CUTLASS 3.1 (#915)

Co-authored-by: Aniket Shivam <ashivam@nvidia.com>
This commit is contained in:
ANIKET SHIVAM
2023-04-14 23:19:34 -04:00
committed by GitHub
co-authored by Aniket Shivam
parent 9b8166e3f0
commit d572cc1aab
482 changed files with 37175 additions and 16410 deletions
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/***************************************************************************************************
* Copyright (c) 2023 - 2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
* SPDX-License-Identifier: BSD-3-Clause
*
* Redistribution and use in source and binary forms, with or without
* modification, are permitted provided that the following conditions are met:
*
* 1. Redistributions of source code must retain the above copyright notice, this
* list of conditions and the following disclaimer.
*
* 2. Redistributions in binary form must reproduce the above copyright notice,
* this list of conditions and the following disclaimer in the documentation
* and/or other materials provided with the distribution.
*
* 3. Neither the name of the copyright holder nor the names of its
* contributors may be used to endorse or promote products derived from
* this software without specific prior written permission.
*
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
* AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
* IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
* DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
* FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
* DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
* SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
* CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
* OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
* OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
*
**************************************************************************************************/
#pragma once
////////////////////////////////////////////////////////////////////////////////////////////////////
#include "cutlass/pipeline/sm90_pipeline.hpp"
////////////////////////////////////////////////////////////////////////////////////////////////////
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/***************************************************************************************************
* Copyright (c) 2023 - 2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
* SPDX-License-Identifier: BSD-3-Clause
*
* Redistribution and use in source and binary forms, with or without
* modification, are permitted provided that the following conditions are met:
*
* 1. Redistributions of source code must retain the above copyright notice, this
* list of conditions and the following disclaimer.
*
* 2. Redistributions in binary form must reproduce the above copyright notice,
* this list of conditions and the following disclaimer in the documentation
* and/or other materials provided with the distribution.
*
* 3. Neither the name of the copyright holder nor the names of its
* contributors may be used to endorse or promote products derived from
* this software without specific prior written permission.
*
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
* AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
* IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
* DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
* FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
* DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
* SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
* CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
* OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
* OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
*
**************************************************************************************************/
#pragma once
#include "cutlass/cutlass.h"
#include "cute/numeric/integral_constant.hpp"
#include "cute/arch/cluster_sm90.hpp"
#include "cutlass/arch/barrier.h"
////////////////////////////////////////////////////////////////////////////////////////////////////
namespace cutlass {
////////////////////////////////////////////////////////////////////////////////////////////////////
