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metal : add GELU implementation (#1770)

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Co-authored-by: Adam Treat <adam@nomic.ai>
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AT 2023-06-09 04:00:51 -04:00 committed by GitHub
parent 245fc3c37d
commit 92f44ff7f7
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2 changed files with 27 additions and 0 deletions
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16
ggml-metal.m
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@ -45,6 +45,7 @@ struct ggml_metal_context {
GGML_METAL_DECL_KERNEL(scale); GGML_METAL_DECL_KERNEL(scale);
GGML_METAL_DECL_KERNEL(silu); GGML_METAL_DECL_KERNEL(silu);
GGML_METAL_DECL_KERNEL(relu); GGML_METAL_DECL_KERNEL(relu);
GGML_METAL_DECL_KERNEL(gelu);
GGML_METAL_DECL_KERNEL(soft_max); GGML_METAL_DECL_KERNEL(soft_max);
GGML_METAL_DECL_KERNEL(diag_mask_inf); GGML_METAL_DECL_KERNEL(diag_mask_inf);
GGML_METAL_DECL_KERNEL(get_rows_f16); GGML_METAL_DECL_KERNEL(get_rows_f16);
@ -135,6 +136,7 @@ struct ggml_metal_context * ggml_metal_init(void) {
GGML_METAL_ADD_KERNEL(scale); GGML_METAL_ADD_KERNEL(scale);
GGML_METAL_ADD_KERNEL(silu); GGML_METAL_ADD_KERNEL(silu);
GGML_METAL_ADD_KERNEL(relu); GGML_METAL_ADD_KERNEL(relu);
GGML_METAL_ADD_KERNEL(gelu);
GGML_METAL_ADD_KERNEL(soft_max); GGML_METAL_ADD_KERNEL(soft_max);
GGML_METAL_ADD_KERNEL(diag_mask_inf); GGML_METAL_ADD_KERNEL(diag_mask_inf);
GGML_METAL_ADD_KERNEL(get_rows_f16); GGML_METAL_ADD_KERNEL(get_rows_f16);
@ -418,6 +420,20 @@ void ggml_metal_graph_compute(
const int64_t n = ggml_nelements(dst); const int64_t n = ggml_nelements(dst);
[encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)];
} break;
case GGML_OP_GELU:
{
if (encoder == nil) {
encoder = [command_buffer computeCommandEncoder];
}
[encoder setComputePipelineState:ctx->pipeline_gelu];
[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);
[encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)]; [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)];
} break; } break;
case GGML_OP_SOFT_MAX: case GGML_OP_SOFT_MAX:

11
ggml-metal.metal
View File

@ -81,6 +81,17 @@ kernel void kernel_relu(
dst[tpig] = max(0.0f, src0[tpig]); dst[tpig] = max(0.0f, src0[tpig]);
} }
constant float GELU_COEF_A = 0.044715f;
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]]) {
float x = src0[tpig];
dst[tpig] = 0.5f*x*(1.0f + tanhf(SQRT_2_OVER_PI*x*(1.0f + GELU_COEF_A*x*x)));
}
kernel void kernel_soft_max( kernel void kernel_soft_max(
device const float * src0, device const float * src0,
device float * dst, device float * dst,