ps/base/dist_sharded_client.h
| Line | Branch | Exec | Source |
|---|---|---|---|
| 1 | #pragma once | ||
| 2 | |||
| 3 | // Shared implementation for distributed, sharded parameter-server clients. | ||
| 4 | // | ||
| 5 | // DistributedGRPCParameterClient (grpc/dist_grpc_ps_client.*) and | ||
| 6 | // DistributedBRPCParameterClient (brpc/dist_brpc_ps_client.*) are identical | ||
| 7 | // apart from the underlying single-shard client type. The routing, chunking, | ||
| 8 | // async fan-out, result merging and prefetch bookkeeping all live here as a | ||
| 9 | // CRTP-free class template parameterised on that client type. | ||
| 10 | |||
| 11 | #include <algorithm> | ||
| 12 | #include <cstring> | ||
| 13 | #include <future> | ||
| 14 | #include <memory> | ||
| 15 | #include <mutex> | ||
| 16 | #include <string> | ||
| 17 | #include <unordered_map> | ||
| 18 | #include <vector> | ||
| 19 | |||
| 20 | #include "base/array.h" | ||
| 21 | #include "base/hash.h" | ||
| 22 | #include "base/json.h" | ||
| 23 | #include "base/log.h" | ||
| 24 | #include "base/timer.h" | ||
| 25 | #include "ps/base/base_client.h" | ||
| 26 | |||
| 27 | #ifdef ENABLE_PERF_REPORT | ||
| 28 | # include <chrono> | ||
| 29 | # include "base/report/report_client.h" | ||
| 30 | #endif | ||
| 31 | |||
| 32 | using json = nlohmann::json; | ||
| 33 | |||
| 34 | namespace recstore { | ||
| 35 | |||
| 36 | // ClientT is the single-shard client type (GRPCParameterClient / | ||
| 37 | // BRPCParameterClient). It must expose GetParameter/PutParameter/ | ||
| 38 | // UpdateParameter/Command/ClearPS/LoadFakeData/DumpFakeData/LoadCkpt/ | ||
| 39 | // InitEmbeddingTable and the Prefetch* family. | ||
| 40 | template <typename ClientT> | ||
| 41 | class DistributedShardedClient : public BasePSClient { | ||
| 42 | public: | ||
| 43 | 26 | explicit DistributedShardedClient(json config, const char* transport_name) | |
| 44 |
2/4recstore::DistributedShardedClient<BRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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recstore::DistributedShardedClient<GRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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26 | : BasePSClient(config), transport_name_(transport_name) { |
| 45 | 26 | json client_config; | |
| 46 | |||
| 47 |
4/8recstore::DistributedShardedClient<BRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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recstore::DistributedShardedClient<GRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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26 | if (config.contains("distributed_client")) { |
| 48 |
6/12recstore::DistributedShardedClient<BRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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recstore::DistributedShardedClient<GRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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26 | LOG(INFO) << "Detected recstore config format, extracting " |
| 49 | "distributed_client section"; | ||
| 50 |
4/8recstore::DistributedShardedClient<BRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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recstore::DistributedShardedClient<GRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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26 | client_config = config["distributed_client"]; |
| 51 | } else { | ||
| 52 | ✗ | LOG(FATAL) | |
| 53 | << "Invalid config format. Expected either recstore config with " | ||
| 54 | "'distributed_client' section " | ||
| 55 | ✗ | << "or direct client config with 'servers' and 'num_shards' fields"; | |
| 56 | } | ||
| 57 | |||
| 58 |
6/12recstore::DistributedShardedClient<BRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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recstore::DistributedShardedClient<GRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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52 | if (!client_config.contains("servers") || |
| 59 |
4/8recstore::DistributedShardedClient<BRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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recstore::DistributedShardedClient<GRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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26 | !client_config["servers"].is_array()) { |
| 60 | ✗ | LOG(FATAL) | |
| 61 | ✗ | << "Missing or invalid 'servers' field in distributed client config"; | |
| 62 | } | ||
| 63 | |||
| 64 |
6/12recstore::DistributedShardedClient<BRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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recstore::DistributedShardedClient<GRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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52 | if (!client_config.contains("num_shards") || |
| 65 |
4/8recstore::DistributedShardedClient<BRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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recstore::DistributedShardedClient<GRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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26 | !client_config["num_shards"].is_number_integer()) { |
| 66 | ✗ | LOG(FATAL) << "Missing or invalid 'num_shards' field in distributed " | |
| 67 | "client config"; | ||
| 68 | } | ||
| 69 | |||
| 70 |
4/8recstore::DistributedShardedClient<BRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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recstore::DistributedShardedClient<GRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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26 | num_shards_ = client_config["num_shards"].get<int>(); |
| 71 |
2/4recstore::DistributedShardedClient<BRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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recstore::DistributedShardedClient<GRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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26 | max_keys_per_request_ = client_config.value("max_keys_per_request", 500); |
| 72 |
2/4recstore::DistributedShardedClient<BRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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recstore::DistributedShardedClient<GRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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26 | hash_method_ = client_config.value("hash_method", "city_hash"); |
| 73 |
2/4recstore::DistributedShardedClient<BRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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recstore::DistributedShardedClient<GRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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26 | if (max_keys_per_request_ <= 0) { |
| 74 | ✗ | LOG(FATAL) << "Invalid max_keys_per_request: " << max_keys_per_request_ | |
| 75 | ✗ | << ", must be > 0"; | |
| 76 | } | ||
| 77 | |||
| 78 |
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recstore::DistributedShardedClient<GRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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26 | auto servers = client_config["servers"]; |
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2/4recstore::DistributedShardedClient<BRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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recstore::DistributedShardedClient<GRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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26 | server_configs_.reserve(servers.size()); |
| 80 | |||
