Add Allgather to collective communicator (#8765)
* Add Allgather to collective communicator
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@@ -6,6 +6,7 @@ syntax = "proto3";
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package xgboost.federated;
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service Federated {
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rpc Allgather(AllgatherRequest) returns (AllgatherReply) {}
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rpc Allreduce(AllreduceRequest) returns (AllreduceReply) {}
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rpc Broadcast(BroadcastRequest) returns (BroadcastReply) {}
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}
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@@ -30,6 +31,17 @@ enum ReduceOperation {
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BITWISE_XOR = 5;
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}
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message AllgatherRequest {
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// An incrementing counter that is unique to each round to operations.
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uint64 sequence_number = 1;
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int32 rank = 2;
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bytes send_buffer = 3;
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}
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message AllgatherReply {
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bytes receive_buffer = 1;
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}
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message AllreduceRequest {
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// An incrementing counter that is unique to each round to operations.
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uint64 sequence_number = 1;
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@@ -46,6 +46,25 @@ class FederatedClient {
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}()},
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rank_{rank} {}
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std::string Allgather(std::string const &send_buffer) {
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AllgatherRequest request;
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request.set_sequence_number(sequence_number_++);
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request.set_rank(rank_);
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request.set_send_buffer(send_buffer);
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AllgatherReply reply;
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grpc::ClientContext context;
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context.set_wait_for_ready(true);
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grpc::Status status = stub_->Allgather(&context, request, &reply);
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if (status.ok()) {
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return reply.receive_buffer();
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} else {
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std::cout << status.error_code() << ": " << status.error_message() << '\n';
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throw std::runtime_error("Allgather RPC failed");
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}
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}
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std::string Allreduce(std::string const &send_buffer, DataType data_type,
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ReduceOperation reduce_operation) {
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AllreduceRequest request;
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@@ -126,6 +126,17 @@ class FederatedCommunicator : public Communicator {
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*/
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bool IsFederated() const override { return true; }
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/**
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* \brief Perform in-place allgather.
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* \param send_receive_buffer Buffer for both sending and receiving data.
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* \param size Number of bytes to be gathered.
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*/
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void AllGather(void *send_receive_buffer, std::size_t size) override {
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std::string const send_buffer(reinterpret_cast<char const *>(send_receive_buffer), size);
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auto const received = client_->Allgather(send_buffer);
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received.copy(reinterpret_cast<char *>(send_receive_buffer), size);
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}
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/**
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* \brief Perform in-place allreduce.
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* \param send_receive_buffer Buffer for both sending and receiving data.
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@@ -14,6 +14,13 @@
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namespace xgboost {
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namespace federated {
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grpc::Status FederatedService::Allgather(grpc::ServerContext* context,
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AllgatherRequest const* request, AllgatherReply* reply) {
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handler_.Allgather(request->send_buffer().data(), request->send_buffer().size(),
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reply->mutable_receive_buffer(), request->sequence_number(), request->rank());
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return grpc::Status::OK;
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}
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grpc::Status FederatedService::Allreduce(grpc::ServerContext* context,
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AllreduceRequest const* request, AllreduceReply* reply) {
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handler_.Allreduce(request->send_buffer().data(), request->send_buffer().size(),
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@@ -14,6 +14,9 @@ class FederatedService final : public Federated::Service {
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public:
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explicit FederatedService(int const world_size) : handler_{world_size} {}
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grpc::Status Allgather(grpc::ServerContext* context, AllgatherRequest const* request,
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AllgatherReply* reply) override;
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grpc::Status Allreduce(grpc::ServerContext* context, AllreduceRequest const* request,
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AllreduceReply* reply) override;
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