using namespace cute;
enum class BarrierStatus : uint32_t {
WaitAgain = 0u,
WaitDone = 1u
};
class ArrivalToken {
public:
CUTLASS_HOST_DEVICE
ArrivalToken(BarrierStatus barrier_status) : barrier_status_(barrier_status) {}
CUTLASS_HOST_DEVICE
ArrivalToken() = delete;
CUTLASS_HOST_DEVICE
BarrierStatus get() const {
return barrier_status_;;
}
CUTLASS_HOST_DEVICE
bool operator==(ArrivalToken const& other) const {
return barrier_status_ == other.get();
}
private:
BarrierStatus barrier_status_;
CUTLASS_HOST_DEVICE
friend bool operator==(const ArrivalToken& left, const BarrierStatus& right) {
return left.get() == right;
}
CUTLASS_HOST_DEVICE
friend bool operator==(const BarrierStatus& left, const ArrivalToken& right) {
return left == right.get();
}
};
class ProducerToken : public ArrivalToken {
using ArrivalToken::ArrivalToken;
};
class ConsumerToken : public ArrivalToken {
using ArrivalToken::ArrivalToken;
};
// Circular Buffer Index + Associated Phase
// Assumes only one operation possible - i.e., ++
template<uint32_t Stages_>
struct PipelineState {
static constexpr uint32_t Stages = Stages_;
private:
int index_ = 0;
uint32_t phase_ = 0;
uint32_t phase_count_ = 0;
public:
CUTLASS_DEVICE
PipelineState(): index_{}, phase_{}, phase_count_{} {}
CUTLASS_DEVICE
PipelineState(int index, uint32_t phase, uint32_t phase_count)
: index_(index)
, phase_(phase)
, phase_count_(phase_count) {}
CUTLASS_DEVICE
int index() const {
return index_;
}
CUTLASS_DEVICE
uint32_t phase() const {
return phase_;
}
CUTLASS_DEVICE
uint32_t phase_count() const {
return phase_count_;
}
CUTLASS_DEVICE
void operator++() {
if constexpr (Stages > 0) {
++index_;
if (index_ == Stages) {
index_ = 0;
phase_ ^= 1;
++phase_count_;
}
}
}
CUTLASS_DEVICE
PipelineState& operator=(const PipelineState& other) {
index_ = other.index();
phase_ = other.phase();
phase_count_ = other.phase_count();
return *this;
}
CUTLASS_DEVICE
PipelineState advance(uint32_t num_iterations) {
if constexpr (Stages > 0) {
// Number of iterations cross over the stage boundary => flipped phase
if ((num_iterations < Stages) && (index_ + num_iterations) >= Stages ) {
phase_ ^= 1;
}
// How many times number of iterations cross over the stage boundary and
// end up on a odd number => flipped phase
if ((num_iterations >= Stages) && (((index_ + num_iterations) / Stages) % 2) == 1) {
phase_ ^= 1;
}
phase_count_ += (index_ + num_iterations) / Stages;
index_ = (index_ + num_iterations) % Stages;
}
return *this;
}
CUTLASS_DEVICE
static PipelineState make_pipeline_state(PipelineState start_state, uint32_t num_iterations) {
return start_state.advance(num_iterations);
}
};
template<class Pipeline>
CUTLASS_DEVICE
PipelineState<Pipeline::Stages> make_producer_start_state() {
// Producer starts with an opposite phase as the buffers are initially empty
constexpr int InitialProducerStage = 0;
constexpr uint32_t InitialProducerPhase = 1;
constexpr uint32_t InitialProducerPhaseCount = 0;
return {InitialProducerStage, InitialProducerPhase, InitialProducerPhaseCount};
}
///////////////////////////////////////////////////////////////////////////////////////////////////
//
// TMA load (producer) Async Pipeline class
//
///////////////////////////////////////////////////////////////////////////////////////////////////
// Assumptions : Constructor is visible Cluster-wide (as it needs a Cluster-Sync)
// We have exactly one thread elected in the Producer as the "leader"
// Currently, it is optional to elect a leader for the Consumers
template <
int Stages_,
class ClusterShape_
>
class PipelineTmaAsync {
public :
using ClusterShape = ClusterShape_;
using FullBarrier = cutlass::arch::ClusterTransactionBarrier;
using EmptyBarrier = cutlass::arch::ClusterBarrier;
using ProducerBarrierType = FullBarrier::ValueType;
using ConsumerBarrierType = EmptyBarrier::ValueType;
static constexpr uint32_t Stages = Stages_;
struct SharedStorage {
FullBarrier full_barrier_[Stages];
EmptyBarrier empty_barrier_[Stages];
};
enum class ThreadCategory {
NonParticipant,
Producer,
Consumer,
ProducerConsumer
};
struct Params {
uint32_t transaction_bytes = 0;
ThreadCategory role = ThreadCategory::NonParticipant;
uint32_t is_leader = 0;
