copyright 2024 Mozilla Foundation +// +// Permission is hereby granted, free of charge, to any person obtaining +// a copy of this software and associated documentation files (the +// "Software"), to deal in the Software without restriction, including +// without limitation the rights to use, copy, modify, merge, publish, +// distribute, sublicense, and/or sell copies of the Software, and to +// permit persons to whom the Software is furnished to do so, subject to +// the following conditions: +// +// The above copyright notice and this permission notice shall be +// included in all copies or substantial portions of the Software. +// +// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, +// EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF +// MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND +// NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS +// BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN +// ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +// CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +// SOFTWARE. + +// +// _ _ ___ _ _ ___ +// | |_(_)_ _ _ _| _ ) | /_\ / __| +// | _| | ' \ || | _ \ |__ / _ \\__ \. +// \__|_|_||_\_, |___/____/_/ \_\___/ +// |__/ +// +// BASIC LINEAR ALGEBRA SUBPROGRAMS +// +// +// This file implements multithreaded CPU matrix multiplication for the +// common contiguous use case C = Aᵀ * B. These kernels are designed to +// have excellent performance[1] for matrices that fit in the CPU cache +// without imposing any overhead such as cache filling or malloc calls. +// +// This implementation does not guarantee any upper bound with rounding +// errors, which grow along with k. Our goal's to maximally exploit the +// hardware for performance, and then use whatever resources remain for +// improving numerical accuracy. +// +// [1] J. Tunney, ‘LLaMA Now Goes Faster on CPUs’, Mar. 2024. [Online]. +// Available: https://justine.lol/matmul/. [Accessed: 29-Mar-2024]. + +#pragma GCC diagnostic ignored "-Wpedantic" +#pragma GCC diagnostic ignored "-Wignored-attributes" + +#include "sgemm.h" +#include "ggml-impl.h" +#include "ggml-quants.h" + +#ifdef _MSC_VER +#define NOINLINE __declspec(noinline) +#else +#define NOINLINE __attribute__((__noinline__)) +#endif + +#if defined(__ARM_NEON) || defined(__AVX512F__) +#define VECTOR_REGISTERS 32 +#else +#define VECTOR_REGISTERS 16 +#endif + +// there will be blocks +#define BEGIN_KERNEL(RM, RN) \ + int ytiles = (m - m0) / RM; \ + int xtiles = (n - n0) / RN; \ + int tiles = ytiles * xtiles; \ + int duty = (tiles + nth - 1) / nth; \ + int start = duty * ith; \ + int end = start + duty; \ + if (end > tiles) \ + end = tiles; \ + for (int job = start; job < end; ++job) { \ + int i = m0 + job / xtiles * RM; \ + int j = n0 + job % xtiles * RN; + +#define END_KERNEL() } + +#define MM256_SET_M128I(a, b) _mm256_insertf128_si256(_mm256_castsi128_si256(b), (a), 1) + +namespace { + +inline float unhalf(ggml_fp16_t d) { + return GGML_FP16_TO_FP32(d); +} + +//////////////////////////////////////////////////////////////////////////////////////////////////// +// VECTORIZED ARITHMETIC OPERATIONS + +#if defined(__SSE__) || defined(__AVX__) || defined(__AVX2__) || defined(__AVX512F__) +inline __m128 add(__m128 x, __m128 y) { return _mm_add_ps(x, y); } +inline __m128 sub(__m128 x, __m128 y) { return _mm_sub_ps(x, y); } +inline __m128 mul(__m128 x, __m128 y) { return _mm_mul_ps(x, y); } +#endif // __SSE__ + +#if defined(__AVX__) || defined(__AVX2__) || defined(__AVX512F__) +inline __m256 add(__m256 x, __m256 y) { return _mm256_add_ps(x, y); } +inline __m256 sub(__m256 x, __m256 y) { return _mm256_sub_ps(x, y); } +inline __m256 mul(__m256 x, __m256 y) { return _mm256_mul_ps(x, y); } +#endif // __AVX__ + +#if defined(__AVX512F__) +inline __m512 add(__m512 x, __m512 y) { return _mm512_add_ps(x, y); } +inline __m512 sub(__m512 x, __m512 y) { return _mm512_sub_ps(x, y); } +inline __m512 mul(__m512 x, __m512 y) { return _mm512_mul_ps(x, y); } +#endif // __AVX512F__ + +#if defined(__ARM_NEON) +inline float32x4_t add(float32x4_t x, float32x4_t y) { return vaddq_f32(x, y); } +inline float32x4_t sub(float32x4_t x, float32x4_t y) { return vsubq_f32(x, y); } +inline float32x4_t mul(float32x4_t x, float32x4_t y) { return vmulq_f32(x, y); } +#endif // __ARM_NEON + +#if defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC) +inline float16x8_t add(float16x8_t x, float16x8_t y) { return vaddq_f16(x, y); } +inline float16x8_t sub(float16x8_t x, float16x8_t y) { return vsubq_f16(x, y); } +inline float16x8_t mul(float16x8_t x, float16x8_t y) { return vmulq_f16(x, y); } +#endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC + +//////////////////////////////////////////////////////////////////////////////////////////////////// +// VECTORIZED HORIZONTAL SUM + +#if defined(__ARM_NEON) +inline float hsum(float32x4_t x) { + return vaddvq_f32(x); +} +#endif // __ARM_NEON + +#if defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC) && !defined(_MSC_VER) +inline float hsum(float16x8_t x) { + return vaddvq_f32(vaddq_f32(vcvt_f32_f16(vget_low_f16(x)), + vcvt_f32_f16(vget_high_f16(x)))); +} +#endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC + +#if defined(__SSE__) || defined(__AVX__) || defined(__AVX2__) || defined(__AVX512F__) +inline float hsum(__m128 x) { +#if defined(__AVX__) || defined(__AVX2__) || defined(__AVX512F__) + x = _mm_add_ps(x, _mm_movehl_ps(x, x)); + x = _mm_add_ss(x, _mm_movehdup_ps(x)); +#else + __m128 t; + t = _mm_shuffle_ps(x, x, _MM_SHUFFLE(2, 3, 0, 1)); + x = _mm_add_ps(x, t); + t = _mm_movehl_ps(t, x); + x = _mm_add_ss(x, t); +#endif + return _mm_cvtss_f32(x); +} +#endif + +#if defined(__AVX__) || defined(__AVX2__) || defined(__AVX512F__) +inline float hsum(__m256 x) { + return hsum(_mm_add_ps(_mm256_extractf128_ps(x, 1), + _mm256_castps256_ps128(x))); +} +#endif // __AVX__ + +#if defined(__AVX512F__) +inline float hsum(__m512 x) { + return _mm512_reduce_add_ps(x); +} +#endif // __AVX512F__ + +//////////////////////////////////////////////////////////////////////////////////////////////////// +// VECTORIZED MEMORY LOADING + +template T load(const U *); + +#if defined(__ARM_NEON) +template <> inline float32x4_t load(const float *p) { + return vld1q_f32(p); +} +#if !defined(_MSC_VER) +template <> inline float16x8_t load(const ggml_fp16_t *p) { + return vld1q_f16((const float16_t *)p); +} +template <> inline float32x4_t load(const ggml_fp16_t *p) { + return vcvt_f32_f16(vld1_f16((const float16_t *)p)); +} +#endif // _MSC_VER +#endif // __ARM_NEON + +#if defined(__SSE__) || defined(__AVX__) || defined(__AVX2__) || defined(__AVX512F__) +template <> inline __m128 load(const float *p) { + return _mm_loadu_ps(p); +} +#endif // __SSE__ + +#if defined(__AVX__) || defined(__AVX2__) || defined(__AVX512F__) +template <> inline __m256 load(const float *p) { + return _mm256_loadu_ps(p); +} +#endif // __AVX__ + +#if defined(__F16C__) +template <> inline __m256 load(const ggml_fp16_t *p) { + return _mm256_cvtph_ps(_mm_loadu_si128((const __m128i *)p)); +} +#endif // __F16C__ + +#if defined(__AVX512F__) +template <> inline __m512 load(const float *p) { + return _mm512_loadu_ps(p); +} +template <> inline __m512 load(const ggml_fp16_t *p) { + return _mm512_cvtph_ps(_mm256_loadu_si256((const __m256i *)p)); +} +#endif // __AVX512F__ + +//////////////////////////////////////////////////////////////////////////////////////////////////// +// ABSTRACTIONS + +/** + * Computes a * b + c. + * + * This operation will become fused into a single arithmetic instruction + * if the hardware has support for this feature, e.g. Intel Haswell+ (c. + * 2013), AMD Bulldozer+ (c. 2011), etc. + */ +template +inline U madd(T a, T b, U c) { + return add(mul(a, b), c); +} + +/** + * Computes a * b + c with error correction. + * + * @see W. Kahan, "Further remarks on reducing truncation errors," + * Communications of the ACM, vol. 8, no. 1, p. 40, Jan. 1965, + * doi: 10.1145/363707.363723. + */ +template +inline U madder(T a, T b, U c, U *e) { + U y = sub(mul(a, b), *e); + U t = add(c, y); + *e = sub(sub(t, c), y); + return t; +} + +//////////////////////////////////////////////////////////////////////////////////////////////////// +// FLOATING POINT MATRIX MULTIPLICATION + +template +class tinyBLAS { + public: + tinyBLAS(int k, + const TA *A, int lda, + const TB *B, int ldb, + TC *C, int ldc, + int ith, int nth) + : A(A), B(B), C(C), k(k), lda(lda), ldb(ldb), ldc(ldc), ith(ith), nth(nth) { + } + + void matmul(int m, int n, int task) { + if (task == GGML_TASK_TYPE_COMPUTE) + mnpack(0, m, 0, n); + } + + private: + NOINLINE void mnpack(int m0, int m, int n0, int n) { + int mc, nc, mp, np; + if (m - m0 <= 0 || n - n0 <= 0) + return; + if (VECTOR_REGISTERS >= 32 && n - n0 >= 5 && m - m0 >= 5) { + mc = 5; + nc = 5; + gemm5x5(m0, m, n0, n); + } else if (n - n0 >= 4 && m - m0 >= 3) { + mc = 3; + nc = 4; + gemm3x4(m0, m, n0, n); + } else if (n - n0 >= 4) { + mc = 1; + nc = 4; + gemm1x4(m0, m, n0, n); + } else if (m - m0 >= 4) { + mc = 4; + nc = 1; + gemm4x1(m0, m, n0, n); + } else { + mc = 1; + nc = 1; + gemm1x1(m0, m, n0, n); + } + mp = m0 + (m - m0) / mc * mc; + np = n0 + (n - n0) / nc * nc; + mnpack(mp, m, n0, np); + mnpack(m0, mp, np, n); + mnpack(mp, m, np, n); + } + + NOINLINE void gemm5x5(int m0, int m, int n0, int n) { + BEGIN_KERNEL(5, 5) + D c00 = {0}; + D c01 = {0}; + D c02 = {0}; + D c03 = {0}; + D c04 = {0}; + D c10 = {0}; + D c11 = {0}; + D c12 = {0}; + D c13 = {0}; + D c14 = {0}; + D c20 = {0}; + D c21 = {0}; + D c22 = {0}; + D c23 = {0}; + D c24 = {0}; + D c30 = {0}; + D c31 = {0}; + D c32 = {0}; + D c33 = {0}; + D c34 = {0}; + D c40 = {0}; + D c41 = {0}; + D c42 = {0}; + D c43 = {0}; + D c44 = {0}; + for (int l = 0; l < k; l += KN) { + V k0 = load(B + ldb * (j + 0) + l); + V k1 = load(B + ldb * (j + 1) + l); + V k2 = load(B + ldb * (j + 2) + l); + V k3 = load(B + ldb * (j + 3) + l); + V k4 = load(B + ldb * (j + 4) + l); + V a0 = load(A + lda * (i + 0) + l); + c00 = madd(a0, k0, c00); + c01 = madd(a0, k1, c01); + c02 = madd(a0, k2, c02); + c03 = madd(a0, k3, c03); + c04 = madd(a0, k4, c04); + V a1 = load(A + lda * (i + 1) + l); + c10 = madd(a1, k0, c10); + c11 = madd(a1, k1, c11); + c12 = madd(a1, k2, c12); + c13 = madd(a1, k3, c13); + c14 = madd(a1, k4, c14); + V a2 = load(A + lda * (i + 2) + l); + c20 = madd(a2, k0, c20); + c21 = madd(a2, k1, c21); + c22 = madd(a2, k2, c22); + c23 = madd(a2, k3, c23); + c24 = madd(a2, k4, c24); + V a3 = load(A + lda * (i + 3) + l); + c30 = madd(a3, k0, c30); + c31 = madd(a3, k1, c31); + c32 = madd(a3, k2, c32); + c33 = madd(a3, k3, c33); + c34 = madd(a3, k4, c34); + V a4 = load(A + lda * (i + 4) + l); + c40 = madd(a4, k0, c40); + c41 = madd(a4, k1, c41); + c42 = madd(a4, k2, c42); + c43 = madd(a4, k3, c43); + c44 = madd(a4, k4, c44); + } + C[ldc * (j + 0) + (i + 0)] = hsum(c00); + C[ldc * (j + 0) + (i + 1)] = hsum(c10); + C[ldc * (j + 0) + (i + 2)] = hsum(c20); + C[ldc * (j + 0) + (i + 3)] = hsum(c30); + C[ldc * (j + 0) + (i + 4)] = hsum(c40); + C[ldc * (j + 1) + (i + 0)] = hsum(c01); + C[ldc * (j + 1) + (i + 1)] = hsum(c11); + C[ldc * (j + 1) + (i + 2)] = hsum(c21); + C[ldc * (j + 1) + (i + 3)] = hsum(c31); + C[ldc * (j + 1) + (i + 4)] = hsum(c41); + C[ldc * (j + 2) + (i + 0)] = hsum(c02); + C[ldc * (j + 2) + (i + 1)] = hsum(c12); + C[ldc * (j + 2) + (i + 2)] = hsum(c22); + C[ldc * (j + 2) + (i + 3)] = hsum(c32); + C[ldc * (j + 2) + (i + 4)] = hsum(c42); + C[ldc * (j + 3) + (i + 0)] = hsum(c03); + C[ldc * (j + 3) + (i + 1)] = hsum(c13); + C[ldc * (j + 3) + (i + 2)] = hsum(c23); + C[ldc * (j + 3) + (i + 3)] = hsum(c33); + C[ldc * (j + 3) + (i + 4)] = hsum(c43); + C[ldc * (j + 4) + (i + 0)] = hsum(c04); + C[ldc * (j + 4) + (i + 1)] = hsum(c14); + C[ldc * (j + 4) + (i + 2)] = hsum(c24); + C[ldc * (j + 4) + (i + 3)] = hsum(c34); + C[ldc * (j + 4) + (i + 4)] = hsum(c44); + END_KERNEL() + } + + NOINLINE void gemm3x4(int m0, int m, int n0, int n) { + BEGIN_KERNEL(3, 4) + D c00 = {0}; + D c01 = {0}; + D c02 = {0}; + D c03 = {0}; + D c10 = {0}; + D c11 = {0}; + D c12 = {0}; + D c13 = {0}; + D c20 = {0}; + D c21 = {0}; + D c22 = {0}; + D c23 = {0}; + for (int l = 0; l < k; l += KN) { + V k0 = load(B + ldb * (j + 0) + l); + V k1 = load(B + ldb * (j + 1) + l); + V k2 = load(B + ldb * (j + 2) + l); + V k3 = load(B + ldb * (j + 3) + l); + V a0 = load(A + lda * (i + 0) + l); + c00 = madd(a0, k0, c00); + c01 = madd(a0, k1, c01); + c02 = madd(a0, k2, c02); + c03 = madd(a0, k3, c03); + V a1 = load(A + lda * (i + 1) + l); + c10 = madd(a1, k0, c10); + c11 = madd(a1, k1, c11); + c12 = madd(a1, k2, c12); + c13 = madd(a1, k3, c13); + V a2 = load(A + lda * (i + 2) + l); + c20 = madd(a2, k0, c20); + c21 = madd(a2, k1, c21); + c22 = madd(a2, k2, c22); + c23 = madd(a2, k3, c23); + } + C[ldc * (j + 0) + (i + 0)] = hsum(c00); + C[ldc * (j + 0) + (i + 1)] = hsum(c10); + C[ldc * (j + 0) + (i + 2)] = hsum(c20); + C[ldc * (j + 1) + (i + 0)] = hsum(c01); + C[ldc * (j + 1) + (i + 1)] = hsum(c11); + C[ldc * (j + 1) + (i + 2)] = hsum(c21); + C[ldc * (j + 2) + (i + 0)] = hsum(c02); + C[ldc * (j + 2) + (i + 1)] = hsum(c12); + C[ldc * (j + 2) + (i + 2)] = hsum(c22); + C[ldc * (j + 3) + (i + 0)] = hsum(c03); + C[ldc * (j + 3) + (i + 1)] = hsum(c13); + C[ldc * (j + 3) + (i + 2)] = hsum(c23); + END_KERNEL() + } + + NOINLINE void gemm1x4(int m0, int m, int n0, int n) { + BEGIN_KERNEL(1, 4) + D c00 = {0}, e00 = {0}; + D c01 = {0}, e01 = {0}; + D c02 = {0}, e02 = {0}; + D c03 = {0}, e03 = {0}; + for (int l = 0; l < k; l += KN) { + V a = load(A + lda * (i + 0) + l); + c00 = madder(a, load(B + ldb * (j + 0) + l), c00, &e00); + c01 = madder(a, load(B + ldb * (j + 1) + l), c01, &e01); + c02 = madder(a, load(B + ldb * (j + 2) + l), c02, &e02); + c03 = madder(a, load(B + ldb * (j + 3) + l), c03, &e03); + } + C[ldc * (j + 0) + (i + 0)] = hsum(c00); + C[ldc * (j + 1) + (i + 0)] = hsum(c01); + C[ldc * (j + 2) + (i + 0)] = hsum(c02); + C[ldc * (j + 3) + (i + 0)] = hsum(c03); + END_KERNEL() + } + + NOINLINE void gemm4x1(int m0, int m, int n0, int n) { + BEGIN_KERNEL(4, 1) + D c00 = {0}, e00 = {0}; + D c10 = {0}, e10 = {0}; + D c20 = {0}, e20 = {0}; + D c30 = {0}, e30 = {0}; + for (int l = 0; l < k; l += KN) { + V b = load(B + ldb * (j + 0) + l); + c00 = madder(load(A + lda * (i + 0) + l), b, c00, &e00); + c10 = madder(load(A + lda * (i + 1) + l), b, c10, &e10); + c20 = madder(load(A + lda * (i + 2) + l), b, c20, &e20); + c30 = madder(load(A + lda * (i + 3) + l), b, c30, &e30); + } + C[ldc * (j + 0) + (i + 0)] = hsum(c00); + C[ldc * (j + 0) + (i + 1)] = hsum(c10); + C[ldc * (j + 0) + (i + 2)] = hsum(c20); + C[ldc * (j + 0) + (i + 3)] = hsum(c30); + END_KERNEL() + } + + NOINLINE void gemm1x1(int m0, int m, int n0, int n) { + BEGIN_KERNEL(1, 1) + D c = {0}, e = {0}; + for (int l = 0; l < k; l += KN) + c = madder(load(A + lda * i + l), + load(B + ldb * j + l), c, &e); + C[ldc * j + i] = hsum(c); + END_KERNEL() + } + + const TA *const A; + const TB *const B; + TC *const C; + const int k; + const int lda; + const int ldb; + const int ldc; + const int ith; + const int nth; +}; + +////////////////////////////////////////////////////////////////////////////////////////// +// QUANT ZERO MATRIX MULTIPLICATION + +#if defined(__ARM_FEATURE_DOTPROD) +template +class tinyBLAS_Q0_ARM { + public: + tinyBLAS_Q0_ARM(int k, + const TA *A, int lda, + const block_q8_0 *B, int ldb, + float *C, int ldc, + int ith, int nth) + : A(A), B(B), C(C), k(k), lda(lda), ldb(ldb), ldc(ldc), ith(ith), nth(nth) { + } + + void matmul(int m, int n, int task) { + if (task == GGML_TASK_TYPE_COMPUTE) + mnpack(0, m, 0, n); + } + + private: + NOINLINE void mnpack(int m0, int m, int n0, int n) { + int mc, nc, mp, np; + if (m - m0 <= 0 || n - n0 <= 0) + return; + if (m - m0 >= 3 && n - n0 >= 3) { + mc = 3; + nc = 3; + gemm3x3(m0, m, n0, n); + } else { + mc = 1; + nc = 1; + gemm1x1(m0, m, n0, n); + } + mp = m0 + (m - m0) / mc * mc; + np = n0 + (n - n0) / nc * nc; + mnpack(mp, m, n0, np); + mnpack(m0, mp, np, n); + mnpack(mp, m, np, n); + } + + NOINLINE void gemm3x3(int m0, int m, int n0, int n) { + BEGIN_KERNEL(3, 3) + int32x4_t zero = vdupq_n_s32(0); + float32x4_t c00 = vdupq_n_f32(0.f); + float32x4_t c01 = vdupq_n_f32(0.f); + float32x4_t c02 = vdupq_n_f32(0.f); + float32x4_t c10 = vdupq_n_f32(0.f); + float32x4_t c11 = vdupq_n_f32(0.f); + float32x4_t c12 = vdupq_n_f32(0.f); + float32x4_t c20 = vdupq_n_f32(0.f); + float32x4_t c21 = vdupq_n_f32(0.f); + float32x4_t c22 = vdupq_n_f32(0.f); + const TA *Ap0 = A + lda * (i + 0); + const TA *Ap1 = A + lda * (i + 1); + const TA *Ap2 = A + lda * (i + 2); + const block_q8_0 *Bp0 = B + ldb * (j + 0); + const block_q8_0 *Bp1 = B + ldb * (j + 1); + const block_q8_0 *Bp2 = B + ldb * (j + 2); + for (int l = 0; l < k; ++l) { + c00 = vmlaq_n_f32( + c00, + vcvtq_f32_s32(vdotq_s32(vdotq_s32(zero, load_lo(Ap0 + l), load_lo(Bp0 + l)), + load_hi(Ap0 + l), load_hi(Bp0 + l))), + unhalf(Ap0[l].d) * unhalf(Bp0[l].d)); + c01 = vmlaq_n_f32( + c01, + vcvtq_f32_s32(vdotq_s32(vdotq_s32(zero, load_lo(Ap0 + l), load_lo(Bp1 + l)), + load_hi(Ap0 + l), load_hi(Bp1 + l))), + unhalf(Ap0[l].d) * unhalf(Bp1[l].d)); + c02 = vmlaq_n_f32( + c02, + vcvtq_f32_s32(vdotq_s32(vdotq_s32(zero, load_lo(Ap0 + l), load_lo(Bp2 + l)), + load_hi(Ap0 + l), load_hi(Bp2 + l))), + unhalf(Ap0[l].d) * unhalf(Bp2[l].d)); + c10 = vmlaq_n_f32( + c10, + vcvtq_f32_s32(vdotq_s32(vdotq_s32(zero, load_lo(Ap1 + l), load_lo(Bp0 + l)), + load_hi(Ap1 + l), load_hi(Bp0 + l))), + unhalf(Ap1[l].d) * unhalf(Bp0[l].d)); + c11 = vmlaq_n_f32( + c11, + vcvtq_f32_s32(vdotq_s32(vdotq_s32(zero, load_lo(Ap1 + l), load_lo(Bp1 + l)), + load_hi(Ap1 + l), load_hi(Bp1 + l))), + unhalf(Ap1[l].d) * unhalf(Bp1[l].d)); + c12 = vmlaq_n_f32( + c12, + vcvtq_f32_s32(vdotq_s32(vdotq_s32(zero, load_lo(Ap1 + l), load_lo(Bp2 + l)), + load_hi(Ap1 + l), load_hi(Bp2 + l))), + unhalf(Ap1[l].d) * unhalf(Bp2[l].d)); + c20 = vmlaq_n_f32( + c20, + vcvtq_f32_s32(vdotq_s32(vdotq_s32(zero, load_lo(Ap2 + l), load_lo(Bp0 + l)), + load_hi(Ap2 + l), load_hi(Bp0 + l))), + unhalf(Ap2[l].d) * unhalf(Bp0[l].d)); + c21 = vmlaq_n_f32( + c21, + vcvtq_f32_s32(vdotq_s32(vdotq_s32(zero, load_lo(Ap2 + l), load_lo(Bp1 + l)), + load_hi(Ap2 + l), load_hi(Bp1 + l))), + unhalf(Ap2[l].d) * unhalf(Bp1[l].d)); + c22 = vmlaq_n_f32( + c22, + vcvtq_f32_s32(vdotq_s32(vdotq_s32(zero, load_lo(Ap2 + l), load_lo(Bp2 + l)), + load_hi(Ap2 + l), load_hi(Bp2 + l))), + unhalf(Ap2[l].d) * unhalf(Bp2[l].d)); + } + C[ldc * (j + 0) + (i + 0)] = hsum(c00); + C[ldc * (j + 0) + (i + 1)] = hsum(c10); + C[ldc * (j + 0) + (i + 2)] = hsum(c20); + C[ldc * (j + 1) + (i + 0)] = hsum(c01); + C[ldc * (j + 1) + (i + 1)] = hsum(c11); + C[ldc * (j + 1) + (i + 2)] = hsum(c21); + C[ldc * (j + 2) + (i + 0)] = hsum(c02); + C[ldc * (j + 2) + (i + 1)] = hsum(c12); + C[ldc * (j + 2) + (i + 2)] = hsum(c22); + END_KERNEL() + } + + NOINLINE void gemm1x1(int m0, int m, int n0, int n) { + BEGIN_KERNEL(1, 1) + float32x4_t acc = vdupq_n_f32(0.f); + const TA *Ap = A + lda * i; + const block_q8_0 *Bp = B + ldb * j; + for (int l = 0; l < k; ++l) { + acc = vmlaq_n_f32(acc, + vcvtq_f32_s32(vdotq_s32( + vdotq_s32(vdupq_n_s32(0), load_lo(Ap + l), load_lo(Bp + l)), + load_hi(Ap + l), load_hi(Bp + l))), + unhalf(Ap[l].d) * unhalf(Bp[l].d)); + } + C[ldc * j + i] = hsum(acc); + END_KERNEL() + } + + inline int8x16_t load_lo(const block_q8_0 *b) { + return vld1q_s8(b->qs); + } + inline int8x16_t load_hi(const block_q8_0 *b) { + return vld1q_s8(b->qs + 16); + } + + inline int8x16_t load_lo(const block_q4_0 *b) { + return vsubq_s8(vreinterpretq_s8_u8(vandq_u8(vld1q_u8(b->qs), + vdupq_n_u8(0x0f))), + vdupq_n_s8(0x8)); + } + inline int8x16_t load_hi(const block_q4_0 *b) { + return vsubq_s8(vreinterpretq_s8_u8(vshrq_n_u8(vld1q_u8(b->qs), 4)), + vdupq_n_s8(0x8)); + } + + const TA *const A; + const block_q8_0 *const B; + float *const C; + const int k; + const int lda; + const int ldb; + const int ldc; + const int ith; + const int nth; +}; +#endif // __ARM_FEATURE_DOTPROD + +#if defined(__AVX2__) || defined(__AVX512F__) +template +class tinyBLAS_Q0_AVX2 { + public: + tinyBLAS_Q0_AVX2(int k, + const TA *A, int lda, + const TB *B, int ldb, + TC *C, int ldc, + int ith, int nth) + : A(A), B(B), C(C), k(k), lda(lda), ldb(ldb), ldc(ldc), ith(ith), nth(nth) { + } + + void matmul(int m, int n, int task) { + if (task == GGML_TASK_TYPE_COMPUTE) + mnpack(0, m, 0, n); + } + + private: + NOINLINE void mnpack(int m0, int m, int n0, int n) { + int mc, nc, mp, np; + if (m - m0 <= 0 || n - n0 <= 0) + return; + if (m - m0 >= 4 && n - n0 >= 3) { + mc = 4; + nc = 3; + gemm4x3(m0, m, n0, n); + } else if (m - m0 >= 4 && n - n0 >= 1) { + mc = 4; + nc = 1; + gemm4x1(m0, m, n0, n); + } else if (m - m0 >= 1 && n - n0 >= 4) { + mc = 1; + nc = 4; + gemm1x4(m0, m, n0, n); + } else { + mc = 1; + nc = 1; + gemm1x1(m0, m, n0, n); + } + mp = m0 + (m - m0) / mc * mc; + np = n0 + (n - n0) / nc * nc; + mnpack(mp, m, n0, np); + mnpack(m0, mp, np, n); + mnpack(mp, m, np, n); + } + + NOINLINE void gemm4x3(int m0, int m, int n0, int n) { + BEGIN_KERNEL(4, 3) + __m256 c00 = _mm256_setzero_ps(); + __m256 c10 = _mm256_setzero_ps(); + __m256 c20 = _mm256_setzero_ps(); + __m256 c30 = _mm256_setzero_ps(); + __m256 c01 = _mm256_setzero_ps(); + __m256 c11 = _mm256_setzero_ps(); + __m256 c21 = _mm256_setzero_ps(); + __m256 c31 = _mm256_setzero_ps(); + __m256 c02 = _mm256_setzero_ps(); + __m256 c12 = _mm256_setzero_ps(); + __m256 c22 = _mm256_setzero_ps(); + __m256 c32 = _mm256_setzero_ps(); + const TA *Ap0 = A + lda * (i + 0); + const TA *Ap1 = A + lda * (i + 1); + const TA *Ap2 = A + lda * (i + 2); + const TA *Ap3 = A + lda * (i + 3); + const TB *Bp0 = B + ldb * (j + 0); + const TB *Bp1 = B + ldb * (j + 1); + const TB *Bp2 = B + ldb * (j + 2); + for (int l = 0; l < k; ++l) { + float da0 = unhalf(Ap0[l].d); + float da1 = unhalf(Ap1[l].d); + float da2 = unhalf(Ap2[l].d); + float da3 = unhalf(Ap3[l].d); + __m256i e0 = load(Ap0 + l); + __m256i e1 = load(Ap1 + l); + __m256i e2 = load(Ap2 + l); + __m256i e3 = load(Ap3 + l); + float db0 = unhalf(Bp0[l].d); + __m256 d00 = _mm256_set1_ps(da0 * db0); + __m256 d10 = _mm256_set1_ps(da1 * db0); + __m256 d20 = _mm256_set1_ps(da2 * db0); + __m256 d30 = _mm256_set1_ps(da3 * db0); + __m256i f0 = load(Bp0 + l); + __m256i u0 = _mm256_sign_epi8(f0, f0); + __m256i s00 = _mm256_sign_epi8(e0, f0); + __m256i s10 = _mm256_sign_epi8(e1, f0); + __m256i s20 = _mm256_sign_epi8(e2, f0); + __m256i s30 = _mm256_sign_epi8(e3, f0); + c00 = madd(d00, updot(u0, s00), c00); + c10 = madd(d10, updot(u0, s10), c10); + c20 = madd(d20, updot(u0, s20), c20); + c30 = madd(d30, updot(u0, s30), c30); + float db1 = unhalf(Bp1[l].d); + __m256 d01 = _mm256_set1_ps(da0 * db1); + __m256 d11 = _mm256_set1_ps(da1 * db1); + __m256 d21 = _mm256_set1_ps(da2 * db1); + __m256 d31 = _mm256_set1_ps(da3 * db1); + __m256i f1 = load(Bp1 + l); + __m256i u1 = _mm256_sign_epi8(f1, f1); + __m256i s01 = _mm256_sign_epi8(e0, f1); + __m256i s11 = _mm256_sign_epi8(e1, f1); + __m256i s21 = _mm256_sign_epi8(e2, f1); + __m256i s31 = _mm256_sign_epi8(e3, f1); + c01 = madd(d01, updot(u1, s01), c01); + c11 = madd(d11, updot(u1, s11), c11); + c21 = madd(d21, updot(u1, s21), c21); + c31 = madd(d31, updot(u1, s31), c31); + float db2 = unhalf(Bp2[l].d); + __m256 d02 = _mm256_set1_ps(da0 * db2); + __m256 d12 = _mm256_set1_ps(da1 * db2); + __m256 d22 = _mm256_set1_ps(da2 * db2); + __m256 d32 = _mm256_set1_ps(da3 * db2); + __m256i f2 = load(Bp2 + l); + __m256i u2 = _mm256_sign_epi8(f2, f2); + __m256i s02 = _mm256_sign_epi8(e0, f2); + __m256i s12 = _mm256_sign_epi8(e1, f2); + __m256i s22 = _mm256_sign_epi8(e2, f2); + __m256i s32 = _mm256_sign_epi8(e3, f2); + c02 = madd(d02, updot(u2, s02), c02); + c12 = madd(d12, updot(u2, s12), c12); + c22 = madd(d22, updot(u2, s22), c22); + c32 = madd(d32, updot(u2, s32), c32); + } + C[ldc * (j + 0) + (i + 0)] = hsum(c00); + C[ldc * (j + 0) + (i + 1)] = hsum(c10); + C[ldc * (j + 0) + (i + 2)] = hsum(c20); + C[ldc * (j + 0) + (i + 3)] = hsum(c30); + C[ldc * (j + 1) + (i + 0)] = hsum(c01); + C[ldc * (j + 1) + (i + 1)] = hsum(c11); + C[ldc * (j + 1) + (i + 2)] = hsum(c21); + C[ldc * (j + 1) + (i + 3)] = hsum(c31); + C[ldc * (j + 2) + (i + 0)] = hsum(c02); + C[ldc * (j + 2) + (i + 1)] = hsum(c12); + C[ldc * (j + 2) + (i + 2)] = hsum(c22); + C[ldc * (j + 2) + (i + 3)] = hsum(c32); + END_KERNEL() + } + + NOINLINE void gemm4x1(int m0, int m, int n0, int n) { + BEGIN_KERNEL(4, 1) + __m256 c0 = _mm256_setzero_ps(); + __m256 c1 = _mm256_setzero_ps(); + __m256 c2 = _mm256_setzero_ps(); + __m256 c3 = _mm256_setzero_ps(); + const TA *Ap0 = A + lda * (i + 0); + const TA *Ap1 = A + lda * (i + 1); + const TA *Ap2 = A + lda * (i + 2); + const TA *Ap3 = A + lda * (i + 3); + const TB *Bp = B + ldb * j; + for (int l = 0; l < k; ++l) { + float db0 = unhalf(Bp[l].d); + __m256i f = load(Bp + l); + __m256i u = _mm256_sign_epi8(f, f); + __m256 d0 = _mm256_set1_ps(unhalf(Ap0[l].d) * db0); + __m256 d1 = _mm256_set1_ps(unhalf(Ap1[l].d) * db0); + __m256 d2 = _mm256_set1_ps(unhalf(Ap2[l].d) * db0); + __m256 d3 = _mm256_set1_ps(unhalf(Ap3[l].d) * db0); + __m256i e0 = load(Ap0 + l); + __m256i e1 = load(Ap1 + l); + __m256i e2 = load(Ap2 + l); + __m256i e3 = load(Ap3 + l); + __m256i s0 = _mm256_sign_epi8(e0, f); + __m256i s1 = _mm256_sign_epi8(e1, f); + __m256i s2 = _mm256_sign_epi8(e2, f); + __m256i s3 = _mm256_sign_epi8(e3, f); + __m256 g0 = updot(u, s0); + __m256 g1 = updot(u, s1); + __m256 g2 = updot(u, s2); + __m256 g3 = updot(u, s3); + c0 = madd(d0, g0, c0); + c1 = madd(d1, g1, c1); + c2 = madd(d2, g2, c2); + c3 = madd(d3, g3, c3); + } + C[ldc * j + (i + 0)] = hsum(c0); + C[ldc * j + (i + 1)] = hsum(c1); + C[ldc * j + (i + 2)] = hsum(c2); + C[ldc * j + (i + 3)] = hsum(c3); + END_KERNEL() + } + + NOINLINE void gemm1x4(int m0, int m, int n0, int n) { + BEGIN_KERNEL(1, 4) + __m256 c0 = _mm256_setzero_ps(); + __m256 c1 = _mm256_setzero_ps(); + __m256 c2 = _mm256_setzero_ps(); + __m256 c3 = _mm256_setzero_ps(); + const TB *Bp0 = B + ldb * (j + 0); + const TB *Bp1 = B + ldb * (j + 1); + const TB *Bp2 = B + ldb * (j + 2); + const TB *Bp3 = B + ldb * (j + 3); + const TA *Ap = A + lda * i; + for (int l = 0; l < k; ++l) { + float da0 = unhalf(Ap[l].d); + __m256i f = load(Ap + l); + __m256i u = _mm256_sign_epi8(f, f); + __m256 d0 = _mm256_set1_ps(unhalf(Bp0[l].d) * da0); + __m256 d1 = _mm256_set1_ps(unhalf(Bp1[l].d) * da0); + __m256 d2 = _mm256_set1_ps(unhalf(Bp2[l].d) * da0); + __m256 d3 = _mm256_set1_ps(unhalf(Bp3[l].d) * da0); + __m256 g0 = updot(u, _mm256_sign_epi8(load(Bp0 + l), f)); + __m256 g1 = updot(u, _mm256_sign_epi8(load(Bp1 + l), f)); + __m256 g2 = updot(u, _mm256_sign_epi8(load(Bp2 + l), f)); + __m256 g3 = updot(u, _mm256_sign_epi8(load(Bp3 + l), f)); + c0 = madd(d0, g0, c0); + c1 = madd(d1, g1, c1); + c2 = madd(d2, g2, c2); + c3 = madd(d3, g3, c3); + } + C[ldc * (j + 0) + i] = hsum(c0); + C[ldc * (j + 1) + i] = hsum(c1); + C[ldc * (j + 2) + i] = hsum(c2); + C[ldc * (j + 3) + i] = hsum(c3); + END_KERNEL() + } + + NOINLINE void gemm1x1(int m0, int m, int n0, int n) { + BEGIN_KERNEL(1, 1) + __m256 c = _mm256_setzero_ps(); + const TA *Ap = A + lda * i; + const TB *Bp = B + ldb * j; + for (int l = 0; l < k; ++l) { + __m256 d = _mm256_set1_ps(unhalf(Ap[l].d) * unhalf(Bp[l].d)); + __m256i e = load(Ap + l); + __m256i f = load(Bp + l); + __m256 g = updot(_mm256_sign_epi8(e, e), _mm256_sign_epi8(f, e)); + c = madd(d, g, c); + } + C[ldc * j + i] = hsum(c); + END_KERNEL() + } + + inline __m256i load(const block_q8_0 *b) { + return _mm256_loadu_si256((const __m256i *)b->qs); + } + + inline __m256i load(const block_q4_0 *b) { + return _mm256_sub_epi8(denibble(b->qs), _mm256_set1_epi8(8)); + } + + inline __m256 updot(__m256i u, __m256i s) { + __m256i res; +#if defined(__AVXVNNI__) || (defined(__AVX512VNNI__) && defined(__AVX512VL__)) + res = _mm256_dpbusd_epi32(_mm256_setzero_si256(), u, s); +#else + res = _mm256_madd_epi16(_mm256_set1_epi16(1), _mm256_maddubs_epi16(u, s)); +#endif + return _mm256_cvtepi32_ps(res); + } + + static inline __m256i denibble(const uint8_t *p) { + const __m128i tmp = _mm_loadu_si128((const __m128i *)p); + const __m256i bytes = MM256_SET_M128I(_mm_srli_epi16(tmp, 4), tmp); + const __m256i lowMask = _mm256_set1_epi8(15); + return _mm256_and_si256(lowMask, bytes); + } + + const TA *const A; + const TB *const B; + TC *const C; + const int k; + const int lda; + const int ldb; + const int ldc; + const int ith; + const int nth; +}; +#endif // __AVX2__ + +} // namespace + +/** + * Performs optimized matrix multiplication on CPU. + * + * This subroutine may compute C = Aᵀ * B with column major ordering. + * Despite its name, this isn't a generalized implementation. Work is + * only performed when a handwritten kernel is written and available. + * Otherwise the caller should fall back to a general matmul routine. + * + * For example, for single-threaded single-precision GEMM you can say + * + * llamafile_sgemm(m, n, k, A, lda, B, ldb, C, ldc, + * 0, 1, GGML_TASK_TYPE_COMPUTE, + * GGML_TYPE_F32, GGML_TYPE_F32, GGML_TYPE_F32); + * + * @param m is rows in `A` and `C` + * @param n is cols in `B` and `C` + * @param k is cols in `A` and rows in `B` + * @param A is first input matrix (always transposed) + * @param lda is row stride of `A` + * @param B is second input matrix (never transposed) + * @param ldb is row stride of `B` + * @param C is input/output array of output matrices + * @param ldc is row stride of `C` + * @param ith is thread id (must be less than `nth`) + * @param nth is number of threads (must be greater than zero) + * @param task is GGML task type + * @param Atype is GGML data type of `A` + * @param Btype is GGML data type of `B` + * @param Ctype is GGML data type of `C` + * @return true if this function was able to service the matmul request + */ +bool llamafile_sgemm(int m, int n, int k, const void *A, int lda, const void *B, int ldb, void *C, + int ldc, int ith, int nth, int task, int Atype, int Btype, int Ctype) { + + assert(m >= 0); + assert(n >= 0); + assert(k >= 0); + assert(lda >= k); + assert(ldb >= k); + assert(ldc >= m); + assert(nth > 0); + assert(ith < nth); + assert(1ll * lda * m <= 0x7fffffff); + assert(1ll * ldb * n <= 0x7fffffff); + assert(1ll * ldc * n <= 0x7fffffff); + + if (Ctype != GGML_TYPE_F32) + return false; + + switch (Atype) { + + case GGML_TYPE_F32: { + if (Btype != GGML_TYPE_F32) + return false; +#if defined(__AVX512F__) + if (k % 16) + return false; + tinyBLAS<16, __m512, __m512, float, float, float> tb{ + k, (const float *)A, lda, + (const float *)B, ldb, + (float *)C, ldc, + ith, nth}; + tb.matmul(m, n, task); + return true; +#elif defined(__AVX__) || defined(__AVX2__) + if (k % 8) + return false; + tinyBLAS<8, __m256, __m256, float, float, float> tb{ + k, (const float *)A, lda, + (const float *)B, ldb, + (float *)C, ldc, + ith, nth}; + tb.matmul(m, n, task); + return true; +#elif defined(__ARM_NEON) + if (n < 4) + return false; + if (k % 4) + return false; + tinyBLAS<4, float32x4_t, float32x4_t, float, float, float> tb{ + k, (const float *)A, lda, + (const float *)B, ldb, + (float *)C, ldc, + ith, nth}; + tb.matmul(m, n, task); + return true; +#else + return false; +#endif + } + + case GGML_TYPE_F16: { +#if defined(__AVX512F__) + if (k % 16) + return false; + if (Btype != GGML_TYPE_F32) + return false; + tinyBLAS<16, __m512, __m512, ggml_fp16_t, float, float> tb{ + k, (const ggml_fp16_t *)A, lda, + (const float *)B, ldb, + (float *)C, ldc, + ith, nth}; + tb.matmul(m, n, task); + return true; +#elif (defined(__AVX__) || defined(__AVX2__)) && defined(__F16C__) + if (k % 8) + return false; + if (Btype != GGML_TYPE_F32) + return false; + tinyBLAS<8, __m256, __m256, ggml_fp16_t, float, float> tb{ + k, (const ggml_fp16_t *)A, lda, + (const float *)B, ldb, + (float *)C, ldc, + ith, nth}; + tb.matmul(m, n, task); + return true; +#elif defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC) && !defined(_MSC_VER) + if (n < 8) + return false; + if (k % 8) + return false; + if (Btype != GGML_TYPE_F16) + return false; + tinyBLAS<8, float16x8_t, float16x8_t, ggml_fp16_t, ggml_fp16_t, float> tb{ + k, (const ggml_fp16_t *)A, lda, + (const ggml_fp16_t *)B, ldb, + (float *)C, ldc, + ith, nth}; + tb.matmul(m, n, task); + return true; +#elif defined(__ARM_NEON) && !defined(_MSC_VER) + if (k % 4) + return false; + if (Btype != GGML_TYPE_F32) + return false; + tinyBLAS<4, float32x4_t, float32x4_t, ggml_fp16_t, float, float> tb{ + k, (const ggml_fp16_t *)A, lda, + (const float *)B, ldb, + (float *)C, ldc, + ith, nth}; + tb.matmul(m, n, task); + return true; +#else + return false; +#endif + } + + case GGML_TYPE_Q8_0: { + if (Btype != GGML_TYPE_Q8_0) + return false; +#if defined(__AVX2__) || defined(__AVX512F__) + tinyBLAS_Q0_AVX2 tb{ + k, (const block_q8_0 *)A, lda, + (const block_q8_0 *)B, ldb, + (float *)C, ldc, + ith, nth}; + tb.matmul(m, n, task); + return true; +#elif defined(__ARM_FEATURE_DOTPROD) + tinyBLAS_Q0_ARM tb{ + k, (const block_q8_0 *)A, lda, + (const block_q8_0 *)B, ldb, + (float *)C, ldc, + ith, nth}; + tb.matmul(m, n, task); + return true; +#else + return false; +#endif + } + + case GGML_TYPE_Q4_0: { + if (Btype != GGML_TYPE_Q8_0) + return false; +#if defined(__AVX2__) || defined(__AVX512F__) + tinyBLAS_Q0_AVX2 tb{ + k, (const block_q4_0 *)A, lda, + (const block_q8_0 *)B, ldb, + (float *)C, ldc, + ith, nth}; + tb.matmul(m, n, task); + return true; +#elif defined(__ARM_FEATURE_DOTPROD) + tinyBLAS_Q0_ARM tb{ + k, (const block_q4_0 *)A, lda, + (const block_q8_0 *)B, ldb, + (float *)C, ldc, + ith, nth}; + tb.matmul(m, n, task); + return true; +#else + return false; +#endif + } + + default: + return false; + } + + (void)m; + (void)n; + (void)k; + (void)A; + (void)lda; + (void)B; + (void)ldb; + (void)C; + (void)ldc; + (void)ith; + (void)nth; + (void)task; + (void)Atype; + (void)Btype; + (void)Ctype; +} diff --git a/sgemm.h b/sgemm.h new file mode 100644 index 000000000..da23b209c --- /dev/null +++ b/sgemm.h @@ -0,0 +1,12 @@ +#pragma once +#include +#ifdef __cplusplus +extern "C" { +#endif + +bool llamafile_sgemm(int, int, int, const void *, int, const void *, int, + void *, int, int, int, int, int, int, int); + +#ifdef __cplusplus +} +#endif From 666867b799ddd9da7dfdc905ece291ecf286effa Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Tue, 16 Apr 2024 23:50:22 +0300 Subject: [PATCH 26/37] ggml : fix llamafile sgemm wdata offsets (#6710) ggml-ci --- CMakeLists.txt | 6 ++++++ Makefile | 2 ++ ggml.c | 11 ++++------- 3 files changed, 12 insertions(+), 7 deletions(-) diff --git a/CMakeLists.txt b/CMakeLists.txt index 158174c20..2cc0df3fb 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -88,6 +88,7 @@ endif() # 3rd party libs option(LLAMA_ACCELERATE "llama: enable Accelerate framework" ON) option(LLAMA_BLAS "llama: use BLAS" OFF) +option(LLAMA_LLAMAFILE "llama: use llamafile SGEMM" ON) set(LLAMA_BLAS_VENDOR "Generic" CACHE STRING "llama: BLAS library vendor") option(LLAMA_CUDA "llama: use CUDA" OFF) option(LLAMA_CUBLAS "llama: use CUDA (deprecated, use LLAMA_CUDA)" OFF) @@ -286,6 +287,7 @@ if (LLAMA_METAL) ${METALKIT_FRAMEWORK} ) endif() + if (LLAMA_BLAS) if (LLAMA_STATIC) set(BLA_STATIC ON) @@ -368,6 +370,10 @@ if (LLAMA_BLAS) endif() endif() +if (LLAMA_LLAMAFILE) + add_compile_definitions(GGML_USE_LLAMAFILE) +endif() + if (LLAMA_QKK_64) add_compile_definitions(GGML_QKK_64) endif() diff --git a/Makefile b/Makefile index 928fb14ca..9a711743b 100644 --- a/Makefile +++ b/Makefile @@ -222,6 +222,8 @@ endif # LLAMA_DISABLE_LOGS # disable ggml.c's use of sgemm.cpp ifdef LLAMA_NO_LLAMAFILE MK_CPPFLAGS += -DGGML_USE_LLAMAFILE=0 +else + MK_CPPFLAGS += -DGGML_USE_LLAMAFILE=1 endif # warnings diff --git a/ggml.c b/ggml.c index 119686be6..593c603f4 100644 --- a/ggml.c +++ b/ggml.c @@ -33,12 +33,8 @@ #include #endif -#ifndef GGML_USE_LLAMAFILE #ifdef __ARM_FEATURE_MATMUL_INT8 -#define GGML_USE_LLAMAFILE 0 -#else -#define GGML_USE_LLAMAFILE 1 -#endif +#undef GGML_USE_LLAMAFILE #endif #if defined(_MSC_VER) @@ -10879,8 +10875,9 @@ UseGgmlGemm1:; if (!llamafile_sgemm(ne01, ne11, ne00/ggml_blck_size(src0->type), (const char *)src0->data + i12/r2*nb02 + i13/r3*nb03, nb01/ggml_type_size(src0->type), - (const char *)wdata + (nb12/ggml_type_size(src1->type)*ggml_type_size(vec_dot_type)*i12 + - nb13/ggml_type_size(src1->type)*ggml_type_size(vec_dot_type)*i13), + (const char *)wdata + ggml_row_size(vec_dot_type, + nb12/ggml_type_size(src1->type)*i12 + + nb13/ggml_type_size(src1->type)*i13), row_size/ggml_type_size(vec_dot_type), (char *)dst->data + i12*nb2 + i13*nb3, nb1/ggml_type_size(dst->type), From 532c1737a14bb4b99747e6f460874947df37e450 Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Tue, 16 Apr 2024 23:50:38 +0300 Subject: [PATCH 27/37] llama : make general.name optional (#6709) --- llama.cpp | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/llama.cpp b/llama.cpp index 579986d1a..f4f4063cf 100644 --- a/llama.cpp +++ b/llama.cpp @@ -4136,9 +4136,11 @@ static void llm_load_vocab( // CodeGemma (LLM_ARCH_GEMMA). This can potentially be removed once // new versions of these models have been published. std::string gen_name; - ml.get_key(LLM_KV_GENERAL_NAME, gen_name); + ml.get_key(LLM_KV_GENERAL_NAME, gen_name, false); + std::transform(gen_name.begin(), gen_name.end(), gen_name.begin(), [](unsigned char c){ return std::tolower(c); }); + if (gen_name.find("code") != std::string::npos) { if (model.arch == LLM_ARCH_LLAMA) { vocab.special_prefix_id = 32007; From facb8b56f8fd3bb10a693bf0943ae9d69d0828ef Mon Sep 17 00:00:00 2001 From: "Zheng.Deng" <32841220+dengzheng-cloud@users.noreply.github.com> Date: Wed, 17 Apr 2024 04:51:07 +0800 Subject: [PATCH 28/37] convert : fix autoawq gemma (#6704) * fix autoawq quantized gemma model convert error using autoawq to quantize gemma model will include a lm_head.weight tensor in model-00001-of-00002.safetensors. it result in this situation that convert-hf-to-gguf.py can't map lm_head.weight. skip loading this tensor could prevent this error. * change code to full string match and print necessary message change code to full string match and print a short message to inform users that lm_head.weight has been skipped. --------- Co-authored-by: Zheng.Deng <32841220+CUGfred@users.noreply.github.com> --- convert-hf-to-gguf.py | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/convert-hf-to-gguf.py b/convert-hf-to-gguf.py index f321d77de..c14186abb 100755 --- a/convert-hf-to-gguf.py +++ b/convert-hf-to-gguf.py @@ -2458,6 +2458,12 @@ class GemmaModel(Model): tensor_map = gguf.get_tensor_name_map(self.model_arch, block_count) for