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4/4recstore::DistributedShardedClient<BRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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recstore::DistributedShardedClient<GRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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78 | for (size_t i = 0; i < servers.size(); ++i) { |
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2/4recstore::DistributedShardedClient<BRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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recstore::DistributedShardedClient<GRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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52 | const auto& server = servers[i]; |
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10/20recstore::DistributedShardedClient<BRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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recstore::DistributedShardedClient<GRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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104 | if (!server.contains("host") || !server.contains("port") || |
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4/8recstore::DistributedShardedClient<BRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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recstore::DistributedShardedClient<GRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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52 | !server.contains("shard")) { |
| 85 | ✗ | LOG(FATAL) << "Server config " << i | |
| 86 | ✗ | << " missing required fields (host, port, shard)"; | |
| 87 | } | ||
| 88 | |||
| 89 | 52 | ServerConfig cfg; | |
| 90 |
4/8recstore::DistributedShardedClient<BRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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recstore::DistributedShardedClient<GRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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52 | cfg.host = server["host"].get<std::string>(); |
| 91 |
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recstore::DistributedShardedClient<GRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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52 | cfg.port = server["port"].get<int>(); |
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52 | cfg.shard = server["shard"].get<int>(); |
| 93 | |||
| 94 |
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52 | server_configs_.push_back(cfg); |
| 95 |
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52 | shard_to_client_index_[cfg.shard] = i; |
| 96 | } | ||
| 97 | |||
| 98 |
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recstore::DistributedShardedClient<GRPCParameterClient>::DistributedShardedClient(nlohmann::json_abi_v3_11_2::basic_json<std::map, std::vector, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, long, unsigned long, double, std::allocator, nlohmann::json_abi_v3_11_2::adl_serializer, std::vector<unsigned char, std::allocator<unsigned char> >, void>, char const*):
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26 | if (server_configs_.size() != static_cast<size_t>(num_shards_)) { |
| 99 | ✗ | LOG(WARNING) << "Number of servers (" << server_configs_.size() | |
| 100 | ✗ | << ") doesn't match num_shards (" << num_shards_ << ")"; | |
| 101 | } | ||
| 102 | |||
| 103 |
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26 | partitioned_key_buffer_.resize(num_shards_); |
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26 | key_index_mapping_.resize(num_shards_); |
| 105 | |||
| 106 |
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26 | InitializeClients(); |
| 107 | |||
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52 | LOG(INFO) << "Initialized Distributed" << transport_name_ |
| 109 |
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26 | << "ParameterClient with " << num_shards_ |
| 110 |
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26 | << " shards, hash method: " << hash_method_; |
| 111 | 26 | } | |
| 112 | |||
| 113 | 26 | ~DistributedShardedClient() override = default; | |
| 114 | |||
| 115 | 8 | int shard_count() const { return num_shards_; } | |
| 116 | |||
| 117 | // ---- Extended (non-virtual) API ---------------------------------------- | ||
| 118 | |||
| 119 | 54 | bool GetParameter(const base::ConstArray<uint64_t>& keys, | |
| 120 | std::vector<std::vector<float>>* values) { | ||
| 121 | #ifdef ENABLE_PERF_REPORT | ||
| 122 | auto start_time = std::chrono::high_resolution_clock::now(); | ||
| 123 | #endif | ||
| 124 | |||
| 125 |
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54 | if (keys.Size() == 0) { |
| 126 | ✗ | values->clear(); | |
| 127 | ✗ | return true; | |
| 128 | } | ||
| 129 | |||
| 130 |
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recstore::DistributedShardedClient<GRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > >*):
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108 | xmh::Timer timer(std::string("Distributed") + transport_name_ + |
| 131 | "ParameterClient::GetParameter"); | ||
| 132 | |||
| 133 | 54 | std::vector<std::vector<uint64_t>> partitioned_keys; | |
| 134 |
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54 | PartitionKeys(keys, partitioned_keys); |
| 135 | |||
| 136 | 54 | std::vector<std::future<int>> futures; | |
| 137 | 54 | std::vector<std::vector<std::vector<float>>> partitioned_results( | |
| 138 |
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54 | num_shards_); |
| 139 | |||
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recstore::DistributedShardedClient<GRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > >*):
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162 | for (int shard_id = 0; shard_id < num_shards_; ++shard_id) { |
| 141 |
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recstore::DistributedShardedClient<GRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > >*):
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108 | if (partitioned_keys[shard_id].empty()) { |
| 142 | 8 | continue; | |
| 143 | } | ||
| 144 | |||
| 145 |
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100 | auto it = shard_to_client_index_.find(shard_id); |
| 146 |
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100 | if (it == shard_to_client_index_.end()) { |
| 147 | ✗ | LOG(ERROR) << "No client found for shard " << shard_id; | |
| 148 | ✗ | return false; | |
| 149 | } | ||
| 150 | |||
| 151 | 100 | int client_index = it->second; | |
| 152 | 100 | auto* client = clients_[client_index].get(); | |
| 153 | |||
| 154 |
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100 | futures.push_back(std::async( |
| 155 | 238 | std::launch::async, [=, &partitioned_keys, &partitioned_results]() { | |
| 156 | 44 | const auto& shard_keys_vec = partitioned_keys[shard_id]; | |
| 157 | 44 | auto& shard_result_vec = partitioned_results[shard_id]; | |
| 158 | 44 | shard_result_vec.clear(); | |
| 159 | 44 | shard_result_vec.reserve(shard_keys_vec.size()); | |
| 160 | |||
| 161 |
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144 | for (size_t start = 0; start < shard_keys_vec.size(); |
| 162 | 50 | start += static_cast<size_t>(max_keys_per_request_)) { | |
| 163 | 50 | size_t end = | |
| 164 | 100 | std::min(start + static_cast<size_t>(max_keys_per_request_), | |
| 165 | 50 | shard_keys_vec.size()); | |
| 166 | 100 | base::ConstArray<uint64_t> shard_chunk( | |
| 167 | 50 | shard_keys_vec.data() + start, static_cast<int>(end - start)); | |
| 168 | 50 | std::vector<std::vector<float>> chunk_result; | |
| 169 |
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50 | if (!client->GetParameter(shard_chunk, &chunk_result)) { |
| 170 | ✗ | return 0; | |
| 171 | } | ||
| 172 |