uint32_t num_consumers = 0;
};
// Constructor
CUTLASS_DEVICE
PipelineTmaAsync(SharedStorage& storage, Params params)
: params_(params)
, full_barrier_ptr_(&storage.full_barrier_[0])
, empty_barrier_ptr_(&storage.empty_barrier_[0]) {
int warp_idx = canonical_warp_idx();
int lane_predicate = cute::elect_one_sync();
auto cluster_shape = ClusterShape{};
if (warp_idx == 0 && lane_predicate == 1) {
// Barrier FULL init
for (int i = 0; i < Stages; ++i) {
full_barrier_ptr_[i].init(1);
}
// Barrier EMPTY init
uint32_t const num_consumer_warpgroups_per_cluster = params_.num_consumers / NumThreadsPerWarpGroup;
uint32_t const multicast_consumer_arrival_count = (cute::size<0>(cluster_shape) + cute::size<1>(cluster_shape) - 1) *
num_consumer_warpgroups_per_cluster;
for (int i = 0; i < Stages; ++i) {
empty_barrier_ptr_[i].init(multicast_consumer_arrival_count);
}
}
// Logic to optimally schedule Empty Arrives
// Goal : To divide SYNCS Empty Arrival duty equally amongst the Warp-Group (128 threads)
dim3 block_id = cute::block_id_in_cluster();
auto cluster_size = cute::size(cluster_shape);
static constexpr int MaxClusterSize = 16;
static_assert(cluster_size <= MaxClusterSize, "ERROR : Cluster size too large !" );
// STEP 1 : Use Cute Layout function to generate an optimal dst block-id (0-15)
if (params_.num_consumers % NumThreadsPerWarpGroup == 0) {
int thread_idx = threadIdx.x % NumThreadsPerWarpGroup;
is_signalling_thread_ = (thread_idx % (NumThreadsPerWarpGroup / MaxClusterSize)) == 0;
auto layout = cute::composition(Swizzle<2,0,-2>{},
Layout<Shape<_4,_4>,Stride<_4,_1>>{});
uint32_t thread_row = warp_idx % 4;
uint32_t thread_col = (thread_idx / 8) % 4;
dst_blockid_ = layout(thread_row, thread_col);
}
else if (params_.num_consumers == 32) {
int thread_idx = threadIdx.x % 32;
is_signalling_thread_ = (thread_idx % (32 / MaxClusterSize)) == 0;
auto layout = Layout<Shape<_4,_4>,Stride<_4, _1>>{};
uint32_t thread_row = thread_idx / 8;
uint32_t thread_col = (thread_idx % 8) / 2;
dst_blockid_ = layout(thread_row, thread_col);
}
else {
is_signalling_thread_ = 0;
#ifndef NDEBUG
asm volatile ("brkpt;\n" ::);
#endif
}
// STEP 2: Find if this dst block-id needs an arrival for this problem
is_signalling_thread_ &= dst_blockid_ < cluster_size;
is_signalling_thread_ &= is_same_row_or_col(dst_blockid_, block_id, cluster_shape);
cutlass::arch::fence_barrier_init();
}
CUTLASS_DEVICE
bool is_same_row_or_col(int dst_block_id, dim3 block_id, ClusterShape cluster_shape) {
return ((dst_block_id % cute::size<0>(cluster_shape)) == block_id.x ||
(dst_block_id / cute::size<0>(cluster_shape)) == block_id.y);
}
////////////////////
// Producer APIs
////////////////////
// Four member functions are always used in pairs:
//
// * producer_try_acquire and producer_acquire, and
// * consumer_try_wait and consumer_wait.
//
// The two functions with "try" in their names are called "try" functions,
// and the other two are conceptually "finalize" functions.
// The "try" function in each pair starts the process of waiting on the barrier to flip.
// It opportunistically waits for an implementation-dependent timeout.
// Whether or not the barrier has flipped yet, the try function will return a token.
// If the token indicates that the barrier has not flipped,
// then the token must be passed into the corresponding "finalize" function.
// The finalize function will then block until the barrier has flipped.
// If the token indicates that the barrier _has_ flipped,
// then it is still correct to pass it into the finalize function.
// The finalize function will return immediately in that case.
CUTLASS_DEVICE
ProducerToken producer_try_acquire(PipelineState<Stages> state, uint32_t skip_wait = false) {
return producer_try_acquire(state.index(), state.phase(), skip_wait);
}
CUTLASS_DEVICE
void producer_acquire(PipelineState<Stages> state, ProducerToken barrier_token = {BarrierStatus::WaitAgain}) {
producer_acquire(state.index(), state.phase(), barrier_token);
}
CUTLASS_DEVICE
void producer_commit(PipelineState<Stages> state, uint32_t bytes) {
producer_commit(state.index(), bytes);
}
// Prevents early exit of producer blocks in Cluster.
// This should be called once before kernel exits.
