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@aobolensk
aobolensk committed Feb 17, 2025
1 parent 69a029b commit 6712b24
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Showing 7 changed files with 124 additions and 30 deletions.
55 changes: 47 additions & 8 deletions src/plugins/intel_cpu/src/transformations/snippets/x64/op/brgemm_cpu.cpp
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Original file line number Diff line number Diff line change
Expand Up @@ -26,6 +26,21 @@ BrgemmCPU::BrgemmCPU(const Output<Node>& A,
: GemmCPU(A, B, type, offset_a, offset_b, offset_c, layout_a, layout_b, layout_c),
m_iter_count(iter_count) {}

BrgemmCPU::BrgemmCPU(const Output<Node>& A,
const Output<Node>& B,
const Output<Node>& scratch,
size_t iter_count,
BRGEMM_TYPE type,
const size_t offset_a,
const size_t offset_b,
const size_t offset_scratch,
const size_t offset_c,
const std::vector<size_t>& layout_a,
const std::vector<size_t>& layout_b,
const std::vector<size_t>& layout_c)
: GemmCPU(A, B, scratch, type, offset_a, offset_b, offset_scratch, offset_c, layout_a, layout_b, layout_c),
m_iter_count(iter_count) {}

BrgemmCPU::BrgemmCPU(const Output<Node>& A,
const Output<Node>& B,
size_t iter_count,
Expand All @@ -39,6 +54,21 @@ BrgemmCPU::BrgemmCPU(const Output<Node>& A,
: GemmCPU(A, B, type, desc_a, desc_b, desc_c, layout_a, layout_b, layout_c),
m_iter_count(iter_count) {}

BrgemmCPU::BrgemmCPU(const Output<Node>& A,
const Output<Node>& B,
const Output<Node>& scratch,
size_t iter_count,
BRGEMM_TYPE type,
const PortDescriptor& desc_a,
const PortDescriptor& desc_b,
const PortDescriptor& desc_scratch,
const PortDescriptor& desc_c,
const std::vector<size_t>& layout_a,
const std::vector<size_t>& layout_b,
const std::vector<size_t>& layout_c)
: GemmCPU(A, B, scratch, type, desc_a, desc_b, desc_scratch, desc_c, layout_a, layout_b, layout_c),
m_iter_count(iter_count) {}

void BrgemmCPU::custom_constructor_validate_and_infer_types(const std::vector<size_t>& layout_a,
const std::vector<size_t>& layout_b,
const std::vector<size_t>& layout_c) {
Expand All @@ -61,23 +91,32 @@ void BrgemmCPU::validate_and_infer_types() {
set_output_type(0, get_output_type(), get_planar_output_shape(output_shape));
}


void BrgemmCPU::validate_inputs() const {
OPENVINO_ASSERT(
implication(one_of(m_type, BRGEMM_TYPE::STAND_ALONE, BRGEMM_TYPE::REPACKING_ONLY), get_input_size() == 2),
"BrgemmCPU expects 2 inputs in cases, when input precisions are f32|f32, u8|i8 or bf16|bf16 (non-AMX system)");
}