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50 | shard_result_vec.insert(shard_result_vec.end(), |
| 173 | chunk_result.begin(), | ||
| 174 | chunk_result.end()); | ||
| 175 | } | ||
| 176 | 44 | return 1; | |
| 177 | })); | ||
| 178 | } | ||
| 179 | |||
| 180 |
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154 | for (auto& future : futures) { |
| 181 |
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100 | if (!future.get()) { |
| 182 | ✗ | LOG(ERROR) << "Failed to get parameters from one of the shards"; | |
| 183 | ✗ | return false; | |
| 184 | } | ||
| 185 | } | ||
| 186 | |||
| 187 |
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54 | MergeResults(keys, partitioned_results, values); |
| 188 | |||
| 189 | #ifdef ENABLE_PERF_REPORT | ||
| 190 | auto end_time = std::chrono::high_resolution_clock::now(); | ||
| 191 | auto duration = std::chrono::duration_cast<std::chrono::microseconds>( | ||
| 192 | end_time - start_time) | ||
| 193 | .count(); | ||
| 194 | double start_us = std::chrono::duration_cast<std::chrono::microseconds>( | ||
| 195 | start_time.time_since_epoch()) | ||
| 196 | .count(); | ||
| 197 | FlameGraphData fg_data = { | ||
| 198 | "dist_client::GetParameter", | ||
| 199 | start_us, | ||
| 200 | 1, // level | ||
| 201 | static_cast<double>(duration), | ||
| 202 | static_cast<double>(duration)}; | ||
| 203 | std::string unique_id = | ||
| 204 | "embread_debug" + std::to_string(recstore::g_trace_id); | ||
| 205 | report_flame_graph("emb_read_flame_map", unique_id.c_str(), fg_data); | ||
| 206 | #endif | ||
| 207 | |||
| 208 | 54 | return true; | |
| 209 | 54 | } | |
| 210 | |||
| 211 | 20 | bool ClearPS() { | |
| 212 | 20 | std::vector<std::future<bool>> futures; | |
| 213 |
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60 | for (auto& client : clients_) { |
| 214 |
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40 | futures.push_back(std::async(std::launch::async, |
| 215 | 40 | [&client]() { return client->ClearPS(); })); | |
| 216 | } | ||
| 217 | 20 | bool all_success = true; | |
| 218 |
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60 | for (auto& future : futures) { |
| 219 |
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40 | if (!future.get()) { |
| 220 | ✗ | all_success = false; | |
| 221 | } | ||
| 222 | } | ||
| 223 | 20 | return all_success; | |
| 224 | 20 | } | |
| 225 | |||
| 226 | 2 | bool LoadFakeData(int64_t n) { | |
| 227 | 2 | std::vector<std::future<bool>> futures; | |
| 228 |
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6 | for (auto& client : clients_) { |
| 229 | 4 | ClientT* raw = client.get(); | |
| 230 |
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4 | futures.push_back(std::async(std::launch::async, |
| 231 | 4 | [raw, n]() { return raw->LoadFakeData(n); })); | |
| 232 | } | ||
| 233 | 2 | bool all_success = true; | |
| 234 |
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6 | for (auto& future : futures) { |
| 235 |
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4 | if (!future.get()) { |
| 236 | ✗ | all_success = false; | |
| 237 | } | ||
| 238 | } | ||
| 239 | 2 | return all_success; | |
| 240 | 2 | } | |
| 241 | |||
| 242 | 2 | bool DumpFakeData(int64_t n) { | |
| 243 | 2 | std::vector<std::future<bool>> futures; | |
| 244 |
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6 | for (auto& client : clients_) { |
| 245 | 4 | ClientT* raw = client.get(); | |
| 246 |
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4 | futures.push_back(std::async(std::launch::async, |
| 247 | 4 | [raw, n]() { return raw->DumpFakeData(n); })); | |
| 248 | } | ||
| 249 | 2 | bool all_success = true; | |
| 250 |
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6 | for (auto& future : futures) { |
| 251 |
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4 | if (!future.get()) { |
| 252 | ✗ | all_success = false; | |
| 253 | } | ||
| 254 | } | ||
| 255 | 2 | return all_success; | |
| 256 | 2 | } | |
| 257 | |||
| 258 | bool LoadCkpt(const std::vector<std::string>& model_config_path, | ||
| 259 | const std::vector<std::string>& emb_file_path) { | ||
| 260 | std::vector<std::future<bool>> futures; | ||
| 261 | for (auto& client : clients_) { | ||
| 262 | futures.push_back(std::async( | ||
| 263 | std::launch::async, [&client, &model_config_path, &emb_file_path]() { | ||
| 264 | return client->LoadCkpt(model_config_path, emb_file_path); | ||
| 265 | })); | ||
| 266 | } | ||
| 267 | bool all_success = true; | ||
| 268 | for (auto& future : futures) { | ||
| 269 | if (!future.get()) { | ||
| 270 | all_success = false; | ||
| 271 | } | ||
| 272 | } | ||
| 273 | return all_success; | ||
| 274 | } | ||
| 275 | |||
| 276 | ✗ | bool SaveCheckpoint(const std::string& path, | |
| 277 | const std::string& metadata) override { | ||
| 278 | ✗ | return FanOutCheckpoint(path, metadata, true); | |
| 279 | } | ||
| 280 | |||
| 281 | ✗ | bool LoadCheckpoint(const std::string& path, | |
| 282 | const std::string& metadata) override { | ||
| 283 | ✗ | return FanOutCheckpoint(path, metadata, false); | |
| 284 | } | ||
| 285 | |||
| 286 | // ---- BasePSClient virtual overrides ------------------------------------ | ||
| 287 | |||
| 288 | 32 | int GetParameter(const base::ConstArray<uint64_t>& keys, | |
| 289 | float* values) override { | ||
| 290 | 32 | std::vector<std::vector<float>> result_vectors; | |
| 291 |
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32 | bool success = GetParameter(keys, &result_vectors); |
| 292 | |||
| 293 |
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32 | if (!success) { |
| 294 | ✗ | return -1; | |
| 295 | } | ||
| 296 | |||
| 297 |
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32 | if (keys.Size() == 0) { |
| 298 | ✗ | return 0; | |
| 299 | } | ||
| 300 | 32 | int emb_dim = 0; | |
| 301 |
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32 | for (const auto& row : result_vectors) { |
| 302 |
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32 | if (!row.empty()) { |
| 303 | 32 | emb_dim = static_cast<int>(row.size()); | |
| 304 | 32 | break; | |
| 305 | } | ||
| 306 | } | ||
| 307 |
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32 | if (emb_dim == 0) { |
| 308 | ✗ | LOG(WARNING) << "No valid embeddings found"; | |
| 309 | ✗ | return 0; | |
| 310 | } | ||
| 311 | |||
| 312 |
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124 | for (size_t i = 0; i < result_vectors.size(); ++i) { |
| 313 | 92 | const auto& row = result_vectors[i]; | |
| 314 |
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92 | if (row.empty()) { |
| 315 | ✗ | continue; | |
| 316 | } | ||
| 317 |
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92 | std::copy(row.begin(), row.end(), values + i * emb_dim); |
| 318 | } | ||
| 319 | 32 | return 0; | |
| 320 | 32 | } | |
| 321 | |||
| 322 | ✗ | int AsyncGetParameter(const base::ConstArray<uint64_t>& keys, | |
| 323 | float* values) override { | ||
| 324 | ✗ | return GetParameter(keys, values); | |
| 325 | } | ||
| 326 | |||
| 327 | 62 | int PutParameter(const base::ConstArray<uint64_t>& keys, | |
| 328 | const std::vector<std::vector<float>>& values) override { | ||
| 329 |
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62 | if (keys.Size() != values.size()) { |
| 330 | ✗ | LOG(ERROR) << "Keys and values size mismatch: " << keys.Size() << " vs " | |
| 331 | ✗ | << values.size(); | |
| 332 | ✗ | return -1; | |
| 333 | } | ||
| 334 | |||
| 335 | 62 | std::vector<std::vector<uint64_t>> partitioned_keys; | |
| 336 |
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62 | PartitionKeys(keys, partitioned_keys); |
| 337 | |||
| 338 | 62 | std::vector<std::vector<std::vector<float>>> partitioned_values( | |