CUTLASS_DEVICE
void producer_tail(PipelineState<Stages> state) {
for (int count = 0; count < Stages; ++count) {
producer_acquire(state);
++state;
}
}
CUTLASS_DEVICE
ProducerBarrierType* producer_get_barrier(PipelineState<Stages> state) {
return producer_get_barrier(state.index());
}
////////////////////
// Consumer APIs
////////////////////
CUTLASS_DEVICE
ConsumerToken consumer_try_wait(PipelineState<Stages> state, uint32_t skip_wait = false) {
return consumer_try_wait(state.index(), state.phase(), skip_wait);
}
CUTLASS_DEVICE
void consumer_wait(PipelineState<Stages> state) {
consumer_wait(state.index(), state.phase());
}
CUTLASS_DEVICE
void consumer_wait(PipelineState<Stages> state, ConsumerToken barrier_token) {
consumer_wait(state.index(), state.phase(), barrier_token);
}
CUTLASS_DEVICE
void consumer_release(PipelineState<Stages> state) {
consumer_release(state.index());
}
private :
uint32_t dst_blockid_ = 0;
uint32_t is_signalling_thread_ = 0;
FullBarrier *full_barrier_ptr_ = nullptr;
EmptyBarrier *empty_barrier_ptr_ = nullptr;
Params params_;
CUTLASS_DEVICE
ProducerToken producer_try_acquire(uint32_t stage, uint32_t phase, uint32_t skip_wait) {
if (skip_wait) {
return {BarrierStatus::WaitDone};
}
uint32_t barrier_status = empty_barrier_ptr_[stage].try_wait(phase);
return {static_cast<BarrierStatus>(barrier_status)};
}
CUTLASS_DEVICE
void producer_acquire(uint32_t stage, uint32_t phase, ProducerToken barrier_token) {
if (barrier_token == BarrierStatus::WaitAgain) {
empty_barrier_ptr_[stage].wait(phase);
}
if (params_.is_leader) {
full_barrier_ptr_[stage].arrive_and_reset_bytes(params_.transaction_bytes);
}
#ifndef NDEBUG
if (params_.role == ThreadCategory::Consumer || params_.role == ThreadCategory::NonParticipant) {
asm volatile ("brkpt;\n" ::);
}
// Most likely you have elected more than one leader
if (params_.is_leader && (threadIdx.x % 32 != 0)) {
asm volatile ("brkpt;\n" ::);
}
#endif
}
// NOP for TMA based mainloop
CUTLASS_DEVICE
void producer_commit(uint32_t stage, uint32_t bytes) {
// Below code is used only for unit-testing (in the absence of TMA commit)
#if CUTLASS_UNIT_TEST_PIPELINE
if (params_.is_leader) {
// STEP 1 : Commit to self
full_barrier_ptr_[stage].commit(bytes);
// STEP 2 : Commit to other blocks in our cluster
auto cluster_shape = ClusterShape{};
Layout block_layout_in_cluster = make_layout(cluster_shape);
dim3 local_block_id = cute::block_id_in_cluster();
CUTLASS_PRAGMA_UNROLL
for(int n = 0; n < size<1>(block_layout_in_cluster); ++n) {
uint32_t dst_block_id = block_layout_in_cluster(local_block_id.x,n,Int<0>{});
full_barrier_ptr_[stage].commit(dst_block_id, bytes, n!=local_block_id.y);
}
CUTLASS_PRAGMA_UNROLL
for(int m = 0; m < size<0>(block_layout_in_cluster); ++m) {
uint32_t dst_block_id = block_layout_in_cluster(m,local_block_id.y,Int<0>{});
full_barrier_ptr_[stage].commit(dst_block_id, bytes, m!=local_block_id.x);
}
}
#endif
}
CUTLASS_DEVICE
ConsumerToken consumer_try_wait(uint32_t stage, uint32_t phase, uint32_t skip_wait) {
if (skip_wait) {
return {BarrierStatus::WaitDone};
}
uint32_t barrier_status = full_barrier_ptr_[stage].try_wait(phase);
return {static_cast<BarrierStatus>(barrier_status)};
}
// Wait for producer to commit transactions (done by TMA)
CUTLASS_DEVICE
void consumer_wait(uint32_t stage, uint32_t phase) {
uint32_t done = full_barrier_ptr_[stage].test_wait(phase);
if (not done) {
full_barrier_ptr_[stage].wait(phase);
}
}
// Wait for producer to commit transactions (done by TMA)
CUTLASS_DEVICE
void consumer_wait(uint32_t stage, uint32_t phase, ConsumerToken barrier_token) {
if (barrier_token == BarrierStatus::WaitAgain) {
consumer_wait(stage, phase);
}
}
// Consumer signalling Producer of completion
// Ensures all blocks in the Same Row and Column get notifed.