name, data_torch in self.get_tensors(): + # lm_head is not used in llama.cpp, while autoawq will include this tensor in model + # To prevent errors, skip loading lm_head.weight. + if name == "lm_head.weight": + print(f"Skipping get tensor {name!r} in safetensors so that convert can end normally.") + continue + old_dtype = data_torch.dtype # convert any unsupported data types to float32 From 8dd1ec8b3ffbfa2d26e82e672cea89f5eeb2f141 Mon Sep 17 00:00:00 2001 From: Yaroslav Date: Wed, 17 Apr 2024 14:47:50 +0200 Subject: [PATCH 29/37] readme : add UI (#6724) * Update README.md * Update README.md --------- Co-authored-by: Georgi Gerganov --- README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/README.md b/README.md index fa2a4db83..e3eae60bb 100644 --- a/README.md +++ b/README.md @@ -189,6 +189,8 @@ Unless otherwise noted these projects are open-source with permissive licensing: - [MindMac](https://mindmac.app) (proprietary) - [KodiBot](https://github.com/firatkiral/kodibot) (GPL) - [eva](https://github.com/ylsdamxssjxxdd/eva) (MIT) +- [AI Sublime Text plugin](https://github.com/yaroslavyaroslav/OpenAI-sublime-text) (MIT) + *(to have a project listed here, it should clearly state that it depends on `llama.cpp`)* --- From 3b8f1ec4b18770531d0b1d792f3edf08254e4f0c Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Wed, 17 Apr 2024 23:58:26 +0300 Subject: [PATCH 30/37] llamafile : tmp disable + build sgemm.o when needed (#6716) * build : sgemm.o only when needed ggml-ci * llamafile : tmp disable due to MoE bug ggml-ci --- CMakeLists.txt | 38 ++++++++++++++++++++++++++------------ Makefile | 28 +++++++++++++++------------- 2 files changed, 41 insertions(+), 25 deletions(-) diff --git a/CMakeLists.txt b/CMakeLists.txt index 2cc0df3fb..f134a153b 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -43,6 +43,18 @@ else() set(LLAMA_METAL_DEFAULT OFF) endif() +# TODO: fix this for Android CI +# https://github.com/ggerganov/llama.cpp/pull/6716#issuecomment-2061509191 +#if (CMAKE_SYSTEM_NAME MATCHES "ANDROID") +# set(LLAMA_LLAMAFILE_DEFAULT OFF) +#else() +# set(LLAMA_LLAMAFILE_DEFAULT ON) +#endif() + +# TODO: temporary disable until MoE is fixed +# https://github.com/ggerganov/llama.cpp/pull/6716 +set(LLAMA_LLAMAFILE_DEFAULT OFF) + # general option(BUILD_SHARED_LIBS "build shared libraries" OFF) option(LLAMA_STATIC "llama: static link libraries" OFF) @@ -88,7 +100,7 @@ endif() # 3rd party libs option(LLAMA_ACCELERATE "llama: enable Accelerate framework" ON) option(LLAMA_BLAS "llama: use BLAS" OFF) -option(LLAMA_LLAMAFILE "llama: use llamafile SGEMM" ON) +option(LLAMA_LLAMAFILE "llama: use llamafile SGEMM" ${LLAMA_LLAMAFILE_DEFAULT}) set(LLAMA_BLAS_VENDOR "Generic" CACHE STRING "llama: BLAS library vendor") option(LLAMA_CUDA "llama: use CUDA" OFF) option(LLAMA_CUBLAS "llama: use CUDA (deprecated, use LLAMA_CUDA)" OFF) @@ -372,6 +384,9 @@ endif() if (LLAMA_LLAMAFILE) add_compile_definitions(GGML_USE_LLAMAFILE) + + set(GGML_HEADERS_LLAMAFILE sgemm.h) + set(GGML_SOURCES_LLAMAFILE sgemm.cpp) endif() if (LLAMA_QKK_64) @@ -1157,17 +1172,16 @@ add_library(ggml OBJECT ggml-backend.h ggml-quants.c ggml-quants.h - sgemm.cpp - sgemm.h - ${GGML_SOURCES_CUDA} ${GGML_HEADERS_CUDA} - ${GGML_SOURCES_OPENCL} ${GGML_HEADERS_OPENCL} - ${GGML_SOURCES_METAL} ${GGML_HEADERS_METAL} - ${GGML_SOURCES_MPI} ${GGML_HEADERS_MPI} - ${GGML_SOURCES_EXTRA} ${GGML_HEADERS_EXTRA} - ${GGML_SOURCES_SYCL} ${GGML_HEADERS_SYCL} - ${GGML_SOURCES_KOMPUTE} ${GGML_HEADERS_KOMPUTE} - ${GGML_SOURCES_VULKAN} ${GGML_HEADERS_VULKAN} - ${GGML_SOURCES_ROCM} ${GGML_HEADERS_ROCM} + ${GGML_SOURCES_CUDA} ${GGML_HEADERS_CUDA} + ${GGML_SOURCES_OPENCL} ${GGML_HEADERS_OPENCL} + ${GGML_SOURCES_METAL} ${GGML_HEADERS_METAL} + ${GGML_SOURCES_MPI} ${GGML_HEADERS_MPI} + ${GGML_SOURCES_EXTRA} ${GGML_HEADERS_EXTRA} + ${GGML_SOURCES_SYCL} ${GGML_HEADERS_SYCL} + ${GGML_SOURCES_KOMPUTE} ${GGML_HEADERS_KOMPUTE} + ${GGML_SOURCES_VULKAN} ${GGML_HEADERS_VULKAN} + ${GGML_SOURCES_ROCM} ${GGML_HEADERS_ROCM} + ${GGML_SOURCES_LLAMAFILE} ${GGML_HEADERS_LLAMAFILE} ) target_include_directories(ggml PUBLIC . ${LLAMA_EXTRA_INCLUDES}) diff --git a/Makefile b/Makefile index 9a711743b..760015f29 100644 --- a/Makefile +++ b/Makefile @@ -219,13 +219,6 @@ ifdef LLAMA_DISABLE_LOGS MK_CPPFLAGS += -DLOG_DISABLE_LOGS endif # LLAMA_DISABLE_LOGS -# disable ggml.c's use of sgemm.cpp -ifdef LLAMA_NO_LLAMAFILE - MK_CPPFLAGS += -DGGML_USE_LLAMAFILE=0 -else - MK_CPPFLAGS += -DGGML_USE_LLAMAFILE=1 -endif - # warnings WARN_FLAGS = -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function MK_CFLAGS += $(WARN_FLAGS) -Wshadow -Wstrict-prototypes -Wpointer-arith -Wmissing-prototypes -Werror=implicit-int \ @@ -391,6 +384,15 @@ ifdef LLAMA_OPENBLAS MK_LDFLAGS += $(shell pkg-config --libs openblas) endif # LLAMA_OPENBLAS +# TODO: temporary disable until MoE is fixed +# https://github.com/ggerganov/llama.cpp/pull/6716 +LLAMA_NO_LLAMAFILE := 1 + +ifndef LLAMA_NO_LLAMAFILE + MK_CPPFLAGS += -DGGML_USE_LLAMAFILE + OBJS += sgemm.o +endif + ifdef LLAMA_BLIS MK_CPPFLAGS += -DGGML_USE_OPENBLAS -I/usr/local/include/blis -I/usr/include/blis MK_LDFLAGS += -lblis -L/usr/local/lib @@ -487,11 +489,9 @@ ggml-cuda/%.o: ggml-cuda/%.cu ggml-cuda/%.cuh ggml.h ggml-common.h ggml-cuda/com ggml-cuda.o: ggml-cuda.cu ggml-cuda.h ggml.h ggml-backend.h ggml-backend-impl.h ggml-common.h $(wildcard ggml-cuda/*.cuh) $(NVCC_COMPILE) - endif # LLAMA_CUDA ifdef LLAMA_CLBLAST - MK_CPPFLAGS += -DGGML_USE_CLBLAST $(shell pkg-config --cflags-only-I clblast OpenCL) MK_CFLAGS += $(shell pkg-config --cflags-only-other clblast OpenCL) MK_CXXFLAGS += $(shell pkg-config --cflags-only-other clblast OpenCL) @@ -610,6 +610,11 @@ ggml-mpi.o: ggml-mpi.c ggml-mpi.h $(CC) $(CFLAGS) -c $< -o $@ endif # LLAMA_MPI +ifndef LLAMA_NO_LLAMAFILE +sgemm.o: sgemm.cpp sgemm.h ggml.h + $(CXX) $(CXXFLAGS) -c $< -o $@ +endif + GF_CC := $(CC) include scripts/get-flags.mk @@ -683,16 +688,13 @@ ggml-backend.o: ggml-backend.c ggml.h ggml-backend.h ggml-quants.o: ggml-quants.c ggml.h ggml-quants.h ggml-common.h $(CC) $(CFLAGS) -c $< -o $@ -sgemm.o: sgemm.cpp sgemm.h ggml.h - $(CXX) $(CXXFLAGS) -c $< -o $@ - unicode.o: unicode.cpp unicode.h $(CXX) $(CXXFLAGS) -c $< -o $@ unicode-data.o: unicode-data.cpp unicode-data.h $(CXX) $(CXXFLAGS) -c $< -o $@ -OBJS += ggml-alloc.o ggml-backend.o ggml-quants.o unicode.o unicode-data.o sgemm.o +OBJS += ggml-alloc.o ggml-backend.o ggml-quants.o unicode.o unicode-data.o llama.o: llama.cpp unicode.h ggml.h ggml-alloc.h ggml-backend.h ggml-cuda.h ggml-metal.h llama.h $(CXX) $(CXXFLAGS) -c $< -o $@ From c71bfd736ee99a56e697697b39240f2ee06ed26d Mon Sep 17 00:00:00 2001 From: slaren Date: Thu, 18 Apr 2024 09:04:47 +0200 Subject: [PATCH 31/37] llama : fix compatibility with old 2 expert models (#6735) --- llama.cpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/llama.cpp b/llama.cpp index f4f4063cf..8c1446296 100644 --- a/llama.cpp +++ b/llama.cpp @@ -4592,7 +4592,7 @@ static bool llm_load_tensors( size_t ctx_size = ggml_tensor_overhead()*(ml.n_tensors + 1); // +1 for models where tok_embd is duplicated as output // for moe merged tensors - ctx_size += ggml_tensor_overhead()*hparams.n_expert*n_layer; + ctx_size += ggml_tensor_overhead()*n_layer*3; std::map ctx_map; for (auto & it : buft_layer_count) { From e11b2e6e1e18522ca7cf129600875a0f6fb9307d Mon Sep 17 00:00:00 2001 From: Ren Xuancheng Date: Thu, 18 Apr 2024 19:38:04 +0800 Subject: [PATCH 32/37] Qwen2 : assume tied weights if lm_head/output weights is missing (#6738) --- llama.cpp | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/llama.cpp b/llama.cpp index 8c1446296..05094fec1 100644 --- a/llama.cpp +++ b/llama.cpp @@ -5184,7 +5184,13 @@ static bool llm_load_tensors( // output { model.output_norm = ml.create_tensor(ctx_output, tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}); - model.output = ml.create_tensor(ctx_output_split, tn(LLM_TENSOR_OUTPUT, "weight"), {n_embd, n_vocab}); + model.output = ml.create_tensor(ctx_output_split, tn(LLM_TENSOR_OUTPUT, "weight"), {n_embd, n_vocab}, false); + // if output is NULL, init from the input tok embed + if (model.output == NULL) { + model.output = ml.create_tensor(ctx_output, tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}); + ml.n_created--; // artificial tensor + ml.size_data += ggml_nbytes(model.output); + } } for (int i = 0; i < n_layer; ++i) { From 03c0946d73c63ea73e1d85015b7088298443d438 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Sigbj=C3=B8rn=20Skj=C3=A6ret?= Date: Thu, 18 Apr 2024 13:49:01 +0200 Subject: [PATCH 33/37] convert : support models with multiple chat templates (#6588) * Support converting models with multiple chat templates Adds the following metadata: * tokenizer.chat_templates * tokenizer.chat_template. * tokenizer.chat_template. * tokenizer.chat_template.<...> Where `tokenizer.chat_templates` is an array of the template names (except `default`), `default` is added to the regular `tokenizer.chat_template`. * replace filtered characters with underscore * New script to add/modify/remove metadata This scripts creates a copy of a GGUF file and allows you to add/modify/remove metadata in the process. Most importantly this allows you to update chat templates, either as a string or directly from an updated tokenizer_config.json file. * Add files via upload add new script to project/readme * flake-- --- gguf-py/README.md | 2 + gguf-py/gguf/constants.py | 2 + gguf-py/gguf/gguf_writer.py | 31 ++++- gguf-py/gguf/vocab.py | 2 +- gguf-py/pyproject.toml | 1 + gguf-py/scripts/__init__.py | 1 + gguf-py/scripts/gguf-new-metadata.py | 190 +++++++++++++++++++++++++++ 7 files changed, 226 insertions(+), 3 deletions(-) create mode 100644 gguf-py/scripts/gguf-new-metadata.py diff --git a/gguf-py/README.md b/gguf-py/README.md index 22d7ffa52..a04c22759 100644 --- a/gguf-py/README.md +++ b/gguf-py/README.md @@ -21,6 +21,8 @@ pip install gguf [scripts/gguf-convert-endian.py](https://github.com/ggerganov/llama.cpp/blob/master/gguf-py/scripts/gguf-convert-endian.py) — Allows converting the endianness of GGUF files. +[scripts/gguf-new-metadata.py](https://github.com/ggerganov/llama.cpp/blob/master/gguf-py/scripts/gguf-new-metadata.py) — Copies a GGUF file with added/modified/removed metadata values. + ## Development Maintainers who participate in development of this package are advised to install it in editable mode: diff --git a/gguf-py/gguf/constants.py b/gguf-py/gguf/constants.py index 4b0b6c4c6..feae03e10 100644 --- a/gguf-py/gguf/constants.py +++ b/gguf-py/gguf/constants.py @@ -90,6 +90,8 @@ class Keys: HF_JSON = "tokenizer.huggingface.json" RWKV = "tokenizer.rwkv.world" CHAT_TEMPLATE = "tokenizer.chat_template" + CHAT_TEMPLATE_N = "tokenizer.chat_template.{name}" + CHAT_TEMPLATES = "tokenizer.chat_templates" # FIM/Infill special tokens constants PREFIX_ID = "tokenizer.ggml.prefix_token_id" SUFFIX_ID = "tokenizer.ggml.suffix_token_id" diff --git a/gguf-py/gguf/gguf_writer.py b/gguf-py/gguf/gguf_writer.py index ff9326d59..e3dbca454 100644 --- a/gguf-py/gguf/gguf_writer.py +++ b/gguf-py/gguf/gguf_writer.py @@ -6,7 +6,8 @@ import struct import tempfile from enum import Enum, auto from io import BufferedWriter -from typing import IO, Any, Sequence +from typing import IO, Any, Sequence, Mapping +from string import ascii_letters, digits import numpy as np @@ -466,7 +467,33 @@ class GGUFWriter: def add_add_space_prefix(self, value: bool) -> None: self.add_bool(Keys.Tokenizer.ADD_PREFIX, value) - def add_chat_template(self, value: str) -> None: + def add_chat_template(self, value: str | Sequence[Mapping[str, str]]) -> None: + if isinstance(value, list): + template_default = None + template_names = set() + + for choice in value: + name = choice.get('name', '') + template = choice.get('template') + + # Allowing non-alphanumerical characters in template name is probably not a good idea, so filter it + name = ''.join((c if c in ascii_letters + digits else '_' for c in name)) + + if name and template is not None: + if name == 'default': + template_default = template + else: + template_names.add(name) + self.add_string(Keys.Tokenizer.CHAT_TEMPLATE_N.format(name=name), template) + + if template_names: + self.add_array(Keys.Tokenizer.CHAT_TEMPLATES, list(template_names)) + + if template_default is None: + return + + value = template_default + self.add_string(Keys.Tokenizer.CHAT_TEMPLATE, value) def add_prefix_token_id(self, id: int) -> None: diff --git a/gguf-py/gguf/vocab.py b/gguf-py/gguf/vocab.py index a23136b18..378eaecad 100644 --- a/gguf-py/gguf/vocab.py +++ b/gguf-py/gguf/vocab.py @@ -141,7 +141,7 @@ class SpecialVocab: with open(tokenizer_config_file, encoding = 'utf-8') as f: tokenizer_config = json.load(f) chat_template = tokenizer_config.get('chat_template') - if chat_template is None or isinstance(chat_template, str): + if chat_template is None or isinstance(chat_template, (str, list)): self.chat_template = chat_template else: print( diff --git a/gguf-py/pyproject.toml b/gguf-py/pyproject.toml index 13cbfffbc..d1d876d6d 100644 --- a/gguf-py/pyproject.toml +++ b/gguf-py/pyproject.toml @@ -33,3 +33,4 @@ build-backend = "poetry.core.masonry.api" gguf-convert-endian = "scripts:gguf_convert_endian_entrypoint" gguf-dump = "scripts:gguf_dump_entrypoint" gguf-set-metadata = "scripts:gguf_set_metadata_entrypoint" +gguf-new-metadata = "scripts:gguf_new_metadata_entrypoint" diff --git a/gguf-py/scripts/__init__.py b/gguf-py/scripts/__init__.py index 77132db7a..1ad45639a 100644 --- a/gguf-py/scripts/__init__.py +++ b/gguf-py/scripts/__init__.py @@ -8,5 +8,6 @@ os.environ["NO_LOCAL_GGUF"] = "TRUE" gguf_convert_endian_entrypoint = import_module("scripts.gguf-convert-endian").main gguf_dump_entrypoint = import_module("scripts.gguf-dump").main gguf_set_metadata_entrypoint = import_module("scripts.gguf-set-metadata").main +gguf_new_metadata_entrypoint = import_module("scripts.gguf-new-metadata").main del import_module, os diff --git a/gguf-py/scripts/gguf-new-metadata.py b/gguf-py/scripts/gguf-new-metadata.py new file mode 100644 index 000000000..3444ab418 --- /dev/null +++ b/gguf-py/scripts/gguf-new-metadata.py @@ -0,0 +1,190 @@ +#!/usr/bin/env python3 +import logging +import argparse +import os +import sys +import json +from pathlib import Path + +import numpy as np +from typing import Any, Mapping, Sequence + +# Necessary to load the local gguf package +if "NO_LOCAL_GGUF" not in os.environ and (Path(__file__).parent.parent.parent / 'gguf-py').exists(): + sys.path.insert(0, str(Path(__file__).parent.parent)) + +import gguf + +logger = logging.getLogger("gguf-new-metadata") + + +def get_byteorder(reader: gguf.GGUFReader) -> gguf.GGUFEndian: + if np.uint32(1) == np.uint32(1).newbyteorder("<"): + # Host is little endian + host_endian = gguf.GGUFEndian.LITTLE + swapped_endian = gguf.GGUFEndian.BIG + else: + # Sorry PDP or other weird systems that don't use BE or LE. + host_endian = gguf.GGUFEndian.BIG + swapped_endian = gguf.GGUFEndian.LITTLE + + if reader.byte_order == "S": + return swapped_endian + else: + return host_endian + + +def decode_field(field: gguf.ReaderField) -> Any: + if field and field.types: + main_type = field.types[0] + + if main_type == gguf.GGUFValueType.ARRAY: + sub_type = field.types[-1] + + if sub_type == gguf.GGUFValueType.STRING: + return [str(bytes(field.parts[idx]), encoding='utf8') for idx in field.data] + else: + return [pv for idx in field.data for pv in field.parts[idx].tolist()] + if main_type == gguf.GGUFValueType.STRING: + return str(bytes(field.parts[-1]), encoding='utf8') + else: + return field.parts[-1][0] + + return None + + +def get_field_data(reader: gguf.GGUFReader, key: str) -> Any: + field = reader.get_field(key) + + return decode_field(field) + + +def copy_with_new_metadata(reader: gguf.GGUFReader, writer: gguf.GGUFWriter, new_metadata: Mapping[str, str], remove_metadata: Sequence[str]) -> None: + for field in reader.fields.values(): + # Suppress virtual fields and fields written by GGUFWriter + if field.name == gguf.Keys.General.ARCHITECTURE or field.name.startswith('GGUF.'): + logger.debug(f'Suppressing {field.name}') + continue + + # Skip old chat templates if we have new ones + if field.name.startswith(gguf.Keys.Tokenizer.CHAT_TEMPLATE) and gguf.Keys.Tokenizer.CHAT_TEMPLATE in new_metadata: + logger.debug(f'Skipping {field.name}') + continue + + if field.name in remove_metadata: + logger.debug(f'Removing {field.name}') + continue + + old_val = decode_field(field) + val = new_metadata.get(field.name, old_val) + + if field.name in new_metadata: + logger.debug(f'Modifying {field.name}: "{old_val}" -> "{val}"') + del new_metadata[field.name] + elif val is not None: + logger.debug(f'Copying {field.name}') + + if val is not None: + writer.add_key(field.name) + writer.add_val(val, field.types[0]) + + if gguf.Keys.Tokenizer.CHAT_TEMPLATE in new_metadata: + logger.debug('Adding chat template(s)') + writer.add_chat_template(new_metadata[gguf.Keys.Tokenizer.CHAT_TEMPLATE]) + del new_metadata[gguf.Keys.Tokenizer.CHAT_TEMPLATE] + + # TODO: Support other types than string? + for key, val in new_metadata.items(): + logger.debug(f'Adding {key}: {val}') + writer.add_key(key) + writer.add_val(val, gguf.GGUFValueType.STRING) + + for tensor in reader.tensors: + # Dimensions are written in reverse order, so flip them first + shape = np.flipud(tensor.shape) + writer.add_tensor_info(tensor.name, shape, tensor.data.dtype, tensor.data.nbytes, tensor.tensor_type) + + writer.write_header_to_file() + writer.write_kv_data_to_file() + writer.write_ti_data_to_file() + + for tensor in reader.tensors: + writer.write_tensor_data(tensor.data) + + writer.close() + + +def main() -> None: + parser = argparse.ArgumentParser(description="Make a copy of a GGUF file with new metadata") + parser.add_argument("input", type=Path, help="GGUF format model input filename") + parser.add_argument("output", type=Path, help="GGUF format model output filename") + parser.add_argument("--general-name", type=str, help="The models general.name") + parser.add_argument("--general-description", type=str, help="The models general.description") + parser.add_argument("--chat-template", type=str, help="Chat template string (or JSON string containing templates)") + parser.add_argument("--chat-template-config", type=Path, help="Config file (tokenizer_config.json) containing chat template(s)") + parser.add_argument("--remove-metadata", action="append", type=str, help="Remove metadata (by key name) from output model") + parser.add_argument("--force", action="store_true", help="Bypass warnings without confirmation") + parser.add_argument("--verbose", action="store_true", help="Increase output verbosity") + args = parser.parse_args(None if len(sys.argv) > 2 else ["--help"]) + + logging.basicConfig(level=logging.DEBUG if args.verbose else logging.INFO) + + new_metadata = {} + remove_metadata = args.remove_metadata or [] + + if args.general_name: + new_metadata[gguf.Keys.General.NAME] = args.general_name + + if args.general_description: + new_metadata[gguf.Keys.General.DESCRIPTION] = args.general_description + + if args.chat_template: + new_metadata[gguf.Keys.Tokenizer.CHAT_TEMPLATE] = json.loads(args.chat_template) if args.chat_template.startswith('[') else