ps/grpc/grpc_ps_client.h
| Line | Branch | Exec | Source |
|---|---|---|---|
| 1 | #pragma once | ||
| 2 | |||
| 3 | #include <cstdint> | ||
| 4 | #include <future> | ||
| 5 | #include <mutex> | ||
| 6 | #include <string> | ||
| 7 | #include <unordered_map> | ||
| 8 | #include <vector> | ||
| 9 | |||
| 10 | #include "base/array.h" | ||
| 11 | #include "base/flatc.h" | ||
| 12 | #include "base/init.h" | ||
| 13 | #include "base/json.h" | ||
| 14 | #include "ps/base/shard_client.h" | ||
| 15 | #include "ps/base/parameters.h" | ||
| 16 | #include "ps.grpc.pb.h" | ||
| 17 | #include "ps.pb.h" | ||
| 18 | #include "base/tensor.h" | ||
| 19 | |||
| 20 | using grpc::Channel; | ||
| 21 | using grpc::ClientContext; | ||
| 22 | using grpc::Status; | ||
| 23 | using recstoreps::CommandRequest; | ||
| 24 | using recstoreps::CommandResponse; | ||
| 25 | using recstoreps::GetParameterRequest; | ||
| 26 | using recstoreps::GetParameterResponse; | ||
| 27 | using recstoreps::PSCommand; | ||
| 28 | using recstoreps::PutParameterRequest; | ||
| 29 | using recstoreps::PutParameterResponse; | ||
| 30 | |||
| 31 | using base::ConstArray; | ||
| 32 | using json = nlohmann::json; | ||
| 33 | |||
| 34 | static const int MAX_PARAMETER_BATCH = 2000; | ||
| 35 | |||
| 36 | struct PrefetchBatch { | ||
| 37 | 112 | PrefetchBatch(int request_num) { | |
| 38 | 112 | batch_size_ = request_num; | |
| 39 | 112 | key_sizes_.resize(request_num); | |
| 40 | 112 | status_.resize(request_num); | |
| 41 | 112 | contexts_.resize(request_num); | |
| 42 | 112 | requests_.resize(request_num); | |
| 43 | 112 | responses_.resize(request_num); | |
| 44 | 112 | response_readers_.resize(request_num); | |
| 45 | 112 | cqs_ = std::make_unique<grpc::CompletionQueue>(); | |
| 46 | 112 | completed_count_ = 0; | |
| 47 | 112 | } | |
| 48 | |||
| 49 | 112 | PrefetchBatch(PrefetchBatch&& other) noexcept | |
| 50 | 112 | : key_sizes_(std::move(other.key_sizes_)), | |
| 51 | 112 | status_(std::move(other.status_)), | |
| 52 | 112 | contexts_(std::move(other.contexts_)), | |
| 53 | 112 | requests_(std::move(other.requests_)), | |
| 54 | 112 | responses_(std::move(other.responses_)), | |
| 55 | 112 | response_readers_(std::move(other.response_readers_)), | |
| 56 | 112 | batch_size_(other.batch_size_), | |
| 57 | 112 | cqs_(std::move(other.cqs_)), | |
| 58 | 112 | completed_count_(other.completed_count_) { | |
| 59 | 112 | other.batch_size_ = 0; | |
| 60 | 112 | } | |
| 61 | PrefetchBatch(const PrefetchBatch&) = delete; | ||
| 62 | PrefetchBatch& operator=(const PrefetchBatch&) = delete; | ||
| 63 | |||
| 64 | std::vector<int> key_sizes_; | ||
| 65 | std::vector<Status> status_; | ||
| 66 | std::vector<std::unique_ptr<ClientContext>> contexts_; | ||
| 67 | std::vector<GetParameterRequest> requests_; | ||
| 68 | std::vector<GetParameterResponse> responses_; | ||
| 69 | std::vector< | ||
| 70 | std::unique_ptr<grpc::ClientAsyncResponseReader<GetParameterResponse>>> | ||
| 71 | response_readers_; | ||
| 72 | |||
| 73 | int batch_size_; | ||
| 74 | int completed_count_; | ||
| 75 | std::unique_ptr<grpc::CompletionQueue> cqs_; | ||
| 76 | }; | ||
| 77 | |||
| 78 | class GRPCParameterClient : public recstore::ShardClient { | ||
| 79 | public: | ||
| 80 | // New constructor with JSON config | ||
| 81 | explicit GRPCParameterClient(json config); | ||
| 82 | |||