| 339 |
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62 | num_shards_); |
| 340 |
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186 | for (int shard_id = 0; shard_id < num_shards_; ++shard_id) { |
| 341 |
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1574 | for (size_t i = 0; i < key_index_mapping_[shard_id].size(); ++i) { |
| 342 | 1450 | size_t original_index = key_index_mapping_[shard_id][i]; | |
| 343 |
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1450 | partitioned_values[shard_id].push_back(values[original_index]); |
| 344 | } | ||
| 345 | } | ||
| 346 | |||
| 347 | 62 | std::vector<std::future<int>> futures; | |
| 348 |
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186 | for (int shard_id = 0; shard_id < num_shards_; ++shard_id) { |
| 349 |
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124 | if (partitioned_keys[shard_id].empty()) { |
| 350 | ✗ | continue; | |
| 351 | } | ||
| 352 | |||
| 353 |
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124 | auto it = shard_to_client_index_.find(shard_id); |
| 354 |
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124 | if (it == shard_to_client_index_.end()) { |
| 355 | ✗ | LOG(ERROR) << "No client found for shard " << shard_id; | |
| 356 | ✗ | return -1; | |
| 357 | } | ||
| 358 | |||
| 359 | 124 | int client_index = it->second; | |
| 360 | 124 | auto* client = clients_[client_index].get(); | |
| 361 | |||
| 362 |
4/8recstore::DistributedShardedClient<BRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > const&):
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124 | futures.push_back(std::async( |
| 363 | 542 | std::launch::async, [=, &partitioned_keys, &partitioned_values]() { | |
| 364 | 88 | const auto& shard_keys_vec = partitioned_keys[shard_id]; | |
| 365 | 88 | const auto& shard_vals_vec = partitioned_values[shard_id]; | |
| 366 |
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > const&)::{lambda()#1}::operator()() const:
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332 | for (size_t start = 0; start < shard_keys_vec.size(); |
| 367 | 122 | start += static_cast<size_t>(max_keys_per_request_)) { | |
| 368 | 122 | size_t end = | |
| 369 | 244 | std::min(start + static_cast<size_t>(max_keys_per_request_), | |
| 370 | 122 | shard_keys_vec.size()); | |
| 371 | 244 | base::ConstArray<uint64_t> shard_chunk( | |
| 372 | 122 | shard_keys_vec.data() + start, static_cast<int>(end - start)); | |
| 373 |
2/4recstore::DistributedShardedClient<BRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > const&)::{lambda()#1}::operator()() const:
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > const&)::{lambda()#1}::operator()() const:
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366 | std::vector<std::vector<float>> value_chunk( |
| 374 | 366 | shard_vals_vec.begin() + start, shard_vals_vec.begin() + end); | |
| 375 |
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > const&)::{lambda()#1}::operator()() const:
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122 | if (client->PutParameter(shard_chunk, value_chunk) != 1) { |
| 376 | ✗ | return 0; | |
| 377 | } | ||
| 378 | } | ||
| 379 | 88 | return 1; | |
| 380 | })); | ||
| 381 | } | ||
| 382 | |||
| 383 |
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recstore::DistributedShardedClient<BRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > const&)::{lambda()#1}::operator()() const:
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > const&)::{lambda()#1}::operator()() const:
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186 | for (auto& future : futures) { |
| 384 |
6/16recstore::DistributedShardedClient<BRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > const&)::{lambda()#1}::operator()() const:
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124 | if (future.get() != 1) { |
| 385 | ✗ | LOG(ERROR) << "Failed to put parameters to one of the shards"; | |
| 386 | ✗ | return -1; | |
| 387 | } | ||
| 388 | } | ||
| 389 | |||
| 390 | 62 | return 0; | |
| 391 | 62 | } | |
| 392 | |||
| 393 | ✗ | void Command(PSCommand command) override { | |
| 394 | ✗ | std::vector<std::future<void>> futures; | |
| 395 | ✗ | for (auto& client : clients_) { | |
| 396 | ✗ | futures.push_back(std::async(std::launch::async, [&client, command]() { | |
| 397 | ✗ | client->Command(command); | |
| 398 | })); | ||
| 399 | } | ||
| 400 | ✗ | for (auto& future : futures) { | |
| 401 | ✗ | future.wait(); | |
| 402 | } | ||
| 403 | ✗ | } | |
| 404 | |||
| 405 | 2 | int UpdateParameter(const std::string& table_name, | |
| 406 | const base::ConstArray<uint64_t>& keys, | ||
| 407 | const std::vector<std::vector<float>>* grads) override { | ||
| 408 |
1/4recstore::DistributedShardedClient<BRPCParameterClient>::UpdateParameter(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > const*):
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2 | if (grads == nullptr) { |
| 409 | ✗ | LOG(ERROR) << "UpdateParameter grads pointer is null"; | |
| 410 | ✗ | return -1; | |
| 411 | } | ||
| 412 |
1/4recstore::DistributedShardedClient<BRPCParameterClient>::UpdateParameter(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > const*):
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recstore::DistributedShardedClient<GRPCParameterClient>::UpdateParameter(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > const*):
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2 | if (keys.Size() != grads->size()) { |
| 413 | ✗ | LOG(ERROR) << "UpdateParameter keys/grads size mismatch: " << keys.Size() | |
| 414 | ✗ | << " vs " << grads->size(); | |
| 415 | ✗ | return -1; | |
| 416 | } | ||
| 417 |
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2 | if (keys.Size() == 0) { |
| 418 | ✗ | return 0; | |
| 419 | } | ||
| 420 | |||
| 421 | 2 | std::vector<std::vector<uint64_t>> partitioned_keys; | |
| 422 |
1/4recstore::DistributedShardedClient<BRPCParameterClient>::UpdateParameter(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > const*):
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2 | PartitionKeys(keys, partitioned_keys); |
| 423 | |||
| 424 |
1/4recstore::DistributedShardedClient<BRPCParameterClient>::UpdateParameter(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > const*):
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recstore::DistributedShardedClient<GRPCParameterClient>::UpdateParameter(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > const*):
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2 | std::vector<std::vector<std::vector<float>>> partitioned_grads(num_shards_); |
| 425 |
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recstore::DistributedShardedClient<GRPCParameterClient>::UpdateParameter(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > const*):
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6 | for (int shard_id = 0; shard_id < num_shards_; ++shard_id) { |
| 426 |
2/4recstore::DistributedShardedClient<BRPCParameterClient>::UpdateParameter(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > const*):
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recstore::DistributedShardedClient<GRPCParameterClient>::UpdateParameter(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > const*):
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8 | for (size_t i = 0; i < key_index_mapping_[shard_id].size(); ++i) { |
| 427 | 4 | size_t original_index = key_index_mapping_[shard_id][i]; | |
| 428 |
1/4recstore::DistributedShardedClient<BRPCParameterClient>::UpdateParameter(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > const*):
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4 | partitioned_grads[shard_id].push_back((*grads)[original_index]); |
