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metal : add tests, fix scaling, support C > 32

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Georgi Gerganov 2024-01-28 15:42:57 +02:00
parent 77f6976a87
commit ecc466a460
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GPG Key ID: 449E073F9DC10735
3 changed files with 47 additions and 37 deletions
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6
ggml-metal.m
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@ -2213,12 +2213,12 @@ static bool ggml_metal_graph_compute(
[encoder setBytes:&ne3 length:sizeof( int64_t) atIndex:26];
[encoder setBytes:&scale length:sizeof( float) atIndex:27];
const int64_t nqptg = 8; // queries per threadgroup !! sync with kernel template arguments !!
const int64_t ncpsg = 32; // cache values per simdgroup
const int64_t nqptg = 8; // queries per threadgroup !! sync with kernel template arguments !! (multiple of 8)
const int64_t ncpsg = 32; // cache values per simdgroup !! sync with kernel template arguments !! (multiple of 32)
// simdgroups per threadgroup (a.k.a. warps)
// for small batches use more simdgroups (needs more tests, to confirm if it's worth it)
const int64_t nsg = ne01 <= nqptg ? MAX(4, MIN(ne11/32, (int64_t) pipeline.maxTotalThreadsPerThreadgroup/32)) : 4;
const int64_t nsg = ne01 <= nqptg ? MAX(4, MIN(ne11/ncpsg, (int64_t) pipeline.maxTotalThreadsPerThreadgroup/32)) : 4;
const size_t smem = nqptg*(ne00 + nsg*(ncpsg + nqptg))*(sizeof(float)/2);

64
ggml-metal.metal
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@ -2041,7 +2041,6 @@ kernel void kernel_flash_attn_ext_f16(
const int64_t D4 = D/4;
const int64_t D8 = D/8;
const int64_t NW = N_SIMDWIDTH;
const int64_t L4 = (D4 + NW - 1)/NW;
const int64_t SH = (C + Q); // shared memory per simdgroup in (half)
const int64_t T = D + nsg*SH; // shared memory size per query in (half)
@ -2054,14 +2053,15 @@ kernel void kernel_flash_attn_ext_f16(
// store the result for all queries in local memory in 8x8 matrices (the O matrix from the paper)
simdgroup_half8x8 lo[D8];
for (int64_t i = 0; i < L4; ++i) {
// load heads from Q to shared memory
for (int64_t j = sgitg; j < Q; j += nsg) {
device const float4 * q4 = (device const float4 *) ((device const char *) q + ((iq1 + j)*nb01 + iq2*nb02 + iq3*nb03));
// load heads from Q to shared memory
for (int64_t j = sgitg; j < Q; j += nsg) {
device const float4 * q4 = (device const float4 *) ((device const char *) q + ((iq1 + j)*nb01 + iq2*nb02 + iq3*nb03));
for (int64_t i = tiisg; i < D4; i += NW) {
if (iq1 + j < ne01) {
sq4[j*T4 + NW*i + tiisg] = (half4) q4[NW*i + tiisg];
sq4[j*T4 + i] = (half4) q4[i];
} else {
sq4[j*T4 + NW*i + tiisg] = 0.0h;
sq4[j*T4 + i] = 0.0h;
}
}
}
@ -2072,12 +2072,9 @@ kernel void kernel_flash_attn_ext_f16(
}
// zero out shared memory SH
if (tiisg < C) {
for (int64_t j = 0; j < Q; ++j) {
ss[j*T + tiisg] = 0.0h;
if (tiisg < Q) {
ss[j*T + C + tiisg] = 0.0h;
}
for (int64_t j = 0; j < Q; ++j) {
for (int64_t i = tiisg; i < SH; i += NW) {
ss[j*T + i] = 0.0h;
}
}
@ -2157,27 +2154,34 @@ kernel void kernel_flash_attn_ext_f16(
// online softmax
for (int64_t j = 0; j < Q; ++j) {
const int64_t p = tiisg;
const half s = ss[j*T + p];
smax = simd_max(max(smax, s));
M[j] = simd_max(max(M[j], s));
const half m = M[j];
const half ms = m == -INFINITY ? 0.0h : exp(m - M[j]);
const half vs = s == -INFINITY ? 0.0h : exp(s - M[j]);
for (int64_t p = tiisg; p < C; p += NW) {
const half s = ss[j*T + p];
S[j] = S[j]*ms + simd_sum(vs);
smax = simd_max(max(smax, s));
M[j] = simd_max(max(M[j], s));
}
const half ms = exp(m - M[j]);
S[j] = S[j]*ms;
// create an 8x8 diagonal matrix for rescaling the output
if (p == j) {
if (tiisg == j) {
ss[j*T + C + j] = ms;
}
// the P matrix from the paper (Q rows, C columns)
ss[j*T + p] = vs;
for (int64_t p = tiisg; p < C; p += NW) {
const half s = ss[j*T + p];
const half vs = exp(s - M[j]);
S[j] = S[j] + simd_sum(vs);
// the P matrix from the paper (Q rows, C columns)
ss[j*T + p] = vs;
}
}
// skip -INF blocks
@ -2231,7 +2235,7 @@ kernel void kernel_flash_attn_ext_f16(
threadgroup_barrier(mem_flags::mem_threadgroup);
// each simdgroup stores its output to shared memory, reusing sq4
// each simdgroup stores its output to shared memory, reusing sq
if (sgitg == sg) {
for (int64_t i = 0; i < D8; ++i) {
simdgroup_store(lo[i], sq + i*8, T, 0, false);
@ -2284,7 +2288,7 @@ kernel void kernel_flash_attn_ext_f16(
}
}
// store result to shared memory (reuse sq4)
// store result to shared memory (reuse sq)
if (sgitg == 0) {
for (int64_t i = 0; i < D8; ++i) {
simdgroup_store(lo[i], sq + i*8, T, 0, false);
@ -2298,8 +2302,8 @@ kernel void kernel_flash_attn_ext_f16(
for (int64_t j = 0; j < Q && iq1 + j < ne01; ++j) {
const half S = ss[j*T + 0];
for (int64_t i = 0; i < L4; ++i) {
dst4[(iq3*ne2*ne1 + iq2 + (iq1 + j)*ne1)*D4 + NW*i + tiisg] = (float4) sq4[j*T4 + NW*i + tiisg]/S;
for (int64_t i = tiisg; i < D4; i += NW) {
dst4[(iq3*ne2*ne1 + iq2 + (iq1 + j)*ne1)*D4 + i] = (float4) sq4[j*T4 + i]/S;
}
}
}

