diff options
| -rw-r--r-- | ggml.c | 691 | ||||
| -rw-r--r-- | ggml.h | 52 | ||||
| -rw-r--r-- | llama.cpp | 6 |
3 files changed, 375 insertions, 374 deletions
@@ -16,6 +16,7 @@ #include <stdlib.h> #include <string.h> #include <stdint.h> +#include <inttypes.h> #include <stdio.h> #include <float.h> @@ -2774,7 +2775,7 @@ void ggml_print_objects(const struct ggml_context * ctx) { GGML_PRINT("%s: --- end ---\n", __func__); } -int ggml_nelements(const struct ggml_tensor * tensor) { +int64_t ggml_nelements(const struct ggml_tensor * tensor) { static_assert(GGML_MAX_DIMS == 4, "GGML_MAX_DIMS is not 4 - update this function"); return tensor->ne[0]*tensor->ne[1]*tensor->ne[2]*tensor->ne[3]; @@ -3090,7 +3091,7 @@ struct ggml_tensor * ggml_new_tensor_impl( struct ggml_context * ctx, enum ggml_type type, int n_dims, - const int* ne, + const int64_t* ne, void* data) { // always insert objects at the end of the context's memory pool struct ggml_object * obj_cur = ctx->objects_end; @@ -3210,44 +3211,44 @@ struct ggml_tensor * ggml_new_tensor( struct ggml_context * ctx, enum ggml_type type, int n_dims, - const int * ne) { + const int64_t * ne) { return ggml_new_tensor_impl(ctx, type, n_dims, ne, NULL); } struct ggml_tensor * ggml_new_tensor_1d( struct ggml_context * ctx, enum ggml_type type, - int ne0) { + int64_t ne0) { return ggml_new_tensor(ctx, type, 1, &ne0); } struct ggml_tensor * ggml_new_tensor_2d( struct ggml_context * ctx, enum ggml_type type, - int ne0, - int ne1) { - const int ne[2] = { ne0, ne1 }; + int64_t ne0, + int64_t ne1) { + const int64_t ne[2] = { ne0, ne1 }; return ggml_new_tensor(ctx, type, 2, ne); } struct ggml_tensor * ggml_new_tensor_3d( struct ggml_context * ctx, enum ggml_type type, - int ne0, - int ne1, - int ne2) { - const int ne[3] = { ne0, ne1, ne2 }; + int64_t ne0, + int64_t ne1, + int64_t ne2) { + const int64_t ne[3] = { ne0, ne1, ne2 }; return ggml_new_tensor(ctx, type, 3, ne); } struct ggml_tensor * ggml_new_tensor_4d( struct ggml_context * ctx, enum ggml_type type, - int ne0, - int ne1, - int ne2, - int ne3) { - const int ne[4] = { ne0, ne1, ne2, ne3 }; + int64_t ne0, + int64_t ne1, + int64_t ne2, + int64_t ne3) { + const int64_t ne[4] = { ne0, ne1, ne2, ne3 }; return ggml_new_tensor(ctx, type, 4, ne); } @@ -3894,7 +3895,7 @@ struct ggml_tensor * ggml_mean( is_node = true; } - int ne[GGML_MAX_DIMS] = { 1, a->ne[1], a->ne[2], a->ne[3] }; + int64_t ne[GGML_MAX_DIMS] = { 1, a->ne[1], a->ne[2], a->ne[3] }; struct ggml_tensor * result = ggml_new_tensor(ctx, GGML_TYPE_F32, a->n_dims, ne); result->op = GGML_OP_MEAN; @@ -4255,7 +4256,7 @@ struct ggml_tensor * ggml_mul_mat( is_node = true; } - const int ne[4] = { a->ne[1], b->ne[1], a->ne[2], b->ne[3] }; + const int64_t ne[4] = { a->ne[1], b->ne[1], a->ne[2], b->ne[3] }; struct ggml_tensor * result = ggml_new_tensor(ctx, GGML_TYPE_F32, MIN(a->n_dims, b->n_dims), ne); result->op = GGML_OP_MUL_MAT; @@ -4380,8 +4381,8 @@ struct ggml_tensor * ggml_reshape( struct ggml_tensor * ggml_reshape_2d( struct ggml_context * ctx, struct ggml_tensor * a, - int ne0, - int ne1) { + int64_t ne0, + int64_t ne1) { GGML_ASSERT(ggml_is_contiguous(a)); GGML_ASSERT(ggml_nelements(a) == ne0*ne1); @@ -4392,7 +4393,7 @@ struct ggml_tensor * ggml_reshape_2d( is_node = true; } - const int ne[2] = { ne0, ne1 }; + const int64_t ne[2] = { ne0, ne1 }; struct ggml_tensor * result = ggml_new_tensor_impl(ctx, a->type, 2, ne, a->data); result->op = GGML_OP_RESHAPE; @@ -4406,9 +4407,9 @@ struct ggml_tensor * ggml_reshape_2d( struct ggml_tensor * ggml_reshape_3d( struct ggml_context * ctx, struct ggml_tensor * a, - int ne0, - int ne1, - int ne2) { + int64_t ne0, + int64_t ne1, + int64_t ne2) { GGML_ASSERT(ggml_is_contiguous(a)); GGML_ASSERT(ggml_nelements(a) == ne0*ne1*ne2); @@ -4419,7 +4420,7 @@ struct ggml_tensor * ggml_reshape_3d( is_node = true; } - const int ne[3] = { ne0, ne1, ne2 }; + const int64_t ne[3] = { ne0, ne1, ne2 }; struct ggml_tensor * result = ggml_new_tensor_impl(ctx, a->type, 3, ne, a->data); result->op = GGML_OP_RESHAPE; @@ -4435,7 +4436,7 @@ struct ggml_tensor * ggml_reshape_3d( struct ggml_tensor * ggml_view_1d( struct ggml_context * ctx, struct ggml_tensor * a, - int ne0, + int64_t ne0, size_t offset) { if (a->grad) { GGML_ASSERT(false); // gradient propagation is not supported @@ -4456,15 +4457,15 @@ struct ggml_tensor * ggml_view_1d( struct ggml_tensor * ggml_view_2d( struct ggml_context * ctx, struct ggml_tensor * a, - int ne0, - int ne1, + int64_t ne0, + int64_t ne1, size_t nb1, size_t offset) { if (a->grad) { GGML_ASSERT(false); // gradient propagation is not supported } - const int ne[GGML_MAX_DIMS] = { ne0, ne1, 1, 1 }; + const int64_t ne[GGML_MAX_DIMS] = { ne0, ne1, 1, 1 }; struct ggml_tensor * result = ggml_new_tensor_impl(ctx, a->type, 2, ne, (char *) a->data + offset); @@ -4695,7 +4696,7 @@ struct ggml_tensor * ggml_conv_1d_1s( is_node = true; } - const int ne[4] = { b->ne[0], a->ne[2], 1, 1, }; + const int64_t ne[4] = { b->ne[0], a->ne[2], 1, 1, }; struct ggml_tensor * result = ggml_new_tensor(ctx, GGML_TYPE_F32, 2, ne); result->op = GGML_OP_CONV_1D_1S; @@ -4722,7 +4723,7 @@ struct ggml_tensor * ggml_conv_1d_2s( is_node = true; } - const int ne[4] = { b->ne[0]/2, a->ne[2], 1, 1, }; + const int64_t ne[4] = { b->ne[0]/2, a->ne[2], 1, 1, }; struct ggml_tensor * result = ggml_new_tensor(ctx, GGML_TYPE_F32, 2, ne); result->op = GGML_OP_CONV_1D_2S; @@ -4822,10 +4823,10 @@ static void ggml_compute_forward_dup_f16( return; } - const int ne00 = src0->ne[0]; - const int ne01 = src0->ne[1]; - const int ne02 = src0->ne[2]; - const int ne03 = src0->ne[3]; + const int64_t ne00 = src0->ne[0]; + const int64_t ne01 = src0->ne[1]; + const int64_t ne02 = src0->ne[2]; + const int64_t ne03 = src0->ne[3]; const size_t nb00 = src0->nb[0]; const size_t nb01 = src0->nb[1]; @@ -4842,9 +4843,9 @@ static void ggml_compute_forward_dup_f16( size_t id = 0; const size_t rs = ne00*nb00; - for (int i03 = 0; i03 < ne03; i03++) { - for (int i02 = 0; i02 < ne02; i02++) { - for (int i01 = 0; i01 < ne01; i01++) { + for (int64_t i03 = 0; i03 < ne03; i03++) { + for (int64_t i02 = 0; i02 < ne02; i02++) { + for (int64_t i01 = 0; i01 < ne01; i01++) { const char * src0_ptr = (char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03; char * dst_ptr = (char *) dst->data + id*rs; @@ -4858,10 +4859,10 @@ static void ggml_compute_forward_dup_f16( size_t id = 0; float * dst_ptr = (float *) dst->data; - for (int i03 = 0; i03 < ne03; i03++) { - for (int i02 = 0; i02 < ne02; i02++) { - for (int i01 = 0; i01 < ne01; i01++) { - for (int i00 = 0; i00 < ne00; i00++) { + for (int64_t i03 = 0; i03 < ne03; i03++) { + for (int64_t i02 = 0; i02 < ne02; i02++) { + for (int64_t i01 = 0; i01 < ne01; i01++) { + for (int64_t i00 = 0; i00 < ne00; i00++) { const ggml_fp16_t * src0_ptr = (ggml_fp16_t *) ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03); dst_ptr[id] = GGML_FP16_TO_FP32(*src0_ptr); @@ -4880,10 +4881,10 @@ static void ggml_compute_forward_dup_f16( size_t id = 0; float * dst_ptr = (float *) dst->data; - for (int i03 = 0; i03 < ne03; i03++) { - for (int i02 = 0; i02 < ne02; i02++) { - for (int i01 = 0; i01 < ne01; i01++) { - for (int i00 = 0; i00 < ne00; i00++) { + for (int64_t i03 = 0; i03 < ne03; i03++) { + for (int64_t i02 = 0; i02 < ne02; i02++) { + for (int64_t i01 = 0; i01 < ne01; i01++) { + for (int64_t i00 = 0; i00 < ne00; i00++) { const ggml_fp16_t * src0_ptr = (ggml_fp16_t *) ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03); dst_ptr[id] = GGML_FP16_TO_FP32(*src0_ptr); @@ -4896,10 +4897,10 @@ static void ggml_compute_forward_dup_f16( size_t id = 0; ggml_fp16_t * dst_ptr = (ggml_fp16_t *) dst->data; - for (int i03 = 0; i03 < ne03; i03++) { - for (int i02 = 0; i02 < ne02; i02++) { - for (int i01 = 0; i01 < ne01; i01++) { - for (int i00 = 0; i00 < ne00; i00++) { + for (int64_t i03 = 0; i03 < ne03; i03++) { + for (int64_t i02 = 0; i02 < ne02; i02++) { + for (int64_t i01 = 0; i01 < ne01; i01++) { + for (int64_t i00 = 0; i00 < ne00; i00++) { const ggml_fp16_t * src0_ptr = (ggml_fp16_t *) ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03); dst_ptr[id] = *src0_ptr; @@ -4926,10 +4927,10 @@ static void ggml_compute_forward_dup_f32( return; } - const int ne00 = src0->ne[0]; - const int ne01 = src0->ne[1]; - const int ne02 = src0->ne[2]; - const int ne03 = src0->ne[3]; + const int64_t ne00 = src0->ne[0]; + const int64_t ne01 = src0->ne[1]; + const int64_t ne02 = src0->ne[2]; + const int64_t ne03 = src0->ne[3]; const size_t nb00 = src0->nb[0]; const size_t nb01 = src0->nb[1]; @@ -4946,9 +4947,9 @@ static void ggml_compute_forward_dup_f32( size_t id = 0; const size_t rs = ne00*nb00; - for (int i03 = 0; i03 < ne03; i03++) { - for (int i02 = 0; i02 < ne02; i02++) { - for (int i01 = 0; i01 < ne01; i01++) { + for (int64_t i03 = 0; i03 < ne03; i03++) { + for (int64_t i02 = 0; i02 < ne02; i02++) { + for (int64_t i01 = 0; i01 < ne01; i01++) { const char * src0_ptr = (char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03; char * dst_ptr = (char *) dst->data + id*rs; @@ -4962,10 +4963,10 @@ static void ggml_compute_forward_dup_f32( size_t id = 0; ggml_fp16_t * dst_ptr = (ggml_fp16_t *) dst->data; - for (int i03 = 0; i03 < ne03; i03++) { - for (int i02 = 0; i02 < ne02; i02++) { - for (int i01 = 0; i01 < ne01; i01++) { - for (int i00 = 0; i00 < ne00; i00++) { + for (int64_t i03 = 0; i03 < ne03; i03++) { + for (int64_t i02 = 0; i02 < ne02; i02++) { + for (int64_t i01 = 0; i01 < ne01; i01++) { + for (int64_t i00 = 0; i00 < ne00; i00++) { const float * src0_ptr = (float *) ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03); dst_ptr[id] = GGML_FP32_TO_FP16(*src0_ptr); @@ -4984,10 +4985,10 @@ static void ggml_compute_forward_dup_f32( size_t id = 0; float * dst_ptr = (float *) dst->data; - for (int i03 = 0; i03 < ne03; i03++) { - for (int i02 = 0; i02 < ne02; i02++) { - for (int i01 = 0; i01 < ne01; i01++) { - for (int i00 = 0; i00 < ne00; i00++) { + for (int64_t i03 = 0; i03 < ne03; i03++) { + for (int64_t i02 = 0; i02 < ne02; i02++) { + for (int64_t i01 = 0; i01 < ne01; i01++) { + for (int64_t i00 = 0; i00 < ne00; i00++) { const float * src0_ptr = (float *) ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03); dst_ptr[id] = *src0_ptr; @@ -5000,10 +5001,10 @@ static void ggml_compute_forward_dup_f32( size_t id = 0; ggml_fp16_t * dst_ptr = (ggml_fp16_t *) dst->data; - for (int i03 = 0; i03 < ne03; i03++) { - for (int i02 = 0; i02 < ne02; i02++) { - for (int i01 = 0; i01 < ne01; i01++) { - for (int i00 = 0; i00 < ne00; i00++) { + for (int64_t i03 = 0; i03 < ne03; i03++) { + for (int64_t i02 = 0; i02 < ne02; i02++) { + for (int64_t i01 = 0; i01 < ne01; i01++) { + for (int64_t i00 = 0; i00 < ne00; i00++) { const float * src0_ptr = (float *) ((char *) src0->data + i00*nb00 + i01*nb01 + i02*nb02 + i03*nb03); dst_ptr[id] = GGML_FP32_TO_FP16(*src0_ptr); @@ -5389,18 +5390,18 @@ static void ggml_compute_forward_sum_f32( assert(ggml_is_scalar(dst)); assert(src0->nb[0] == sizeof(float)); - const int ne00 = src0->ne[0]; - const int ne01 = src0->ne[1]; - const int ne02 = src0->ne[2]; - const int ne03 = src0->ne[3]; + const int64_t ne00 = src0->ne[0]; + const int64_t ne01 = src0->ne[1]; + const int64_t ne02 = src0->ne[2]; + const int64_t ne03 = src0->ne[3]; const size_t nb01 = src0->nb[1]; const size_t nb02 = src0->nb[2]; const size_t nb03 = src0->nb[3]; - for (int i03 = 0; i03 < ne03; i03++) { - for (int i02 = 0; i02 < ne02; i02++) { - for (int i01 = 0; i01 < ne01; i01++) { + for (int64_t i03 = 0; i03 < ne03; i03++) { + for (int64_t i02 = 0; i02 < ne02; i02++) { + for (int64_t i01 = 0; i01 < ne01; i01++) { ggml_vec_sum_f32(ne00, (float *) (dst->data), (float *) ((char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03)); @@ -5445,19 +5446,19 @@ static void ggml_compute_forward_mean_f32( assert(src0->nb[0] == sizeof(float)); - const int ne00 = src0->ne[0]; - const int ne01 = src0->ne[1]; - const int ne02 = src0->ne[2]; - const int ne03 = src0->ne[3]; + const int64_t ne00 = src0->ne[0]; + const int64_t ne01 = src0->ne[1]; + const int64_t ne02 = src0->ne[2]; + const int64_t ne03 = src0->ne[3]; const size_t nb01 = src0->nb[1]; const size_t nb02 = src0->nb[2]; const size_t nb03 = src0->nb[3]; - const int ne0 = dst->ne[0]; - const int ne1 = dst->ne[1]; - const int ne2 = dst->ne[2]; - const int ne3 = dst->ne[3]; + const int64_t ne0 = dst->ne[0]; + const int64_t ne1 = dst->ne[1]; + const int64_t