CUTLASS_DEVICE
void consumer_release(uint32_t stage, uint32_t skip = false) {
empty_barrier_ptr_[stage].arrive(dst_blockid_, is_signalling_thread_ & (!skip));
#ifndef NDEBUG
if (params_.role == ThreadCategory::Producer || params_.role == ThreadCategory::NonParticipant) {
asm volatile ("brkpt;\n" ::);
}
#endif
}
CUTLASS_DEVICE
ProducerBarrierType* producer_get_barrier(uint32_t stage) {
return reinterpret_cast<ProducerBarrierType*>(&full_barrier_ptr_[stage]);
}
};
///////////////////////////////////////////////////////////////////////////////////////////////////
//
// TMA store (consumer) pipeline class
// producer-only class, no async barriers between threads because consumer is TMA unit
//
///////////////////////////////////////////////////////////////////////////////////////////////////
template <
int Stages_
>
class PipelineTmaStore {
public:
static constexpr uint32_t Stages = Stages_;
struct Params {
bool always_wait = false;
};
CUTLASS_DEVICE
PipelineTmaStore(Params params = {}) : params_(params) {}
////////////////////
// Producer APIs
////////////////////
// Wait for the least recently committed batch of TMA stores to complete
CUTLASS_DEVICE
void producer_acquire(PipelineState<Stages> state) {
producer_acquire(state.index(), state.phase_count());
}
// Commit the most recently issued batch of TMA stores
CUTLASS_DEVICE
void producer_commit(PipelineState<Stages> state) {
producer_commit(state.index(), state.phase_count());
}
// Wait for all TMA stores to complete
CUTLASS_DEVICE
void producer_tail([[maybe_unused]] PipelineState<Stages> state) {
tma_store_wait<0>();
}
private:
Params params_;
// Wait for the least recently committed batch of TMA stores to complete
CUTLASS_DEVICE
void producer_acquire([[maybe_unused]] uint32_t stage, uint32_t phase_count) {
if (params_.always_wait || phase_count > 0) {
tma_store_wait<Stages-1>();
}
}
// Commit the most recently issued batch of TMA stores
CUTLASS_DEVICE
void producer_commit([[maybe_unused]] uint32_t stage, [[maybe_unused]] uint32_t phase_count) {
tma_store_arrive();
}
};
///////////////////////////////////////////////////////////////////////////////////////////////////
//
// Simple producer-consumer async Pipeline class using producer transaction barriers
//
///////////////////////////////////////////////////////////////////////////////////////////////////
template <int Stages_>
class PipelineTransactionAsync {
public :
using FullBarrier = cutlass::arch::ClusterTransactionBarrier;
using EmptyBarrier = cutlass::arch::ClusterBarrier;
using ProducerBarrierType = FullBarrier::ValueType;
using ConsumerBarrierType = EmptyBarrier::ValueType;
static constexpr uint32_t Stages = Stages_;
struct SharedStorage {
FullBarrier full_barrier_[Stages];
EmptyBarrier empty_barrier_[Stages];
};
enum class ThreadCategory {
NonParticipant,
Producer,
Consumer,
ProducerConsumer
};
struct Params {
ThreadCategory role = ThreadCategory::NonParticipant;
uint32_t transaction_bytes = 0;
uint32_t producer_arv_count = 1;
uint32_t consumer_arv_count = 1;
uint32_t dst_blockid = cute::block_rank_in_cluster();
};
// Constructor
CUTLASS_DEVICE
PipelineTransactionAsync(SharedStorage& storage, Params const& params)
: params_(params)
, full_barrier_ptr_(&storage.full_barrier_[0])
, empty_barrier_ptr_(&storage.empty_barrier_[0]) {
int warp_idx = canonical_warp_idx();
int lane_predicate = cute::elect_one_sync();
// Barrier FULL, EMPTY init
// Init is done only by thread 0 of the block
if (warp_idx == 0 && lane_predicate == 1) {
for (int i = 0; i < Stages; ++i) {
full_barrier_ptr_[i].init(params.producer_arv_count);
empty_barrier_ptr_[i].init(params.consumer_arv_count);
}
}
cutlass::arch::fence_barrier_init();
}
////////////////////
// Producer APIs
////////////////////
// Four member functions are always used in pairs:
//
// * producer_try_acquire and producer_acquire, and
// * consumer_try_wait and consumer_wait.
//
// The two functions with "try" in their names are called "try" functions,
// and the other two are conceptually "finalize" functions.
// The "try" function in each pair starts the process of waiting on the barrier to flip.
// It opportunistically waits for an implementation-dependent timeout.
// Whether or not the barrier has flipped yet, the try function will return a token.
// If the token indicates that the barrier has not flipped,
// then the token must be passed into the corresponding "finalize" function.
// The finalize function will then block until the barrier has flipped.