| 429 | } | ||
| 430 | } | ||
| 431 | |||
| 432 | 2 | std::vector<std::future<int>> futures; | |
| 433 |
2/4recstore::DistributedShardedClient<BRPCParameterClient>::UpdateParameter(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > const*):
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6 | for (int shard_id = 0; shard_id < num_shards_; ++shard_id) { |
| 434 |
2/4recstore::DistributedShardedClient<BRPCParameterClient>::UpdateParameter(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > const*):
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4 | if (partitioned_keys[shard_id].empty()) { |
| 435 | 2 | continue; | |
| 436 | } | ||
| 437 | |||
| 438 |
1/4recstore::DistributedShardedClient<BRPCParameterClient>::UpdateParameter(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > const*):
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2 | auto it = shard_to_client_index_.find(shard_id); |
| 439 |
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2 | if (it == shard_to_client_index_.end()) { |
| 440 | ✗ | LOG(ERROR) << "No client found for shard " << shard_id; | |
| 441 | ✗ | return -1; | |
| 442 | } | ||
| 443 | 2 | int client_index = it->second; | |
| 444 | 2 | auto* client = clients_[client_index].get(); | |
| 445 | |||
| 446 |
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2 | futures.push_back(std::async( |
| 447 | ✗ | std::launch::async, [=, &partitioned_keys, &partitioned_grads]() { | |
| 448 | ✗ | const auto& shard_keys_vec = partitioned_keys[shard_id]; | |
| 449 | ✗ | const auto& shard_grads_vec = partitioned_grads[shard_id]; | |
| 450 | ✗ | for (size_t start = 0; start < shard_keys_vec.size(); | |
| 451 | ✗ | start += static_cast<size_t>(max_keys_per_request_)) { | |
| 452 | ✗ | size_t end = | |
| 453 | ✗ | std::min(start + static_cast<size_t>(max_keys_per_request_), | |
| 454 | ✗ | shard_keys_vec.size()); | |
| 455 | ✗ | base::ConstArray<uint64_t> shard_chunk( | |
| 456 | ✗ | shard_keys_vec.data() + start, static_cast<int>(end - start)); | |
| 457 | ✗ | std::vector<std::vector<float>> grad_chunk( | |
| 458 | ✗ | shard_grads_vec.begin() + start, | |
| 459 | ✗ | shard_grads_vec.begin() + end); | |
| 460 | ✗ | if (client->UpdateParameter( | |
| 461 | ✗ | table_name, shard_chunk, &grad_chunk) != 0) { | |
| 462 | ✗ | return -1; | |
| 463 | } | ||
| 464 | } | ||
| 465 | ✗ | return 0; | |
| 466 | })); | ||
| 467 | } | ||
| 468 | |||
| 469 |
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recstore::DistributedShardedClient<BRPCParameterClient>::UpdateParameter(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > const*)::{lambda()#1}::operator()() const:
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recstore::DistributedShardedClient<GRPCParameterClient>::UpdateParameter(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > const*)::{lambda()#1}::operator()() const:
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4 | for (auto& future : futures) { |
| 470 |
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recstore::DistributedShardedClient<GRPCParameterClient>::UpdateParameter(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > const*):
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recstore::DistributedShardedClient<GRPCParameterClient>::UpdateParameter(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > const*)::{lambda()#1}::operator()() const:
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2 | if (future.get() != 0) { |
| 471 | ✗ | LOG(ERROR) << "Failed to update parameters on one of the shards"; | |
| 472 | ✗ | return -1; | |
| 473 | } | ||
| 474 | } | ||
| 475 | |||
| 476 | 2 | return 0; | |
| 477 | 2 | } | |
| 478 | |||
| 479 | 2 | int UpdateParameterFlat(const std::string& table_name, | |
| 480 | const base::ConstArray<uint64_t>& keys, | ||
| 481 | const float* grads, | ||
| 482 | int64_t num_rows, | ||
| 483 | int64_t embedding_dim) override { | ||
| 484 |
1/4recstore::DistributedShardedClient<BRPCParameterClient>::UpdateParameterFlat(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, float const*, long, long):
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recstore::DistributedShardedClient<GRPCParameterClient>::UpdateParameterFlat(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, float const*, long, long):
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2 | if (grads == nullptr) { |
| 485 | ✗ | LOG(ERROR) << "UpdateParameterFlat grads pointer is null"; | |
| 486 | ✗ | return -1; | |
| 487 | } | ||
| 488 |
2/8recstore::DistributedShardedClient<BRPCParameterClient>::UpdateParameterFlat(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, float const*, long, long):
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recstore::DistributedShardedClient<GRPCParameterClient>::UpdateParameterFlat(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, float const*, long, long):
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2 | if (num_rows < 0 || embedding_dim <= 0) { |
| 489 | ✗ | LOG(ERROR) << "UpdateParameterFlat invalid shape: rows=" << num_rows | |
| 490 | ✗ | << " dim=" << embedding_dim; | |
| 491 | ✗ | return -1; | |
| 492 | } | ||
| 493 |
1/4recstore::DistributedShardedClient<BRPCParameterClient>::UpdateParameterFlat(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, float const*, long, long):
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recstore::DistributedShardedClient<GRPCParameterClient>::UpdateParameterFlat(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, float const*, long, long):
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2 | if (keys.Size() != static_cast<size_t>(num_rows)) { |
| 494 | ✗ | LOG(ERROR) << "UpdateParameterFlat keys/grads size mismatch: " | |
| 495 | ✗ | << keys.Size() << " vs " << num_rows; | |
| 496 | ✗ | return -1; | |
| 497 | } | ||
| 498 | |||
| 499 | 2 | std::vector<std::vector<float>> row_grads; | |
| 500 |
1/4recstore::DistributedShardedClient<BRPCParameterClient>::UpdateParameterFlat(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, float const*, long, long):
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recstore::DistributedShardedClient<GRPCParameterClient>::UpdateParameterFlat(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, float const*, long, long):
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2 | row_grads.reserve(static_cast<size_t>(num_rows)); |
| 501 |
2/4recstore::DistributedShardedClient<BRPCParameterClient>::UpdateParameterFlat(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, float const*, long, long):
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recstore::DistributedShardedClient<GRPCParameterClient>::UpdateParameterFlat(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, float const*, long, long):
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6 | for (int64_t i = 0; i < num_rows; ++i) { |
| 502 | 4 | const float* row = grads + i * embedding_dim; | |
| 503 |
1/4recstore::DistributedShardedClient<BRPCParameterClient>::UpdateParameterFlat(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, float const*, long, long):
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recstore::DistributedShardedClient<GRPCParameterClient>::UpdateParameterFlat(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, float const*, long, long):
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4 | row_grads.emplace_back(row, row + embedding_dim); |
| 504 | } | ||
| 505 |
1/4recstore::DistributedShardedClient<BRPCParameterClient>::UpdateParameterFlat(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, float const*, long, long):