ne2 = dst->ne[2]; + const int64_t ne3 = dst->ne[3]; assert(ne0 == 1); assert(ne1 == ne01); @@ -5473,9 +5474,9 @@ static void ggml_compute_forward_mean_f32( const size_t nb2 = dst->nb[2]; const size_t nb3 = dst->nb[3]; - for (int i03 = 0; i03 < ne03; i03++) { - for (int i02 = 0; i02 < ne02; i02++) { - for (int i01 = 0; i01 < ne01; i01++) { + for (int64_t i03 = 0; i03 < ne03; i03++) { + for (int64_t i02 = 0; i02 < ne02; i02++) { + for (int64_t i01 = 0; i01 < ne01; i01++) { ggml_vec_sum_f32(ne00, (float *) ((char *) dst->data + i01*nb1 + i02*nb2 + i03*nb3), (float *) ((char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03)); @@ -5962,10 +5963,10 @@ static void ggml_compute_forward_norm_f32( const int ith = params->ith; const int nth = params->nth; - const int ne00 = src0->ne[0]; - const int ne01 = src0->ne[1]; - const int ne02 = src0->ne[2]; - const int ne03 = src0->ne[3]; + const int64_t ne00 = src0->ne[0]; + const int64_t ne01 = src0->ne[1]; + const int64_t ne02 = src0->ne[2]; + const int64_t ne03 = src0->ne[3]; const size_t nb01 = src0->nb[1]; const size_t nb02 = src0->nb[2]; @@ -5978,13 +5979,13 @@ static void ggml_compute_forward_norm_f32( const float eps = 1e-5f; // TODO: make this a parameter // TODO: optimize - for (int i03 = 0; i03 < ne03; i03++) { - for (int i02 = 0; i02 < ne02; i02++) { - for (int i01 = ith; i01 < ne01; i01 += nth) { + for (int64_t i03 = 0; i03 < ne03; i03++) { + for (int64_t i02 = 0; i02 < ne02; i02++) { + for (int64_t i01 = ith; i01 < ne01; i01 += nth) { const float * x = (float *) ((char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03); ggml_float sum = 0.0; - for (int i00 = 0; i00 < ne00; i00++) { + for (int64_t i00 = 0; i00 < ne00; i00++) { sum += (ggml_float)x[i00]; } @@ -5993,7 +5994,7 @@ static void ggml_compute_forward_norm_f32( float * y = (float *) ((char *) dst->data + i01*nb1 + i02*nb2 + i03*nb3); ggml_float sum2 = 0.0; - for (int i00 = 0; i00 < ne00; i00++) { + for (int64_t i00 = 0; i00 < ne00; i00++) { float v = x[i00] - mean; y[i00] = v; sum2 += (ggml_float)(v*v); @@ -6045,10 +6046,10 @@ static void ggml_compute_forward_rms_norm_f32( const int ith = params->ith; const int nth = params->nth; - const int ne00 = src0->ne[0]; - const int ne01 = src0->ne[1]; - const int ne02 = src0->ne[2]; - const int ne03 = src0->ne[3]; + const int64_t ne00 = src0->ne[0]; + const int64_t ne01 = src0->ne[1]; + const int64_t ne02 = src0->ne[2]; + const int64_t ne03 = src0->ne[3]; const size_t nb01 = src0->nb[1]; const size_t nb02 = src0->nb[2]; @@ -6061,13 +6062,13 @@ static void ggml_compute_forward_rms_norm_f32( const float eps = 1e-6f; // TODO: make this a parameter // TODO: optimize - for (int i03 = 0; i03 < ne03; i03++) { - for (int i02 = 0; i02 < ne02; i02++) { - for (int i01 = ith; i01 < ne01; i01 += nth) { + for (int64_t i03 = 0; i03 < ne03; i03++) { + for (int64_t i02 = 0; i02 < ne02; i02++) { + for (int64_t i01 = ith; i01 < ne01; i01 += nth) { const float * x = (float *) ((char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03); ggml_float sum = 0.0; - for (int i00 = 0; i00 < ne00; i00++) { + for (int64_t i00 = 0; i00 < ne00; i00++) { sum += (ggml_float)(x[i00] * x[i00]); } @@ -6120,13 +6121,13 @@ static bool ggml_compute_forward_mul_mat_use_blas( const struct ggml_tensor * src0, const struct ggml_tensor * src1, struct ggml_tensor * dst) { - //const int ne00 = src0->ne[0]; - //const int ne01 = src0->ne[1]; + //const int64_t ne00 = src0->ne[0]; + //const int64_t ne01 = src0->ne[1]; - const int ne10 = src1->ne[0]; + const int64_t ne10 = src1->ne[0]; - const int ne0 = dst->ne[0]; - const int ne1 = dst->ne[1]; + const int64_t ne0 = dst->ne[0]; + const int64_t ne1 = dst->ne[1]; // TODO: find the optimal values for these if (ggml_is_contiguous(src0) && @@ -6148,23 +6149,23 @@ static void ggml_compute_forward_mul_mat_f32( int64_t t0 = ggml_perf_time_us(); UNUSED(t0); - const int ne00 = src0->ne[0]; - const int ne01 = src0->ne[1]; - const int ne02 = src0->ne[2]; - const int ne03 = src0->ne[3]; + const int64_t ne00 = src0->ne[0]; + const int64_t ne01 = src0->ne[1]; + const int64_t ne02 = src0->ne[2]; + const int64_t ne03 = src0->ne[3]; #if defined(GGML_USE_ACCELERATE) || defined(GGML_USE_OPENBLAS) - const int ne10 = src1->ne[0]; + const int64_t ne10 = src1->ne[0]; #endif - const int ne11 = src1->ne[1]; + const int64_t ne11 = src1->ne[1]; #ifndef NDEBUG - const int ne12 = src1->ne[2]; - const int ne13 = src1->ne[3]; + const int64_t ne12 = src1->ne[2]; + const int64_t ne13 = src1->ne[3]; - const int ne0 = dst->ne[0]; - const int ne1 = dst->ne[1]; - const int ne2 = dst->ne[2]; - const int ne3 = dst->ne[3]; + const int64_t ne0 = dst->ne[0]; + const int64_t ne1 = dst->ne[1]; + const int64_t ne2 = dst->ne[2]; + const int64_t ne3 = dst->ne[3]; const int nb00 = src0->nb[0]; #endif @@ -6224,8 +6225,8 @@ static void ggml_compute_forward_mul_mat_f32( return; } - for (int i03 = 0; i03 < ne03; i03++) { - for (int i02 = 0; i02 < ne02; i02++) { + for (int64_t i03 = 0; i03 < ne03; i03++) { + for (int64_t i02 = 0; i02 < ne02; i02++) { const float * x = (float *) ((char *) src0->data + i02*nb02 + i03*nb03); const float * y = (float *) ((char *) src1->data + i02*nb12 + i03*nb13); @@ -6272,7 +6273,7 @@ static void ggml_compute_forward_mul_mat_f32( const int i02 = (ir - i03*ne02*ne01)/ne01; const int i01 = (ir - i03*ne02*ne01 - i02*ne01); - for (int ic = 0; ic < ne11; ++ic) { + for (int64_t ic = 0; ic < ne11; ++ic) { // src1 indices const int i13 = i03; const int i12 = i02; @@ -6313,21 +6314,21 @@ static void ggml_compute_forward_mul_mat_f16_f32( int64_t t0 = ggml_perf_time_us(); UNUSED(t0); - const int ne00 = src0->ne[0]; - const int ne01 = src0->ne[1]; - const int ne02 = src0->ne[2]; - const int ne03 = src0->ne[3]; + const int64_t ne00 = src0->ne[0]; + const int64_t ne01 = src0->ne[1]; + const int64_t ne02 = src0->ne[2]; + const int64_t ne03 = src0->ne[3]; - const int ne10 = src1->ne[0]; - const int ne11 = src1->ne[1]; - const int ne12 = src1->ne[2]; - const int ne13 = src1->ne[3]; + const int64_t ne10 = src1->ne[0]; + const int64_t ne11 = src1->ne[1]; + const int64_t ne12 = src1->ne[2]; + const int64_t ne13 = src1->ne[3]; - const int ne0 = dst->ne[0]; - const int ne1 = dst->ne[1]; - const