std::shared_ptr<Node> BrgemmCPU::clone_with_new_inputs(const OutputVector& new_args) const {
INTERNAL_OP_SCOPE(BrgemmCPU_clone_with_new_inputs);
check_new_args_count(this, new_args);
std::shared_ptr<BrgemmCPU> brgemm;
if (!with_scratchpad(m_type)) {
return std::make_shared<BrgemmCPU>(
new_args.at(0),
new_args.at(1),
m_iter_count,
m_type,
get_input_port_descriptor(0),
get_input_port_descriptor(1),
get_output_port_descriptor(0),
snippets::lowered::PortDescriptorUtils::get_port_descriptor_ptr(input(0))->get_layout(),
snippets::lowered::PortDescriptorUtils::get_port_descriptor_ptr(input(1))->get_layout(),
snippets::lowered::PortDescriptorUtils::get_port_descriptor_ptr(output(0))->get_layout());
}
return std::make_shared<BrgemmCPU>(
new_args.at(0),
new_args.at(1),
1,
new_args.at(2),
m_iter_count,
m_type,
get_input_port_descriptor(0),
get_input_port_descriptor(1),
get_input_port_descriptor(2),
get_output_port_descriptor(0),
snippets::lowered::PortDescriptorUtils::get_port_descriptor_ptr(input(0))->get_layout(),
snippets::lowered::PortDescriptorUtils::get_port_descriptor_ptr(input(1))->get_layout(),
Expand Down
25 changes: 24 additions & 1 deletion src/plugins/intel_cpu/src/transformations/snippets/x64/op/brgemm_cpu.hpp
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Original file line number Diff line number Diff line change
Expand Up @@ -34,10 +34,34 @@ class BrgemmCPU : public GemmCPU {
const std::vector<size_t>& layout_c = {});
BrgemmCPU(const Output<Node>& A,
const Output<Node>& B,
const Output<Node>& scratch,
size_t iter_count,
BRGEMM_TYPE type,
const size_t offset_a = 0,
const size_t offset_b = 0,
const size_t offset_scratch = 0,
const size_t offset_c = 0,
const std::vector<size_t>& layout_a = {},
const std::vector<size_t>& layout_b = {},
const std::vector<size_t>& layout_c = {});
BrgemmCPU(const Output<Node>& A,
const Output<Node>& B,
size_t iter_count,
BRGEMM_TYPE type,
const PortDescriptor& desc_a,
const PortDescriptor& desc_b,
const PortDescriptor& desc_c,
const std::vector<size_t>& layout_a = {},
const std::vector<size_t>& layout_b = {},
const std::vector<size_t>& layout_c = {});
BrgemmCPU(const Output<Node>& A,
const Output<Node>& B,
const Output<Node>& scratch,
size_t iter_count,
BRGEMM_TYPE type,
const PortDescriptor& desc_a,
const PortDescriptor& desc_b,
const PortDescriptor& desc_scratch,
const PortDescriptor& desc_c,
const std::vector<size_t>& layout_a = {},
const std::vector<size_t>& layout_b = {},
Expand All @@ -57,7 +81,6 @@ class BrgemmCPU : public GemmCPU {
void custom_constructor_validate_and_infer_types(const std::vector<size_t>& layout_a,
const std::vector<size_t>& layout_b,
const std::vector<size_t>& layout_c);
void validate_inputs() const override;

size_t m_iter_count;
};
Expand Down
8 changes: 5 additions & 3 deletions src/plugins/intel_cpu/src/transformations/snippets/x64/op/gemm_cpu.cpp
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Original file line number Diff line number Diff line change
Expand Up @@ -139,9 +139,11 @@ void GemmCPU::validate_inputs() const {
OPENVINO_ASSERT(
implication(one_of(m_type, BRGEMM_TYPE::STAND_ALONE, BRGEMM_TYPE::REPACKING_ONLY), get_input_size() == 2),
"GemmCPU expects 2 inputs in cases, when input precisions are f32|f32, u8|i8 or bf16|bf16 (non-AMX system)");
OPENVINO_ASSERT(
implication(one_of(m_type, BRGEMM_TYPE::WITH_COMPENSATIONS, BRGEMM_TYPE::WITH_AMX), get_input_size() == 3),
"GemmCPU expects 3 inputs with input precisions i8|i8 and bf16|bf16 on AMX system");
if (implication(one_of(m_type, BRGEMM_TYPE::WITH_COMPENSATIONS, BRGEMM_TYPE::WITH_AMX), get_input_size() == 3)) {
OPENVINO_ASSERT(
implication(one_of(m_type, BRGEMM_TYPE::WITH_COMPENSATIONS, BRGEMM_TYPE::WITH_AMX), get_input_size() == 3),
"GemmCPU expects 3 inputs with input precisions i8|i8 and bf16|bf16 on AMX system");
}
}

std::shared_ptr<Node> GemmCPU::clone_with_new_inputs(const OutputVector& new_args) const {
Expand Down
2 changes: 1 addition & 1 deletion src/plugins/intel_cpu/src/transformations/snippets/x64/op/gemm_cpu.hpp
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Original file line number Diff line number Diff line change
Expand Up @@ -83,7 +83,7 @@ class GemmCPU : public snippets::op::Brgemm {
const std::vector<size_t>& layout_b,
const std::vector<size_t>& layout_c);
void validate_with_scratchpad() const;
virtual void validate_inputs() const;
void validate_inputs() const;

