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-rw-r--r--src/core/NEON/kernels/arm_gemm/gemm_implementation.hpp104
1 files changed, 93 insertions, 11 deletions
diff --git a/src/core/NEON/kernels/arm_gemm/gemm_implementation.hpp b/src/core/NEON/kernels/arm_gemm/gemm_implementation.hpp
index d3857a50e7..5e77df7d4a 100644
--- a/src/core/NEON/kernels/arm_gemm/gemm_implementation.hpp
+++ b/src/core/NEON/kernels/arm_gemm/gemm_implementation.hpp
@@ -1,5 +1,5 @@
/*
- * Copyright (c) 2018-2020 Arm Limited.
+ * Copyright (c) 2018-2020, 2022-2023 Arm Limited.
*
* SPDX-License-Identifier: MIT
*
@@ -24,6 +24,8 @@
#include "arm_gemm.hpp"
+#include "kernel_weight_format.hpp"
+
#include <cstdint>
#include <functional>
@@ -37,15 +39,36 @@ template<typename Top, typename Tret, class OutputStage = Nothing>
struct GemmImplementation {
const GemmMethod method;
const char * name;
+ const KernelWeightFormat kernel_weight_format = KernelWeightFormat::NON_FIXED;
std::function<bool(const GemmArgs &, const OutputStage &)> is_supported = {};
std::function<uint64_t(const GemmArgs &, const OutputStage &)> cycle_estimate = {};
std::function<GemmCommon<Top, Tret> *(const GemmArgs &, const OutputStage &)> instantiate = {};
bool do_is_supported(const GemmArgs &args, const OutputStage &os) const {
- if (is_supported != nullptr) {
- return is_supported(args, os);
+ // Check supplied is_supported() function first.
+ if (is_supported != nullptr && !is_supported(args, os)) {
+ return false;
+ }
+
+ // Check weight format is appropriate.
+ if (args._fixed_format == false) {
+ // Can't return a fixed format kernel if we weren't asked for one.
+ return (kernel_weight_format == KernelWeightFormat::NON_FIXED);
} else {
- return true;
+ // Fixed format kernel requested: if this is a non-fixed format kernel we can't use it.
+ if (kernel_weight_format == KernelWeightFormat::NON_FIXED) {
+ return false;
+ }
+
+ // If there's no config, or the config says ANY then this one is OK.
+ if (!args._cfg || args._cfg->weight_format == WeightFormat::ANY) {
+ return true;
+ }
+
+ // If we get here it means there is a config and it specifies a format. Check it matches this kernel.
+ // NOTE: this will execute SVE instructions if it's an SVE kernel, so it's important that is_supported()
+ // was called above first.
+ return (args._cfg->weight_format == get_weight_format(kernel_weight_format, sizeof(Top)));
}
}
@@ -84,6 +107,13 @@ struct GemmImplementation {
method(m), name(n), is_supported(is_supported),
cycle_estimate( [is_recommended](const GemmArgs &args, const OutputStage &os) { return (is_recommended == nullptr) ? 0 : (is_recommended(args, os) ? 0 : UINT64_MAX); } ),
instantiate(instantiate) { }
+
+ GemmImplementation(GemmMethod m, const char *n, KernelWeightFormat kwf,
+ std::function<bool(const GemmArgs &, const OutputStage &)> is_supported, std::function<bool(const GemmArgs &, const OutputStage &)> is_recommended,
+ std::function<GemmCommon<Top, Tret> *(const GemmArgs &, const OutputStage &)> instantiate) :
+ method(m), name(n), kernel_weight_format(kwf), is_supported(is_supported),
+ cycle_estimate( [is_recommended](const GemmArgs &args, const OutputStage &os) { return (is_recommended == nullptr) ? 0 : (is_recommended(args, os) ? 0 : UINT64_MAX); } ),
+ instantiate(instantiate) { }
};
/* Slightly different version of above for straightforward GEMMs with no
@@ -93,15 +123,36 @@ template<typename Top, typename Tret>
struct GemmImplementation<Top, Tret, Nothing> {
const GemmMethod method;
const char * name;
+ const KernelWeightFormat kernel_weight_format = KernelWeightFormat::NON_FIXED;
std::function<bool(const GemmArgs &)> is_supported = {};
std::function<uint64_t(const GemmArgs &)> cycle_estimate = {};
std::function<GemmCommon<Top, Tret> *(const GemmArgs &)> instantiate = {};
bool do_is_supported(const GemmArgs &args, const Nothing &) const {
- if (is_supported != nullptr) {
- return is_supported(args);
+ // Check supplied is_supported() function first.
+ if (is_supported != nullptr && !is_supported(args)) {
+ return false;
+ }
+
+ // Check weight format is appropriate.