int ne2 = dst->ne[2]; - const int ne3 = dst->ne[3]; - //const int ne = ne0*ne1*ne2*ne3; + const int64_t ne0 = dst->ne[0]; + const int64_t ne1 = dst->ne[1]; + const int64_t ne2 = dst->ne[2]; + const int64_t ne3 = dst->ne[3]; + //const int64_t ne = ne0*ne1*ne2*ne3; const int nb00 = src0->nb[0]; const int nb01 = src0->nb[1]; @@ -6387,12 +6388,12 @@ static void ggml_compute_forward_mul_mat_f16_f32( float * const wdata = params->wdata; - for (int i03 = 0; i03 < ne03; i03++) { - for (int i02 = 0; i02 < ne02; i02++) { + for (int64_t i03 = 0; i03 < ne03; i03++) { + for (int64_t i02 = 0; i02 < ne02; i02++) { { size_t id = 0; - for (int i01 = 0; i01 < ne01; ++i01) { - for (int i00 = 0; i00 < ne00; ++i00) { + for (int64_t i01 = 0; i01 < ne01; ++i01) { + for (int64_t i00 = 0; i00 < ne00; ++i00) { wdata[id++] = GGML_FP16_TO_FP32(*(ggml_fp16_t *) ((char *) src0->data + i03*nb03 + i02*nb02 + i01*nb01 + i00*nb00)); } } @@ -6422,10 +6423,10 @@ static void ggml_compute_forward_mul_mat_f16_f32( ggml_fp16_t * const wdata = params->wdata; size_t id = 0; - for (int i13 = 0; i13 < ne13; ++i13) { - for (int i12 = 0; i12 < ne12; ++i12) { - for (int i11 = 0; i11 < ne11; ++i11) { - for (int i10 = 0; i10 < ne10; ++i10) { + for (int64_t i13 = 0; i13 < ne13; ++i13) { + for (int64_t i12 = 0; i12 < ne12; ++i12) { + for (int64_t i11 = 0; i11 < ne11; ++i11) { + for (int64_t i10 = 0; i10 < ne10; ++i10) { wdata[id++] = GGML_FP32_TO_FP16(*(float *)((char *) src1->data + i13*nb13 + i12*nb12 + i11*nb11 + i10*nb10)); } } @@ -6477,7 +6478,7 @@ static void ggml_compute_forward_mul_mat_f16_f32( float * dst_col = (float *) ((char *) dst->data + (i0*nb0 + 0*nb1 + i2*nb2 + i3*nb3)); - for (int ic = 0; ic < ne11; ++ic) { + for (int64_t ic = 0; ic < ne11; ++ic) { ggml_vec_dot_f16(ne00, &dst_col[ic*ne0], src0_row, src1_col + ic*ne00); } } @@ -6526,20 +6527,20 @@ static void ggml_compute_forward_mul_mat_q_f32( int64_t t0 = ggml_perf_time_us(); UNUSED(t0); - const int ne00 = src0->ne[0]; - const int ne01 = src0->ne[1]; - const int ne02 = src0->ne[2]; - const int ne03 = src0->ne[3]; + const int64_t ne00 = src0->ne[0]; + const int64_t ne01 = src0->ne[1]; + const int64_t ne02 = src0->ne[2]; + const int64_t ne03 = src0->ne[3]; - const int ne10 = src1->ne[0]; - const int ne11 = src1->ne[1]; - const int ne12 = src1->ne[2]; - const int ne13 = src1->ne[3]; + const int64_t ne10 = src1->ne[0]; + const int64_t ne11 = src1->ne[1]; + const int64_t ne12 = src1->ne[2]; + const int64_t ne13 = src1->ne[3]; - const int ne0 = dst->ne[0]; - const int ne1 = dst->ne[1]; - const int ne2 = dst->ne[2]; - const int ne3 = dst->ne[3]; + const int64_t ne0 = dst->ne[0]; + const int64_t ne1 = dst->ne[1]; + const int64_t ne2 = dst->ne[2]; + const int64_t ne3 = dst->ne[3]; const int nb00 = src0->nb[0]; const int nb01 = src0->nb[1]; @@ -6603,11 +6604,11 @@ static void ggml_compute_forward_mul_mat_q_f32( float * const wdata = params->wdata; dequantize_row_q_t const dequantize_row_q = quantize_fns[type].dequantize_row_q; - for (int i03 = 0; i03 < ne03; i03++) { - for (int i02 = 0; i02 < ne02; i02++) { + for (int64_t i03 = 0; i03 < ne03; i03++) { + for (int64_t i02 = 0; i02 < ne02; i02++) { { size_t id = 0; - for (int i01 = 0; i01 < ne01; ++i01) { + for (int64_t i01 = 0; i01 < ne01; ++i01) { dequantize_row_q((char *) src0->data + i03*nb03 + i02*nb02 + i01*nb01, wdata + id, ne00); id += ne00; } @@ -6637,9 +6638,9 @@ static void ggml_compute_forward_mul_mat_q_f32( char * wdata = params->wdata; const size_t row_size = ne10*GGML_TYPE_SIZE[type]/GGML_BLCK_SIZE[type]; - for (int i13 = 0; i13 < ne13; ++i13) { - for (int i12 = 0; i12 < ne12; ++i12) { - for (int i11 = 0; i11 < ne11; ++i11) { + for (int64_t i13 = 0; i13 < ne13; ++i13) { + for (int64_t i12 = 0; i12 < ne12; ++i12) { + for (int64_t i11 = 0; i11 < ne11; ++i11) { quantize_row_q((float *)((char *) src1->data + i13*nb13 + i12*nb12 + i11*nb11), (void *) wdata, ne10); wdata += row_size; } @@ -6688,7 +6689,7 @@ static void ggml_compute_forward_mul_mat_q_f32( assert(ne00 % 32 == 0); - for (int ic = 0; ic < ne11; ++ic) { + for (int64_t ic = 0; ic < ne11; ++ic) { vec_dot_q(ne00, &dst_col[ic*ne0], src0_row, (void *) (src1_col + ic*row_size)); } } @@ -7181,10 +7182,10 @@ static void ggml_compute_forward_rope_f32( const int n_dims = ((int32_t *) src1->data)[1]; const int mode = ((int32_t *) src1->data)[2]; - //const int ne0 = src0->ne[0]; - const int ne1 = src0->ne[1]; - const int ne2 = src0->ne[2]; - const int ne3 = src0->ne[3]; + //const int64_t ne0 = src0->ne[0]; + const int64_t ne1 = src0->ne[1]; + const int64_t ne2 = src0->ne[2]; + const int64_t ne3 = src0->ne[3]; const int nb0 = src0->nb[0]; const int nb1 = src0->nb[1]; @@ -7197,10 +7198,10 @@ static void ggml_compute_forward_rope_f32( assert(nb0 == sizeof(float)); // TODO: optimize - for (int i3 = 0; i3 < ne3; i3++) { - for (int i2 = (mode == 0 ? 0 : n_past); i2 < ne2; i2++) { + for (int64_t i3 = 0; i3 < ne3; i3++) { + for (int64_t i2 = (mode == 0 ? 0 : n_past); i2 < ne2; i2++) { const int p = (mode == 0 ? n_past + i2 : i2); - for (int i1 = 0; i1 < ne1; i1++) { + for (int64_t i1 = 0; i1 < ne1; i1++) { for (int i0 = 0; i0 < n_dims; i0 += 2) { const float theta = powf(10000.0, ((float)-i0)/n_dims); @@ -7238,10 +7239,10 @@ static void ggml_compute_forward_rope_f16( const int n_dims = ((int32_t *) src1->data)[1]; const int mode = ((int32_t *) src1->data)[2]; - //const int ne0 = src0->ne[0]; - const int ne1 = src0->ne[1]; - const int ne2 = src0->ne[2]; - const int ne3 = src0->ne[3]; + //const int64_t ne0 = src0->ne[0]; + const int64_t ne1 = src0->ne[1]; + const int64_t ne2 = src0->ne[2]; + const int64_t ne3 = src0->ne[3]; const int nb0 = src0->nb[0]; const int nb1 = src0->nb[1]; @@ -7253,10 +7254,10 @@ static void ggml_compute_forward_rope_f16( assert(nb0 == sizeof(ggml_fp16_t)); - for (int i3 = 0; i3 < ne3; i3++) { - for (int i2 = (mode == 0 ? 0 : n_past); i2 < ne2; i2++) { + for (int64_t i3 = 0; i3 < ne3; i3++) { + for (int64_t i2 = (mode == 0 ? 