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metal : f16 precision

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Georgi Gerganov 2024-01-21 11:13:24 +02:00
parent 1173f49c3b
commit 528da7515e
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GPG Key ID: 449E073F9DC10735
2 changed files with 26 additions and 20 deletions
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6
ggml-metal.m
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@ -2237,8 +2237,10 @@ static bool ggml_metal_graph_compute(
const int nwarps = 1; const int nwarps = 1;
GGML_ASSERT(2*32*nwarps*ne00*sizeof(float) <= ctx->device.maxThreadgroupMemoryLength); const size_t shalf = sizeof(float)/2;
[encoder setThreadgroupMemoryLength:2*32*nwarps*ne00*sizeof(float) atIndex:0];
GGML_ASSERT(2*32*nwarps*ne00*shalf <= ctx->device.maxThreadgroupMemoryLength);
[encoder setThreadgroupMemoryLength:2*32*nwarps*ne00*shalf atIndex:0];
[encoder dispatchThreadgroups:MTLSizeMake((ne01 + 31)/32, ne02, ne03) threadsPerThreadgroup:MTLSizeMake(32, 1, 1)]; [encoder dispatchThreadgroups:MTLSizeMake((ne01 + 31)/32, ne02, ne03) threadsPerThreadgroup:MTLSizeMake(32, 1, 1)];
} break; } break;

40
ggml-metal.metal
View File

@ -1988,7 +1988,7 @@ kernel void kernel_flash_attn_ext_f16(
constant int64_t & ne2, constant int64_t & ne2,
constant int64_t & ne3, constant int64_t & ne3,
constant float & scale, constant float & scale,
threadgroup float * shared [[threadgroup(0)]], threadgroup half * shared [[threadgroup(0)]],
uint3 tgpig[[threadgroup_position_in_grid]], uint3 tgpig[[threadgroup_position_in_grid]],
uint3 tpitg[[thread_position_in_threadgroup]], uint3 tpitg[[thread_position_in_threadgroup]],
uint3 ntg[[threads_per_threadgroup]], uint3 ntg[[threads_per_threadgroup]],
@ -2003,16 +2003,17 @@ kernel void kernel_flash_attn_ext_f16(
} }
const int64_t D = ne00; const int64_t D = ne00;
const int64_t D4 = D/4;
// TODO: can we move this to the stack? // TODO: can we move this to the stack?
threadgroup half * V16 = (threadgroup half *) (shared + (2*sgitg*N_SIMDWIDTH + tiisg)*D); threadgroup half4 * V16 = (threadgroup half4 *) (shared + (2*sgitg*N_SIMDWIDTH + tiisg)*D);
// initialize with zeros // initialize with zeros
for (int64_t d = 0; d < D; ++d) { for (int64_t d = 0; d < D4; ++d) {
V16[d] = 0.0h; V16[d] = 0.0h;
} }
threadgroup half * pq = (threadgroup half *) (shared + (2*sgitg*N_SIMDWIDTH + N_SIMDWIDTH)*D + tiisg*D); threadgroup half4 * pq4 = (threadgroup half4 *) (shared + (2*sgitg*N_SIMDWIDTH + N_SIMDWIDTH)*D + tiisg*D);
half S = 0.0h; half S = 0.0h;
half M = -INFINITY; half M = -INFINITY;
@ -2045,8 +2046,8 @@ kernel void kernel_flash_attn_ext_f16(
const int64_t iv3 = iq3 / rv3; const int64_t iv3 = iq3 / rv3;
// load Q to shared memory // load Q to shared memory
for (int64_t d = 0; d < D; ++d) { for (int64_t d = 0; d < D4; ++d) {
pq[d] = ((device const half *) ((device const char *) q + (iq1*nb01 + iq2*nb02 + iq3*nb03)))[d]; pq4[d] = ((device const half4 *) ((device const char *) q + (iq1*nb01 + iq2*nb02 + iq3*nb03)))[d];
} }
for (int64_t ic = 0; ic < ne11; ++ic) { for (int64_t ic = 0; ic < ne11; ++ic) {
@ -2055,15 +2056,16 @@ kernel void kernel_flash_attn_ext_f16(
continue; continue;
} }
half s = 0.0f; half4 s4 = 0.0f;
//device const half * pq = (device const half *) ((device char *) q + (iq1*nb01 + iq2*nb02 + iq3*nb03)); device const half4 * pk4 = (device const half4 *) ((device char *) k + ( ic*nb11 + ik2*nb12 + ik3*nb13));
device const half * pk = (device const half *) ((device char *) k + ( ic*nb11 + ik2*nb12 + ik3*nb13));
for (int64_t d = 0; d < D; ++d) { for (int64_t d = 0; d < D4; ++d) {
s += pk[d] * pq[d]; s4 += pk4[d] * pq4[d];
} }
half s = s4.x + s4.y + s4.z + s4.w;
s = s*scale + mv; s = s*scale + mv;
const half Mold = M; const half Mold = M;
@ -2076,24 +2078,24 @@ kernel void kernel_flash_attn_ext_f16(
ms = exp(Mold - M); ms = exp(Mold - M);
// V = V*exp(Mold - M) // V = V*exp(Mold - M)
for (int64_t d = 0; d < D; ++d) { for (int64_t d = 0; d < D4; ++d) {
V16[d] *= ms; V16[d] *= ms;
} }
} else { } else {
vs = exp(s - M); vs = exp(s - M);
} }
device const half * pv = (device const half *) ((device char *) v + (ic*nb21 + iv2*nb22 + iv3*nb23)); device const half4 * pv4 = (device const half4 *) ((device char *) v + (ic*nb21 + iv2*nb22 + iv3*nb23));
// V += v*exp(s - M) // V += v*exp(s - M)
for (int64_t d = 0; d < D; ++d) { for (int64_t d = 0; d < D4; ++d) {
V16[d] += pv[d] * vs; V16[d] += pv4[d] * vs;
} }
S = S*ms + vs; S = S*ms + vs;
} }
for (int64_t d = 0; d < D; ++d) { for (int64_t d = 0; d < D4; ++d) {
V16[d] /= S; V16[d] /= S;
} }
@ -2102,8 +2104,10 @@ kernel void kernel_flash_attn_ext_f16(
const int64_t i2 = iq2; const int64_t i2 = iq2;
const int64_t i3 = iq3; const int64_t i3 = iq3;
for (int64_t d = 0; d < D; ++d) { device float4 * dst4 = (device float4 *) dst;
dst[(i3*ne2*ne1 + i2 + i1*ne1)*D + d] = V16[d];
for (int64_t d = 0; d < D4; ++d) {
dst4[(i3*ne2*ne1 + i2 + i1*ne1)*D4 + d] = (float4) V16[d];
} }
} }