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metal : parallel RoPE on Metal (#3024)

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* Parallel RoPE on metal

* PR suggestion

---------

Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
This commit is contained in:
Kawrakow 2023-09-07 15:45:01 +02:00 committed by GitHub
parent be6beeb8d7
commit be8c9c245b
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2 changed files with 15 additions and 13 deletions
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2
ggml-metal.m
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@ -1141,7 +1141,7 @@ void ggml_metal_graph_compute(
[encoder setBytes:&freq_base length:sizeof(float) atIndex:21]; [encoder setBytes:&freq_base length:sizeof(float) atIndex:21];
[encoder setBytes:&freq_scale length:sizeof(float) atIndex:22]; [encoder setBytes:&freq_scale length:sizeof(float) atIndex:22];
[encoder dispatchThreadgroups:MTLSizeMake(ne01, ne02, ne03) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)]; [encoder dispatchThreadgroups:MTLSizeMake(ne01, ne02, ne03) threadsPerThreadgroup:MTLSizeMake(32, 1, 1)];
} break; } break;
case GGML_OP_DUP: case GGML_OP_DUP:
case GGML_OP_CPY: case GGML_OP_CPY:

26
ggml-metal.metal
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@ -682,25 +682,27 @@ kernel void kernel_rope(
constant int & mode, constant int & mode,
constant float & freq_base, constant float & freq_base,
constant float & freq_scale, constant float & freq_scale,
uint3 tpig[[thread_position_in_grid]]) { uint tiitg[[thread_index_in_threadgroup]],
const int64_t i3 = tpig[2]; uint3 tptg[[threads_per_threadgroup]],
const int64_t i2 = tpig[1]; uint3 tgpig[[threadgroup_position_in_grid]]) {
const int64_t i1 = tpig[0]; const int64_t i3 = tgpig[2];
const int64_t i2 = tgpig[1];
const int64_t i1 = tgpig[0];
const bool is_neox = mode & 2; const bool is_neox = mode & 2;
const float theta_scale = pow(freq_base, -2.0f/n_dims);
const int64_t p = ((mode & 1) == 0 ? n_past + i2 : i2); const int64_t p = ((mode & 1) == 0 ? n_past + i2 : i2);
float theta = freq_scale * (float)p; const float theta_0 = freq_scale * (float)p;
const float inv_ndims = -1.f/n_dims;
if (!is_neox) { if (!is_neox) {
for (int64_t i0 = 0; i0 < ne0; i0 += 2) { for (int64_t i0 = 2*tiitg; i0 < ne0; i0 += 2*tptg.x) {
const float theta = theta_0 * pow(freq_base, inv_ndims*i0);
const float cos_theta = cos(theta); const float cos_theta = cos(theta);
const float sin_theta = sin(theta); const float sin_theta = sin(theta);
theta *= theta_scale;
device const float * const src = (device float *)((device char *) src0 + i3*nb03 + i2*nb02 + i1*nb01 + i0*nb00); device const float * const src = (device float *)((device char *) src0 + i3*nb03 + i2*nb02 + i1*nb01 + i0*nb00);
device float * dst_data = (device float *)((device char *) dst + i3*nb3 + i2*nb2 + i1*nb1 + i0*nb0); device float * dst_data = (device float *)((device char *) dst + i3*nb3 + i2*nb2 + i1*nb1 + i0*nb0);
@ -712,12 +714,12 @@ kernel void kernel_rope(
} }
} else { } else {
for (int64_t ib = 0; ib < ne0/n_dims; ++ib) { for (int64_t ib = 0; ib < ne0/n_dims; ++ib) {
for (int64_t ic = 0; ic < n_dims; ic += 2) { for (int64_t ic = 2*tiitg; ic < n_dims; ic += 2*tptg.x) {
const float theta = theta_0 * pow(freq_base, inv_ndims*ic - ib);
const float cos_theta = cos(theta); const float cos_theta = cos(theta);
const float sin_theta = sin(theta); const float sin_theta = sin(theta);
theta *= theta_scale;
const int64_t i0 = ib*n_dims + ic/2; const int64_t i0 = ib*n_dims + ic/2;
device const float * const src = (device float *)((device char *) src0 + i3*nb03 + i2*nb02 + i1*nb01 + i0*nb00); device const float * const src = (device float *)((device char *) src0 + i3*nb03 + i2*nb02 + i1*nb01 + i0*nb00);