0 : n_past); i2 < ne2; i2++) { const int p = (mode == 0 ? n_past + i2 : i2); - for (int i1 = 0; i1 < ne1; i1++) { + for (int64_t i1 = 0; i1 < ne1; i1++) { for (int i0 = 0; i0 < n_dims; i0 += 2) { const float theta = powf(10000.0, ((float)-i0)/n_dims); @@ -7317,21 +7318,21 @@ static void ggml_compute_forward_conv_1d_1s_f16_f32( int64_t t0 = ggml_perf_time_us(); UNUSED(t0); - const int ne00 = src0->ne[0]; - const int ne01 = src0->ne[1]; - const int ne02 = src0->ne[2]; - //const int ne03 = src0->ne[3]; + const int64_t ne00 = src0->ne[0]; + const int64_t ne01 = src0->ne[1]; + const int64_t ne02 = src0->ne[2]; + //const int64_t ne03 = src0->ne[3]; - const int ne10 = src1->ne[0]; - const int ne11 = src1->ne[1]; - //const int ne12 = src1->ne[2]; - //const int ne13 = src1->ne[3]; + const int64_t ne10 = src1->ne[0]; + const int64_t ne11 = src1->ne[1]; + //const int64_t ne12 = src1->ne[2]; + //const int64_t ne13 = src1->ne[3]; - //const int ne0 = dst->ne[0]; - //const int ne1 = dst->ne[1]; - //const int ne2 = dst->ne[2]; - //const int ne3 = dst->ne[3]; - //const int ne = ne0*ne1*ne2*ne3; + //const int64_t ne0 = dst->ne[0]; + //const int64_t ne1 = dst->ne[1]; + //const int64_t ne2 = dst->ne[2]; + //const int64_t ne3 = dst->ne[3]; + //const int64_t ne = ne0*ne1*ne2*ne3; const int nb00 = src0->nb[0]; const int nb01 = src0->nb[1]; @@ -7368,11 +7369,11 @@ static void ggml_compute_forward_conv_1d_1s_f16_f32( { ggml_fp16_t * const wdata = (ggml_fp16_t *) params->wdata + 0; - for (int i02 = 0; i02 < ne02; i02++) { - for (int i01 = 0; i01 < ne01; i01++) { + for (int64_t i02 = 0; i02 < ne02; i02++) { + for (int64_t i01 = 0; i01 < ne01; i01++) { const ggml_fp16_t * const src = (ggml_fp16_t *)((char *) src0->data + i02*nb02 + i01*nb01); ggml_fp16_t * dst_data = wdata + i02*ew0*ne00; - for (int i00 = 0; i00 < ne00; i00++) { + for (int64_t i00 = 0; i00 < ne00; i00++) { dst_data[i00*ew0 + i01] = src[i00]; } } @@ -7383,10 +7384,10 @@ static void ggml_compute_forward_conv_1d_1s_f16_f32( { ggml_fp16_t * const wdata = (ggml_fp16_t *) params->wdata + ne02*ew0*ne00; - for (int i11 = 0; i11 < ne11; i11++) { + for (int64_t i11 = 0; i11 < ne11; i11++) { const float * const src = (float *)((char *) src1->data + i11*nb11); ggml_fp16_t * dst_data = wdata; - for (int i10 = 0; i10 < ne10; i10++) { + for (int64_t i10 = 0; i10 < ne10; i10++) { dst_data[(i10 + nh)*ew0 + i11] = GGML_FP32_TO_FP16(src[i10]); } } @@ -7411,7 +7412,7 @@ static void ggml_compute_forward_conv_1d_1s_f16_f32( for (int i1 = ir0; i1 < ir1; i1++) { float * dst_data = (float *)((char *) dst->data + i1*nb1); - for (int i0 = 0; i0 < ne10; ++i0) { + for (int64_t i0 = 0; i0 < ne10; ++i0) { dst_data[i0] = 0; for (int k = -nh; k <= nh; k++) { float v = 0.0f; @@ -7437,21 +7438,21 @@ static void ggml_compute_forward_conv_1d_1s_f32( int64_t t0 = ggml_perf_time_us(); UNUSED(t0); - const int ne00 = src0->ne[0]; - const int ne01 = src0->ne[1]; - const int ne02 = src0->ne[2]; - //const int ne03 = src0->ne[3]; + const int64_t ne00 = src0->ne[0]; + const int64_t ne01 = src0->ne[1]; + const int64_t ne02 = src0->ne[2]; + //const int64_t ne03 = src0->ne[3]; - const int ne10 = src1->ne[0]; - const int ne11 = src1->ne[1]; - //const int ne12 = src1->ne[2]; - //const int ne13 = src1->ne[3]; + const int64_t ne10 = src1->ne[0]; + const int64_t ne11 = src1->ne[1]; + //const int64_t ne12 = src1->ne[2]; + //const int64_t ne13 = src1->ne[3]; - //const int ne0 = dst->ne[0]; - //const int ne1 = dst->ne[1]; - //const int ne2 = dst->ne[2]; - //const int ne3 = dst->ne[3]; - //const int ne = ne0*ne1*ne2*ne3; + //const int64_t ne0 = dst->ne[0]; + //const int64_t ne1 = dst->ne[1]; + //const int64_t ne2 = dst->ne[2]; + //const int64_t ne3 = dst->ne[3]; + //const int64_t ne = ne0*ne1*ne2*ne3; const int nb00 = src0->nb[0]; const int nb01 = src0->nb[1]; @@ -7488,11 +7489,11 @@ static void ggml_compute_forward_conv_1d_1s_f32( { float * const wdata = (float *) params->wdata + 0; - for (int i02 = 0; i02 < ne02; i02++) { - for (int i01 = 0; i01 < ne01; i01++) { + for (int64_t i02 = 0; i02 < ne02; i02++) { + for (int64_t i01 = 0; i01 < ne01; i01++) { const float * const src = (float *)((char *) src0->data + i02*nb02 + i01*nb01); float * dst_data = wdata + i02*ew0*ne00; - for (int i00 = 0; i00 < ne00; i00++) { + for (int64_t i00 = 0; i00 < ne00; i00++) { dst_data[i00*ew0 + i01] = src[i00]; } } @@ -7503,10 +7504,10 @@ static void ggml_compute_forward_conv_1d_1s_f32( { float * const wdata = (float *) params->wdata + ne02*ew0*ne00; - for (int i11 = 0; i11 < ne11; i11++) { + for (int64_t i11 = 0; i11 < ne11; i11++) { const float * const src = (float *)((char *) src1->data + i11*nb11); float * dst_data = wdata; - for (int i10 = 0; i10 < ne10; i10++) { + for (int64_t i10 = 0; i10 < ne10; i10++) { dst_data[(i10 + nh)*ew0 + i11] = src[i10]; } } @@ -7531,7 +7532,7 @@ static void ggml_compute_forward_conv_1d_1s_f32( for (int i1 = ir0; i1 < ir1; i1++) { float * dst_data = (float *)((char *) dst->data + i1*nb1); - for (int i0 = 0; i0 < ne10; ++i0) { + for (int64_t i0 = 0; i0 < ne10; ++i0) { dst_data[i0] = 0; for (int k = -nh; k <= nh; k++) { float v = 0.0f; @@ -7585,21 +7586,21 @@ static void ggml_compute_forward_conv_1d_2s_f16_f32( int64_t t0 = ggml_perf_time_us(); UNUSED(t0); - const int ne00 = src0->ne[0]; - const int ne01 = src0->ne[1]; - const int ne02 = src0->ne[2]; - //const int ne03 = src0->ne[3]; + const int64_t ne00 = src0->ne[0]; + const int64_t ne01 = src0->ne[1]; + const int64_t ne02 = src0->ne[2]; + //const int64_t ne03 = src0->ne[3]; - const int ne10 = src1->ne[0]; - const int ne11 = src1->ne[1]; - //const int ne12 = src1->ne[2]; - //const int ne13 = src1->ne[3]; + const int64_t ne10 = src1->ne[0]; + const int64_t ne11 = src1->ne[1]; + //const int64_t ne12 = src1->ne[2]; + //const int64_t ne13 = src1->ne[3]; - //const int ne0 = dst->ne[0]; - //const int ne1 = dst->ne[1]; - //const int ne2 = dst->ne[2]; - //const int ne3 = dst->ne[3]; - //const int ne = ne0*ne1*ne2*ne3; + //const int64_t ne0 = dst->ne[0]; + //const int64_t ne1 = dst->ne[1]; + //const int64_t ne2 = dst->ne[2]; + //const int64_t ne3 = dst->ne[3]; + //const int64_t ne = ne0*ne1*ne2*ne3; const int nb00 = src0->nb[0]; const int nb01 = src0->nb[1]; @@ -7636,11 +7637,11 @@ static void ggml_compute_forward_conv_1d_2s_f16_f32( { ggml_fp16_t * const wdata = (ggml_fp16_t *) params->wdata + 0; - for (int i02 = 0; i02 < ne02; i02++) { - for (int i01 = 0; i01 < ne01; i01++) { + for (int64_t i02 = 