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context.h
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// Copyright 2021 Ant Group Co., Ltd.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
#pragma once
#include <memory>
#include <optional>
#include <variant>
#include "yacl/link/context.h"
#include "libspu/core/object.h"
#include "libspu/core/prelude.h"
#include "libspu/core/value.h"
#include "libspu/spu.pb.h"
namespace spu {
// The hal evaluation context for all spu operators.
class SPUContext final {
RuntimeConfig config_;
// A dynamic object for polymorphic(multi-stage) operations.
std::unique_ptr<Object> prot_;
// TODO(jint): do we really need a link here? how about a FHE context.
std::shared_ptr<yacl::link::Context> lctx_;
// Min number of cores in SPU cluster
int32_t max_cluster_level_concurrency_;
public:
explicit SPUContext(const RuntimeConfig& config,
const std::shared_ptr<yacl::link::Context>& lctx);
SPUContext(const SPUContext& other) = delete;
SPUContext& operator=(const SPUContext& other) = delete;
SPUContext(SPUContext&& other) = default;
// all parties get a 'corresponding' hal context when forked.
std::unique_ptr<SPUContext> fork() const;
//
const std::shared_ptr<yacl::link::Context>& lctx() const { return lctx_; }
// Return current working fixed point fractional bits.
size_t getFxpBits() const {
const auto fbits = config_.fxp_fraction_bits();
SPU_ENFORCE(fbits != 0);
return fbits;
}
// Return current working field of MPC engine.
FieldType getField() const { return config_.field(); }
// Return current working runtime config.
const RuntimeConfig& config() const { return config_; }
const std::string& id() { return prot_->id(); }
const std::string& pid() { return prot_->pid(); }
Object* prot() { return prot_.get(); }
// helper function, forward to caller
bool hasKernel(const std::string& name) const {
return prot_->hasKernel(name);
}
Kernel* getKernel(const std::string& name) const {
return prot_->getKernel(name);
}
template <typename StateT>
StateT* getState() {
return prot_->template getState<StateT>();
}
// If any task assumes same level of parallelism across all instances,
// this is the max number of tasks to launch at the same time.
int32_t getClusterLevelMaxConcurrency() const {
return max_cluster_level_concurrency_;
}
};
class KernelEvalContext final {
// Please keep param types as less as possible.
using ParamType = std::variant< //
Value, // value type
Shape, //
size_t, // represent size(mmul), shift_bits(shift)
bool, // binary flag
Type, // type of type
uint128_t, // ring constant
int64_t, //
SignType, //
std::vector<Value>, //
Axes, //
Index, //
Strides, //
Sizes //
>;
SPUContext* sctx_;
std::vector<ParamType> params_;
std::vector<ParamType> outputs_;
public:
explicit KernelEvalContext(SPUContext* sctx) : sctx_(sctx) {}
SPUContext* sctx() { return sctx_; }
const std::shared_ptr<yacl::link::Context>& lctx() const {
return sctx_->lctx();
}
const std::string& id() { return sctx_->id(); }
const std::string& pid() { return sctx_->pid(); }
// helper function, forward to caller.
template <typename StateT>
StateT* getState() {
return sctx_->prot()->template getState<StateT>();
}
// helper function, forward to caller
bool hasKernel(const std::string& name) const {
return sctx_->prot()->hasKernel(name);
}
size_t numParams() const { return params_.size(); }
size_t numOutputs() const { return outputs_.size(); }
// Steal the output from this evaluation context.
//
// * usually called by kernel caller.
template <typename T = Value>
T&& consumeOutput(size_t pos) {
SPU_DEBUG_ONLY_ENFORCE(pos < outputs_.size(),
"pos={} exceed num of outputs={}", pos,
outputs_.size());
return std::move(std::get<T>(outputs_[pos]));
}
// Bind an input to this evaluation context.
//
// * usually called by kernel caller.
template <typename T>
void pushParam(const T& in) {
params_.emplace_back(in);
}
// Get the i'th parameter.
//
// * usually called by kernel callee.
template <typename T>
const T& getParam(size_t pos) const {
SPU_DEBUG_ONLY_ENFORCE(pos < params_.size(),
"pos={} exceed num of inputs={}", pos,
params_.size());
return std::get<T>(params_[pos]);
}
// Set the output.
//
// * usually called by kernel callee.
template <typename T = Value>
void pushOutput(T&& out) {
outputs_.emplace_back(std::forward<T>(out));
}
};
namespace detail {
template <typename First, typename... Args>
void bindParams(KernelEvalContext* ectx, First&& head, Args&&... tail) {
ectx->pushParam(std::forward<First>(head));
if constexpr (sizeof...(Args) > 0) {
bindParams(ectx, std::forward<Args>(tail)...);
}
}
} // namespace detail
// Dynamic dispatch to a kernel according to a symbol name.
template <typename Ret = Value, typename... Args>
Ret dynDispatch(SPUContext* sctx, const std::string& name, Args&&... args) {
/// Steps of dynamic dispatch.
// 1. find a prop kernel.
Kernel* kernel = sctx->prot()->getKernel(name);
// 2. prep parameters (flatten it into an evaluation context).
KernelEvalContext ectx(sctx);
detail::bindParams(&ectx, std::forward<Args>(args)...);
// 3. call a visitor, visit a kernel with params.
// TODO: use a visitor to call different stage of a kernel
kernel->evaluate(&ectx);
// 4. steal the result and return it.
if (ectx.numOutputs() > 0) {
return ectx.consumeOutput<Ret>(0);
}
return Ret();
}
// helper class
template <typename T>
using OptionalAPI = std::optional<T>;
inline constexpr std::nullopt_t NotAvailable = std::nullopt;
void setupTrace(spu::SPUContext* sctx, const spu::RuntimeConfig& rt_config);
} // namespace spu