| 83 | // Legacy constructor for backward compatibility | ||
| 84 | explicit GRPCParameterClient(const std::string& host, int port, int shard); | ||
| 85 | |||
| 86 | 68 | ~GRPCParameterClient() {} | |
| 87 | |||
| 88 | int64_t ExchangeSparseGradientCommit(const std::string& table, | ||
| 89 | const std::string& payload) override; | ||
| 90 | |||
| 91 | int GetParameter(const base::ConstArray<uint64_t>& keys, | ||
| 92 | base::RecTensor& values) override; | ||
| 93 | |||
| 94 | int PutParameter(const base::ConstArray<uint64_t>& keys, | ||
| 95 | const base::RecTensor& values) override; | ||
| 96 | |||
| 97 | void Command(recstore::PSCommand command) override; | ||
| 98 | |||
| 99 | inline int shard() const { return shard_; } | ||
| 100 | |||
| 101 | bool ClearPS(); | ||
| 102 | |||
| 103 | bool LoadFakeData(int64_t data); | ||
| 104 | |||
| 105 | // Write n bytes of random floats to storage at key 0. n must be a positive | ||
| 106 | // multiple of sizeof(float). | ||
| 107 | bool DumpFakeData(int64_t n); | ||
| 108 | |||
| 109 | bool LoadCkpt(const std::vector<std::string>& model_config_path, | ||
| 110 | const std::vector<std::string>& emb_file_path); | ||
| 111 | |||
| 112 | bool | ||
| 113 | SaveCheckpoint(const std::string& path, const std::string& metadata) override; | ||
| 114 | bool | ||
| 115 | LoadCheckpoint(const std::string& path, const std::string& metadata) override; | ||
| 116 | |||
| 117 | bool PutParameter(const std::vector<uint64_t>& keys, | ||
| 118 | const base::RecTensor& values); | ||
| 119 | |||
| 120 | int UpdateParameter(const std::string& table_name, | ||
| 121 | const base::ConstArray<uint64_t>& keys, | ||
| 122 | const base::RecTensor& grads) override; | ||
| 123 | |||
| 124 | int InitEmbeddingTable(const std::string& table_name, | ||
| 125 | const recstore::EmbeddingTableConfig& config) override; | ||
| 126 | |||
| 127 | uint64_t PrefetchParameter(const base::ConstArray<uint64_t>& keys) override; | ||
| 128 | bool IsPrefetchDone(uint64_t prefetch_id) override; | ||
| 129 | void WaitForPrefetch(uint64_t prefetch_id) override; | ||
| 130 | bool | ||
| 131 | GetPrefetchResult(uint64_t prefetch_id, base::RecTensor& values) override; | ||
| 132 | |||
| 133 | protected: | ||
| 134 | 36 | bool Initialize() { return true; } | |
| 135 | std::string host_; | ||
| 136 | int port_; | ||
| 137 | int shard_; | ||
| 138 | int nr_clients_; | ||
| 139 | std::vector<float> cache_; | ||
| 140 | std::vector<int32_t> offset_; | ||
| 141 | std::vector<int> get_param_key_sizes_; | ||
| 142 | std::vector<Status> get_param_status_; | ||
| 143 | std::vector<GetParameterRequest> get_param_requests_; | ||
| 144 | std::vector<GetParameterResponse> get_param_responses_; | ||
| 145 | std::vector<std::unique_ptr<grpc::ClientContext>> get_param_contexts_; | ||
| 146 | std::vector< | ||
| 147 | std::unique_ptr<grpc::ClientAsyncResponseReader<GetParameterResponse>>> | ||
| 148 | get_param_resonse_readers_; | ||
| 149 | std::shared_ptr<Channel> channel_; | ||
| 150 | std::vector<std::unique_ptr<recstoreps::ParameterService::Stub>> stubs_; | ||
| 151 | std::unique_ptr<grpc::CompletionQueue> cq_; | ||
| 152 | |||
| 153 | private: | ||
| 154 | std::mutex prefetch_mu_; | ||
| 155 | std::unordered_map<uint64_t, struct PrefetchBatch> prefetch_batches_; | ||
| 156 | // start from 1 | ||
| 157 | uint64_t next_prefetch_id_ = 1; | ||
| 158 | }; | ||
| 159 |