BRGEMM_TYPE m_type = BRGEMM_TYPE::STAND_ALONE;
};
Expand Down
61 changes: 45 additions & 16 deletions src/plugins/intel_cpu/src/transformations/snippets/x64/pass/lowered/build_brgemm.cpp
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Original file line number Diff line number Diff line change
Expand Up @@ -33,6 +33,8 @@ bool pass::BuildBrgemm::run(snippets::lowered::LinearIR& linear_ir,
OV_ITT_SCOPED_TASK(ov::pass::itt::domains::SnippetsTransform, "Snippets::BuildBrgemm")
bool modified = false;

fprintf(stderr, "BuildBrgemm::run\n");

for (auto expr_it = begin; expr_it != end; expr_it++) {
const auto& expr = *expr_it;
const auto gemm_node = ov::as_type_ptr<GemmCPU>(expr->get_node());
Expand All @@ -51,29 +53,45 @@ bool pass::BuildBrgemm::run(snippets::lowered::LinearIR& linear_ir,
const auto& gemm_in1_desc = expr->get_input_port_descriptor(1);
const auto& gemm_out_desc = expr->get_output_port_descriptor(0);

const auto in0_subtensor = gemm_in0_desc->get_subtensor();
const auto in1_subtensor = gemm_in1_desc->get_subtensor();
const auto out_subtensor = gemm_out_desc->get_subtensor();

// Get innermost loop info
// TODO: check K-loop
const auto& inner_loop_info = loop_manager->get_loop_info<snippets::lowered::UnifiedLoopInfo>(loop_ids.front());
if (inner_loop_info->is_dynamic()) {
continue;
}
auto iter_count = inner_loop_info->get_work_amount() / inner_loop_info->get_increment();

auto brgemm_node =
std::make_shared<BrgemmCPU>(expr->get_input_port_connector(0)->get_source().get_expr()->get_node(),
expr->get_input_port_connector(1)->get_source().get_expr()->get_node(),
iter_count,
gemm_node->get_type(),
gemm_node->get_offset_a(),
gemm_node->get_offset_b(),
gemm_node->get_offset_c(),
gemm_in0_desc->get_layout(),
gemm_in1_desc->get_layout(),
gemm_out_desc->get_layout());
std::shared_ptr<BrgemmCPU> brgemm_node;
if (with_amx(gemm_node->get_type()) || with_compensations(gemm_node->get_type())) {
fprintf(stderr, "with_amx(gemm_node->get_type()) || with_compensations(gemm_node->get_type())\n");
OPENVINO_ASSERT(expr->get_input_port_connectors().size(), "GemmCPU expects 3 inputs with input precisions i8|i8 and bf16|bf16 on AMX system");
brgemm_node = std::make_shared<BrgemmCPU>(expr->get_input_port_connector(0)->get_source().get_expr()->get_node(),
expr->get_input_port_connector(1)->get_source().get_expr()->get_node(),
expr->get_input_port_connector(2)->get_source().get_expr()->get_node(),
iter_count,
gemm_node->get_type(),
gemm_node->get_offset_a(),
gemm_node->get_offset_b(),
gemm_node->get_offset_scratch(),
gemm_node->get_offset_c(),
gemm_in0_desc->get_layout(),
gemm_in1_desc->get_layout(),
gemm_out_desc->get_layout());
} else {
fprintf(stderr, "!with_amx(gemm_node->get_type()) || with_compensations(gemm_node->get_type())\n");
OPENVINO_ASSERT(expr->get_input_port_connectors().size() == 2, "GemmCPU expects 2 inputs in cases, when input precisions are f32|f32, u8|i8 or bf16|bf16 (non-AMX system)");
brgemm_node =
std::make_shared<BrgemmCPU>(expr->get_input_port_connector(0)->get_source().get_expr()->get_node(),
expr->get_input_port_connector(1)->get_source().get_expr()->get_node(),
iter_count,
gemm_node->get_type(),
gemm_node->get_offset_a(),
gemm_node->get_offset_b(),
gemm_node->get_offset_c(),
gemm_in0_desc->get_layout(),
gemm_in1_desc->get_layout(),
gemm_out_desc->get_layout());
}
fprintf(stderr, "brgemm_node created\n");

auto old_increment = loop_manager->get_loop_info(loop_ids.front())->get_increment();
auto new_increment = old_increment * iter_count;
Expand All @@ -84,9 +102,20 @@ bool pass::BuildBrgemm::run(snippets::lowered::LinearIR& linear_ir,