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recstore::DistributedShardedClient<GRPCParameterClient>::UpdateParameterFlat(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, base::ConstArray<unsigned long> const&, float const*, long, long):
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2 | return UpdateParameter(table_name, keys, &row_grads); |
| 506 | 2 | } | |
| 507 | |||
| 508 | 10 | int InitEmbeddingTable(const std::string& table_name, | |
| 509 | const recstore::EmbeddingTableConfig& config) override { | ||
| 510 | 10 | std::vector<std::future<int>> futures; | |
| 511 |
2/4recstore::DistributedShardedClient<BRPCParameterClient>::InitEmbeddingTable(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::EmbeddingTableConfig const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::InitEmbeddingTable(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::EmbeddingTableConfig const&):
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30 | for (auto& client : clients_) { |
| 512 |
2/8recstore::DistributedShardedClient<BRPCParameterClient>::InitEmbeddingTable(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::EmbeddingTableConfig const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::InitEmbeddingTable(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::EmbeddingTableConfig const&):
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20 | futures.push_back( |
| 513 | ✗ | std::async(std::launch::async, [&client, &table_name, &config]() { | |
| 514 | ✗ | return client->InitEmbeddingTable(table_name, config); | |
| 515 | })); | ||
| 516 | } | ||
| 517 | |||
| 518 |
2/8recstore::DistributedShardedClient<BRPCParameterClient>::InitEmbeddingTable(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::EmbeddingTableConfig const&):
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recstore::DistributedShardedClient<BRPCParameterClient>::InitEmbeddingTable(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::EmbeddingTableConfig const&)::{lambda()#1}::operator()() const:
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recstore::DistributedShardedClient<GRPCParameterClient>::InitEmbeddingTable(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::EmbeddingTableConfig const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::InitEmbeddingTable(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::EmbeddingTableConfig const&)::{lambda()#1}::operator()() const:
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30 | for (auto& future : futures) { |
| 519 |
2/16recstore::DistributedShardedClient<BRPCParameterClient>::InitEmbeddingTable(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::EmbeddingTableConfig const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::InitEmbeddingTable(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::EmbeddingTableConfig const&):
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20 | if (future.get() != 0) { |
| 520 | ✗ | LOG(ERROR) << "InitEmbeddingTable failed on one of the shards"; | |
| 521 | ✗ | return -1; | |
| 522 | } | ||
| 523 | } | ||
| 524 | 10 | return 0; | |
| 525 | 10 | } | |
| 526 | |||
| 527 | uint64_t | ||
| 528 | 38 | PrefetchParameter(const base::ConstArray<uint64_t>& keys) override { | |
| 529 | 2 | auto cleanup_state = [this](const DistPrefetchState& state) { | |
| 530 | ✗ | for (const auto& shard_state : state.shard_states) { | |
| 531 | ✗ | if (shard_state.client_index < 0 || | |
| 532 | ✗ | shard_state.client_index >= static_cast<int>(clients_.size())) { | |
| 533 | ✗ | continue; | |
| 534 | } | ||
| 535 | ✗ | auto* client = clients_[shard_state.client_index].get(); | |
| 536 | ✗ | for (uint64_t child_prefetch_id : shard_state.child_prefetch_ids) { | |
| 537 | ✗ | client->WaitForPrefetch(child_prefetch_id); | |
| 538 | ✗ | std::vector<std::vector<float>> tmp; | |
| 539 | ✗ | client->GetPrefetchResult(child_prefetch_id, &tmp); | |
| 540 | } | ||
| 541 | } | ||
| 542 | }; | ||
| 543 | |||
| 544 |
2/8recstore::DistributedShardedClient<BRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<BRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<BRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<BRPCParameterClient>::DistPrefetchState const&) const:
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38 | if (keys.Size() == 0) { |
| 545 | ✗ | std::lock_guard<std::mutex> lk(prefetch_mu_); | |
| 546 | ✗ | uint64_t prefetch_id = next_prefetch_id_++; | |
| 547 | ✗ | auto state = std::make_shared<DistPrefetchState>(); | |
| 548 | ✗ | state->total_keys = 0; | |
| 549 | ✗ | prefetch_states_[prefetch_id] = state; | |
| 550 | ✗ | return prefetch_id; | |
| 551 | ✗ | } | |
| 552 | |||
| 553 |
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38 | std::vector<std::vector<uint64_t>> shard_keys(num_shards_); |
| 554 |
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38 | std::vector<std::vector<size_t>> shard_indices(num_shards_); |
| 555 |
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462 | for (size_t i = 0; i < keys.Size(); ++i) { |
| 556 |
2/8recstore::DistributedShardedClient<BRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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424 | const int shard_id = GetShardId(keys[i]); |
| 557 |
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424 | shard_keys[shard_id].push_back(keys[i]); |
| 558 |
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424 | shard_indices[shard_id].push_back(i); |
| 559 | } | ||
| 560 | |||
| 561 |
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38 | auto state = std::make_shared<DistPrefetchState>(); |
| 562 | 38 | state->total_keys = keys.Size(); | |
| 563 | |||
| 564 |
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190 | for (int shard_id = 0; shard_id < num_shards_; ++shard_id) { |
| 565 |
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76 | if (shard_keys[shard_id].empty()) { |
| 566 | ✗ | continue; | |
| 567 | } | ||
| 568 | |||
| 569 |
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76 | auto it = shard_to_client_index_.find(shard_id); |
| 570 |
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76 | if (it == shard_to_client_index_.end()) { |
| 571 | ✗ | LOG(ERROR) << "No client found for shard " << shard_id; | |
| 572 | ✗ | cleanup_state(*state); | |
| 573 | ✗ | return 0; | |
| 574 | } | ||
| 575 | |||
| 576 | 76 | DistPrefetchShardState shard_state; | |
| 577 | 76 | shard_state.shard_id = shard_id; | |
| 578 | 76 | shard_state.client_index = it->second; | |
| 579 | 76 | shard_state.original_indices = std::move(shard_indices[shard_id]); | |
| 580 | |||
| 581 | 76 | const auto& skeys = shard_keys[shard_id]; | |
| 582 |
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180 | for (size_t start = 0; start < skeys.size(); |
| 583 | 104 | start += static_cast<size_t>(max_keys_per_request_)) { | |
| 584 | 208 | size_t end = std::min( | |
| 585 | 104 | start + static_cast<size_t>(max_keys_per_request_), skeys.size()); | |
| 586 | 208 | base::ConstArray<uint64_t> chunk( | |
| 587 | 104 | skeys.data() + start, static_cast<int>(end - start)); | |
| 588 | 104 | uint64_t child_prefetch_id = | |
| 589 |
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104 | clients_[shard_state.client_index]->PrefetchParameter(chunk); |
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104 | if (child_prefetch_id == 0) { |
| 591 | ✗ | LOG(ERROR) << "PrefetchParameter failed for shard " << shard_id; | |
| 592 | ✗ | cleanup_state(*state); | |
| 593 | ✗ | return 0; | |
| 594 | } | ||
| 595 |
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104 | shard_state.child_prefetch_ids.push_back(child_prefetch_id); |
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104 | shard_state.chunk_sizes.push_back(static_cast<int>(end - start)); |
| 597 | } | ||
