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-rw-r--r--src/core/NEON/kernels/arm_gemm/gemm_hybrid_quantized.hpp46
1 files changed, 44 insertions, 2 deletions
diff --git a/src/core/NEON/kernels/arm_gemm/gemm_hybrid_quantized.hpp b/src/core/NEON/kernels/arm_gemm/gemm_hybrid_quantized.hpp
index e48d9b9a07..c72dca2e96 100644
--- a/src/core/NEON/kernels/arm_gemm/gemm_hybrid_quantized.hpp
+++ b/src/core/NEON/kernels/arm_gemm/gemm_hybrid_quantized.hpp
@@ -1,5 +1,5 @@
/*
- * Copyright (c) 2017-2020 Arm Limited.
+ * Copyright (c) 2017-2021 Arm Limited.
*
* SPDX-License-Identifier: MIT
*
@@ -81,11 +81,42 @@ class GemmHybridQuantized : public GemmCommon<To, Tr> {
static unsigned int compute_k_block(const GemmArgs &args) {
// We don't support K blocks as we only temporarily store 32 bit results.
return args._Ksize;
+
+ if (args._cfg && args._cfg->inner_block_size) {
+ return args._cfg->inner_block_size;
+ }
+
+ const unsigned int L1_size = args._ci->get_L1_cache_size();
+
+ // k_block: Find out how much of the larger array can be loaded into half the cache.
+ // This should account for associative caches.
+ unsigned int k_block = (L1_size / 2) / (sizeof(Toi) * (std::max(strategy::out_width(), strategy::out_height())));
+
+ // Needs to be (at least a single) multiple of the K unroll level.
+ k_block /= strategy::k_unroll();
+ k_block = std::max(k_block, 1U) * strategy::k_unroll();
+
+ // Now tune to presented problem size; this is how many blocks we need.
+ unsigned int numk_blocks = iceildiv(args._Ksize, k_block);
+
+ // So divide the space equally into that many blocks.
+ k_block = iceildiv(args._Ksize, numk_blocks);
+
+ // And round UP to the K unroll level required.
+ k_block = roundup(k_block, strategy::k_unroll());
+
+ return k_block;
}
static unsigned int compute_n_block(const GemmArgs &args) {
if (args._cfg && args._cfg->outer_block_size) {
- return args._cfg->outer_block_size;
+ unsigned int n_block = args._cfg->outer_block_size;
+
+ // Needs to be (at least a single) multiple of the kernel output width.
+ n_block /= strategy::out_width();
+ n_block = std::max(n_block, 1u) * strategy::out_width();
+
+ return n_block;
}
const unsigned int k_block = compute_k_block(args);
@@ -279,6 +310,17 @@ public:
_qp.bias = bias;
_qp.bias_multi_stride = bias_multi_stride;
}
+
+ GemmConfig get_config() override {
+ GemmConfig c;
+
+ c.method = GemmMethod::GEMM_HYBRID;
+ c.inner_block_size = _k_block;
+ c.outer_block_size = _n_block;
+ c.filter = get_type_name<strategy>();
+
+ return c;
+ }
};
} // namespace arm_gemm