args.chat_template + + if args.chat_template_config: + with open(args.chat_template_config, 'r') as fp: + config = json.load(fp) + template = config.get('chat_template') + if template: + new_metadata[gguf.Keys.Tokenizer.CHAT_TEMPLATE] = template + + if remove_metadata: + logger.warning('*** Warning *** Warning *** Warning **') + logger.warning('* Most metadata is required for a fully functional GGUF file,') + logger.warning('* removing crucial metadata may result in a corrupt output file!') + + if not args.force: + logger.warning('* Enter exactly YES if you are positive you want to proceed:') + response = input('YES, I am sure> ') + if response != 'YES': + logger.info("You didn't enter YES. Okay then, see ya!") + sys.exit(0) + + logger.info(f'* Loading: {args.input}') + reader = gguf.GGUFReader(args.input, 'r') + + arch = get_field_data(reader, gguf.Keys.General.ARCHITECTURE) + endianess = get_byteorder(reader) + + if os.path.isfile(args.output) and not args.force: + logger.warning('*** Warning *** Warning *** Warning **') + logger.warning(f'* The "{args.output}" GGUF file already exists, it will be overwritten!') + logger.warning('* Enter exactly YES if you are positive you want to proceed:') + response = input('YES, I am sure> ') + if response != 'YES': + logger.info("You didn't enter YES. Okay then, see ya!") + sys.exit(0) + + logger.info(f'* Writing: {args.output}') + writer = gguf.GGUFWriter(args.output, arch=arch, endianess=endianess) + + alignment = get_field_data(reader, gguf.Keys.General.ALIGNMENT) + if alignment is not None: + logger.debug(f'Setting custom alignment: {alignment}') + writer.data_alignment = alignment + + copy_with_new_metadata(reader, writer, new_metadata, remove_metadata) + + +if __name__ == '__main__': + main() From 0d56246f4b9764158525d894b96606f6163c53a8 Mon Sep 17 00:00:00 2001 From: slaren Date: Thu, 18 Apr 2024 15:18:48 +0200 Subject: [PATCH 34/37] ggml : group all experts in a single ggml_mul_mat_id (#6505) * ggml : group all experts in a single ggml_mul_mat_id cuda : improve mmid row copy * cuda : fix bin bcast with non-cont src0 * test-backend-ops : only run all mul mat tests for base types * llama : disable moe offloading with SYCL --------- Co-authored-by: Georgi Gerganov --- examples/imatrix/imatrix.cpp | 57 ++- ggml-cuda.cu | 181 ++++++-- ggml-cuda/binbcast.cu | 92 +++- ggml-cuda/convert.cu | 2 + ggml-metal.m | 125 +++-- ggml-metal.metal | 878 ++++++++++++++++------------------- ggml-sycl.cpp | 2 +- ggml.c | 125 ++--- ggml.h | 6 +- llama.cpp | 223 +++++---- scripts/compare-commits.sh | 14 +- tests/test-backend-ops.cpp | 87 +++- 12 files changed, 971 insertions(+), 821 deletions(-) diff --git a/examples/imatrix/imatrix.cpp b/examples/imatrix/imatrix.cpp index 73609d3e6..98c0e93e4 100644 --- a/examples/imatrix/imatrix.cpp +++ b/examples/imatrix/imatrix.cpp @@ -44,7 +44,7 @@ private: std::mutex m_mutex; int m_last_call = 0; std::vector m_src1_data; - std::vector m_ids; // the expert ids from ggml_mul_mat_id + std::vector m_ids; // the expert ids from ggml_mul_mat_id // void save_imatrix(const char * file_name) const; void keep_imatrix(int ncall) const; @@ -81,6 +81,7 @@ bool IMatrixCollector::collect_imatrix(struct ggml_tensor * t, bool ask, void * if (ask) { if (t->op == GGML_OP_MUL_MAT_ID) return true; // collect all indirect matrix multiplications if (t->op != GGML_OP_MUL_MAT) return false; + // why are small batches ignored (<16 tokens)? if (src1->ne[1] < 16 || src1->type != GGML_TYPE_F32) return false; if (!(wname.substr(0, 4) == "blk." || (m_params.collect_output_weight && wname == "output.weight"))) return false; return true; @@ -101,14 +102,19 @@ bool IMatrixCollector::collect_imatrix(struct ggml_tensor * t, bool ask, void * // this has been adapted to the new format of storing merged experts in a single 3d tensor // ref: https://github.com/ggerganov/llama.cpp/pull/6387 if (t->op == GGML_OP_MUL_MAT_ID) { - const int idx = ((int32_t *) t->op_params)[0]; + // ids -> [n_experts_used, n_tokens] + // src1 -> [cols, n_expert_used, n_tokens] const ggml_tensor * ids = t->src[2]; const int n_as = src0->ne[2]; + const int n_ids = ids->ne[0]; // the top-k selected expert ids are stored in the ids tensor // for simplicity, always copy ids to host, because it is small - GGML_ASSERT(ids->ne[1] == src1->ne[1]); - m_ids.resize(ggml_nbytes(ids)/sizeof(int)); + // take into account that ids is not contiguous! + + GGML_ASSERT(ids->ne[1] == src1->ne[2]); + + m_ids.resize(ggml_nbytes(ids)); ggml_backend_tensor_get(ids, m_ids.data(), 0, ggml_nbytes(ids)); auto & e = m_stats[wname]; @@ -118,26 +124,35 @@ bool IMatrixCollector::collect_imatrix(struct ggml_tensor * t, bool ask, void * // using the following line, we can correct for that if needed by replacing the line above with: //if (idx == t->src[0]->ne[0] - 1) ++e.ncall; + if (e.values.empty()) { + e.values.resize(src1->ne[0]*n_as, 0); + } + else if (e.values.size() != (size_t)src1->ne[0]*n_as) { + fprintf(stderr, "Oops: inconsistent size for %s (%d vs %d)\n", wname.c_str(), (int)e.values.size(), (int)src1->ne[0]*n_as); + exit(1); //GGML_ASSERT(false); + } + if (m_params.verbosity > 1) { + printf("%s[%d]: %32s, %s, %5d x %5d, %d\n", __func__, m_last_call, wname.c_str(), ggml_op_name(t->op), (int)src1->ne[0], (int)src1->ne[2], (int)src1->type); + } // loop over all possible experts, regardless if they are used or not in the batch for (int ex = 0; ex < n_as; ++ex) { size_t e_start = ex*src1->ne[0]; - if (e.values.empty()) { - e.values.resize(src1->ne[0]*n_as, 0); - } - else if (e.values.size() != (size_t)src1->ne[0]*n_as) { - fprintf(stderr, "Oops: inconsistent size for %s (%d vs %d)\n", wname.c_str(), (int)e.values.size(), (int)src1->ne[0]*n_as); - exit(1); //GGML_ASSERT(false); - } - if (m_params.verbosity > 1) { - printf("%s[%d]: %32s, %s, %5d x %5d, %d\n", __func__, m_last_call, wname.c_str(), ggml_op_name(t->op), (int)src1->ne[0], (int)src1->ne[1], (int)src1->type); - } - for (int row = 0; row < (int)src1->ne[1]; ++row) { - const int excur = m_ids[row*n_as + idx]; - GGML_ASSERT(excur >= 0 && excur < n_as); // sanity check - if (excur != ex) continue; - const float * x = data + row * src1->ne[0]; - for (int j = 0; j < (int)src1->ne[0]; ++j) { - e.values[e_start + j] += x[j]*x[j]; + + for (int idx = 0; idx < n_ids; ++idx) { + for (int row = 0; row < (int)src1->ne[2]; ++row) { + const int excur = *(const int32_t *) (m_ids.data() + row*ids->nb[1] + idx*ids->nb[0]); + + GGML_ASSERT(excur >= 0 && excur < n_as); // sanity check + + if (excur != ex) continue; + + const int64_t i11 = idx % src1->ne[1]; + const int64_t i12 = row; + const float * x = (const float *)((const char *)data + i11*src1->nb[1] + i12*src1->nb[2]); + + for (int j = 0; j < (int)src1->ne[0]; ++j) { + e.values[e_start + j] += x[j]*x[j]; + } } } if (e.ncall > m_last_call) { diff --git a/ggml-cuda.cu b/ggml-cuda.cu index e62f45b61..d277104d1 100644 --- a/ggml-cuda.cu +++ b/ggml-cuda.cu @@ -1231,7 +1231,7 @@ static void ggml_cuda_op_mul_mat_cublas( if (compute_capability >= CC_VOLTA && (src0->type == GGML_TYPE_F16 || ggml_is_quantized(src0->type)) && ggml_is_contiguous(src0) && row_diff == src0->ne[1] && dst->op_params[0] == GGML_PREC_DEFAULT) { // convert src0 and src1 to fp16, multiply as fp16, convert dst to fp32 - ggml_cuda_pool_alloc src0_as_f16(ctx.pool()); + ggml_cuda_pool_alloc src0_as_f16(ctx.pool(id)); if (src0->type != GGML_TYPE_F16) { const to_fp16_cuda_t to_fp16_cuda = ggml_get_to_fp16_cuda(src0->type); GGML_ASSERT(to_fp16_cuda != nullptr); @@ -1241,7 +1241,7 @@ static void ggml_cuda_op_mul_mat_cublas( } const half * src0_ptr = src0->type == GGML_TYPE_F16 ? (const half *) src0_dd_i : src0_as_f16.get(); - ggml_cuda_pool_alloc src1_as_f16(ctx.pool()); + ggml_cuda_pool_alloc src1_as_f16(ctx.pool(id)); if (src1->type != GGML_TYPE_F16) { const to_fp16_cuda_t to_fp16_cuda = ggml_get_to_fp16_cuda(src1->type); GGML_ASSERT(to_fp16_cuda != nullptr); @@ -1250,7 +1250,7 @@ static void ggml_cuda_op_mul_mat_cublas( to_fp16_cuda(src1_ddf_i, src1_as_f16.get(), ne, stream); } const half * src1_ptr = src1->type == GGML_TYPE_F16 ? (const half *) src1_ddf_i : src1_as_f16.get(); - ggml_cuda_pool_alloc dst_f16(ctx.pool(), row_diff*src1_ncols); + ggml_cuda_pool_alloc dst_f16(ctx.pool(id), row_diff*src1_ncols); const half alpha_f16 = 1.0f; const half beta_f16 = 0.0f; @@ -1960,20 +1960,73 @@ static void ggml_cuda_mul_mat(ggml_backend_cuda_context & ctx, const ggml_tensor } } +struct mmid_row_mapping { + int32_t i1; + int32_t i2; +}; + +static __global__ void k_copy_src1_to_contiguous(const char * __restrict__ src1_original, char * __restrict__ src1_contiguous, + int * __restrict__ cur_src1_row, mmid_row_mapping * __restrict__ row_mapping, + const char * __restrict ids, int64_t i02, size_t ids_nb1, size_t ids_nb0, + int64_t ne11, int64_t ne10, + size_t nb11, size_t nb12) { + int32_t iid1 = blockIdx.x; + int32_t id = blockIdx.y; + + const int32_t row_id_i = *(const int32_t *) (ids + iid1*ids_nb1 + id*ids_nb0); + + if (row_id_i != i02) { + return; + } + + const int64_t i11 = id % ne11; + const int64_t i12 = iid1; + + __shared__ int src1_row; + if (threadIdx.x == 0) { + src1_row = atomicAdd(cur_src1_row, 1); + row_mapping[src1_row] = {id, iid1}; + } + __syncthreads(); + + const float * src1_row_original = (const float *)(src1_original + i11*nb11 + i12*nb12); + float * src1_row_contiguous = (float *)(src1_contiguous + src1_row*nb11); + + for (int i = threadIdx.x; i < ne10; i += blockDim.x) { + src1_row_contiguous[i] = src1_row_original[i]; + } +} + +static __global__ void k_copy_dst_from_contiguous(char * __restrict__ dst_original, const char * __restrict__ dst_contiguous, + const mmid_row_mapping * __restrict__ row_mapping, + int64_t ne0, + size_t nb1, size_t nb2) { + int32_t i = blockIdx.x; + + const int32_t i1 = row_mapping[i].i1; + const int32_t i2 = row_mapping[i].i2; + + const float * dst_row_contiguous = (const float *)(dst_contiguous + i*nb1); + float * dst_row_original = (float *)(dst_original + i1*nb1 + i2*nb2); + + for (int j = threadIdx.x; j < ne0; j += blockDim.x) { + dst_row_original[j] = dst_row_contiguous[j]; + } +} + static void ggml_cuda_mul_mat_id(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { const ggml_tensor * src0 = dst->src[0]; const ggml_tensor * src1 = dst->src[1]; const ggml_tensor * ids = dst->src[2]; + GGML_TENSOR_BINARY_OP_LOCALS + GGML_ASSERT(!ggml_backend_buffer_is_cuda_split(src0->buffer) && "mul_mat_id does not support split buffers"); cudaStream_t stream = ctx.stream(); - const size_t nb11 = src1->nb[1]; - const size_t nb1 = dst->nb[1]; - - const int32_t id = ((int32_t *) dst->op_params)[0]; - const int32_t n_as = src0->ne[2]; + const int64_t n_as = ne02; + const int64_t n_ids = ids->ne[0]; std::vector ids_host(ggml_nbytes(ids)); const char * ids_dev = (const char *) ids->data; @@ -1982,7 +2035,7 @@ static void ggml_cuda_mul_mat_id(ggml_backend_cuda_context & ctx, ggml_tensor * ggml_tensor src0_row = *src0; ggml_tensor src1_row = *src1; - ggml_tensor dst_row = *dst; + ggml_tensor dst_row = *dst; char * src0_original = (char *) src0->data; char * src1_original = (char *) src1->data; @@ -1990,19 +2043,39 @@ static void ggml_cuda_mul_mat_id(ggml_backend_cuda_context & ctx, ggml_tensor * src0_row.ne[2] = 1; src0_row.ne[3] = 1; - src0_row.nb[3] = src0->nb[2]; + src0_row.nb[3] = nb02; - if (src1->ne[1] == 1) { - for (int64_t i01 = 0; i01 < ids->ne[1]; i01++) { - const int32_t row_id = *(const int32_t *) (ids_host.data() + i01*ids->nb[1] + id*ids->nb[0]); + src1_row.ne[1] = 1; + src1_row.ne[2] = 1; + src1_row.ne[3] = 1; + src1_row.nb[2] = nb11; + src1_row.nb[3] = nb11; - GGML_ASSERT(row_id >= 0 && row_id < n_as); + dst_row.ne[1] = 1; + dst_row.ne[2] = 1; + dst_row.ne[3] = 1; + dst_row.nb[2] = nb1; + dst_row.nb[3] = nb1; - src0_row.data = src0_original + row_id*src0->nb[2]; - src1_row.data = src1_original + i01*src1->nb[1]; - dst_row.data = dst_original + i01*dst->nb[1]; + if (ne12 == 1) { + for (int64_t iid1 = 0; iid1 < ids->ne[1]; iid1++) { + for (int64_t id = 0; id < n_ids; id++) { + const int32_t i02 = *(const int32_t *) (ids_host.data() + iid1*ids->nb[1] + id*ids->nb[0]); - ggml_cuda_mul_mat(ctx, &src0_row, &src1_row, &dst_row); + GGML_ASSERT(i02 >= 0 && i02 < n_as); + + const int64_t i11 = id % ne11; + const int64_t i12 = iid1; + + const int64_t i1 = id; + const int64_t i2 = i12; + + 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_cuda_mul_mat(ctx, &src0_row, &src1_row, &dst_row); + } } } else { ggml_cuda_pool_alloc src1_contiguous(ctx.pool(), sizeof(float)*ggml_nelements(src1)); @@ -2011,54 +2084,69 @@ static void ggml_cuda_mul_mat_id(ggml_backend_cuda_context & ctx, ggml_tensor * src1_row.data = src1_contiguous.get(); dst_row.data = dst_contiguous.get(); - for (int32_t row_id = 0; row_id < n_as; ++row_id) { + for (int64_t i02 = 0; i02 < n_as; i02++) { int64_t num_src1_rows = 0; - for (int64_t i01 = 0; i01 < ids->ne[1]; i01++) { - const int32_t row_id_i = *(const int32_t *) (ids_host.data() + i01*ids->nb[1] + id*ids->nb[0]); - if (row_id_i != row_id) { - continue; + for (int64_t iid1 = 0; iid1 < ids->ne[1]; iid1++) { + for (int64_t id = 0; id < n_ids; id++) { + const int32_t row_id_i = *(const int32_t *) (ids_host.data() + iid1*ids->nb[1] + id*ids->nb[0]); + + GGML_ASSERT(row_id_i >= 0 && row_id_i < n_as); + + if (row_id_i != i02) { + continue; + } + + num_src1_rows++; } - - GGML_ASSERT(row_id >= 0 && row_id < n_as); - - CUDA_CHECK(cudaMemcpyAsync(src1_contiguous.get() + num_src1_rows*nb11, src1_original + i01*nb11, - nb11, cudaMemcpyDeviceToDevice, stream)); - num_src1_rows++; } if (num_src1_rows == 0) { continue; } - src0_row.data = src0_original + row_id*src0->nb[2]; + ggml_cuda_pool_alloc dev_cur_src1_row(ctx.pool(), 1); + ggml_cuda_pool_alloc dev_row_mapping(ctx.pool(), num_src1_rows); + CUDA_CHECK(cudaMemsetAsync(dev_cur_src1_row.get(), 0, sizeof(int), stream)); + + { + dim3 block_dims(std::min((unsigned int)ne10, 768u)); + dim3 grid_dims(ids->ne[1], n_ids); + k_copy_src1_to_contiguous<<>>( + src1_original, src1_contiguous.get(), + dev_cur_src1_row.get(), dev_row_mapping.get(), + ids_dev, i02, ids->nb[1], ids->nb[0], + ne11, ne10, + nb11, nb12); + CUDA_CHECK(cudaGetLastError()); + } + + src0_row.data = src0_original + i02*nb02; + + GGML_ASSERT(nb11 == sizeof(float)*ne10); + GGML_ASSERT(nb1 == sizeof(float)*ne0); src1_row.ne[1] = num_src1_rows; - dst_row.ne[1] = num_src1_rows; - src1_row.nb[1] = nb11; src1_row.nb[2] = num_src1_rows*nb11; src1_row.nb[3] = num_src1_rows*nb11; + dst_row.ne[1] = num_src1_rows; dst_row.nb[1] = nb1; dst_row.nb[2] = num_src1_rows*nb1; dst_row.nb[3] = num_src1_rows*nb1; ggml_cuda_mul_mat(ctx, &src0_row, &src1_row, &dst_row); - num_src1_rows = 0; - for (int64_t i01 = 0; i01 < ids->ne[1]; i01++) { - const int32_t row_id_i = *(const int32_t *) (ids_host.data() + i01*ids->nb[1] + id*ids->nb[0]); - - if (row_id_i != row_id) { - continue; - } - - GGML_ASSERT(row_id >= 0 && row_id < n_as); - - CUDA_CHECK(cudaMemcpyAsync(dst_original + i01*nb1, dst_contiguous.get() + num_src1_rows*nb1, - nb1, cudaMemcpyDeviceToDevice, stream)); - num_src1_rows++; + { + dim3 block_dims(std::min((unsigned int)ne0, 768u)); + dim3 grid_dims(num_src1_rows); + k_copy_dst_from_contiguous<<>>( + dst_original, dst_contiguous.get(), + dev_row_mapping.get(), + ne0, + nb1, nb2); + CUDA_CHECK(cudaGetLastError()); } } } @@ -2487,7 +2575,8 @@ GGML_CALL static bool ggml_backend_cuda_supports_op(ggml_backend_t backend, cons GGML_CALL static bool ggml_backend_cuda_offload_op(ggml_backend_t backend, const ggml_tensor * op) { const int min_batch_size = 32; - return op->ne[1] >= min_batch_size && op->op != GGML_OP_GET_ROWS; + return (op->ne[1] >= min_batch_size && op->op != GGML_OP_GET_ROWS) || + (op->ne[2] >= min_batch_size && op->op == GGML_OP_MUL_MAT_ID); GGML_UNUSED(backend); } diff --git a/ggml-cuda/binbcast.cu b/ggml-cuda/binbcast.cu index 959eaed95..19b08b74f 100644 --- a/ggml-cuda/binbcast.cu +++ b/ggml-cuda/binbcast.cu @@ -22,6 +22,7 @@ static __global__ void k_bin_bcast(const src0_t * src0, const src1_t * src1, dst int ne0, int ne1, int ne2, int ne3, int ne10, int ne11, int ne12, int ne13, /*int s0, */ int s1, int s2, int s3, + /*int s00,*/ int s01, int s02, int s03, /*int s10,*/ int s11, int s12, int s13) { const int i0s = blockDim.x*blockIdx.x + threadIdx.x; const int i1 = (blockDim.y*blockIdx.y + threadIdx.y); @@ -36,9 +37,9 @@ static __global__ void k_bin_bcast(const src0_t * src0, const src1_t * src1, dst const int i12 = i2 % ne12; const int i13 = i3 % ne13; - const size_t i_src0 = i3*s3 + i2*s2 + i1*s1; + const size_t i_src0 = i3*s03 + i2*s02 + i1*s01; const size_t i_src1 = i13*s13 + i12*s12 + i11*s11; - const size_t i_dst = i_src0; + const size_t i_dst = i3*s3 + i2*s2 + i1*s1; const src0_t * src0_row = src0 + i_src0; const src1_t * src1_row = src1 + i_src1; @@ -55,6 +56,7 @@ static __global__ void k_bin_bcast_unravel(const src0_t * src0, const src1_t * s int ne0, int ne1, int ne2, int ne3, int ne10, int ne11, int ne12, int ne13, /*int s0, */ int s1, int s2, int s3, + /*int s00,*/ int s01, int s02, int s03, /*int s10,*/ int s11, int s12, int s13) { const int i = blockDim.x*blockIdx.x + threadIdx.x; @@ -72,9 +74,9 @@ static __global__ void k_bin_bcast_unravel(const src0_t * src0, const src1_t * s const int i12 = i2 % ne12; const int i13 = i3 % ne13; - const size_t i_src0 = i3*s3 + i2*s2 + i1*s1; + const size_t i_src0 = i3*s03 + i2*s02 + i1*s01; const size_t i_src1 = i13*s13 + i12*s12 + i11*s11; - const size_t i_dst = i_src0; + const size_t i_dst = i3*s3 + i2*s2 + i1*s1; const src0_t * src0_row = src0 + i_src0; const src1_t * src1_row = src1 + i_src1; @@ -101,10 +103,14 @@ struct bin_bcast_cuda { int nr[4] = { nr0, nr1, nr2, nr3 }; // collapse dimensions until first broadcast dimension - int64_t cne0[] = {ne0, ne1, ne2, ne3}; + int64_t cne[] = {ne0, ne1, ne2, ne3}; + int64_t cne0[] = {ne00, ne01, ne02, ne03}; int64_t cne1[] = {ne10, ne11, ne12, ne13}; - size_t cnb0[] = {nb0, nb1, nb2, nb3}; + + size_t cnb[] = {nb0, nb1, nb2, nb3}; + size_t cnb0[] = {nb00, nb01, nb02, nb03}; size_t cnb1[] = {nb10, nb11, nb12, nb13}; + auto collapse = [](int64_t cne[]) { cne[0] *= cne[1]; cne[1] = cne[2]; @@ -118,32 +124,47 @@ struct bin_bcast_cuda { cnb[3] *= cne[3]; }; - for (int i = 0; i < 4; i++) { - if (nr[i] != 1) { - break; - } - if (i > 0) { - collapse_nb(cnb0, cne0); - collapse_nb(cnb1, cne1); - collapse(cne0); - collapse(cne1); + if (ggml_is_contiguous(src0) && ggml_is_contiguous(src1) && ggml_is_contiguous(dst)) { + for (int i = 0; i < 4; i++) { + if (nr[i] != 1) { + break; + } + if (i > 0) { + collapse_nb(cnb, cne); + collapse_nb(cnb0, cne0); + collapse_nb(cnb1, cne1); + collapse(cne); + collapse(cne0); + collapse(cne1); + } } } + { - int64_t ne0 = cne0[0]; - int64_t ne1 = cne0[1]; - int64_t ne2 = cne0[2]; - int64_t ne3 = cne0[3]; + int64_t ne0 = cne[0]; + int64_t ne1 = cne[1]; + int64_t ne2 = cne[2]; + int64_t ne3 = cne[3]; + + //int64_t ne00 = cne0[0]; GGML_UNUSED(ne00); + //int64_t ne01 = cne0[1]; GGML_UNUSED(ne01); + //int64_t ne02 = cne0[2]; GGML_UNUSED(ne02); + //int64_t ne03 = cne0[3]; GGML_UNUSED(ne03); int64_t ne10 = cne1[0]; int64_t ne11 = cne1[1]; int64_t ne12 = cne1[2]; int64_t ne13 = cne1[3]; - size_t nb0 = cnb0[0]; - size_t nb1 = cnb0[1]; - size_t nb2 = cnb0[2]; - size_t nb3 = cnb0[3]; + size_t nb0 = cnb[0]; + size_t nb1 = cnb[1]; + size_t nb2 = cnb[2]; + size_t nb3 = cnb[3]; + + size_t nb00 = cnb0[0]; + size_t nb01 = cnb0[1]; + size_t nb02 = cnb0[2]; + size_t nb03 = cnb0[3]; size_t nb10 = cnb1[0]; size_t nb11 = cnb1[1]; @@ -160,7 +181,28 @@ struct bin_bcast_cuda { size_t s12 = nb12 / sizeof(src1_t); size_t s13 = nb13 / sizeof(src1_t); + size_t s00 = nb00 / sizeof(src0_t); + size_t s01 = nb01 / sizeof(src0_t); + size_t s02 = nb02 / sizeof(src0_t); + size_t s03 = nb03 / sizeof(src0_t); + + GGML_ASSERT(nb0 % sizeof(dst_t) == 0); + GGML_ASSERT(nb1 % sizeof(dst_t) == 0); + GGML_ASSERT(nb2 % sizeof(dst_t) == 0); + GGML_ASSERT(nb3 % sizeof(dst_t) == 0); + + GGML_ASSERT(nb00 % sizeof(src0_t) == 0); + GGML_ASSERT(nb01 % sizeof(src0_t) == 0); + GGML_ASSERT(nb02 % sizeof(src0_t) == 0); + GGML_ASSERT(nb03 % sizeof(src0_t) == 0); + + GGML_ASSERT(nb10 % sizeof(src1_t) == 0); + GGML_ASSERT(nb11 % sizeof(src1_t) == 0); + GGML_ASSERT(nb12 % sizeof(src1_t) == 0); + GGML_ASSERT(nb13 % sizeof(src1_t) == 0); + GGML_ASSERT(s0 == 1); + GGML_ASSERT(s00 == 1); GGML_ASSERT(s10 == 1); const int block_size = 128; @@ -179,13 +221,14 @@ struct bin_bcast_cuda { ); if (block_nums.z > 65535) { - // this is the maximum number of blocks in z direction, fallback to 1D grid kernel + // this is the maximum number of blocks in z dimension, fallback to 1D grid kernel int block_num = (ne0*ne1*ne2*ne3 + block_size - 1) / block_size; k_bin_bcast_unravel<<>>( src0_dd, src1_dd, dst_dd, ne0, ne1, ne2, ne3, ne10, ne11, ne12, ne13, /* s0, */ s1, s2, s3, + /* s00, */ s01, s02, s03, /* s10, */ s11, s12, s13); } else { k_bin_bcast<<>>( @@ -193,6 +236,7 @@ struct bin_bcast_cuda { ne0, ne1, ne2, ne3, ne10, ne11, ne12, ne13, /* s0, */ s1, s2, s3, + /* s00, */ s01, s02, s03, /* s10, */ s11, s12, s13); } } diff --git a/ggml-cuda/convert.cu b/ggml-cuda/convert.cu index ed4fa2748..b15e35782 100644 --- a/ggml-cuda/convert.cu +++ b/ggml-cuda/convert.cu @@ -45,6 +45,8 @@ static __global__ void dequantize_block_q8_0_f16(const void * __restrict__ vx, h vals[ix] = x0[ix]; } + __syncthreads(); + #pragma unroll for (int iy = 0; iy < CUDA_Q8_0_NE_ALIGN; iy += 2*WARP_SIZE) { if (need_check && i0 + iy + 2*threadIdx.x >= k) { diff --git a/ggml-metal.m b/ggml-metal.m index ae6ddeacd..9cb421988 100644 --- a/ggml-metal.m +++ b/ggml-metal.m @@ -1732,15 +1732,10 @@ static enum ggml_status ggml_metal_graph_compute( } break; case GGML_OP_MUL_MAT_ID: { - //GGML_ASSERT(ne00 == ne10); - //GGML_ASSERT(ne03 == ne13); const int n_as = src0->ne[2]; - // max size of the src1ids array in the kernel shared buffer - GGML_ASSERT(ne11 <= 4096); - // src2 = ids - const int64_t ne20 = src2->ne[0]; GGML_UNUSED(ne20); + const int64_t ne20 = src2->ne[0]; const int64_t ne21 = src2->ne[1]; const int64_t ne22 = src2->ne[2]; GGML_UNUSED(ne22); const int64_t ne23 = src2->ne[3]; GGML_UNUSED(ne23); @@ -1761,15 +1756,13 @@ static enum ggml_status ggml_metal_graph_compute( // find the break-even point where the matrix-matrix kernel becomes more efficient compared // to the matrix-vector kernel - int ne11_mm_min = n_as; + // ne20 = n_used_experts + // ne21 = n_rows + const int dst_rows = ne20*ne21; + const int dst_rows_min = n_as; - const int idx = ((int32_t *) dst->op_params)[0]; - - // batch size - GGML_ASSERT(ne21 == ne11); // ? - GGML_ASSERT(ne12 == 1 && ne13 == 1); // no broadcasting - const uint r2 = 1; - const uint r3 = 1; + // max size of the rowids array in the kernel shared buffer + GGML_ASSERT(dst_rows <= 2048); // for now the matrix-matrix multiplication kernel only works on A14+/M1+ SoCs // AMD GPU and older A-chips will reuse matrix-vector multiplication kernel @@ -1779,7 +1772,7 @@ static enum ggml_status ggml_metal_graph_compute( // !!! if ([ctx->device supportsFamily:MTLGPUFamilyApple7] && ne00 % 32 == 0 && ne00 >= 64 && - ne11 > ne11_mm_min) { + dst_rows > dst_rows_min) { // some Metal matrix data types require aligned pointers // ref: https://developer.apple.com/metal/Metal-Shading-Language-Specification.pdf (Table 2.5) @@ -1821,26 +1814,26 @@ static enum ggml_status ggml_metal_graph_compute( [encoder setBuffer:id_src1 offset:offs_src1 atIndex:1]; [encoder setBuffer:id_dst offset:offs_dst atIndex:2]; [encoder setBuffer:id_src2 offset:offs_src2 atIndex:3]; - [encoder setBytes:&nb21 length:sizeof(nb21) atIndex:4]; - [encoder setBytes:&ne00 length:sizeof(ne00) atIndex:5]; - [encoder setBytes:&ne02 length:sizeof(ne02) atIndex:6]; - [encoder setBytes:&nb01 length:sizeof(nb01) atIndex:7]; - [encoder setBytes:&nb02 length:sizeof(nb02) atIndex:8]; - [encoder setBytes:&ne12 length:sizeof(ne12) atIndex:9]; - [encoder setBytes:&ne13 length:sizeof(ne13) atIndex:10]; - [encoder setBytes:&nb10 length:sizeof(nb10) atIndex:11]; - [encoder setBytes:&nb11 length:sizeof(nb11) atIndex:12]; - [encoder setBytes:&nb12 length:sizeof(nb12) atIndex:13]; - [encoder setBytes:&ne0 length:sizeof(ne0) atIndex:14]; - [encoder setBytes:&ne1 length:sizeof(ne1) atIndex:15]; - [encoder setBytes:&nb1 length:sizeof(nb1) atIndex:16]; - [encoder setBytes:&r2 length:sizeof(r2) atIndex:17]; - [encoder setBytes:&r3 length:sizeof(r3) atIndex:18]; - [encoder setBytes:&idx length:sizeof(idx) atIndex:19]; + [encoder setBytes:&ne20 length:sizeof(ne20) atIndex:4]; + [encoder setBytes:&ne21 length:sizeof(ne21) atIndex:5]; + [encoder setBytes:&nb21 length:sizeof(nb21) atIndex:6]; + [encoder setBytes:&ne00 length:sizeof(ne00) atIndex:7]; + [encoder setBytes:&ne02 length:sizeof(ne02) atIndex:8]; + [encoder setBytes:&nb01 length:sizeof(nb01) atIndex:9]; + [encoder setBytes:&nb02 length:sizeof(nb02) atIndex:10]; + [encoder setBytes:&ne11 length:sizeof(ne11) atIndex:11]; + [encoder setBytes:&ne12 length:sizeof(ne12) atIndex:12]; + [encoder setBytes:&ne13 length:sizeof(ne13) atIndex:13]; + [encoder setBytes:&nb10 length:sizeof(nb10) atIndex:14]; + [encoder setBytes:&nb11 length:sizeof(nb11) atIndex:15]; + [encoder setBytes:&nb12 length:sizeof(nb12) atIndex:16]; + [encoder setBytes:&ne0 length:sizeof(ne0) atIndex:17]; + [encoder setBytes:&ne1 length:sizeof(ne1) atIndex:18]; + [encoder setBytes:&nb1 length:sizeof(nb1) atIndex:19]; - [encoder setThreadgroupMemoryLength:GGML_PAD(8192 + 2*ne11, 16) atIndex:0]; + [encoder setThreadgroupMemoryLength:GGML_PAD(8192 + dst_rows*4/*sizeof(ushort2)*/, 16) atIndex:0]; - [encoder dispatchThreadgroups:MTLSizeMake((ne11 + 31)/32, (ne01 + 63)/64, n_as*ne12*ne13) threadsPerThreadgroup:MTLSizeMake(128, 1, 1)]; + [encoder dispatchThreadgroups:MTLSizeMake((ne21 + 31)/32, (ne01 + 63)/64, n_as) threadsPerThreadgroup:MTLSizeMake(128, 1, 1)]; } else { int nth0 = 32; int nth1 = 1; @@ -1993,72 +1986,72 @@ static enum ggml_status ggml_metal_graph_compute( GGML_ASSERT(ne00 >= nth0*nth1); } - const int64_t _ne1 = 1; // kernels needs a reference in constant memory - [encoder setComputePipelineState:pipeline]; [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0]; [encoder setBuffer:id_src1 offset:offs_src1 atIndex:1]; [encoder setBuffer:id_dst offset:offs_dst atIndex:2]; [encoder setBuffer:id_src2 offset:offs_src2 atIndex:3]; - [encoder setBytes:&nb21 length:sizeof(nb21) atIndex:4]; - [encoder setBytes:&ne00 length:sizeof(ne00) atIndex:5]; - [encoder setBytes:&ne01 length:sizeof(ne01) atIndex:6]; - [encoder setBytes:&ne02 length:sizeof(ne02) atIndex:7]; - [encoder setBytes:&nb00 length:sizeof(nb00) atIndex:8]; - [encoder setBytes:&nb01 length:sizeof(nb01) atIndex:9]; - [encoder setBytes:&nb02 length:sizeof(nb02) atIndex:10]; - [encoder setBytes:&ne10 length:sizeof(ne10) atIndex:11]; - [encoder setBytes:&_ne1 length:sizeof(_ne1) atIndex:12]; - [encoder setBytes:&ne12 length:sizeof(ne12) atIndex:13]; - [encoder setBytes:&ne13 length:sizeof(ne13) atIndex:14]; - [encoder setBytes:&nb10 length:sizeof(nb10) atIndex:15]; - [encoder setBytes:&nb11 length:sizeof(nb11) atIndex:16]; - [encoder setBytes:&nb12 length:sizeof(nb12) atIndex:17]; - [encoder setBytes:&ne0 length:sizeof(ne0) atIndex:18]; - [encoder setBytes:&_ne1 length:sizeof(_ne1) atIndex:19]; - [encoder setBytes:&nb1 length:sizeof(nb1) atIndex:20]; - [encoder setBytes:&r2 length:sizeof(r2) atIndex:21]; - [encoder setBytes:&r3 length:sizeof(r3) atIndex:22]; - [encoder setBytes:&idx length:sizeof(idx) atIndex:23]; + [encoder setBytes:&ne20 length:sizeof(ne20) atIndex:4]; + [encoder setBytes:&ne21 length:sizeof(ne21) atIndex:5]; + [encoder setBytes:&nb21 length:sizeof(nb21) atIndex:6]; + [encoder setBytes:&ne00 length:sizeof(ne00) atIndex:7]; + [encoder setBytes:&ne01 length:sizeof(ne01) atIndex:8]; + [encoder setBytes:&ne02 length:sizeof(ne02) atIndex:9]; + [encoder setBytes:&nb00 length:sizeof(nb00) atIndex:10]; + [encoder setBytes:&nb01 length:sizeof(nb01) atIndex:11]; + [encoder setBytes:&nb02 length:sizeof(nb02) atIndex:12]; + [encoder setBytes:&ne10 length:sizeof(ne10) atIndex:13]; + [encoder setBytes:&ne11 length:sizeof(ne11) atIndex:14]; + [encoder setBytes:&ne12 length:sizeof(ne12) atIndex:15]; + [encoder setBytes:&ne13 length:sizeof(ne13) atIndex:16]; + [encoder setBytes:&nb10 length:sizeof(nb10) atIndex:17]; + [encoder setBytes:&nb11 length:sizeof(nb11) atIndex:18]; + [encoder setBytes:&nb12 length:sizeof(nb12) atIndex:19]; + [encoder setBytes:&ne0 length:sizeof(ne0) atIndex:20]; + [encoder setBytes:&ne1 length:sizeof(ne1) atIndex:21]; + [encoder setBytes:&nb1 length:sizeof(nb1) atIndex:22]; + + const int64_t _ne1 = 1; + const int tgz = dst_rows; if (src0t == GGML_TYPE_Q4_0 || src0t == GGML_TYPE_Q4_1 || src0t == GGML_TYPE_Q5_0 || src0t == GGML_TYPE_Q5_1 || src0t == GGML_TYPE_Q8_0 || src0t == GGML_TYPE_Q2_K || src0t == GGML_TYPE_IQ1_S || src0t == GGML_TYPE_IQ1_M || src0t == GGML_TYPE_IQ2_S) { - [encoder dispatchThreadgroups:MTLSizeMake((ne01 + 7)/8, _ne1, ne21*ne12*ne13) threadsPerThreadgroup:MTLSizeMake(nth0, nth1, 1)]; + [encoder dispatchThreadgroups:MTLSizeMake((ne01 + 7)/8, _ne1, tgz) threadsPerThreadgroup:MTLSizeMake(nth0, nth1, 1)]; } else if (src0t == GGML_TYPE_IQ2_XXS || src0t == GGML_TYPE_IQ2_XS) { const int mem_size = src0t == GGML_TYPE_IQ2_XXS ? 256*8+128 : 512*8+128; [encoder setThreadgroupMemoryLength:mem_size atIndex:0]; - [encoder dispatchThreadgroups:MTLSizeMake((ne01 + 7)/8, _ne1, ne21*ne12*ne13) threadsPerThreadgroup:MTLSizeMake(nth0, nth1, 1)]; + [encoder dispatchThreadgroups:MTLSizeMake((ne01 + 7)/8, _ne1, tgz) threadsPerThreadgroup:MTLSizeMake(nth0, nth1, 1)]; } else if (src0t == GGML_TYPE_IQ3_XXS || src0t == GGML_TYPE_IQ3_S) { const int mem_size = src0t == GGML_TYPE_IQ3_XXS ? 256*4+128 : 512*4; [encoder setThreadgroupMemoryLength:mem_size atIndex:0]; - [encoder dispatchThreadgroups:MTLSizeMake((ne01 + 7)/8, _ne1, ne21*ne12*ne13) threadsPerThreadgroup:MTLSizeMake(nth0, nth1, 1)]; + [encoder dispatchThreadgroups:MTLSizeMake((ne01 + 7)/8, _ne1, tgz) threadsPerThreadgroup:MTLSizeMake(nth0, nth1, 1)]; } else if (src0t == GGML_TYPE_IQ4_NL || src0t == GGML_TYPE_IQ4_XS) { const int mem_size = 32*sizeof(float); [encoder setThreadgroupMemoryLength:mem_size atIndex:0]; - [encoder dispatchThreadgroups:MTLSizeMake((ne01 + 3)/4, _ne1, ne21*ne12*ne13) threadsPerThreadgroup:MTLSizeMake(nth0, nth1, 1)]; + [encoder dispatchThreadgroups:MTLSizeMake((ne01 + 3)/4, _ne1, tgz) threadsPerThreadgroup:MTLSizeMake(nth0, nth1, 1)]; } else if (src0t == GGML_TYPE_Q4_K) { - [encoder dispatchThreadgroups:MTLSizeMake((ne01 + 3)/4, _ne1, ne21*ne12*ne13) threadsPerThreadgroup:MTLSizeMake(nth0, nth1, 1)]; + [encoder dispatchThreadgroups:MTLSizeMake((ne01 + 3)/4, _ne1, tgz) threadsPerThreadgroup:MTLSizeMake(nth0, nth1, 1)]; } else if (src0t == GGML_TYPE_Q3_K) { #ifdef GGML_QKK_64 - [encoder dispatchThreadgroups:MTLSizeMake((ne01 + 1)/2, _ne1, ne21*ne12*ne13) threadsPerThreadgroup:MTLSizeMake(nth0, nth1, 1)]; + [encoder dispatchThreadgroups:MTLSizeMake((ne01 + 1)/2, _ne1, tgz) threadsPerThreadgroup:MTLSizeMake(nth0, nth1, 1)]; #else - [encoder dispatchThreadgroups:MTLSizeMake((ne01 + 3)/4, _ne1, ne21*ne12*ne13) threadsPerThreadgroup:MTLSizeMake(nth0, nth1, 1)]; + [encoder dispatchThreadgroups:MTLSizeMake((ne01 + 3)/4, _ne1, tgz) threadsPerThreadgroup:MTLSizeMake(nth0, nth1, 1)]; #endif } else if (src0t == GGML_TYPE_Q5_K) { - [encoder dispatchThreadgroups:MTLSizeMake((ne01 + 3)/4, _ne1, ne21*ne12*ne13) threadsPerThreadgroup:MTLSizeMake(nth0, nth1, 1)]; + [encoder dispatchThreadgroups:MTLSizeMake((ne01 + 3)/4, _ne1, tgz) threadsPerThreadgroup:MTLSizeMake(nth0, nth1, 1)]; } else if (src0t == GGML_TYPE_Q6_K) { - [encoder dispatchThreadgroups:MTLSizeMake((ne01 + 1)/2, _ne1, ne21*ne12*ne13) threadsPerThreadgroup:MTLSizeMake(nth0, nth1, 1)]; + [encoder dispatchThreadgroups:MTLSizeMake((ne01 + 1)/2, _ne1, tgz) threadsPerThreadgroup:MTLSizeMake(nth0, nth1, 1)]; } else { - const int64_t ny = (_ne1 + nrows - 1)/nrows; - [encoder dispatchThreadgroups:MTLSizeMake(ne01, ny, ne21*ne12*ne13) threadsPerThreadgroup:MTLSizeMake(nth0, nth1, 1)]; + const int64_t ny = (_ne1 + nrows - 1)/nrows; // = _ne1 + [encoder dispatchThreadgroups:MTLSizeMake(ne01, ny, tgz) threadsPerThreadgroup:MTLSizeMake(nth0, nth1, 1)]; } } } break; diff --git a/ggml-metal.metal b/ggml-metal.metal index 82a8cad93..191880af1 100644 --- a/ggml-metal.metal +++ b/ggml-metal.metal @@ -892,16 +892,16 @@ void mul_vec_q_n_f32_impl( device const void * src0, device const float * src1, device float * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant int64_t & ne10, - constant int64_t & ne12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint & r2, - constant uint & r3, - threadgroup int8_t * shared_values, + int64_t ne00, + int64_t ne01, + int64_t ne02, + int64_t ne10, + int64_t ne12, + int64_t ne0, + int64_t ne1, + uint r2, + uint r3, + threadgroup int8_t * shared_values, uint3 tgpig, uint tiisg, uint sgitg) { const int nb = ne00/QK4_0; @@ -1066,19 +1066,19 @@ void kernel_mul_mv_q8_0_f32_impl( device const void * src0, device const float * src1, device float * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant int64_t & ne10, - constant int64_t & ne12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint & r2, - constant uint & r3, - threadgroup int8_t * shared_values [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { + int64_t ne00, + int64_t ne01, + int64_t ne02, + int64_t ne10, + int64_t ne12, + int64_t ne0, + int64_t ne1, + uint r2, + uint r3, + threadgroup int8_t * shared_values, + uint3 tgpig, + uint tiisg, + uint sgitg) { const int nr = N_DST; const int nsg = N_SIMDGROUP; const int nw = N_SIMDWIDTH; @@ -1165,24 +1165,24 @@ void kernel_mul_mv_f32_f32_impl( 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]]) { + 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_F32_F32; @@ -1435,24 +1435,24 @@ void kernel_mul_mv_f16_f32_impl( 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]]) { + 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; @@ -2737,19 +2737,19 @@ void kernel_mul_mv_q2_K_f32_impl( device const void * src0, device const float * src1, device float * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant int64_t & ne10, - constant int64_t & ne12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint & r2, - constant uint & r3, - threadgroup int8_t * shared_values [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { + int64_t ne00, + int64_t ne01, + int64_t ne02, + int64_t ne10, + int64_t ne12, + int64_t ne0, + int64_t ne1, + uint r2, + uint r3, + threadgroup int8_t * shared_values, + uint3 tgpig, + uint tiisg, + uint sgitg) { const int nb = ne00/QK_K; const int r0 = tgpig.x; @@ -2917,19 +2917,19 @@ void kernel_mul_mv_q3_K_f32_impl( device const void * src0, device const float * src1, device float * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant int64_t & ne10, - constant int64_t & ne12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint & r2, - constant uint & r3, - threadgroup int8_t * shared_values [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { + int64_t ne00, + int64_t ne01, + int64_t ne02, + int64_t ne10, + int64_t ne12, + int64_t ne0, + int64_t ne1, + uint r2, + uint r3, + threadgroup int8_t * shared_values, + uint3 tgpig, + uint tiisg, + uint sgitg) { const int nb = ne00/QK_K; @@ -3183,19 +3183,19 @@ void kernel_mul_mv_q4_K_f32_impl( device const void * src0, device const float * src1, device float * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant int64_t & ne10, - constant int64_t & ne12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint & r2, - constant uint & r3, - threadgroup int8_t * shared_values [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { + int64_t ne00, + int64_t ne01, + int64_t ne02, + int64_t ne10, + int64_t ne12, + int64_t ne0, + int64_t ne1, + uint r2, + uint r3, + threadgroup int8_t * shared_values, + uint3 tgpig, + uint tiisg, + uint sgitg) { const uint16_t kmask1 = 0x3f3f; const uint16_t kmask2 = 0x0f0f; @@ -3422,19 +3422,19 @@ void kernel_mul_mv_q5_K_f32_impl( device const void * src0, device const float * src1, device float * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant int64_t & ne10, - constant int64_t & ne12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint & r2, - constant uint & r3, - threadgroup int8_t * shared_values [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { + int64_t ne00, + int64_t ne01, + int64_t ne02, + int64_t ne10, + int64_t ne12, + int64_t ne0, + int64_t ne1, + uint r2, + uint r3, + threadgroup int8_t * shared_values, + uint3 tgpig, + uint tiisg, + uint sgitg) { const int nb = ne00/QK_K; @@ -3629,19 +3629,19 @@ void kernel_mul_mv_q6_K_f32_impl( device const void * src0, device const float * src1, device float * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant int64_t & ne10, - constant int64_t & ne12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint & r2, - constant uint & r3, - threadgroup int8_t * shared_values [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { + int64_t ne00, + int64_t ne01, + int64_t ne02, + int64_t ne10, + int64_t ne12, + int64_t ne0, + int64_t ne1, + uint r2, + uint r3, + threadgroup int8_t * shared_values, + uint3 tgpig, + uint tiisg, + uint sgitg) { const uint8_t kmask1 = 0x03; const uint8_t kmask2 = 0x0C; @@ -3766,19 +3766,19 @@ void kernel_mul_mv_iq2_xxs_f32_impl( device const void * src0, device const float * src1, device float * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant int64_t & ne10, - constant int64_t & ne12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint & r2, - constant uint & r3, - threadgroup int8_t * shared_values [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { + int64_t ne00, + int64_t ne01, + int64_t ne02, + int64_t ne10, + int64_t ne12, + int64_t ne0, + int64_t ne1, + uint r2, + uint r3, + threadgroup int8_t * shared_values, + uint3 tgpig, + uint tiisg, + uint sgitg) { const int nb = ne00/QK_K; const int r0 = tgpig.x; @@ -3895,19 +3895,19 @@ void kernel_mul_mv_iq2_xs_f32_impl( device const void * src0, device const float * src1, device float * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant int64_t & ne10, - constant int64_t & ne12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint & r2, - constant uint & r3, - threadgroup int8_t * shared_values [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { + int64_t ne00, + int64_t ne01, + int64_t ne02, + int64_t ne10, + int64_t ne12, + int64_t ne0, + int64_t ne1, + uint r2, + uint r3, + threadgroup