| 598 |
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76 | state->shard_states.push_back(std::move(shard_state)); |
| 599 | } | ||
| 600 | |||
| 601 |
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38 | std::lock_guard<std::mutex> lk(prefetch_mu_); |
| 602 | 38 | uint64_t prefetch_id = next_prefetch_id_++; | |
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38 | prefetch_states_[prefetch_id] = std::move(state); |
| 604 | 38 | return prefetch_id; | |
| 605 | 38 | } | |
| 606 | |||
| 607 | 4 | bool IsPrefetchDone(uint64_t prefetch_id) override { | |
| 608 | 4 | std::shared_ptr<DistPrefetchState> state; | |
| 609 | { | ||
| 610 |
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4 | std::lock_guard<std::mutex> lk(prefetch_mu_); |
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4 | auto it = prefetch_states_.find(prefetch_id); |
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4 | if (it == prefetch_states_.end()) { |
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2 | LOG(ERROR) << "Invalid prefetch_id: " << prefetch_id; |
| 614 | 2 | return false; | |
| 615 | } | ||
| 616 | 2 | state = it->second; | |
| 617 |
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4 | } |
| 618 | |||
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6 | for (const auto& shard_state : state->shard_states) { |
| 620 | 4 | auto* client = clients_[shard_state.client_index].get(); | |
| 621 |
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8 | for (uint64_t child_prefetch_id : shard_state.child_prefetch_ids) { |
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4 | if (!client->IsPrefetchDone(child_prefetch_id)) { |
| 623 | ✗ | return false; | |
| 624 | } | ||
| 625 | } | ||
| 626 | } | ||
| 627 | 2 | return true; | |
| 628 | 4 | } | |
| 629 | |||
| 630 | 74 | void WaitForPrefetch(uint64_t prefetch_id) override { | |
| 631 | 74 | std::shared_ptr<DistPrefetchState> state; | |
| 632 | { | ||
| 633 |
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74 | std::lock_guard<std::mutex> lk(prefetch_mu_); |
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74 | auto it = prefetch_states_.find(prefetch_id); |
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74 | if (it == prefetch_states_.end()) { |
| 636 | ✗ | LOG(ERROR) << "Invalid prefetch_id: " << prefetch_id; | |
| 637 | ✗ | return; | |
| 638 | } | ||
| 639 | 74 | state = it->second; | |
| 640 |
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74 | } |
| 641 | |||
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222 | for (const auto& shard_state : state->shard_states) { |
| 643 | 148 | auto* client = clients_[shard_state.client_index].get(); | |
| 644 |
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352 | for (uint64_t child_prefetch_id : shard_state.child_prefetch_ids) { |
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204 | client->WaitForPrefetch(child_prefetch_id); |
| 646 | } | ||
| 647 | } | ||
| 648 |
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74 | } |
| 649 | |||
| 650 | 42 | bool GetPrefetchResult(uint64_t prefetch_id, | |
| 651 | std::vector<std::vector<float>>* values) override { | ||
| 652 |
1/4recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > >*):
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42 | if (values == nullptr) { |
| 653 | ✗ | LOG(ERROR) << "GetPrefetchResult output pointer is null"; | |
| 654 | ✗ | return false; | |
| 655 | } | ||
| 656 | |||
| 657 | 42 | std::shared_ptr<DistPrefetchState> state; | |
| 658 | { | ||
| 659 |
1/4recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > >*):
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42 | std::lock_guard<std::mutex> lk(prefetch_mu_); |
| 660 |
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42 | auto it = prefetch_states_.find(prefetch_id); |
| 661 |
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42 | if (it == prefetch_states_.end()) { |
| 662 |
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4 | LOG(ERROR) << "Invalid prefetch_id: " << prefetch_id; |
| 663 | 4 | return false; | |
| 664 | } | ||
| 665 | 38 | state = it->second; | |
| 666 |
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42 | } |
| 667 | |||
| 668 | // Ensure all child RPCs are completed before consuming payloads. | ||
| 669 |
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38 | WaitForPrefetch(prefetch_id); |
| 670 | |||
| 671 | 38 | values->clear(); | |
| 672 |
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recstore::DistributedShardedClient<GRPCParameterClient>::GetPrefetchResult(unsigned long, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > >*):
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38 | values->resize(state->total_keys); |
| 673 | |||
| 674 | 38 | bool ok_all = true; | |
| 675 |
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114 | for (const auto& shard_state : state->shard_states) { |
| 676 | 76 | auto* client = clients_[shard_state.client_index].get(); | |
| 677 | 76 | size_t shard_offset = 0; | |
| 678 |
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284 | for (size_t i = 0; i < shard_state.child_prefetch_ids.size(); ++i) { |
| 679 | 104 | std::vector<std::vector<float>> chunk_values; | |
| 680 |
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104 | if (!client->GetPrefetchResult(shard_state.child_prefetch_ids[i], |
| 681 | &chunk_values)) { | ||
| 682 | ✗ | ok_all = false; | |
| 683 | ✗ | break; | |
| 684 | } | ||
| 685 | 104 | const int expected = | |
| 686 |
1/4recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > >*):
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104 | (i < shard_state.chunk_sizes.size() ? shard_state.chunk_sizes[i] |
| 687 | : -1); | ||
| 688 |
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208 | if (expected >= 0 && |
| 689 |
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104 | static_cast<int>(chunk_values.size()) != expected) { |
| 690 | ✗ | LOG(ERROR) << "Prefetch chunk size mismatch: got " | |
| 691 | ✗ | << chunk_values.size() << ", expected " << expected; | |
| 692 | ✗ | ok_all = false; | |
| 693 | ✗ | break; | |
| 694 | } | ||
| 695 |
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528 | for (const auto& row : chunk_values) { |
| 696 |
1/4recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > >*):
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424 | if (shard_offset >= shard_state.original_indices.size()) { |
| 697 | ✗ | LOG(ERROR) << "Prefetch result overflow in shard " | |
| 698 | ✗ | << shard_state.shard_id; | |
| 699 | ✗ | ok_all = false; | |
| 700 | ✗ | break; | |
| 701 | } | ||
| 702 |
1/4recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > >*):
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424 | (*values)[shard_state.original_indices[shard_offset++]] = row; |
| 703 | } | ||
| 704 |
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104 | if (!ok_all) { |
| 705 | ✗ | break; | |
| 706 | } | ||
| 707 | } | ||
| 708 |
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76 | if (!ok_all) { |
| 709 | ✗ | break; | |
| 710 | } | ||
| 711 | } | ||
| 712 | |||
| 713 | { | ||
| 714 |
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38 | std::lock_guard<std::mutex> lk(prefetch_mu_); |
| 715 |
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38 | prefetch_states_.erase(prefetch_id); |
| 716 | 38 | } | |
| 717 | 38 | return ok_all; | |
| 718 | 42 | } | |
| 719 | |||
| 720 | 6 | bool GetPrefetchResultFlat(uint64_t prefetch_id, | |
| 721 | std::vector<float>* values, | ||
| 722 | int64_t* num_rows, | ||
| 723 | int64_t embedding_dim) override { | ||
| 724 |
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6 | if (values == nullptr || num_rows == nullptr) { |