// If the token indicates that the barrier _has_ flipped,
// then it is still correct to pass it into the finalize function.
// The finalize function will return immediately in that case.
CUTLASS_DEVICE
ProducerToken producer_try_acquire(PipelineState<Stages> state, uint32_t skip_wait = false) {
return producer_try_acquire(state.index(), state.phase(), skip_wait);
}
CUTLASS_DEVICE
void producer_acquire(PipelineState<Stages> state, ProducerToken barrier_token = {BarrierStatus::WaitAgain}) {
producer_acquire(state.index(), state.phase(), barrier_token);
}
CUTLASS_DEVICE
void producer_commit(PipelineState<Stages> state) {
producer_commit(state.index());
}
// Prevents early exit of producer blocks in Cluster.
// This should be called once before kernel exits.
CUTLASS_DEVICE
void producer_tail(PipelineState<Stages> state) {
for (int count = 0; count < Stages; ++count) {
producer_acquire(state);
++state;
}
}
CUTLASS_DEVICE
ProducerBarrierType* producer_get_barrier(PipelineState<Stages> state) {
return producer_get_barrier(state.index());
}
////////////////////
// Consumer APIs
////////////////////
CUTLASS_DEVICE
ConsumerToken consumer_try_wait(PipelineState<Stages> state, uint32_t skip_wait = false) {
return consumer_try_wait(state.index(), state.phase(), skip_wait);
}
CUTLASS_DEVICE
void consumer_wait(PipelineState<Stages> state, ConsumerToken barrier_token = {BarrierStatus::WaitAgain}) {
consumer_wait(state.index(), state.phase(), barrier_token);
}
CUTLASS_DEVICE
void consumer_release(PipelineState<Stages> state) {
consumer_release(state.index());
}
protected:
FullBarrier *full_barrier_ptr_ = nullptr;
EmptyBarrier *empty_barrier_ptr_ = nullptr;
Params params_;
CUTLASS_DEVICE
ProducerToken producer_try_acquire(uint32_t stage, uint32_t phase, uint32_t skip_wait) {
if (skip_wait) {
return {BarrierStatus::WaitDone};
}
uint32_t barrier_status = empty_barrier_ptr_[stage].try_wait(phase);
return {static_cast<BarrierStatus>(barrier_status)};
}
CUTLASS_DEVICE
void producer_acquire(uint32_t stage, uint32_t phase, ProducerToken barrier_token) {
if (barrier_token == BarrierStatus::WaitAgain) {
empty_barrier_ptr_[stage].wait(phase);
}
full_barrier_ptr_[stage].arrive_and_reset_bytes(params_.transaction_bytes, params_.dst_blockid);
}
CUTLASS_DEVICE
void producer_commit([[maybe_unused]] uint32_t stage) {
}
CUTLASS_DEVICE
ProducerBarrierType* producer_get_barrier(uint32_t stage) {
return reinterpret_cast<ProducerBarrierType*>(&full_barrier_ptr_[stage]);
}
CUTLASS_DEVICE
ConsumerToken consumer_try_wait(uint32_t stage, uint32_t phase, uint32_t skip_wait) {
if (skip_wait) {
return {BarrierStatus::WaitDone};
}
uint32_t barrier_status = full_barrier_ptr_[stage].try_wait(phase);
return {static_cast<BarrierStatus>(barrier_status)};
}
CUTLASS_DEVICE
void consumer_wait(uint32_t stage, uint32_t phase, ConsumerToken barrier_token) {
if (barrier_token == BarrierStatus::WaitAgain) {
full_barrier_ptr_[stage].wait(phase);
}
}
CUTLASS_DEVICE
void consumer_release(uint32_t stage, uint32_t skip = false) {
empty_barrier_ptr_[stage].arrive(params_.dst_blockid, (not skip));
}
};
///////////////////////////////////////////////////////////////////////////////////////////////////
//
// Simple producer-consumer async Pipeline class
//
///////////////////////////////////////////////////////////////////////////////////////////////////
template <int Stages_>
class PipelineAsync {
public :
using FullBarrier = cutlass::arch::ClusterBarrier;
using EmptyBarrier = cutlass::arch::ClusterBarrier;
using ProducerBarrierType = FullBarrier::ValueType;
using ConsumerBarrierType = EmptyBarrier::ValueType;
static constexpr uint32_t Stages = Stages_;
struct SharedStorage {
FullBarrier full_barrier_[Stages];
EmptyBarrier empty_barrier_[Stages];
};
enum class ThreadCategory {
NonParticipant,