int8_t * shared_values, + uint3 tgpig, + uint tiisg, + uint sgitg) { const int nb = ne00/QK_K; const int r0 = tgpig.x; @@ -4034,19 +4034,19 @@ void kernel_mul_mv_iq3_xxs_f32_impl( device const void * src0, device const float * src1, device float * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant int64_t & ne10, - constant int64_t & ne12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint & r2, - constant uint & r3, - threadgroup int8_t * shared_values [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { + int64_t ne00, + int64_t ne01, + int64_t ne02, + int64_t ne10, + int64_t ne12, + int64_t ne0, + int64_t ne1, + uint r2, + uint r3, + threadgroup int8_t * shared_values, + uint3 tgpig, + uint tiisg, + uint sgitg) { const int nb = ne00/QK_K; const int r0 = tgpig.x; @@ -4166,19 +4166,19 @@ void kernel_mul_mv_iq3_s_f32_impl( device const void * src0, device const float * src1, device float * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant int64_t & ne10, - constant int64_t & ne12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint & r2, - constant uint & r3, - threadgroup int8_t * shared_values [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { + int64_t ne00, + int64_t ne01, + int64_t ne02, + int64_t ne10, + int64_t ne12, + int64_t ne0, + int64_t ne1, + uint r2, + uint r3, + threadgroup int8_t * shared_values, + uint3 tgpig, + uint tiisg, + uint sgitg) { const int nb = ne00/QK_K; const int r0 = tgpig.x; @@ -4298,19 +4298,19 @@ void kernel_mul_mv_iq2_s_f32_impl( device const void * src0, device const float * src1, device float * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant int64_t & ne10, - constant int64_t & ne12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint & r2, - constant uint & r3, - threadgroup int8_t * shared_values [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { + int64_t ne00, + int64_t ne01, + int64_t ne02, + int64_t ne10, + int64_t ne12, + int64_t ne0, + int64_t ne1, + uint r2, + uint r3, + threadgroup int8_t * shared_values, + uint3 tgpig, + uint tiisg, + uint sgitg) { const int nb = ne00/QK_K; const int r0 = tgpig.x; @@ -4431,19 +4431,19 @@ void kernel_mul_mv_iq1_s_f32_impl( device const void * src0, device const float * src1, device float * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant int64_t & ne10, - constant int64_t & ne12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint & r2, - constant uint & r3, - threadgroup int8_t * shared_values [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { + int64_t ne00, + int64_t ne01, + int64_t ne02, + int64_t ne10, + int64_t ne12, + int64_t ne0, + int64_t ne1, + uint r2, + uint r3, + threadgroup int8_t * shared_value, + uint3 tgpig, + uint tiisg, + uint sgitg) { const int nb = ne00/QK_K; const int r0 = tgpig.x; @@ -4521,19 +4521,19 @@ void kernel_mul_mv_iq1_m_f32_impl( device const void * src0, device const float * src1, device float * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant int64_t & ne10, - constant int64_t & ne12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint & r2, - constant uint & r3, - threadgroup int8_t * shared_values [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { + int64_t ne00, + int64_t ne01, + int64_t ne02, + int64_t ne10, + int64_t ne12, + int64_t ne0, + int64_t ne1, + uint r2, + uint r3, + threadgroup int8_t * shared_value, + uint3 tgpig, + uint tiisg, + uint sgitg) { const int nb = ne00/QK_K; const int r0 = tgpig.x; @@ -4630,19 +4630,19 @@ void kernel_mul_mv_iq4_nl_f32_impl( device const void * src0, device const float * src1, device float * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant int64_t & ne10, - constant int64_t & ne12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint & r2, - constant uint & r3, - threadgroup int8_t * shared_values_i8 [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { + int64_t ne00, + int64_t ne01, + int64_t ne02, + int64_t ne10, + int64_t ne12, + int64_t ne0, + int64_t ne1, + uint r2, + uint r3, + threadgroup int8_t * shared_values_i8, + uint3 tgpig, + uint tiisg, + uint sgitg) { threadgroup float * shared_values = (threadgroup float *)shared_values_i8; const int nb = ne00/QK4_NL; @@ -4725,19 +4725,20 @@ void kernel_mul_mv_iq4_xs_f32_impl( device const void * src0, device const float * src1, device float * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant int64_t & ne10, - constant int64_t & ne12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint & r2, - constant uint & r3, - threadgroup int8_t * shared_values_i8 [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { + int64_t ne00, + int64_t ne01, + int64_t ne02, + int64_t ne10, + int64_t ne12, + int64_t ne0, + int64_t ne1, + uint r2, + uint r3, + threadgroup int8_t * shared_values_i8, + uint3 tgpig, + uint tiisg, + uint sgitg) { + threadgroup float * shared_values = (threadgroup float *)shared_values_i8; const int nb = ne00/QK_K; const int r0 = tgpig.x; @@ -5679,25 +5680,25 @@ void kernel_mul_mm_impl(device const uchar * src0, } } -// same as kernel_mul_mm_impl, but src1 and dst are accessed via indices stored in src1ids +// same as kernel_mul_mm_impl, but src1 and dst are accessed via indices stored in rowids template void kernel_mul_mm_id_impl( device const uchar * src0, device const uchar * src1, - threadgroup short * src1ids, + threadgroup ushort2 * rowids, device float * dst, constant int64_t & ne00, constant int64_t & ne02, constant uint64_t & nb01, constant uint64_t & nb02, + constant int64_t & ne11, constant int64_t & ne12, constant uint64_t & nb10, constant uint64_t & nb11, constant uint64_t & nb12, constant int64_t & ne0, int64_t ne1, - constant uint & r2, - constant uint & r3, + int64_t ne0ne1, threadgroup uchar * shared_memory, uint3 tgpig[[threadgroup_position_in_grid]], uint tiitg[[thread_index_in_threadgroup]], @@ -5708,7 +5709,6 @@ void kernel_mul_mm_id_impl( const uint r0 = tgpig.y; const uint r1 = tgpig.x; - const uint im = tgpig.z; if (r1 * BLOCK_SIZE_N >= ne1) return; @@ -5726,19 +5726,16 @@ void kernel_mul_mm_id_impl( for (int i = 0; i < 8; i++){ c_res[i] = make_filled_simdgroup_matrix(0.f); } - short il = (tiitg % THREAD_PER_ROW); - const uint i12 = im%ne12; - const uint i13 = im/ne12; - - uint offset0 = (i12/r2)*nb02 + (i13/r3)*(nb02*ne02); ushort offset1 = il/nl; - device const block_q * x = (device const block_q *)(src0 + (r0 * BLOCK_SIZE_M + thread_row) * nb01 + offset0) + offset1; + threadgroup const auto & id = rowids[r1 * BLOCK_SIZE_N + thread_col]; + + device const block_q * x = (device const block_q *)(src0 + (r0 * BLOCK_SIZE_M + thread_row) * nb01) + offset1; device const float * y = (device const float *)(src1 - + nb12 * im - + nb11 * src1ids[r1 * BLOCK_SIZE_N + thread_col] + + nb12 * id[1] + + nb11 * (id[0] % ne11) + nb10 * (BLOCK_SIZE_K / THREAD_PER_COL * (tiitg % THREAD_PER_COL))); for (int loop_k = 0; loop_k < ne00; loop_k += BLOCK_SIZE_K) { @@ -5767,11 +5764,11 @@ void kernel_mul_mm_id_impl( for (int ik = 0; ik < BLOCK_SIZE_K / 8; ik++) { for (int i = 0; i < 4; i++) { - simdgroup_load(ma[i],lsma + SG_MAT_SIZE * i); + simdgroup_load(ma[i], lsma + SG_MAT_SIZE * i); } simdgroup_barrier(mem_flags::mem_none); for (int i = 0; i < 2; i++) { - simdgroup_load(mb[i],lsmb + SG_MAT_SIZE * i); + simdgroup_load(mb[i], lsmb + SG_MAT_SIZE * i); } lsma += BLOCK_SIZE_M / SG_MAT_ROW * SG_MAT_SIZE; @@ -5793,11 +5790,13 @@ void kernel_mul_mm_id_impl( threadgroup_barrier(mem_flags::mem_threadgroup); - device float * C = dst + (BLOCK_SIZE_M * r0) + im*ne1*ne0; + device float * C = dst + (BLOCK_SIZE_M * r0); if (sgitg == 0) { - for (int i = 0; i < n_rows; i++) { - for (int j = tiitg; j < n_cols; j += BLOCK_SIZE_N) { - *(C + i + src1ids[j + r1*BLOCK_SIZE_N] * ne0) = *(temp_str + i + j * BLOCK_SIZE_M); + for (int j = tiitg; j < n_cols; j += BLOCK_SIZE_N) { + threadgroup const auto & jid = rowids[r1 * BLOCK_SIZE_N + j]; + int joff = jid[0] * ne0 + jid[1] * ne0ne1; + for (int i = 0; i < n_rows; i++) { + *(C + i + joff) = *(temp_str + i + j * BLOCK_SIZE_M); } } } @@ -5852,11 +5851,14 @@ kernel void kernel_mul_mm_id( device const uchar * src1, device float * dst, device const uchar * ids, + constant int64_t & nei0, + constant int64_t & nei1, constant uint64_t & nbi1, constant int64_t & ne00, constant int64_t & ne02, constant uint64_t & nb01, constant uint64_t & nb02, + constant int64_t & ne11, constant int64_t & ne12, constant int64_t & ne13, constant uint64_t & nb10, @@ -5865,47 +5867,52 @@ kernel void kernel_mul_mm_id( constant int64_t & ne0, constant int64_t & ne1, constant uint64_t & nb1, - constant uint & r2, - constant uint & r3, - constant int & idx, threadgroup uchar * shared_memory [[threadgroup(0)]], uint3 tgpig[[threadgroup_position_in_grid]], uint tiitg[[thread_index_in_threadgroup]], uint sgitg[[simdgroup_index_in_threadgroup]]) { - // expert id - const int32_t id = tgpig.z/(ne12*ne13); - device const uchar * src0 = src0s + id*nb02; + const int32_t i02 = tgpig.z; + tgpig.z = 0; - tgpig.z = tgpig.z%(ne12*ne13); + device const uchar * src0 = src0s + i02*nb02; - // row indices of src1 for expert id - threadgroup short * src1ids = (threadgroup short *)(shared_memory + 8192); + // row indices + threadgroup ushort2 * rowids = (threadgroup ushort2 *)(shared_memory + 8192); + // TODO: parallelize this loop int64_t _ne1 = 0; - for (int64_t i1 = 0; i1 < ne1; i1++) { - if (((device int32_t *) (ids + i1*nbi1))[idx] == id) { - src1ids[_ne1++] = i1; + for (ushort ii1 = 0; ii1 < nei1; ii1++) { + for (ushort ii0 = 0; ii0 < nei0; ii0++) { + int32_t id = ((device int32_t *) (ids + ii1*nbi1))[ii0]; + if (id == i02) { + //if (tiitg == 0) { + rowids[_ne1] = ushort2(ii0, ii1); + //} + _ne1++; + } } } + threadgroup_barrier(mem_flags::mem_threadgroup); + kernel_mul_mm_id_impl( src0, src1, - src1ids, + rowids, dst, ne00, ne02, nb01, nb02, + ne11, ne12, nb10, nb11, nb12, ne0, _ne1, - r2, - r3, + ne0*ne1, shared_memory, tgpig, tiitg, @@ -5966,24 +5973,7 @@ template [[host_name("kernel_get_rows_iq4_xs")]] kernel get_rows_t kernel_get_r // matrix-matrix multiplication // -typedef void (mat_mm_t)( - 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 *, - uint3, uint, uint); +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; @@ -6015,29 +6005,7 @@ template [[host_name("kernel_mul_mm_iq4_xs_f32")]] kernel mat_mm_t kernel_mul_m // indirect matrix-matrix multiplication // -typedef void (mat_mm_id_t)( - device const uchar * src0s, - device const uchar * src1, - device float * dst, - device const uchar * ids, - constant uint64_t & nbi1, - constant int64_t & ne00, - constant int64_t & ne02, - constant uint64_t & nb01, - constant uint64_t & nb02, - constant int64_t & ne12, - constant int64_t & ne13, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint64_t & nb1, - constant uint & r2, - constant uint & r3, - constant int & idx, - threadgroup uchar *, - uint3, uint, uint); +typedef decltype(kernel_mul_mm_id) mat_mm_id_t; template [[host_name("kernel_mul_mm_id_f32_f32")]] kernel mat_mm_id_t kernel_mul_mm_id; template [[host_name("kernel_mul_mm_id_f16_f32")]] kernel mat_mm_id_t kernel_mul_mm_id; @@ -6073,71 +6041,71 @@ typedef void (kernel_mul_mv_impl_t)( 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]]); + 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); typedef void (kernel_mul_mv2_impl_t)( device const void * src0, device const float * src1, device float * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant int64_t & ne10, - constant int64_t & ne12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint & r2, - constant uint & r3, - threadgroup int8_t * shared_values [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]); + int64_t ne00, + int64_t ne01, + int64_t ne02, + int64_t ne10, + int64_t ne12, + int64_t ne0, + int64_t ne1, + uint r2, + uint r3, + threadgroup int8_t * shared_values, + uint3 tgpig, + uint tiisg, + uint sgitg); template void mmv_fn( 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 int64_t & ne13, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint64_t & nb1, - constant uint & r2, - constant uint & r3, - threadgroup int8_t * shared_values [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiitg[[thread_index_in_threadgroup]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { + 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, + int64_t ne13, + uint64_t nb10, + uint64_t nb11, + uint64_t nb12, + int64_t ne0, + int64_t ne1, + uint64_t nb1, + uint r2, + uint r3, + threadgroup int8_t * shared_values, + uint3 tgpig, + uint tiitg, + uint tiisg, + uint sgitg) { impl_fn(src0,src1,dst,ne00,ne01,ne02,nb00,nb01,nb02,ne10,ne11,ne12,nb10,nb11,nb12,ne0,ne1,r2,r3,tgpig,tiisg); } @@ -6146,59 +6114,33 @@ void mmv_fn( 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 int64_t & ne13, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint64_t & nb1, - constant uint & r2, - constant uint & r3, - threadgroup int8_t * shared_values [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiitg[[thread_index_in_threadgroup]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { + 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, + int64_t ne13, + uint64_t nb10, + uint64_t nb11, + uint64_t nb12, + int64_t ne0, + int64_t ne1, + uint64_t nb1, + uint r2, + uint r3, + threadgroup int8_t * shared_values, + uint3 tgpig, + uint tiitg, + uint tiisg, + uint sgitg) { impl_fn(src0,(const device float *)src1,dst,ne00,ne01,ne02,ne10,ne12,ne0,ne1,r2,r3,shared_values,tgpig,tiisg,sgitg); } -typedef void (mul_mv_impl_fn_t)( - 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 int64_t & ne13, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint64_t & nb1, - constant uint & r2, - constant uint & r3, - threadgroup int8_t * shared_values [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiitg[[thread_index_in_threadgroup]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]); +typedef decltype(mmv_fn) mul_mv_impl_fn_t; template kernel void kernel_mul_mv_id( @@ -6206,6 +6148,8 @@ kernel void kernel_mul_mv_id( device const char * src1, device float * dst, device const char * ids, + constant int64_t & nei0, + constant int64_t & nei1, constant uint64_t & nbi1, constant int64_t & ne00, constant int64_t & ne01, @@ -6223,43 +6167,50 @@ kernel void kernel_mul_mv_id( constant int64_t & ne0, constant int64_t & ne1, constant uint64_t & nb1, - constant uint & r2, - constant uint & r3, - constant int & idx, threadgroup int8_t * shared_values [[threadgroup(0)]], uint3 tgpig[[threadgroup_position_in_grid]], uint tiitg[[thread_index_in_threadgroup]], uint tiisg[[thread_index_in_simdgroup]], uint sgitg[[simdgroup_index_in_threadgroup]]) { - const int64_t bid = tgpig.z/(ne12*ne13); + const int iid1 = tgpig.z/nei0; + const int idx = tgpig.z%nei0; - tgpig.z = tgpig.z%(ne12*ne13); + tgpig.z = 0; - const int32_t id = ((device int32_t *) (ids + bid*nbi1))[idx]; - device const char * src0 = src0s + id*nb02; + const int32_t i02 = ((device const int32_t *) (ids + iid1*nbi1))[idx]; + + const int64_t i11 = idx % ne11; + const int64_t i12 = iid1; + + const int64_t i1 = idx; + const int64_t i2 = i12; + + device const char * src0_cur = src0s + i02*nb02; + device const char * src1_cur = src1 + i11*nb11 + i12*nb12; + device float * dst_cur = dst + i1*ne0 + i2*ne1*ne0; impl_fn( - src0, - src1 + bid*nb11, - dst + bid*ne0, - ne00, - ne01, - ne02, - nb00, - nb01, - nb02, - ne10, - ne11, - ne12, - ne13, - nb10, - nb11, - nb12, - ne0, - ne1, - nb1, - r2, - r3, + /* src0 */ src0_cur, + /* src1 */ src1_cur, + /* dst */ dst_cur, + /* ne00 */ ne00, + /* ne01 */ ne01, + /* ne02 */ 1,//ne02, + /* nb00 */ nb00, + /* nb01 */ nb01, + /* nb02 */ nb02, + /* ne10 */ ne10, + /* ne11 */ 1,//ne11, + /* ne12 */ 1,//ne12, + /* ne13 */ 1,//ne13, + /* nb10 */ nb10, + /* nb11 */ nb11, + /* nb12 */ nb12, + /* ne0 */ ne0, + /* ne1 */ 1,//ne1, + /* nb1 */ nb1, + /* r2 */ 1, + /* r3 */ 1, shared_values, tgpig, tiitg, @@ -6267,36 +6218,7 @@ kernel void kernel_mul_mv_id( sgitg); } -typedef void (kernel_mul_mv_id_t)( - device const char * src0s, - device const char * src1, - device float * dst, - device const char * ids, - constant uint64_t & nbi1, - 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 int64_t & ne13, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint64_t & nb1, - constant uint & r2, - constant uint & r3, - constant int & idx, - threadgroup int8_t * shared_values [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiitg[[thread_index_in_threadgroup]], - uint tiisg[[thread_index_in_simdgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]); +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>; diff --git a/ggml-sycl.cpp b/ggml-sycl.cpp index f5bb7da86..a9b310243 100644 --- a/ggml-sycl.cpp +++ b/ggml-sycl.cpp @@ -17752,7 +17752,7 @@ GGML_CALL static bool ggml_backend_sycl_supports_op(ggml_backend_t backend, cons GGML_CALL static bool ggml_backend_sycl_offload_op(ggml_backend_t backend, const ggml_tensor * op) { const int min_batch_size = 32; - return op->ne[1] >= min_batch_size && op->op != GGML_OP_GET_ROWS; + return op->ne[1] >= min_batch_size && op->op != GGML_OP_GET_ROWS && op->op != GGML_OP_MUL_MAT_ID; GGML_UNUSED(backend); } diff --git a/ggml.c b/ggml.c index 593c603f4..a3b312e4a 100644 --- a/ggml.c +++ b/ggml.c @@ -4578,21 +4578,32 @@ void ggml_mul_mat_set_prec( // ggml_mul_mat_id -// NOTE: id will be removed in the future and instead all the experts listed in ids will be computed -// this will allow computing all the used experts in a single matrix multiplication +/* + c = ggml_mul_mat_id(ctx, as, b, ids); + + as -> [cols, rows, n_expert] + ids -> [n_experts_used, n_tokens] (i32) + b -> [cols, n_expert_used, n_tokens] + c -> [cols, n_expert_used, n_tokens] + + in b, n_experts_used can be broadcasted to match the n_expert_used of ids + + c ~= as[:,:,i] @ b[:,i%r,t], i = ids[e,t] for all e,t in ids +*/ struct ggml_tensor * ggml_mul_mat_id( struct ggml_context * ctx, struct ggml_tensor * as, - struct ggml_tensor * ids, - int id, - struct ggml_tensor * b) { - + struct ggml_tensor * b, + struct ggml_tensor * ids) { + GGML_ASSERT(!ggml_is_transposed(as)); GGML_ASSERT(ids->type == GGML_TYPE_I32); + + GGML_ASSERT(as->ne[3] == 1); // as is 3d (one matrix per expert) + GGML_ASSERT(b->ne[3] == 1); // b is 3d GGML_ASSERT(ids->ne[2] == 1 && ids->ne[3] == 1); // ids is 2d - GGML_ASSERT(ids->ne[1] == b->ne[1]); // must have an expert per b row - GGML_ASSERT(ids->ne[2] == b->ne[2] && ids->ne[3] == b->ne[3]); - GGML_ASSERT(id >= 0 && id < ids->ne[0]); // valid id + GGML_ASSERT(ids->ne[1] == b->ne[2]); // must have an expert list per b row GGML_ASSERT(as->ne[0] == b->ne[0]); // can_mul_mat + GGML_ASSERT(ids->ne[0] % b->ne[1] == 0); // can broadcast bool is_node = false; @@ -4600,11 +4611,9 @@ struct ggml_tensor * ggml_mul_mat_id( is_node = true; } - const int64_t ne[4] = { as->ne[1], b->ne[1], b->ne[2], b->ne[3] }; + const int64_t ne[4] = { as->ne[1], ids->ne[0], b->ne[2], 1 }; struct ggml_tensor * result = ggml_new_tensor(ctx, GGML_TYPE_F32, 4, ne); - ggml_set_op_params_i32(result, 0, id); - result->op = GGML_OP_MUL_MAT_ID; result->grad = is_node ? ggml_dup_tensor(ctx, result) : NULL; result->src[0] = as; @@ -11009,11 +11018,6 @@ static void ggml_compute_forward_mul_mat_id( 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; - GGML_ASSERT(ne0 == ne01); - GGML_ASSERT(ne1 == ne11); - GGML_ASSERT(ne2 == ne12); - GGML_ASSERT(ne3 == ne13); - // we don't support permuted src0 or src1 GGML_ASSERT(nb00 == ggml_type_size(type)); GGML_ASSERT(nb10 == ggml_type_size(src1->type)); @@ -11024,22 +11028,21 @@ static void ggml_compute_forward_mul_mat_id( GGML_ASSERT(nb1 <= nb2); GGML_ASSERT(nb2 <= nb3); - // broadcast is not supported with mmid - assert(ne12 == 1); - assert(ne13 == 1); - // row groups - const int id = ggml_get_op_params_i32(dst, 0); - const int n_as = src0->ne[2]; + const int n_ids = ids->ne[0]; // n_expert_used + const int n_as = ne02; // n_expert char * wdata_src1_end = (src1->type == vec_dot_type) ? (char *) params->wdata : (char *) params->wdata + GGML_PAD(ggml_row_size(vec_dot_type, ggml_nelements(src1)), sizeof(int64_t)); - int64_t * matrix_row_counts = (int64_t *) (wdata_src1_end); // [n_as] - int64_t * matrix_rows = matrix_row_counts + n_as; // [n_as][ne11] + struct mmid_row_mapping { + int32_t i1; + int32_t i2; + }; - #define MMID_MATRIX_ROW(row_id, i1) matrix_rows[(row_id)*ne11 + (i1)] + int64_t * matrix_row_counts = (int64_t *) (wdata_src1_end); // [n_as] + struct mmid_row_mapping * matrix_rows = (struct mmid_row_mapping *)(matrix_row_counts + n_as); // [n_as][ne11] if (params->type == GGML_TASK_TYPE_INIT) { if (ith != 0) { @@ -11065,13 +11068,18 @@ static void ggml_compute_forward_mul_mat_id( // initialize matrix_row_counts memset(matrix_row_counts, 0, n_as*sizeof(int64_t)); - // group rows by src0 matrix - for (int64_t i01 = 0; i01 < ids->ne[1]; i01++) { - const int32_t row_id = *(const int32_t *) ((const char *) ids->data + i01*ids->nb[1] + id*ids->nb[0]); +#define MMID_MATRIX_ROW(row_id, i1) matrix_rows[(row_id)*ne12 + (i1)] - GGML_ASSERT(row_id >= 0 && row_id < n_as); - MMID_MATRIX_ROW(row_id, matrix_row_counts[row_id]) = i01; - matrix_row_counts[row_id] += 1; + // group rows by src0 matrix + for (int64_t iid1 = 0; iid1 < ids->ne[1]; ++iid1) { + for (int id = 0; id < n_ids; ++id) { + const int32_t i02 = *(const int32_t *) ((const char *) ids->data + iid1*ids->nb[1] + id*ids->nb[0]); + + assert(i02 >= 0 && i02 < n_as); + + MMID_MATRIX_ROW(i02, matrix_row_counts[i02]) = (struct mmid_row_mapping) {id, iid1}; + matrix_row_counts[i02] += 1; + } } return; @@ -11089,15 +11097,13 @@ static void ggml_compute_forward_mul_mat_id( continue; } - size_t src0_offset = cur_a*src0->nb[2]; + const char * src0_cur = (const char *) src0->data + cur_a*nb02; const void * wdata = (src1->type == vec_dot_type) ? src1->data : params->wdata; const size_t row_size = ggml_row_size(vec_dot_type, ne10); - const int64_t nr0 = ne01; // src0 rows - const int64_t nr1 = cne1*ne12*ne13; // src1 rows - - //printf("nr0 = %lld, nr1 = %lld\n", nr0, nr1); + const int64_t nr0 = ne01; // src0 rows + const int64_t nr1 = cne1; // src1 rows // distribute the thread work across the inner or outer loop based on which one is larger @@ -11116,13 +11122,11 @@ static void ggml_compute_forward_mul_mat_id( const int64_t ir110 = dr1*ith1; const int64_t ir111 = MIN(ir110 + dr1, nr1); - //printf("ir010 = %6lld, ir011 = %6lld, ir110 = %6lld, ir111 = %6lld\n", ir010, ir011, ir110, ir111); - // threads with no work simply yield (not sure if it helps) - if (ir010 >= ir011 || ir110 >= ir111) { - sched_yield(); - continue; - } + //if (ir010 >= ir011 || ir110 >= ir111) { + // sched_yield(); + // continue; + //} // block-tiling attempt const int64_t blck_0 = 16; @@ -11134,20 +11138,16 @@ static void ggml_compute_forward_mul_mat_id( for (int64_t iir1 = ir110; iir1 < ir111; iir1 += blck_1) { for (int64_t iir0 = ir010; iir0 < ir011; iir0 += blck_0) { for (int64_t ir1 = iir1; ir1 < iir1 + blck_1 && ir1 < ir111; ++ir1) { - const int64_t i13 = (ir1/(ne12*cne1)); // Note: currently, src1 is always a matrix - const int64_t i12 = (ir1 - i13*ne12*cne1)/cne1; - const int64_t _i11 = (ir1 - i13*ne12*cne1 - i12*cne1); - const int64_t i11 = MMID_MATRIX_ROW(cur_a, _i11); + const int64_t _i12 = ir1; // logical row index for this expert - // broadcast src0 into src1 - //const int64_t i03 = i13/r3; - //const int64_t i02 = i12/r2; + struct mmid_row_mapping row_mapping = MMID_MATRIX_ROW(cur_a, _i12); + const int id = row_mapping.i1; // selected expert index - const int64_t i1 = i11; - const int64_t i2 = i12; - const int64_t i3 = i13; + const int64_t i11 = id % ne11; + const int64_t i12 = row_mapping.i2; // row index in src1 - const char * src0_row = (const char *) src0->data + src0_offset; + const int64_t i1 = id; // selected expert index + const int64_t i2 = i12; // row // desc: when src1 is not a contiguous memory block we have to calculate the offset using the strides // if it is, then we have either copied the data to params->wdata and made it contiguous or we are using @@ -11155,25 +11155,26 @@ static void ggml_compute_forward_mul_mat_id( // TODO: this is a bit of a hack, we should probably have a better way to handle this const char * src1_col = (const char *) wdata + (src1_cont || src1->type != vec_dot_type - ? (i11 + i12*ne11 + i13*ne12*ne11)*row_size - : (i11*nb11 + i12*nb12 + i13*nb13)); + ? (i11 + i12*ne11)*row_size + : (i11*nb11 + i12*nb12)); - float * dst_col = (float *) ((char *) dst->data + (i1*nb1 + i2*nb2 + i3*nb3)); + float * dst_col = (float *) ((char *) dst->data + (i1*nb1 + i2*nb2)); //for (int64_t ir0 = iir0; ir0 < iir0 + blck_0 && ir0 < ir011; ++ir0) { // vec_dot(ne00, &dst_col[ir0], src0_row + ir0*nb01, src1_col); //} for (int64_t ir0 = iir0; ir0 < iir0 + blck_0 && ir0 < ir011; ++ir0) { - vec_dot(ne00, &tmp[ir0 - iir0], 0, src0_row + ir0*nb01, 0, src1_col, 0, 1); + vec_dot(ne00, &tmp[ir0 - iir0], 0, src0_cur + ir0*nb01, 0, src1_col, 0, 1); } + memcpy(&dst_col[iir0], tmp, (MIN(iir0 + blck_0, ir011) - iir0)*sizeof(float)); } } } } - #undef MMID_MATRIX_ROW +#undef MMID_MATRIX_ROW } // ggml_compute_forward_out_prod @@ -18512,7 +18513,7 @@ struct ggml_cplan ggml_graph_plan(const struct ggml_cgraph * cgraph, int n_threa const int n_as = src0->ne[2]; cur += GGML_PAD(cur, sizeof(int64_t)); // align cur += n_as * sizeof(int64_t); // matrix_row_counts - cur += n_as * src1->ne[1] * sizeof(int64_t); // matrix_rows + cur += n_as * src1->ne[2] * sizeof(int64_t); // matrix_rows } break; case GGML_OP_OUT_PROD: { @@ -20938,12 +20939,12 @@ struct gguf_context * gguf_init_from_file(const char * fname, struct gguf_init_p ok = ok && cur != NULL; - ggml_set_name(cur, ctx->infos[i].name.data); - if (!ok) { break; } + ggml_set_name(cur, ctx->infos[i].name.data); + // point the data member to the appropriate location in the binary blob using the tensor infos if (!params.no_alloc) { //cur->data = (char *) data->data + ctx->infos[i].offset - ctx->offset; // offset from start of file diff --git a/ggml.h b/ggml.h index e9ed8eeee..4d1d77fe9 100644 --- a/ggml.h +++ b/ggml.h @@ -1161,13 +1161,11 @@ extern "C" { enum ggml_prec prec); // indirect matrix multiplication - // ggml_mul_mat_id(ctx, as, ids, id, b) ~= ggml_mul_mat(as[ids[id]], b) GGML_API struct ggml_tensor * ggml_mul_mat_id( struct ggml_context * ctx, struct ggml_tensor * as, - struct ggml_tensor * ids, - int id, - struct ggml_tensor * b); + struct ggml_tensor * b, + struct ggml_tensor * ids); // A: m columns, n rows, // B: p columns, n rows, diff --git a/llama.cpp b/llama.cpp index 05094fec1..18e473c09 100644 --- a/llama.cpp +++ b/llama.cpp @@ -4495,6 +4495,13 @@ 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; @@ -6099,6 +6106,100 @@ static struct ggml_tensor * llm_build_ffn( return cur; } +static struct ggml_tensor * llm_build_moe_ffn( + struct ggml_context * ctx, + struct ggml_tensor * cur, + struct ggml_tensor * gate_inp, + struct ggml_tensor * up_exps, + struct ggml_tensor * gate_exps, + struct ggml_tensor * down_exps, + int64_t n_expert, + int64_t n_expert_used, + llm_ffn_op_type type_op, + bool norm_w, + const llm_build_cb & cb, + int il) { + int64_t n_embd = cur->ne[0]; + int64_t n_tokens = cur->ne[1]; + + ggml_tensor * logits = ggml_mul_mat(ctx, gate_inp, cur); // [n_expert, n_tokens] + cb(logits, "ffn_moe_logits", il); + + ggml_tensor * probs = ggml_soft_max(ctx, logits); // [n_expert, n_tokens] + cb(probs, "ffn_moe_probs", il); + + // select experts + ggml_tensor * selected_experts = ggml_top_k(ctx, probs, n_expert_used); // [n_expert_used, n_tokens] + cb(selected_experts->src[0], "ffn_moe_argsort", il); + cb(selected_experts, "ffn_moe_topk", il); + + ggml_tensor * weights = ggml_get_rows(ctx, + ggml_reshape_3d(ctx, probs, 1, n_expert, n_tokens), selected_experts); // [1, n_expert_used, n_tokens] + cb(weights, "ffn_moe_weights", il); + + if (norm_w) { + weights = ggml_reshape_2d(ctx, weights, n_expert_used, n_tokens); + + ggml_tensor * weights_sum = ggml_sum_rows(ctx, weights); // [1, n_tokens] + cb(weights_sum, "ffn_moe_weights_sum", il); + + weights = ggml_div(ctx, weights, weights_sum); // [n_expert_used, n_tokens] + cb(weights, "ffn_moe_weights_norm", il); + + weights = ggml_reshape_3d(ctx, weights, 1, n_expert_used, n_tokens); + } + + cur = ggml_reshape_3d(ctx, cur, n_embd, 1, n_tokens); + ggml_tensor * up = ggml_mul_mat_id(ctx, up_exps, cur, selected_experts); // [n_ff, n_expert_used, n_tokens] + cb(up, "ffn_moe_up", il); + + ggml_tensor * gate = ggml_mul_mat_id(ctx, gate_exps, cur, selected_experts); // [n_ff, n_expert_used, n_tokens] + cb(gate, "ffn_moe_gate", il); + + switch (type_op) { + case LLM_FFN_SILU: + { + gate = ggml_silu(ctx, gate); + cb(gate, "ffn_moe_silu", il); + } break; + case LLM_FFN_GELU: + { + gate = ggml_gelu(ctx, gate); + cb(gate, "ffn_moe_gelu", il); + } break; + default: + GGML_ASSERT(false); + } + + ggml_tensor * par = ggml_mul(ctx, up, gate); // [n_ff, n_expert_used, n_tokens] + cb(par, "ffn_moe_gate_par", il); + + ggml_tensor * experts = ggml_mul_mat_id(ctx, down_exps, par, selected_experts); // [n_embd, n_expert_used, n_tokens] + cb(experts, "ffn_moe_down", il); + + experts = ggml_mul(ctx, experts, weights); + + // aggregate experts + ggml_tensor * moe_out = nullptr; + for (int i = 0; i < n_expert_used; ++i) { + ggml_tensor * cur_expert = ggml_view_2d(ctx, experts, n_embd, n_tokens, + experts->nb[2], i*experts->nb[1]); + + if (i == 0) { + moe_out = cur_expert; + } else { + moe_out = ggml_add(ctx, moe_out, cur_expert); + } + } + + if (n_expert_used == 1) { + // avoid returning a non-contiguous tensor + moe_out = ggml_cont(ctx, moe_out); + } + + return moe_out; +} + // if max_alibi_bias > 0 then apply ALiBi static struct ggml_tensor * llm_build_kqv( struct ggml_context * ctx, @@ -6642,7 +6743,15 @@ struct llm_build_context { LLM_NORM_RMS, cb, il); cb(cur, "ffn_norm", il); - cur = build_moe_ffn(cur, n_tokens, LLM_FFN_SILU, true, il); + cur = llm_build_moe_ffn(ctx0, cur, + model.layers[il].ffn_gate_inp, + model.layers[il].ffn_up_exps, + model.layers[il].ffn_gate_exps, + model.layers[il].ffn_down_exps, + n_expert, n_expert_used, + LLM_FFN_SILU, true, + cb, il); + cb(cur, "ffn_moe_out", il); } cur = ggml_add(ctx0, cur, ffn_inp); @@ -6674,80 +6783,6 @@ struct llm_build_context { return gf; } - // REVIEW: will be replaced by https://github.com/ggerganov/llama.cpp/pull/6505 - ggml_tensor * build_moe_ffn(ggml_tensor * cur, int32_t n_tokens, llm_ffn_op_type type_op, bool norm_w, int il) { - ggml_tensor * logits = ggml_mul_mat(ctx0, model.layers[il].ffn_gate_inp, cur); // [n_tokens, num_experts] - cb(logits, "ffn_moe_logits", il); - - ggml_tensor * probs = ggml_soft_max(ctx0, logits); // [n_tokens, num_experts] - cb(probs, "ffn_moe_probs", il); - - // select experts - ggml_tensor * selected_experts = ggml_top_k(ctx0, probs, n_expert_used); // [n_tokens, num_experts_per_tok] - cb(selected_experts->src[0], "ffn_moe_argsort", il); - - ggml_tensor * weights = ggml_get_rows(ctx0, - ggml_reshape_3d(ctx0, probs, 1, n_expert, n_tokens), selected_experts); - cb(weights, "ffn_moe_weights", il); - - weights = ggml_reshape_2d(ctx0, weights, n_expert_used, n_tokens); // [n_tokens, num_experts_per_tok] - - if (norm_w) { - ggml_tensor * weights_sum = ggml_sum_rows(ctx0, weights); - cb(weights_sum, "ffn_moe_weights_sum", il); - - weights = ggml_div(ctx0, weights, weights_sum); // [n_tokens, num_experts_per_tok] - cb(weights, "ffn_moe_weights_norm", il); - } - - // compute expert outputs - ggml_tensor * moe_out = nullptr; - - for (int i = 0; i < n_expert_used; ++i) { - ggml_tensor * cur_expert; - - ggml_tensor * cur_up = ggml_mul_mat_id(ctx0, model.layers[il].ffn_up_exps, selected_experts, i, cur); - cb(cur_up, "ffn_moe_up", il); - - ggml_tensor * gate = ggml_mul_mat_id(ctx0, model.layers[il].ffn_gate_exps, selected_experts, i, cur); - cb(gate, "ffn_moe_gate", il); - - switch (type_op) { - case LLM_FFN_SILU: - { - gate = ggml_silu(ctx0, gate); - cb(gate, "ffn_moe_silu", il); - } break; - case LLM_FFN_GELU: - { - gate = ggml_gelu(ctx0, gate); - cb(gate, "ffn_moe_gelu", il); - } break; - default: - GGML_ASSERT(false); - } - - cur_expert = ggml_mul(ctx0, cur_up, gate); - cb(cur_expert, "ffn_moe_gate_par", il); - - cur_expert = ggml_mul_mat_id(ctx0, model.layers[il].ffn_down_exps, selected_experts, i, cur_expert); // [n_tokens, n_embd] - cb(cur_expert, "ffn_moe_down", il); - - cur_expert = ggml_mul(ctx0, cur_expert, - ggml_view_2d(ctx0, weights, 1, n_tokens, weights->nb[1], i*weights->nb[0])); - cb(cur_expert, "ffn_moe_weighted", il); - - if (i == 0) { - moe_out = cur_expert; - } else { - moe_out = ggml_add(ctx0, moe_out, cur_expert); - cb(moe_out, "ffn_moe_out", il); - } - } - - return moe_out; - } - struct ggml_cgraph * build_baichuan() { struct ggml_cgraph * gf = ggml_new_graph_custom(ctx0, LLAMA_MAX_NODES, false); @@ -7195,7 +7230,15 @@ struct llm_build_context { LLM_NORM_RMS, cb, il); cb(cur, "ffn_norm", il); - cur = build_moe_ffn(cur, n_tokens, LLM_FFN_GELU, true, il); + cur = llm_build_moe_ffn(ctx0, cur, + model.layers[il].ffn_gate_inp, + model.layers[il].ffn_up_exps, + model.layers[il].ffn_gate_exps, + model.layers[il].ffn_down_exps, + n_expert, n_expert_used, + LLM_FFN_GELU, true, + cb, il); + cb(cur, "ffn_moe_out", il); // Grok // if layer_out_norm is present then apply it before adding the input @@ -7207,7 +7250,6 @@ struct llm_build_context { cb(cur, "layer_out_norm", il); } - cur = ggml_add(ctx0, cur, ffn_inp); cb(cur, "ffn_out", il); @@ -7331,7 +7373,15 @@ struct llm_build_context { LLM_NORM, cb, il); cb(cur, "attn_out_norm", il); - cur = build_moe_ffn(cur, n_tokens, LLM_FFN_SILU, true, il); + cur = llm_build_moe_ffn(ctx0, cur, + model.layers[il].ffn_gate_inp, + model.layers[il].ffn_up_exps, + model.layers[il].ffn_gate_exps, + model.layers[il].ffn_down_exps, + n_expert, n_expert_used, + LLM_FFN_SILU, true, + cb, il); + cb(cur, "ffn_moe_out", il); cur = ggml_add(ctx0, cur, ffn_inp); cb(cur, "ffn_out", il); @@ -8502,12 +8552,6 @@ struct llm_build_context { Vcur = ggml_add(ctx0, Vcur, model.layers[il].bv); cb(Vcur, "Vcur", il); - // these nodes are added to the graph together so that they are not reordered - // by doing so, the number of splits in the graph is reduced - ggml_build_forward_expand(gf, Qcur); - ggml_build_forward_expand(gf, Kcur); - ggml_build_forward_expand(gf, Vcur); - Qcur = ggml_rope_custom( ctx0, ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head, n_tokens), inp_pos, n_rot, rope_type, 0, n_orig_ctx, freq_base, freq_scale, @@ -8658,7 +8702,16 @@ struct llm_build_context { LLM_NORM_RMS, cb, il); cb(cur, "ffn_norm", il); - ggml_tensor * moe_out = build_moe_ffn(cur, n_tokens, LLM_FFN_SILU, false, il); + ggml_tensor * moe_out = + llm_build_moe_ffn(ctx0, cur, + model.layers[il].ffn_gate_inp, + model.layers[il].ffn_up_exps, + model.layers[il].ffn_gate_exps, + model.layers[il].ffn_down_exps, + n_expert, n_expert_used, + LLM_FFN_SILU, false, + cb, il); + cb(cur, "ffn_moe_out", il); // FFN shared expert { diff --git a/scripts/compare-commits.sh b/scripts/compare-commits.sh index d1272506c..fd0ee88b2 100755 --- a/scripts/compare-commits.sh +++ b/scripts/compare-commits.sh @@ -12,19 +12,7 @@ bench_args="${@:3}" rm -f llama-bench.sqlite -backend="cpu" - -if [[ "$OSTYPE" == "darwin"* ]]; then - backend="metal" -elif command -v nvcc &> /dev/null; then - backend="cuda" -fi - -make_opts="" - -if [[ "$backend" == "cuda" ]]; then - make_opts="LLAMA_CUDA=1" -fi +# to test a backend, call the script with the corresponding environment variable (e.g. LLAMA_CUDA=1 ./scripts/compare-commits.sh ...) git checkout $1 make clean && make -j32 $make_opts llama-bench diff --git a/tests/test-backend-ops.cpp b/tests/test-backend-ops.cpp index 21adba42e..02daad24b 100644 --- a/tests/test-backend-ops.cpp +++ b/tests/test-backend-ops.cpp @@ -101,7 +101,7 @@ static std::vector tensor_to_float(const ggml_tensor * t) { } else if (t->type == GGML_TYPE_I8) { tv.push_back((float)*(int8_t *) &buf[i]); } else if (quantized) { - tt.to_float(&buf[i], vq.data(), ggml_blck_size(t->type)); + tt.to_float(&buf[i], vq.data(), bs); tv.insert(tv.end(), vq.begin(), vq.end()); } else { GGML_ASSERT(false); @@ -948,14 +948,14 @@ struct test_mul_mat_id : public test_case { const ggml_type type_a; const ggml_type type_b; const int n_mats; - const int id; + const int n_used; + const bool b; // brodcast b matrix const int64_t m; const int64_t n; const int64_t k; - const bool v; // view (non-contiguous ids) std::string vars() override { - return VARS_TO_STR8(type_a, type_b, n_mats, id, m, n, k, v); + return VARS_TO_STR8(type_a, type_b, n_mats, n_used, b, m, n, k); } double max_nmse_err() override { @@ -972,20 +972,22 @@ struct test_mul_mat_id : public test_case { } test_mul_mat_id(ggml_type type_a = GGML_TYPE_F32, ggml_type type_b = GGML_TYPE_F32, - int n_mats = 2, int id = 0, - int64_t m = 32, int64_t n = 32, int64_t k = 32, bool v = false) - : type_a(type_a), type_b(type_b), n_mats(n_mats), id(id), - m(m), n(n), k(k), v(v) {} + int n_mats = 8, int n_used = 2, bool b = false, + int64_t m = 32, int64_t n = 32, int64_t k = 32) + : type_a(type_a), type_b(type_b), n_mats(n_mats), n_used(n_used), b(b), + m(m), n(n), k(k) { + GGML_ASSERT(n_used <= n_mats); + } ggml_tensor * build_graph(ggml_context * ctx) override { // C^T = A * B^T: (k, m) * (k, n) => (m, n) - ggml_tensor * mats = ggml_new_tensor_3d(ctx, type_a, k, m, n_mats); + ggml_tensor * as = ggml_new_tensor_3d(ctx, type_a, k, m, n_mats); ggml_tensor * ids = ggml_new_tensor_2d(ctx, GGML_TYPE_I32, n_mats, n); - if (v) { - ids = ggml_view_2d(ctx, ids, n_mats/2, ids->ne[1], ids->nb[1], 0); + if (n_used != n_mats) { + ids = ggml_view_2d(ctx, ids, n_used, n, ids->nb[1], 0); } - ggml_tensor * b = ggml_new_tensor_2d(ctx, type_b, k, n); - ggml_tensor * out = ggml_mul_mat_id(ctx, mats, ids, v ? id/2 : id, b); + ggml_tensor * b = ggml_new_tensor_3d(ctx, type_b, k, this->b ? 