14
tests/test-backend-ops.cpp
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@ -1395,7 +1395,7 @@ struct test_flash_attn_ext : public test_case {
}
double max_nmse_err() override {
return 5e-5;
return 5e-4;
}
test_flash_attn_ext(int64_t hs = 128, int64_t nh = 32, int64_t kv = 96, int64_t nb = 8)
@ -1677,9 +1677,15 @@ static bool test_backend(ggml_backend_t backend, test_mode mode, const char * op
test_cases.emplace_back(new test_pad());
test_cases.emplace_back(new test_leaky_relu());
test_cases.emplace_back(new test_flash_attn_ext(128, 32, 256, 8));
test_cases.emplace_back(new test_flash_attn_ext(128, 32, 256, 7));
test_cases.emplace_back(new test_flash_attn_ext(128, 32, 256, 1));
test_cases.emplace_back(new test_flash_attn_ext(64, 32, 256*8, 8));
test_cases.emplace_back(new test_flash_attn_ext(64, 32, 256*8, 7));
test_cases.emplace_back(new test_flash_attn_ext(64, 32, 256*8, 1));
test_cases.emplace_back(new test_flash_attn_ext(80, 32, 256*8, 8));
test_cases.emplace_back(new test_flash_attn_ext(80, 32, 256*8, 7));
test_cases.emplace_back(new test_flash_attn_ext(80, 32, 256*8, 1));
test_cases.emplace_back(new test_flash_attn_ext(128, 32, 256*8, 8));
test_cases.emplace_back(new test_flash_attn_ext(128, 32, 256*8, 7));
test_cases.emplace_back(new test_flash_attn_ext(128, 32, 256*8, 1));
#if !defined(__SANITIZE_THREAD__)
// FIXME: these tests use too much memory with thread sanitizer