Producer,
Consumer,
ProducerConsumer
};
struct Params {
ThreadCategory role = ThreadCategory::NonParticipant;
uint32_t producer_arv_count = 1;
uint32_t consumer_arv_count = 1;
uint32_t dst_blockid = cute::block_rank_in_cluster();
};
// Default assumption when only storage is passed is :
// => single producer, single consumer & they are in the same block (within the Cluster)
CUTLASS_DEVICE
PipelineAsync(SharedStorage& storage)
: PipelineAsync(storage, {}) {}
CUTLASS_DEVICE
PipelineAsync(
SharedStorage& storage,
Params const& params) :
params_(params),
full_barrier_ptr_(&storage.full_barrier_[0]),
empty_barrier_ptr_(&storage.empty_barrier_[0]) {
int warp_idx = canonical_warp_idx();
int lane_predicate = cute::elect_one_sync();
// Barrier FULL, EMPTY init
// Init is done only by thread 0 of the block
if (warp_idx == 0 && lane_predicate == 1) {
for (int i = 0; i < Stages; ++i) {
full_barrier_ptr_[i].init(params.producer_arv_count);
empty_barrier_ptr_[i].init(params.consumer_arv_count);
}
}
cutlass::arch::fence_barrier_init();
}
////////////////////
// Producer APIs
////////////////////
// Four member functions are always used in pairs:
//
// * producer_try_acquire and producer_acquire, and
// * consumer_try_wait and consumer_wait.
//
// The two functions with "try" in their names are called "try" functions,
// and the other two are conceptually "finalize" functions.
// The "try" function in each pair starts the process of waiting on the barrier to flip.
// It opportunistically waits for an implementation-dependent timeout.
// Whether or not the barrier has flipped yet, the try function will return a token.
// If the token indicates that the barrier has not flipped,
// then the token must be passed into the corresponding "finalize" function.
// The finalize function will then block until the barrier has flipped.
// If the token indicates that the barrier _has_ flipped,
// then it is still correct to pass it into the finalize function.
// The finalize function will return immediately in that case.
CUTLASS_DEVICE
ProducerToken producer_try_acquire(PipelineState<Stages> state, uint32_t skip_wait = false) {
return producer_try_acquire(state.index(), state.phase(), skip_wait);
}
CUTLASS_DEVICE
void producer_acquire(PipelineState<Stages> state, ProducerToken barrier_token = {BarrierStatus::WaitAgain}) {
producer_acquire(state.index(), state.phase(), barrier_token);
}
CUTLASS_DEVICE
void producer_commit(PipelineState<Stages> state) {
producer_commit(state.index());
}
// Prevents early exit of producer blocks in Cluster.
// This should be called once before kernel exits.
CUTLASS_DEVICE
void producer_tail(PipelineState<Stages> state) {
for (int count = 0; count < Stages; ++count) {
producer_acquire(state);
++state;
}
}
CUTLASS_DEVICE
ProducerBarrierType* producer_get_barrier(PipelineState<Stages> state) {
return producer_get_barrier(state.index());
}
////////////////////
// Consumer APIs
////////////////////
CUTLASS_DEVICE
ConsumerToken consumer_try_wait(PipelineState<Stages> state, uint32_t skip_wait = false) {
return consumer_try_wait(state.index(), state.phase(), skip_wait);
}
CUTLASS_DEVICE
void consumer_wait(PipelineState<Stages> state, ConsumerToken barrier_token = {BarrierStatus::WaitAgain}) {
consumer_wait(state.index(), state.phase(), barrier_token);
}
CUTLASS_DEVICE
void consumer_release(PipelineState<Stages> state) {
consumer_release(state.index());
}
private:
Params params_;
FullBarrier *full_barrier_ptr_;
EmptyBarrier *empty_barrier_ptr_;
CUTLASS_DEVICE
ProducerToken producer_try_acquire(uint32_t stage, uint32_t phase, uint32_t skip_wait) {
if (skip_wait) {
return {BarrierStatus::WaitDone};
}
uint32_t barrier_status = empty_barrier_ptr_[stage].try_wait(phase);
return {static_cast<BarrierStatus>(barrier_status)};
}
CUTLASS_DEVICE