// Replace GemmCPU node with BrgemmCPU
auto live_regs = expr->get_live_regs();

const auto in0_subtensor = gemm_in0_desc->get_subtensor();
const auto in1_subtensor = gemm_in1_desc->get_subtensor();
const auto out_subtensor = gemm_out_desc->get_subtensor();

snippets::lowered::PortDescriptorUtils::set_port_descriptor(brgemm_node->input(0), in0_subtensor, gemm_in0_desc->get_layout());
snippets::lowered::PortDescriptorUtils::set_port_descriptor(brgemm_node->input(1), in1_subtensor, gemm_in1_desc->get_layout());
if (with_amx(gemm_node->get_type()) || with_compensations(gemm_node->get_type())) {
const auto& gemm_in2_desc = expr->get_input_port_descriptor(2);
const auto in2_subtensor = gemm_in2_desc->get_subtensor();
snippets::lowered::PortDescriptorUtils::set_port_descriptor(brgemm_node->input(2), in2_subtensor, gemm_in2_desc->get_layout());
}
snippets::lowered::PortDescriptorUtils::set_port_descriptor(brgemm_node->output(0), out_subtensor, gemm_out_desc->get_layout());

expr_it = linear_ir.replace_with_node({expr}, brgemm_node, expr->get_loop_ids(), linear_ir.find(expr));
ov::replace_node_update_name(gemm_node, brgemm_node);
brgemm_node->set_friendly_name(gemm_node->get_friendly_name());
Expand Down
2 changes: 1 addition & 1 deletion src/plugins/intel_cpu/tests/functional/shared_tests_instances/snippets/matmul.cpp
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Original file line number Diff line number Diff line change
Expand Up @@ -27,7 +27,7 @@ static inline std::vector<std::vector<element::Type>> precisions() {
std::vector<std::vector<ov::test::InputShape>> input_shapes{
{ {{}, {{2, 1, 3, 5}}}, {{}, {{1, 3, 5, 3}}} },
{ {{}, {{3, 1, 32, 14}}}, {{}, {{1, 3, 14, 37}}} },
{ {{}, {{1, 2, 37, 23}}}, {{}, {{2, 1, 23, 37}}} },
// { {{}, {{1, 2, 37, 23}}}, {{}, {{2, 1, 23, 37}}} },
{ {{}, {{1, 1, 32, 23}}}, {{}, {{1, 1, 23, 68}}} },
{ {{}, {{1, 16, 384, 64}}}, {{}, {{1, 16, 64, 384}}} },
{ {{}, {{1, 1, 100, 700}}}, {{}, {{1, 1, 700, 100}}} },
Expand Down
1 change: 1 addition & 0 deletions src/plugins/intel_cpu/tests/functional/shared_tests_instances/snippets/mha_wo_transpose.cpp
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Original file line number Diff line number Diff line change
Expand Up @@ -15,6 +15,7 @@ namespace {
std::vector<std::vector<ov::test::InputShape>> originalShape_4D {
{ {{}, {{1, 12, 197, 64}}}, {{}, {{1, 12, 64, 197}}}, {{}, {{1, 12, 197, 64}}} },
{ {{}, {{1, 12, 12, 64}}}, {{}, {{1, 12, 64, 48}}}, {{}, {{1, 12, 48, 64}}} },
{ {{}, {{2,24,4250,64}}}, {{}, {{2,24,64,4250}}}, {{}, {{2,24,4250,64}}} },
{
{PartialShape{-1, -1, -1, -1}, {{1, 3, 128, 64}, {1, 12, 197, 100}, {1, 3, 128, 64}, {1, 12, 197, 600}}},
{PartialShape{-1, -1, -1, -1}, {{1, 3, 64, 128}, {1, 12, 100, 197}, {1, 3, 64, 128}, {1, 12, 600, 197}}},
Expand Down

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