+ if (args._fixed_format == false) {
+ // Can't return a fixed format kernel if we weren't asked for one.
+ return (kernel_weight_format == KernelWeightFormat::NON_FIXED);
} else {
- return true;
+ // Fixed format kernel requested: if this is a non-fixed format kernel we can't use it.
+ if (kernel_weight_format == KernelWeightFormat::NON_FIXED) {
+ return false;
+ }
+
+ // If there's no config, or the config says ANY then this one is OK.
+ if (!args._cfg || args._cfg->weight_format == WeightFormat::ANY) {
+ return true;
+ }
+
+ // If we get here it means there is a config and it specifies a format. Check it matches this kernel.
+ // NOTE: this will execute SVE instructions if it's an SVE kernel, so it's important that is_supported()
+ // was called above first.
+ return (args._cfg->weight_format == get_weight_format(kernel_weight_format, sizeof(Top)));
}
}
@@ -129,10 +180,22 @@ struct GemmImplementation<Top, Tret, Nothing> {
return impl;
}
+ static GemmImplementation with_estimate(GemmMethod m, const char *n, KernelWeightFormat f,
+ std::function<bool(const GemmArgs &)> is_supported, std::function<uint64_t(const GemmArgs &)> cycle_estimate,
+ std::function<GemmCommon<Top, Tret> *(const GemmArgs &)> instantiate) {
+ GemmImplementation impl(m,n,f);
+
+ impl.is_supported=is_supported;
+ impl.cycle_estimate=cycle_estimate;
+ impl.instantiate=instantiate;
+
+ return impl;
+ }
+
GemmImplementation(const GemmImplementation &) = default;
GemmImplementation & operator= (const GemmImplementation &) = default;
- GemmImplementation(GemmMethod m, const char * n) : method(m), name(n) {}
+ GemmImplementation(GemmMethod m, const char *n, KernelWeightFormat f=KernelWeightFormat::NON_FIXED) : method(m), name(n), kernel_weight_format(f) {}
GemmImplementation(GemmMethod m, const char *n,
std::function<bool(const GemmArgs &)> is_supported, std::function<bool(const GemmArgs &)> is_recommended,
@@ -140,11 +203,20 @@ struct GemmImplementation<Top, Tret, Nothing> {
method(m), name(n), is_supported(is_supported),
cycle_estimate( [is_recommended](const GemmArgs &args) -> uint64_t { return (is_recommended == nullptr) ? 0 : (is_recommended(args) ? 0 : UINT64_MAX); } ),
instantiate(instantiate) { }
+
+ GemmImplementation(GemmMethod m, const char *n, KernelWeightFormat kwf,
+ std::function<bool(const GemmArgs &)> is_supported, std::function<bool(const GemmArgs &)> is_recommended,
+ std::function<GemmCommon<Top, Tret> *(const GemmArgs &)> instantiate) :
+ method(m), name(n), kernel_weight_format(kwf), is_supported(is_supported),
+ cycle_estimate( [is_recommended](const GemmArgs &args) -> uint64_t { return (is_recommended == nullptr) ? 0 : (is_recommended(args) ? 0 : UINT64_MAX); } ),
+ instantiate(instantiate) { }
};
-/* "Master" function implemented for each valid combination of types.
- * Returns a list of GEMM implementation descriptors for processing by the
- * other functions, terminated by an implementation with
+/* Provides the list of implementation descriptors which is processed by the
+ * other functions.
+ *
+ * A specialised version is provided for each supported combination of types.
+ * The end of the list is indicated by a sentinel descriptor with
* method==GemmMethod::DEFAULT. */
template<typename Top, typename Tret, class OutputStage = Nothing>
const GemmImplementation<Top, Tret, OutputStage> *gemm_implementation_list();
@@ -236,6 +308,15 @@ std::vector<KernelDescription> get_compatible_kernels(const GemmArgs &args, cons
}
template<typename Top, typename Tret, class OutputStage>
+bool has_opt_gemm(WeightFormat &wf, const GemmArgs &args, const OutputStage &os) {
+ const GemmImplementation<Top, Tret, OutputStage> *impl;
+ const bool success = find_implementation<Top, Tret, OutputStage>(args, os, impl);
+ if (success)
+ wf = UniqueGemmCommon<Top, Tret>(impl->do_instantiate(args, os))->get_config().weight_format;
+ return success;
+}
+
+template<typename Top, typename Tret, class OutputStage>
UniqueGemmCommon<Top, Tret> gemm(const GemmArgs &args, const OutputStage &os) {
const GemmImplementation<Top, Tret, OutputStage> *impl;
@@ -258,4 +339,5 @@ KernelDescription get_gemm_method(const GemmArgs &args, const OutputStage &os) {
return KernelDescription();
}
+
} // namespace arm_gemm