void producer_acquire(uint32_t stage, uint32_t phase, ProducerToken barrier_token) {
if (barrier_token == BarrierStatus::WaitAgain) {
empty_barrier_ptr_[stage].wait(phase);
}
}
CUTLASS_DEVICE
void producer_commit(uint32_t stage) {
full_barrier_ptr_[stage].arrive();
}
CUTLASS_DEVICE
ProducerBarrierType* producer_get_barrier(uint32_t stage) {
return reinterpret_cast<ProducerBarrierType*>(&full_barrier_ptr_[stage]);
}
CUTLASS_DEVICE
ConsumerToken consumer_try_wait(uint32_t stage, uint32_t phase, uint32_t skip_wait) {
if (skip_wait) {
return {BarrierStatus::WaitDone};
}
uint32_t barrier_status = full_barrier_ptr_[stage].try_wait(phase);
return {static_cast<BarrierStatus>(barrier_status)};
}
CUTLASS_DEVICE
void consumer_wait(uint32_t stage, uint32_t phase) {
uint32_t done = full_barrier_ptr_[stage].test_wait(phase);
if (!done) {
full_barrier_ptr_[stage].wait(phase);
}
}
CUTLASS_DEVICE
void consumer_wait(uint32_t stage, uint32_t phase, ConsumerToken barrier_token) {
if (barrier_token == BarrierStatus::WaitAgain) {
full_barrier_ptr_[stage].wait(phase);
}
}
CUTLASS_DEVICE
void consumer_release(uint32_t stage) {
empty_barrier_ptr_[stage].arrive(params_.dst_blockid);
}
};
///////////////////////////////////////////////////////////////////////////////////////////////////
//
// Barrier to ensure an Ordered Sequence between
// SequenceLength number of groups (each with group_size participants) executing SequenceDepth Stages
// i.e., for all i < j - only after id "i" arrives at a particular stage "m"
// will the wait() for id "j" succeed for the same stage
//
///////////////////////////////////////////////////////////////////////////////////////////////////
template<int SequenceDepth, int SequenceLength>
class OrderedSequenceBarrier {
public :
using Barrier = cutlass::arch::ClusterBarrier;
struct SharedStorage {
Barrier barrier_[SequenceDepth][SequenceLength];
};
struct Params {
uint32_t group_id;
uint32_t group_size;
};
private :
// In future this Params object can be replaced easily with a CG object
Params params_;
Barrier *barrier_ptr_;
PipelineState<SequenceDepth> stage_;
static constexpr int Depth = SequenceDepth;
static constexpr int Length = SequenceLength;
public:
OrderedSequenceBarrier() = delete;
OrderedSequenceBarrier(const OrderedSequenceBarrier&) = delete;
OrderedSequenceBarrier(OrderedSequenceBarrier&&) = delete;
OrderedSequenceBarrier& operator=(const OrderedSequenceBarrier&) = delete;
OrderedSequenceBarrier& operator=(OrderedSequenceBarrier&&) = delete;
~OrderedSequenceBarrier() = default;
CUTLASS_DEVICE
OrderedSequenceBarrier(SharedStorage& storage, Params const& params) :
params_(params),
barrier_ptr_(&storage.barrier_[0][0]),
// Group 0 - starts with an opposite phase
stage_({0, params.group_id == 0, 0}) {
int warp_idx = canonical_warp_idx();
int lane_predicate = cute::elect_one_sync();
// Barrier FULL, EMPTY init
// Init is done only by the one elected thread of the block
if (warp_idx == 0 && lane_predicate == 1) {
for (int d = 0; d < Depth; ++d) {
for (int l = 0; l < Length; ++l) {
barrier_ptr_[d * Length + l].init(params.group_size);
}
}
}
cutlass::arch::fence_barrier_init();
}
// Wait on a stage to be unlocked
CUTLASS_DEVICE
void wait() {
get_barrier_for_current_stage(params_.group_id).wait(stage_.phase());
}
// Signal completion of Stage and move to the next stage
// (group_id) signals to (group_id+1)
CUTLASS_DEVICE
void arrive() {
int signalling_id = (params_.group_id + 1) % Length;
get_barrier_for_current_stage(signalling_id).arrive();
++stage_;
}
private:
CUTLASS_DEVICE
Barrier& get_barrier_for_current_stage(int group_id) {
return barrier_ptr_[stage_.index() * Length + group_id];
}
};
////////////////////////////////////////////////////////////////////////////////////////////////////
} // end namespace cutlass