0; i02 < ne02; i02++) { + for (int64_t i01 = 0; i01 < ne01; i01++) { const ggml_fp16_t * const src = (ggml_fp16_t *)((char *) src0->data + i02*nb02 + i01*nb01); ggml_fp16_t * dst_data = wdata + i02*ew0*ne00; - for (int i00 = 0; i00 < ne00; i00++) { + for (int64_t i00 = 0; i00 < ne00; i00++) { dst_data[i00*ew0 + i01] = src[i00]; } } @@ -7651,10 +7652,10 @@ static void ggml_compute_forward_conv_1d_2s_f16_f32( { ggml_fp16_t * const wdata = (ggml_fp16_t *) params->wdata + ne02*ew0*ne00; - for (int i11 = 0; i11 < ne11; i11++) { + for (int64_t i11 = 0; i11 < ne11; i11++) { const float * const src = (float *)((char *) src1->data + i11*nb11); ggml_fp16_t * dst_data = wdata; - for (int i10 = 0; i10 < ne10; i10++) { + for (int64_t i10 = 0; i10 < ne10; i10++) { dst_data[(i10 + nh)*ew0 + i11] = GGML_FP32_TO_FP16(src[i10]); } } @@ -7679,7 +7680,7 @@ static void ggml_compute_forward_conv_1d_2s_f16_f32( for (int i1 = ir0; i1 < ir1; i1++) { float * dst_data = (float *)((char *) dst->data + i1*nb1); - for (int i0 = 0; i0 < ne10; i0 += 2) { + for (int64_t i0 = 0; i0 < ne10; i0 += 2) { dst_data[i0/2] = 0; for (int k = -nh; k <= nh; k++) { float v = 0.0f; @@ -7705,21 +7706,21 @@ static void ggml_compute_forward_conv_1d_2s_f32( int64_t t0 = ggml_perf_time_us(); UNUSED(t0); - const int ne00 = src0->ne[0]; - const int ne01 = src0->ne[1]; - const int ne02 = src0->ne[2]; - //const int ne03 = src0->ne[3]; + const int64_t ne00 = src0->ne[0]; + const int64_t ne01 = src0->ne[1]; + const int64_t ne02 = src0->ne[2]; + //const int64_t ne03 = src0->ne[3]; - const int ne10 = src1->ne[0]; - const int ne11 = src1->ne[1]; - //const int ne12 = src1->ne[2]; - //const int ne13 = src1->ne[3]; + const int64_t ne10 = src1->ne[0]; + const int64_t ne11 = src1->ne[1]; + //const int64_t ne12 = src1->ne[2]; + //const int64_t ne13 = src1->ne[3]; - //const int ne0 = dst->ne[0]; - //const int ne1 = dst->ne[1]; - //const int ne2 = dst->ne[2]; - //const int ne3 = dst->ne[3]; - //const int ne = ne0*ne1*ne2*ne3; + //const int64_t ne0 = dst->ne[0]; + //const int64_t ne1 = dst->ne[1]; + //const int64_t ne2 = dst->ne[2]; + //const int64_t ne3 = dst->ne[3]; + //const int64_t ne = ne0*ne1*ne2*ne3; const int nb00 = src0->nb[0]; const int nb01 = src0->nb[1]; @@ -7756,11 +7757,11 @@ static void ggml_compute_forward_conv_1d_2s_f32( { float * const wdata = (float *) params->wdata + 0; - for (int i02 = 0; i02 < ne02; i02++) { - for (int i01 = 0; i01 < ne01; i01++) { + for (int64_t i02 = 0; i02 < ne02; i02++) { + for (int64_t i01 = 0; i01 < ne01; i01++) { const float * const src = (float *)((char *) src0->data + i02*nb02 + i01*nb01); float * dst_data = wdata + i02*ew0*ne00; - for (int i00 = 0; i00 < ne00; i00++) { + for (int64_t i00 = 0; i00 < ne00; i00++) { dst_data[i00*ew0 + i01] = src[i00]; } } @@ -7771,10 +7772,10 @@ static void ggml_compute_forward_conv_1d_2s_f32( { float * const wdata = (float *) params->wdata + ne02*ew0*ne00; - for (int i11 = 0; i11 < ne11; i11++) { + for (int64_t i11 = 0; i11 < ne11; i11++) { const float * const src = (float *)((char *) src1->data + i11*nb11); float * dst_data = wdata; - for (int i10 = 0; i10 < ne10; i10++) { + for (int64_t i10 = 0; i10 < ne10; i10++) { dst_data[(i10 + nh)*ew0 + i11] = src[i10]; } } @@ -7799,7 +7800,7 @@ static void ggml_compute_forward_conv_1d_2s_f32( for (int i1 = ir0; i1 < ir1; i1++) { float * dst_data = (float *)((char *) dst->data + i1*nb1); - for (int i0 = 0; i0 < ne10; i0 += 2) { + for (int64_t i0 = 0; i0 < ne10; i0 += 2) { dst_data[i0/2] = 0; for (int k = -nh; k <= nh; k++) { float v = 0.0f; @@ -7851,25 +7852,25 @@ static void ggml_compute_forward_flash_attn_f32( int64_t t0 = ggml_perf_time_us(); UNUSED(t0); - const int neq0 = q->ne[0]; - const int neq1 = q->ne[1]; - const int neq2 = q->ne[2]; - const int neq3 = q->ne[3]; + const int64_t neq0 = q->ne[0]; + const int64_t neq1 = q->ne[1]; + const int64_t neq2 = q->ne[2]; + const int64_t neq3 = q->ne[3]; - const int nek0 = k->ne[0]; - const int nek1 = k->ne[1]; - //const int nek2 = k->ne[2]; - //const int nek3 = k->ne[3]; + const int64_t nek0 = k->ne[0]; + const int64_t nek1 = k->ne[1]; + //const int64_t nek2 = k->ne[2]; + //const int64_t nek3 = k->ne[3]; - //const int nev0 = v->ne[0]; - const int nev1 = v->ne[1]; - //const int nev2 = v->ne[2]; - //const int nev3 = v->ne[3]; + //const int64_t nev0 = v->ne[0]; + const int64_t nev1 = v->ne[1]; + //const int64_t nev2 = v->ne[2]; + //const int64_t nev3 = v->ne[3]; - const int ne0 = dst->ne[0]; - const int ne1 = dst->ne[1]; - //const int ne2 = dst->ne[2]; - //const int ne3 = dst->ne[3]; + const int64_t ne0 = dst->ne[0]; + const int64_t ne1 = dst->ne[1]; + //const int64_t ne2 = dst->ne[2]; + //const int64_t ne3 = dst->ne[3]; const int nbk0 = k->nb[0]; const int nbk1 = k->nb[1]; @@ -7894,10 +7895,10 @@ static void ggml_compute_forward_flash_attn_f32( const int ith = params->ith; const int nth = params->nth; - const int D = neq0; - const int N = neq1; - const int P = nek1 - N; - const int M = P + N; + const int64_t D = neq0; + const int64_t N = neq1; + const int64_t P = nek1 - N; + const int64_t M = P + N; const int Mup = ggml_up(M, GGML_SOFT_MAX_UNROLL); @@ -7959,7 +7960,7 @@ static void ggml_compute_forward_flash_attn_f32( S[i] = -INFINITY; } - for (int ic = 0; ic < nek1; ++ic) { + for (int64_t ic = 0; ic < nek1; ++ic) { // k indices const int ik3 = iq3; const int ik2 = iq2; @@ -7978,7 +7979,7 @@ static void ggml_compute_forward_flash_attn_f32( ggml_vec_scale_f32(nek1, S, scale); if (masked) { - for (int i = P; i < M; i++) { + for (int64_t i = P; i < M; i++) { if (i > P + iq1) { S[i] = -INFINITY; } @@ -8036,7 +8037,7 @@ static void ggml_compute_forward_flash_attn_f32( #endif } - for (int ic = 0; ic < nev1; ++ic) { + for (int64_t ic = 0; ic < nev1; ++ic) { // dst indices const int i1 = iq1; const int i2 = iq2; @@ -8060,25 +8061,25 @@ static void ggml_compute_forward_flash_attn_f16( int64_t t0 = ggml_perf_time_us(); UNUSED(t0); - const int neq0 = q->ne[0]; - const int neq1 = q->ne[1]; - const int neq2 = q->ne[2]; - const int neq3 = q->ne[3]; + const int64_t neq0 = q->ne[0]; + const int64_t neq1 = q->ne[1]; + const int64_t neq2 = q->ne[2]; + const int64_t neq3 = q->ne[3]; - const int nek0 = k->ne[0]; - const int nek1 = k->ne[1]; - //const int nek2 = k->ne[2]; - //const int nek3 = k->ne[3]; + const int64_t nek0 = k->ne[0]; + const int64_t nek1 = k->ne[1]; + //const int64_t nek2 = k->ne[2]; + //const int64_t nek3 = k->ne[3]; - //const int nev0 = v->ne[0]; - const int nev1 = v->ne[1]; - //const int nev2 = v->ne[2]; - //const int nev3 = v->ne[3]; + //const int64_t nev0 = v->ne[0]; + const int64_t nev1 = v->ne[1]; + //const int64_t nev2 = v->ne[2]; + //const int64_t nev3 = v->ne[3]; - const int ne0 = dst->ne[0]; - const int ne1 = dst->ne[1]; - //const int ne2 = dst->ne[2]; - //const int ne3 = dst->ne[3]; + const int64_t ne0 = dst->ne[0]; + const int64_t ne1 = dst->ne[1]; + //const int64_t ne2 = dst->ne[2]; + //const int64_t ne3 = dst->ne[3]; const int nbk0 = k->nb[0]; const int nbk1 = k->nb[1]; @@ -8103,10 +8104,10 @@ static void ggml_compute_forward_flash_attn_f16( const int ith = params->ith; const int nth = params->nth; - const int D = neq0; - const int N = neq1; - const int P = nek1 - N; - const int M = P + N; + const int64_t D = neq0; + const int64_t N = neq1; + const int64_t P = nek1 - N; + const int64_t M = P + N; const int Mup = ggml_up(M, GGML_SOFT_MAX_UNROLL); @@ -8169,7 +8170,7 @@ static void ggml_compute_forward_flash_attn_f16( } if (GGML_VEC_DOT_UNROLL > 2 || nek1 % GGML_VEC_DOT_UNROLL != 0) { - for (int ic = 0; ic < nek1; ++ic) { + for (int64_t ic = 0; ic < nek1; ++ic) { // k indices const int ik3 = iq3; const int ik2 = iq2; @@ -8184,7 +8185,7 @@ static void ggml_compute_forward_flash_attn_f16( (ggml_fp16_t *) ((char *) q->data + (iq1*nbq1 + iq2*nbq2 + iq3*nbq3))); } } else { - for (int ic = 0; ic < nek1; ic += GGML_VEC_DOT_UNROLL) { + for (int64_t ic = 0; ic < nek1; ic += GGML_VEC_DOT_UNROLL) { // k indices const int ik3 = iq3; const int ik2 = iq2; @@ -8204,7 +8205,7 @@ static void ggml_compute_forward_flash_attn_f16( ggml_vec_scale_f32(nek1, S, scale); if (masked) { - for (int i = P; i < M; i++) { + for (int64_t i = P; i < M; i++) { if (i > P + iq1) { S[i] = -INFINITY; } @@ -8264,12 +8265,12 @@ static void ggml_compute_forward_flash_attn_f16( ggml_fp16_t * S16 = (ggml_fp16_t *) ((float *) params->wdata + ith*(2*Mup + CACHE_LINE_SIZE_F32) + Mup); - for (int i = 0; i < M; i++) { + for (int64_t i = 0; i < M; i++) { S16[i] = GGML_FP32_TO_FP16(S[i]); } if (GGML_VEC_DOT_UNROLL == 1 || (nev1 % GGML_VEC_DOT_UNROLL != 0)) { - for (int ic = 0; ic < nev1; ++ic) { + for (int64_t ic = 0; ic < nev1; ++ic) { // dst indices const int i1 = iq1; const int i2 = iq2; @@ -8281,7 +8282,7 @@ static void ggml_compute_forward_flash_attn_f16( S16); } } else { - for (int ic = 0; ic < nev1; ic += GGML_VEC_DOT_UNROLL) { + for (int64_t ic = 0; ic < nev1; ic += GGML_VEC_DOT_UNROLL) { // dst indices const int i1 = iq1; const int i2 = iq2; @@ -8337,35 +8338,35 @@ static void ggml_compute_forward_flash_ff_f16( int64_t t0 = ggml_perf_time_us(); UNUSED(t0); - const int nea0 = a->ne[0]; - const int nea1 = a->ne[1]; - const int nea2 = a->ne[2]; - const int nea3 = a->ne[3]; + const int64_t nea0 = a->ne[0]; + const int64_t nea1 = a->ne[1]; + const int64_t nea2 = a->ne[2]; + const int64_t nea3 = a->ne[3]; - const int neb00 = b0->ne[0]; - const int neb01 = b0->ne[1]; - //const int neb02 = b0->ne[2]; - //const int neb03 = b0->ne[3]; + const int64_t neb00 = b0->ne[0]; + const int64_t neb01 = b0->ne[1]; + //const int64_t neb02 = b0->ne[2]; + //const int64_t neb03 = b0->ne[3]; - const int neb10 = b1->ne[0]; - const int neb11 = b1->ne[1]; - //const int neb12 = b1->ne[2]; - //const int neb13 = b1->ne[3]; + const int64_t neb10 = b1->ne[0]; + const int64_t neb11 = b1->ne[1]; + //const int64_t neb12 = b1->ne[2]; + //const int64_t neb13 = b1->ne[3]; - const int nec00 = c0->ne[0]; - const int nec01 = c0->ne[1]; - //const int nec02 = c0->ne[2]; - //const int nec03 = c0->ne[3]; + const int64_t nec00 = c0->ne[0]; + const int64_t nec01 = c0->ne[1]; + //const int64_t nec02 = c0->ne[2]; + //const int64_t nec03 = c0->ne[3]; - const int nec10 = c1->ne[0]; - const int nec11 = c1->ne[1]; - //const int nec12 = c1->ne[2]; - //const int nec13 = c1->ne[3]; + const int64_t nec10 = c1->ne[0]; + const int64_t nec11 = c1->ne[1]; + //const int64_t nec12 = c1->ne[2]; + //const int64_t nec13 = c1->ne[3]; - const int ne0 = dst->ne[0]; - const int ne1 = dst->ne[1]; - const int ne2 = dst->ne[2]; - //const int ne3 = dst->ne[3]; + const int64_t ne0 = dst->ne[0]; + const int64_t ne1 = dst->ne[1]; + const int64_t ne2 = dst->ne[2]; + //const int64_t ne3 = dst->ne[3]; const int nba0 = a->nb[0]; const int nba1 = a->nb[1]; @@ -8400,9 +8401,9 @@ static void ggml_compute_forward_flash_ff_f16( const int ith = params->ith; const int nth = params->nth; - const int D = nea0; - //const int N = nea1; - const int M = neb01; + const int64_t D = nea0; + //const int64_t N = nea1; + const int64_t M = neb01; GGML_ASSERT(ne0 == nea0); GGML_ASSERT(ne1 == nea1); @@ -8458,7 +8459,7 @@ static void ggml_compute_forward_flash_ff_f16( float * S = (float *) params->wdata + ith*(2*M + CACHE_LINE_SIZE_F32); - for (int ic = 0; ic < neb01; ++ic) { + for (int64_t ic = 0; ic < neb01; ++ic) { // b0 indices const int ib03 = ia3; const int ib02 = ia2; @@ -8478,7 +8479,7 @@ static void ggml_compute_forward_flash_ff_f16( ggml_fp16_t * S16 = (ggml_fp16_t *) ((float *) params->wdata + ith*(2*M + CACHE_LINE_SIZE_F32) + M); - for (int i = 0; i < M; i++) { + for (int64_t i = 0; i < M; i++) { S16[i] = GGML_FP32_TO_FP16(S[i]); } @@ -8490,7 +8491,7 @@ static void ggml_compute_forward_flash_ff_f16( const int i2 = ia2; const int i3 = ia3; - for (int ic = 0; ic < nec01; ++ic) { + for (int64_t ic = 0; ic < nec01; ++ic) { ggml_vec_dot_f16(neb01, (float *) ((char *) dst->data + (ic*nb0 + i1*nb1 + i2*nb2 + i3*nb3)), @@ -9393,7 +9394,7 @@ void ggml_graph_compute(struct ggml_context * ctx, struct ggml_cgraph * cgraph) size_t cur = 0; - const int ne11 = ggml_up(node->src1->ne[1], GGML_SOFT_MAX_UNROLL); + const int64_t ne11 = ggml_up(node->src1->ne[1], GGML_SOFT_MAX_UNROLL); if (node->src1->type == GGML_TYPE_F32) { cur = sizeof(float)*ne11*node->n_tasks; // TODO: this can become (n_tasks-1) @@ -9652,7 +9653,7 @@ void ggml_graph_print(const struct ggml_cgraph * cgraph) { perf_total_per_op_us[node->op] += node->perf_time_us; - GGML_PRINT(" - %3d: [ %6d, %6d, %6d] %16s %s (%3d) cpu = %7.3f / %7.3f ms, wall = %7.3f / %7.3f ms\n", + GGML_PRINT(" - %3d: [ %" PRId64 ", %" PRId64 ", %" PRId64 "] %16s %s (%3d) cpu = %7.3f / %7.3f ms, wall = %7.3f / %7.3f ms\n", i, node->ne[0], node->ne[1], node->ne[2], GGML_OP_LABEL[node->op], node->is_param ? "x" : node->grad ? "g" : " ", node->perf_runs, @@ -9666,7 +9667,7 @@ void ggml_graph_print(const struct ggml_cgraph * cgraph) { for (int i = 0; i < cgraph->n_leafs; i++) { struct ggml_tensor * node = cgraph->leafs[i]; - GGML_PRINT(" - %3d: [ %6d, %6d] %8s\n", + GGML_PRINT(" - %3d: [ %" PRId64 ", %" PRId64 "] %8s\n", i, node->ne[0], node->ne[1], GGML_OP_LABEL[node->op]); @@ -9737,7 +9738,7 @@ void ggml_graph_dump_dot(const struct ggml_cgraph * gb, const struct ggml_cgraph fprintf(fp, " \"%p\" [ \ style = filled; fillcolor = %s; shape = record; \ -label=\"%d [%d, %d] | <x>%s", +label=\"%d [%" PRId64 ", %" PRId64 "] | <x>%s", (void *) node, color, i, node->ne[0], node->ne[1], GGML_OP_SYMBOL[node->op]); @@ -9762,7 +9763,7 @@ label=\"<x>%.1e\"; ]\n", } else { fprintf(fp, " \"%p\" [ \ style = filled; fillcolor = %s; shape = record; \ -label=\"<x>CONST %d [%d, %d]\"; ]\n", +label=\"<x>CONST %d [%" PRId64 ", %" PRId64 "]\"; ]\n", (void *) node, color, i, node->ne[0], node->ne[1]); } @@ -9826,9 +9827,9 @@ label=\"<x>CONST %d [%d, %d]\"; ]\n", static void ggml_opt_set_params(int np, struct ggml_tensor * const ps[], const float * x) { int i = 0; for (int p = 0; p < np; ++p) { - const int ne = ggml_nelements(ps[p]) ; + const int64_t ne = ggml_nelements(ps[p]) ; // TODO: add function to set tensor from array - for (int j = 0; j < ne; ++j) { + for (int64_t j = 0; j < ne; ++j) { ggml_set_f32_1d(ps[p], j, x[i++]); } } @@ -9837,9 +9838,9 @@ static void ggml_opt_set_params(int np, struct ggml_tensor * const ps[], const f static void ggml_opt_get_params(int np, struct ggml_tensor * const ps[], float * x) { int i = 0; for (int p = 0; p < np; ++p) { - const int ne = ggml_nelements(ps[p]) ; + const int64_t ne = ggml_nelements(ps[p]) ; // TODO: add function to get all elements at once - for (int j = 0; j < ne; ++j) { + for (int64_t j = 0; j < ne; ++j) { x[i++] = ggml_get_f32_1d(ps[p], j); } } @@ -9848,9 +9849,9 @@ static void ggml_opt_get_params(int np, struct ggml_tensor * const ps[], float * static void ggml_opt_get_grad(int np, struct ggml_tensor * const ps[], float * g) { int i = 0; for (int p = 0; p < np; ++p) { - const int ne = ggml_nelements(ps[p]) ; + const int64_t ne = ggml_nelements(ps[p]) ; // TODO: add function to get all elements at once - for (int j = 0; j < ne; ++j) { + for (int64_t j = 0; j < ne; ++j) { g[i++] = ggml_get_f32_1d(ps[p]->grad, j); } } @@ -258,11 +258,11 @@ struct ggml_tensor { enum ggml_type type; int n_dims; - int ne[GGML_MAX_DIMS]; // number of elements - size_t nb[GGML_MAX_DIMS]; // stride in bytes: - // nb[0] = sizeof(type) - // nb[1] = nb[0] * ne[0] + padding - // nb[i] = nb[i-1] * ne[i-1] + int64_t ne[GGML_MAX_DIMS]; // number of elements + size_t nb[GGML_MAX_DIMS]; // stride in bytes: + // nb[0] = sizeof(type) + // nb[1] = nb[0] * ne[0] + padding + // nb[i] = nb[i-1] * ne[i-1] // compute data enum ggml_op op; @@ -328,8 +328,8 @@ int64_t ggml_cycles_per_ms(void); void ggml_print_object (const struct ggml_object * obj); void ggml_print_objects(const struct ggml_context * ctx); -int ggml_nelements(const struct ggml_tensor * tensor); -size_t ggml_nbytes (const struct ggml_tensor * tensor); +int64_t ggml_nelements(const struct ggml_tensor * tensor); +size_t ggml_nbytes (const struct ggml_tensor * tensor); int ggml_blck_size (enum ggml_type type); size_t ggml_type_size (enum ggml_type type); // size in bytes for all elements in a block @@ -355,33 +355,33 @@ struct ggml_tensor * ggml_new_tensor( struct ggml_context * ctx, enum ggml_type type, int n_dims, - const int *ne); + const int64_t *ne); struct ggml_tensor * ggml_new_tensor_1d( struct ggml_context * ctx, enum ggml_type type, - int ne0); + int64_t ne0); struct ggml_tensor * ggml_new_tensor_2d( struct ggml_context * ctx, enum ggml_type type, - int ne0, - int ne1); + int64_t ne0, + int64_t ne1); struct ggml_tensor * ggml_new_tensor_3d( struct ggml_context * ctx, enum ggml_type type, - int ne0, - int ne1, - int ne2); + int64_t ne0, + int64_t ne1, + int64_t ne2); struct ggml_tensor * ggml_new_tensor_4d( struct ggml_context * ctx, enum ggml_type type, - int ne0, - int ne1, - int ne2, - int ne3); + int64_t ne0, + int64_t ne1, + int64_t ne2, + int64_t ne3); struct ggml_tensor * ggml_new_i32(struct ggml_context * ctx, int32_t value); struct ggml_tensor * ggml_new_f32(struct ggml_context * ctx, float value); @@ -531,30 +531,30 @@ struct ggml_tensor * ggml_reshape( struct ggml_tensor * ggml_reshape_2d( struct ggml_context * ctx, struct ggml_tensor * a, - int ne0, - int ne1); + int64_t ne0, + int64_t ne1); // return view(a) // TODO: when we start computing gradient, make a copy instead of view struct ggml_tensor * ggml_reshape_3d( struct ggml_context * ctx, struct ggml_tensor * a, - int ne0, - int ne1, - int ne2); + int64_t ne0, + int64_t ne1, + int64_t ne2); // offset in bytes struct ggml_tensor * ggml_view_1d( struct ggml_context * ctx, struct ggml_tensor * a, - int ne0, + int64_t ne0, size_t offset); struct ggml_tensor * ggml_view_2d( struct ggml_context * ctx, struct ggml_tensor * a, - int ne0, - int ne1, + int64_t ne0, + int64_t ne1, size_t nb1, // row stride in bytes size_t offset); @@ -256,8 +256,8 @@ static bool kv_cache_init( const int n_embd = hparams.n_embd; const int n_layer = hparams.n_layer; - const int n_mem = n_layer*n_ctx; - const int n_elements = n_embd*n_mem; + const int64_t n_mem = (int64_t)n_layer*n_ctx; + const int64_t n_elements = n_embd*n_mem; cache.buf.resize(2u*n_elements*ggml_type_size(wtype) + 2u*MB); @@ -679,7 +679,7 @@ static bool llama_model_load( return false; } if (tensor->ne[0] != ne[0] || tensor->ne[1] != ne[1]) { - fprintf(stderr, "%s: tensor '%s' has wrong shape in model file: got [%d, %d], expected [%d, %d]\n", + fprintf(stderr, "%s: tensor '%s' has wrong shape in model file: got [%" PRId64 ", %" PRId64 "], expected [%d, %d]\n", __func__, name.data(), tensor->ne[0], tensor->ne[1], ne[0], ne[1]); return false; } |