1 : n_used, n); + ggml_tensor * out = ggml_mul_mat_id(ctx, as, b, ids); return out; } @@ -1611,7 +1613,6 @@ public: } }; - // Llama struct test_llama : public test_llm { static constexpr float freq_base = 10000.0f; @@ -1875,6 +1876,25 @@ static bool test_backend(ggml_backend_t backend, test_mode mode, const char * op GGML_TYPE_IQ4_NL, GGML_TYPE_IQ3_S, GGML_TYPE_IQ4_XS, }; + const ggml_type base_types[] = { + GGML_TYPE_F32, GGML_TYPE_F16, + GGML_TYPE_Q4_0, + GGML_TYPE_Q4_K, + GGML_TYPE_IQ2_XXS + }; + + const ggml_type other_types[] = { + GGML_TYPE_Q4_1, + GGML_TYPE_Q5_0, GGML_TYPE_Q5_1, + GGML_TYPE_Q8_0, + GGML_TYPE_Q2_K, GGML_TYPE_Q3_K, + GGML_TYPE_Q5_K, + GGML_TYPE_Q6_K, + GGML_TYPE_IQ2_XS, GGML_TYPE_IQ2_S, + GGML_TYPE_IQ3_XXS, GGML_TYPE_IQ1_S, GGML_TYPE_IQ1_M, + GGML_TYPE_IQ4_NL, GGML_TYPE_IQ3_S, GGML_TYPE_IQ4_XS, + }; + // unary ops for (int op = 0; op < GGML_UNARY_OP_COUNT; op++) { test_cases.emplace_back(new test_unary((ggml_unary_op) op)); @@ -1983,7 +2003,7 @@ static bool test_backend(ggml_backend_t backend, test_mode mode, const char * op test_cases.emplace_back(new test_rms_norm(GGML_TYPE_F32, {64, 10, 10, 10}, eps)); } - for (ggml_type type_a : all_types) { + for (ggml_type type_a : base_types) { for (ggml_type type_b : {GGML_TYPE_F32, GGML_TYPE_F16}) { test_cases.emplace_back(new test_mul_mat(type_a, type_b, 16, 1, 256, { 1, 1}, {1, 1})); test_cases.emplace_back(new test_mul_mat(type_a, type_b, 16, 1, 256, {10, 1}, {1, 1})); @@ -2003,6 +2023,12 @@ static bool test_backend(ggml_backend_t backend, test_mode mode, const char * op } } + for (ggml_type type_a : other_types) { + for (ggml_type type_b : {GGML_TYPE_F32}) { + test_cases.emplace_back(new test_mul_mat(type_a, type_b, 16, 1, 256, { 1, 1}, {1, 1})); + } + } + test_cases.emplace_back(new test_mul_mat(GGML_TYPE_F16, GGML_TYPE_F32, 64, 2, 128, { 8, 1}, {1, 1})); test_cases.emplace_back(new test_mul_mat(GGML_TYPE_F16, GGML_TYPE_F32, 83, 2, 128, { 8, 1}, {4, 1})); test_cases.emplace_back(new test_mul_mat(GGML_TYPE_F16, GGML_TYPE_F32, 64, 2, 64, { 8, 1}, {4, 1})); @@ -2010,13 +2036,32 @@ static bool test_backend(ggml_backend_t backend, test_mode mode, const char * op test_cases.emplace_back(new test_mul_mat(GGML_TYPE_F16, GGML_TYPE_F32, 64, 45, 128, { 8, 1}, {4, 1})); test_cases.emplace_back(new test_mul_mat(GGML_TYPE_F16, GGML_TYPE_F32, 128, 45, 64, { 8, 1}, {4, 1})); - for (ggml_type type_a : all_types) { + for (ggml_type type_a : base_types) { for (ggml_type type_b : {GGML_TYPE_F32 /*, GGML_TYPE_F16 */}) { - for (int n_mats : {2, 4, 8}) { - for (int id = 0; id < n_mats; id++) { - for (bool v : {false, true}) { - test_cases.emplace_back(new test_mul_mat_id(type_a, type_b, n_mats, id, 16, 1, 256, v)); - test_cases.emplace_back(new test_mul_mat_id(type_a, type_b, n_mats, id, 16, 16, 256, v)); + for (int n_mats : {4, 8}) { + for (int n_used : {1, 2, 4}) { + for (bool b : {false, true}) { + for (int n : {1, 32}) { + int m = 512; + int k = 256; + test_cases.emplace_back(new test_mul_mat_id(type_a, type_b, n_mats, n_used, b, m, n, k)); + } + } + } + } + } + } + + for (ggml_type type_a : other_types) { + for (ggml_type type_b : {GGML_TYPE_F32 /*, GGML_TYPE_F16 */}) { + for (int n_mats : {4}) { + for (int n_used : {2}) { + for (bool b : {false}) { + for (int n : {1}) { + int m = 512; + int k = 256; + test_cases.emplace_back(new test_mul_mat_id(type_a, type_b, n_mats, n_used, b, m, n, k)); + } } } } From bca40e98149c7b673558ddd7a3ebeffef789349d Mon Sep 17 00:00:00 2001 From: Neo Zhang <14088817+arthw@users.noreply.github.com> Date: Fri, 19 Apr 2024 09:16:31 +0800 Subject: [PATCH 35/37] fix wrong parameter in cmd in readme-sycl.md (#6755) Co-authored-by: jianyuzh --- README-sycl.md | 11 +++++------ 1 file changed, 5 insertions(+), 6 deletions(-) diff --git a/README-sycl.md b/README-sycl.md index f6dbfd878..2aa465070 100644 --- a/README-sycl.md +++ b/README-sycl.md @@ -229,12 +229,11 @@ source /opt/intel/oneapi/setvars.sh # Build LLAMA with MKL BLAS acceleration for intel GPU mkdir -p build && cd build -# Option 1: Use FP16 for better performance in long-prompt inference -cmake --build .. -DLLAMA_SYCL=ON -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icpx -DLLAMA_SYCL_F16=ON -# Or without "--build", run "make" next +# Option 1: Use FP16 for better performance in long-prompt inference +#cmake .. -DLLAMA_SYCL=ON -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icpx -DLLAMA_SYCL_F16=ON # Option 2: Use FP32 by default -cmake --build .. -DLLAMA_SYCL=ON -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icpx +cmake .. -DLLAMA_SYCL=ON -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icpx #build all binary cmake --build . --config Release -j -v @@ -252,10 +251,10 @@ export CPLUS_INCLUDE_DIR=/path/to/oneMKL/include:$CPLUS_INCLUDE_DIR mkdir -p build && cd build # Option 1: Use FP16 for better performance in long-prompt inference -cmake --build .. -DLLAMA_SYCL=ON -DLLAMA_SYCL_TARGET=NVIDIA -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icpx -DLLAMA_SYCL_F16=ON +cmake .. -DLLAMA_SYCL=ON -DLLAMA_SYCL_TARGET=NVIDIA -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icpx -DLLAMA_SYCL_F16=ON # Option 2: Use FP32 by default -cmake --build .. -DLLAMA_SYCL=ON -DLLAMA_SYCL_TARGET=NVIDIA -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icpx +cmake .. -DLLAMA_SYCL=ON -DLLAMA_SYCL_TARGET=NVIDIA -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icpx #build all binary cmake --build . --config Release -j -v From 8b1b1f4982d3e9b994308d05a1c8b9e45c23edb5 Mon Sep 17 00:00:00 2001 From: Austin <77757836+teleprint-me@users.noreply.github.com> Date: Fri, 19 Apr 2024 03:16:45 -0400 Subject: [PATCH 36/37] train : add general name (#6752) * llama : make general.name optional * train: Add 'general.name' to model metadata Signed-off-by: teleprint-me <77757836+teleprint-me@users.noreply.github.com> --------- Signed-off-by: teleprint-me <77757836+teleprint-me@users.noreply.github.com> Co-authored-by: Georgi Gerganov --- examples/train-text-from-scratch/train-text-from-scratch.cpp | 3 +++ 1 file changed, 3 insertions(+) diff --git a/examples/train-text-from-scratch/train-text-from-scratch.cpp b/examples/train-text-from-scratch/train-text-from-scratch.cpp index 7d06e401b..587418cc7 100644 --- a/examples/train-text-from-scratch/train-text-from-scratch.cpp +++ b/examples/train-text-from-scratch/train-text-from-scratch.cpp @@ -73,6 +73,7 @@ struct my_llama_model { static const char * LLM_KV_TRAINING_TYPE_TRAIN_MODEL = "train_model"; static const char * LLM_KV_TRAINING_TYPE = "training.type"; +static const char * LLM_KV_GENERAL_NAME = "general.name"; static const char * LLM_KV_GENERAL_ARCHITECTURE = "general.architecture"; static const char * LLM_KV_GENERAL_FILE_TYPE = "general.file_type"; @@ -529,6 +530,7 @@ static void load_llama_model_gguf(struct gguf_context * fctx, struct ggml_contex static void save_llama_model_gguf(struct gguf_context * fctx, const char * fn_vocab_model, struct my_llama_model * model) { const char * arch = "llama"; + enum llama_ftype ftype = LLAMA_FTYPE_ALL_F32; std::vector keybuf; @@ -540,6 +542,7 @@ static void save_llama_model_gguf(struct gguf_context * fctx, const char * fn_vo // set arch gguf_set_val_str(fctx, LLM_KV_GENERAL_ARCHITECTURE, arch); + gguf_set_val_str(fctx, LLM_KV_GENERAL_NAME, arch); gguf_set_val_u32(fctx, LLM_KV_GENERAL_FILE_TYPE, ftype); // set hparams From 9958c81b798a5872087b30b360e4674871f2479e Mon Sep 17 00:00:00 2001 From: nopperl <54780682+nopperl@users.noreply.github.com> Date: Fri, 19 Apr 2024 09:35:54 +0000 Subject: [PATCH 37/37] Implement the OLMo architecture (#6741) * implement olmo architecture * remove unused variable * remove unused moe branch * remove check for weight * remove superfluous moe, bias and rope tensors * clarified comment * fix clamp_kqv setting * remove obsolete parameter name filter --- README.md | 1 + convert-hf-to-gguf.py | 60 ++++++++++++ gguf-py/gguf/constants.py | 13 +++ llama.cpp | 197 ++++++++++++++++++++++++++++++++++++++ 4 files changed, 271 insertions(+) diff --git a/README.md b/README.md index e3eae60bb..086618315 100644 --- a/README.md +++ b/README.md @@ -122,6 +122,7 @@ Typically finetunes of the base models below are supported as well. - [x] [Command-R](https://huggingface.co/CohereForAI/c4ai-command-r-v01) - [x] [SEA-LION](https://huggingface.co/models?search=sea-lion) - [x] [GritLM-7B](https://huggingface.co/GritLM/GritLM-7B) + [GritLM-8x7B](https://huggingface.co/GritLM/GritLM-8x7B) +- [x] [OLMo](https://allenai.org/olmo) (instructions for supporting more models: [HOWTO-add-model.md](./docs/HOWTO-add-model.md)) diff --git a/convert-hf-to-gguf.py b/convert-hf-to-gguf.py index c14186abb..358dba8ed 100755 --- a/convert-hf-to-gguf.py +++ b/convert-hf-to-gguf.py @@ -2636,6 +2636,66 @@ class CommandR2Model(Model): self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.NONE) +@Model.register("OlmoForCausalLM") +@Model.register("OLMoForCausalLM") +class OlmoModel(Model): + model_arch = gguf.MODEL_ARCH.OLMO + + def set_gguf_parameters(self): + super().set_gguf_parameters() + self.gguf_writer.add_layer_norm_eps(1e-5) + if "clip_qkv" in self.hparams is not None: + self.gguf_writer.add_clamp_kqv(self.hparams["clip_qkv"]) + + # Same as super class, but permuting q_proj, k_proj + # Copied from: LlamaModel + def write_tensors(self): + block_count = self.hparams.get("n_layers", self.hparams.get("num_hidden_layers", self.hparams.get("n_layer"))) + tensor_map = gguf.get_tensor_name_map(self.model_arch, block_count) + n_head = self.hparams.get("num_attention_heads") + n_kv_head = self.hparams.get("num_key_value_heads") + for name, data_torch in self.get_tensors(): + old_dtype = data_torch.dtype + + # convert any unsupported data types to float32 + if data_torch.dtype not in (torch.float16, torch.float32): + data_torch = data_torch.to(torch.float32) + + data = data_torch.numpy() + + if name.endswith("q_proj.weight"): + data = permute(data, n_head, n_head) + if name.endswith("k_proj.weight"): + data = permute(data, n_head, n_kv_head) + + data = data.squeeze() + + # map tensor names + new_name = tensor_map.get_name(name, try_suffixes=(".weight", ".bias")) + if new_name is None: + print(f"Can not map tensor {name!r}") + sys.exit() + + n_dims = len(data.shape) + data_dtype = data.dtype + + # if f32 desired, convert any float16 to float32 + if self.ftype == 0 and data_dtype == np.float16: + data = data.astype(np.float32) + + # 1d tensors need to be converted to float32 + if self.ftype == 1 and data_dtype == np.float16 and n_dims == 1: + data = data.astype(np.float32) + + # if f16 desired, convert any float32 2-dim weight tensors to float16 + if self.ftype == 1 and data_dtype == np.float32 and n_dims == 2: + data = data.astype(np.float16) + + print(f"{new_name}, n_dims = {n_dims}, {old_dtype} --> {data.dtype}") + + self.gguf_writer.add_tensor(new_name, data) + + ###### CONVERSION LOGIC ###### diff --git a/gguf-py/gguf/constants.py b/gguf-py/gguf/constants.py index feae03e10..ba24065a8 100644 --- a/gguf-py/gguf/constants.py +++ b/gguf-py/gguf/constants.py @@ -135,6 +135,7 @@ class MODEL_ARCH(IntEnum): XVERSE = auto() COMMAND_R = auto() DBRX = auto() + OLMO = auto() class MODEL_TENSOR(IntEnum): @@ -210,6 +211,7 @@ MODEL_ARCH_NAMES: dict[MODEL_ARCH, str] = { MODEL_ARCH.XVERSE: "xverse", MODEL_ARCH.COMMAND_R: "command-r", MODEL_ARCH.DBRX: "dbrx", + MODEL_ARCH.OLMO: "olmo", } TENSOR_NAMES: dict[MODEL_TENSOR, str] = { @@ -695,6 +697,17 @@ MODEL_TENSORS: dict[MODEL_ARCH, list[MODEL_TENSOR]] = { MODEL_TENSOR.FFN_DOWN_EXP, MODEL_TENSOR.FFN_UP_EXP, ], + MODEL_ARCH.OLMO: [ + MODEL_TENSOR.TOKEN_EMBD, + MODEL_TENSOR.OUTPUT, + MODEL_TENSOR.ATTN_Q, + MODEL_TENSOR.ATTN_K, + MODEL_TENSOR.ATTN_V, + MODEL_TENSOR.ATTN_OUT, + MODEL_TENSOR.FFN_GATE, + MODEL_TENSOR.FFN_DOWN, + MODEL_TENSOR.FFN_UP, + ], # TODO } diff --git a/llama.cpp b/llama.cpp index 18e473c09..fa7c022f2 100644 --- a/llama.cpp +++ b/llama.cpp @@ -222,6 +222,7 @@ enum llm_arch { LLM_ARCH_XVERSE, LLM_ARCH_COMMAND_R, LLM_ARCH_DBRX, + LLM_ARCH_OLMO, LLM_ARCH_UNKNOWN, }; @@ -256,6 +257,7 @@ static const std::map LLM_ARCH_NAMES = { { LLM_ARCH_XVERSE, "xverse" }, { LLM_ARCH_COMMAND_R, "command-r" }, { LLM_ARCH_DBRX, "dbrx" }, + { LLM_ARCH_OLMO, "olmo" }, { LLM_ARCH_UNKNOWN, "(unknown)" }, }; @@ -990,6 +992,20 @@ static const std::map> LLM_TENSOR_NA { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" }, }, }, + { + LLM_ARCH_OLMO, + { + { LLM_TENSOR_TOKEN_EMBD, "token_embd" }, + { LLM_TENSOR_OUTPUT, "output" }, + { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" }, + { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" }, + { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" }, + { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" }, + { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" }, + { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" }, + { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" }, + }, + }, { LLM_ARCH_UNKNOWN, { @@ -4070,6 +4086,18 @@ static void llm_load_hparams( default: model.type = e_model::MODEL_UNKNOWN; } } break; + case LLM_ARCH_OLMO: + { + ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); + ml.get_key(LLM_KV_ATTENTION_CLAMP_KQV, hparams.f_clamp_kqv, false); + + switch (hparams.n_layer) { + case 22: model.type = e_model::MODEL_1B; break; + case 32: model.type = e_model::MODEL_7B; break; + case 80: model.type = e_model::MODEL_70B; break; + default: model.type = e_model::MODEL_UNKNOWN; + } + } break; default: (void)0; } @@ -5666,6 +5694,37 @@ static bool llm_load_tensors( layer.wv = ml.create_tensor(ctx_split, tn(LLM_TENSOR_ATTN_V, "weight", i), {n_embd, n_embd_gqa}); layer.wo = ml.create_tensor(ctx_split, tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}); + layer.ffn_gate = ml.create_tensor(ctx_split, tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd, n_ff}); + layer.ffn_down = ml.create_tensor(ctx_split, tn(LLM_TENSOR_FFN_DOWN, "weight", i), { n_ff, n_embd}); + layer.ffn_up = ml.create_tensor(ctx_split, tn(LLM_TENSOR_FFN_UP, "weight", i), {n_embd, n_ff}); + } + } break; + case LLM_ARCH_OLMO: // adapted from LLM_ARCH_LLAMA with norm params removed + { + model.tok_embd = ml.create_tensor(ctx_input, tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}); + + // output + { + model.output = ml.create_tensor(ctx_output_split, tn(LLM_TENSOR_OUTPUT, "weight"), {n_embd, n_vocab}, false); + // if output is NULL, init from the input tok embed + if (model.output == NULL) { + model.output = ml.create_tensor(ctx_output, tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}); + ml.n_created--; // artificial tensor + ml.size_data += ggml_nbytes(model.output); + } + } + + for (int i = 0; i < n_layer; ++i) { + ggml_context * ctx_split = ctx_for_layer_split(i); + + auto & layer = model.layers[i]; + + layer.wq = ml.create_tensor(ctx_split, tn(LLM_TENSOR_ATTN_Q, "weight", i), {n_embd, n_embd}); + layer.wk = ml.create_tensor(ctx_split, tn(LLM_TENSOR_ATTN_K, "weight", i), {n_embd, n_embd_gqa}); + layer.wv = ml.create_tensor(ctx_split, tn(LLM_TENSOR_ATTN_V, "weight", i), {n_embd, n_embd_gqa}); + layer.wo = ml.create_tensor(ctx_split, tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}); + + layer.ffn_gate = ml.create_tensor(ctx_split, tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd, n_ff}); layer.ffn_down = ml.create_tensor(ctx_split, tn(LLM_TENSOR_FFN_DOWN, "weight", i), { n_ff, n_embd}); layer.ffn_up = ml.create_tensor(ctx_split, tn(LLM_TENSOR_FFN_UP, "weight", i), {n_embd, n_ff}); @@ -10096,6 +10155,139 @@ struct llm_build_context { return gf; } + + // ref: https://allenai.org/olmo + // based on the original build_llama() function, changes: + // * non-parametric layer norm + // * clamp qkv + // * removed bias + // * removed MoE + struct ggml_cgraph * build_olmo() { + struct ggml_cgraph * gf = ggml_new_graph_custom(ctx0, LLAMA_MAX_NODES, false); + + // mutable variable, needed during the last layer of the computation to skip unused tokens + int32_t n_tokens = this->n_tokens; + + const int64_t n_embd_head = hparams.n_embd_head_v; + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_rot); + + struct ggml_tensor * cur; + struct ggml_tensor * inpL; + + inpL = llm_build_inp_embd(ctx0, lctx, hparams, batch, model.tok_embd, cb); + + // inp_pos - contains the positions + struct ggml_tensor * inp_pos = build_inp_pos(); + + // KQ_mask (mask for 1 head, it will be broadcasted to all heads) + struct ggml_tensor * KQ_mask = build_inp_KQ_mask(); + + for (int il = 0; il < n_layer; ++il) { + struct ggml_tensor * inpSA = inpL; + + // norm + cur = llm_build_norm(ctx0, inpL, hparams, + NULL, NULL, + LLM_NORM, cb, il); + cb(cur, "attn_norm", il); + + // self-attention + { + // compute Q and K and RoPE them + struct ggml_tensor * Qcur = ggml_mul_mat(ctx0, model.layers[il].wq, cur); + cb(Qcur, "Qcur", il); + if (hparams.f_clamp_kqv > 0.0f) { + Qcur = ggml_clamp(ctx0, Qcur, -hparams.f_clamp_kqv, hparams.f_clamp_kqv); + cb(Qcur, "Qcur", il); + } + + struct ggml_tensor * Kcur = ggml_mul_mat(ctx0, model.layers[il].wk, cur); + cb(Kcur, "Kcur", il); + if (hparams.f_clamp_kqv > 0.0f) { + Kcur = ggml_clamp(ctx0, Kcur, -hparams.f_clamp_kqv, hparams.f_clamp_kqv); + cb(Kcur, "Kcur", il); + } + + struct ggml_tensor * Vcur = ggml_mul_mat(ctx0, model.layers[il].wv, cur); + cb(Vcur, "Vcur", il); + if (hparams.f_clamp_kqv > 0.0f) { + Vcur = ggml_clamp(ctx0, Vcur, -hparams.f_clamp_kqv, hparams.f_clamp_kqv); + cb(Vcur, "Vcur", il); + } + + Qcur = ggml_rope_custom( + ctx0, ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head, n_tokens), inp_pos, + n_rot, rope_type, 0, n_orig_ctx, freq_base, freq_scale, + ext_factor, attn_factor, beta_fast, beta_slow + ); + cb(Qcur, "Qcur", il); + + Kcur = ggml_rope_custom( + ctx0, ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens), inp_pos, + n_rot, rope_type, 0, n_orig_ctx, freq_base, freq_scale, + ext_factor, attn_factor, beta_fast, beta_slow + ); + cb(Kcur, "Kcur", il); + + cur = llm_build_kv(ctx0, model, hparams, kv_self, gf, + model.layers[il].wo, nullptr, + Kcur, Vcur, Qcur, KQ_mask, nullptr, n_ctx, n_tokens, kv_head, n_kv, 1.0f/sqrtf(float(n_embd_head)), cb, il); + } + + if (il == n_layer - 1) { + // skip computing output for unused tokens + struct ggml_tensor * inp_out_ids = build_inp_out_ids(); + n_tokens = n_outputs; + cur = ggml_get_rows(ctx0, cur, inp_out_ids); + inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids); + } + + struct ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA); + cb(ffn_inp, "ffn_inp", il); + + // feed-forward network + cur = llm_build_norm(ctx0, ffn_inp, hparams, + NULL, NULL, + LLM_NORM, cb, il); + cb(cur, "ffn_norm", il); + + cur = llm_build_ffn(ctx0, cur, + model.layers[il].ffn_up, NULL, + model.layers[il].ffn_gate, NULL, + model.layers[il].ffn_down, NULL, + NULL, + LLM_FFN_SILU, LLM_FFN_PAR, cb, il); + cb(cur, "ffn_out", il); + + cur = ggml_add(ctx0, cur, ffn_inp); + cb(cur, "ffn_out", il); + + ggml_tensor * layer_dir = lctx.cvec.tensor_for(il); + if (layer_dir != nullptr) { + cur = ggml_add(ctx0, cur, layer_dir); + } + cb(cur, "l_out", il); + + // input for next layer + inpL = cur; + } + + cur = inpL; + + cur = llm_build_norm(ctx0, cur, hparams, + NULL, NULL, + LLM_NORM, cb, -1); + cb(cur, "result_norm", -1); + + // lm_head + cur = ggml_mul_mat(ctx0, model.output, cur); + cb(cur, "result_output", -1); + + ggml_build_forward_expand(gf, cur); + + return gf; + } }; static struct ggml_cgraph * llama_build_graph_defrag(llama_context & lctx, const std::vector & ids) { @@ -10301,6 +10493,10 @@ static struct ggml_cgraph * llama_build_graph( { result = llm.build_dbrx(); } break; + case LLM_ARCH_OLMO: + { + result = llm.build_olmo(); + } break; default: GGML_ASSERT(false); } @@ -15154,6 +15350,7 @@ enum llama_rope_type llama_rope_type(const struct llama_model * model) { case LLM_ARCH_MINICPM: case LLM_ARCH_XVERSE: case LLM_ARCH_COMMAND_R: + case LLM_ARCH_OLMO: return LLAMA_ROPE_TYPE_NORM; // the pairs of head values are offset by n_rot/2