| 725 | ✗ | LOG(ERROR) << "GetPrefetchResultFlat output pointer is null"; | |
| 726 | ✗ | return false; | |
| 727 | } | ||
| 728 |
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6 | if (embedding_dim <= 0) { |
| 729 | ✗ | LOG(ERROR) << "GetPrefetchResultFlat invalid embedding_dim: " | |
| 730 | ✗ | << embedding_dim; | |
| 731 | ✗ | return false; | |
| 732 | } | ||
| 733 | |||
| 734 | 6 | std::vector<std::vector<float>> merged_values; | |
| 735 |
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6 | if (!GetPrefetchResult(prefetch_id, &merged_values)) { |
| 736 | 2 | return false; | |
| 737 | } | ||
| 738 | |||
| 739 | 4 | *num_rows = static_cast<int64_t>(merged_values.size()); | |
| 740 | 4 | values->assign( | |
| 741 | 4 | static_cast<size_t>(*num_rows) * static_cast<size_t>(embedding_dim), | |
| 742 |
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4 | 0.0f); |
| 743 |
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28 | for (size_t i = 0; i < merged_values.size(); ++i) { |
| 744 | 24 | const auto& row = merged_values[i]; | |
| 745 |
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24 | if (row.empty()) { |
| 746 | ✗ | continue; | |
| 747 | } | ||
| 748 | 24 | const int64_t copy_d = | |
| 749 | 24 | std::min<int64_t>(embedding_dim, static_cast<int64_t>(row.size())); | |
| 750 | 24 | std::memcpy(values->data() + i * static_cast<size_t>(embedding_dim), | |
| 751 | 24 | row.data(), | |
| 752 | 24 | static_cast<size_t>(copy_d) * sizeof(float)); | |
| 753 | } | ||
| 754 | 4 | return true; | |
| 755 | 6 | } | |
| 756 | |||
| 757 | private: | ||
| 758 | struct ServerConfig { | ||
| 759 | std::string host; | ||
| 760 | int port; | ||
| 761 | int shard; | ||
| 762 | }; | ||
| 763 | |||
| 764 | struct DistPrefetchShardState { | ||
| 765 | int shard_id = -1; | ||
| 766 | int client_index = -1; | ||
| 767 | std::vector<size_t> original_indices; | ||
| 768 | std::vector<uint64_t> child_prefetch_ids; | ||
| 769 | std::vector<int> chunk_sizes; | ||
| 770 | }; | ||
| 771 | |||
| 772 | struct DistPrefetchState { | ||
| 773 | size_t total_keys = 0; | ||
| 774 | std::vector<DistPrefetchShardState> shard_states; | ||
| 775 | }; | ||
| 776 | |||
| 777 | static std::string | ||
| 778 | ✗ | ShardCheckpointPath(const std::string& path, int shard_id) { | |
| 779 | ✗ | const std::string prefix = | |
| 780 | ✗ | path.empty() || path.back() == '/' ? path : path + "/"; | |
| 781 | ✗ | return prefix + "recstore-shard-" + std::to_string(shard_id) + ".bin"; | |
| 782 | ✗ | } | |
| 783 | |||
| 784 | ✗ | bool FanOutCheckpoint( | |
| 785 | const std::string& path, const std::string& metadata, bool save) { | ||
| 786 | ✗ | if (path.empty() || metadata.empty()) { | |
| 787 | ✗ | LOG(ERROR) << "Checkpoint path and metadata must be non-empty"; | |
| 788 | ✗ | return false; | |
| 789 | } | ||
| 790 | ✗ | std::vector<std::future<bool>> futures; | |
| 791 | ✗ | for (const auto& server : server_configs_) { | |
| 792 | ✗ | const auto it = shard_to_client_index_.find(server.shard); | |
| 793 | ✗ | if (it == shard_to_client_index_.end()) { | |
| 794 | ✗ | LOG(ERROR) << "No client found for shard " << server.shard; | |
| 795 | ✗ | return false; | |
| 796 | } | ||
| 797 | ✗ | ClientT* client = clients_[it->second].get(); | |
| 798 | ✗ | const std::string file = ShardCheckpointPath(path, server.shard); | |
| 799 | ✗ | futures.push_back( | |
| 800 | ✗ | std::async(std::launch::async, [client, file, metadata, save]() { | |
| 801 | ✗ | return save ? client->SaveCheckpoint(file, metadata) | |
| 802 | ✗ | : client->LoadCheckpoint(file, metadata); | |
| 803 | })); | ||
| 804 | } | ||
| 805 | ✗ | bool all_success = true; | |
| 806 | ✗ | for (auto& future : futures) { | |
| 807 | ✗ | all_success = future.get() && all_success; | |
| 808 | } | ||
| 809 | ✗ | return all_success; | |
| 810 | ✗ | } | |
| 811 | |||
| 812 | 26 | void InitializeClients() { | |
| 813 | 26 | clients_.clear(); | |
| 814 | 26 | clients_.reserve(server_configs_.size()); | |
| 815 | |||
| 816 |
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78 | for (const auto& server_config : server_configs_) { |
| 817 |
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780 | json client_config = {{"host", server_config.host}, |
| 818 | 52 | {"port", server_config.port}, | |
| 819 | 52 | {"shard", server_config.shard}}; | |
| 820 | |||
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52 | clients_.push_back(std::make_unique<ClientT>(client_config)); |
| 822 | |||
| 823 |
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104 | LOG(INFO) << "Created " << transport_name_ << " client for shard " |
| 824 |
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52 | << server_config.shard << " at " << server_config.host << ":" |
| 825 |
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52 | << server_config.port; |
| 826 | } | ||
| 827 | 26 | } | |
| 828 | |||
| 829 | 2464 | int GetShardId(uint64_t key) const { | |
| 830 |
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2464 | if (hash_method_ == "city_hash") { |
| 831 | 2464 | return GetHash(key) % num_shards_; | |
| 832 | ✗ | } else if (hash_method_ == "simple_mod") { | |
| 833 | ✗ | return key % num_shards_; | |
| 834 | } else { | ||
| 835 | ✗ | LOG(ERROR) << "Unknown hash method: " << hash_method_ | |
| 836 | ✗ | << ", using city_hash"; | |
| 837 | ✗ | return GetHash(key) % num_shards_; | |
| 838 | } | ||
| 839 | } | ||
| 840 | |||
| 841 | 118 | void PartitionKeys( | |
| 842 | const base::ConstArray<uint64_t>& keys, | ||
| 843 | std::vector<std::vector<uint64_t>>& partitioned_keys) const { | ||
| 844 |
4/4recstore::DistributedShardedClient<BRPCParameterClient>::PartitionKeys(base::ConstArray<unsigned long> const&, std::vector<std::vector<unsigned long, std::allocator<unsigned long> >, std::allocator<std::vector<unsigned long, std::allocator<unsigned long> > > >&) const:
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354 | for (auto& partition : partitioned_key_buffer_) { |
| 845 | 236 | partition.clear(); | |
| 846 | } | ||
| 847 |
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recstore::DistributedShardedClient<GRPCParameterClient>::PartitionKeys(base::ConstArray<unsigned long> const&, std::vector<std::vector<unsigned long, std::allocator<unsigned long> >, std::allocator<std::vector<unsigned long, std::allocator<unsigned long> > > >&) const:
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354 | for (auto& mapping : key_index_mapping_) { |
| 848 | 236 | mapping.clear(); | |
| 849 | } | ||
| 850 | |||
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recstore::DistributedShardedClient<GRPCParameterClient>::PartitionKeys(base::ConstArray<unsigned long> const&, std::vector<std::vector<unsigned long, std::allocator<unsigned long> >, std::allocator<std::vector<unsigned long, std::allocator<unsigned long> > > >&) const:
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2158 | for (size_t i = 0; i < keys.Size(); ++i) { |
| 852 | 2040 | uint64_t key = keys[i]; | |
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2040 | int shard_id = GetShardId(key); |
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2040 | partitioned_key_buffer_[shard_id].push_back(key); |
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recstore::DistributedShardedClient<GRPCParameterClient>::PartitionKeys(base::ConstArray<unsigned long> const&, std::vector<std::vector<unsigned long, std::allocator<unsigned long> >, std::allocator<std::vector<unsigned long, std::allocator<unsigned long> > > >&) const:
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2040 | key_index_mapping_[shard_id].push_back(i); |
| 857 | } | ||
| 858 | |||
| 859 | 118 | partitioned_keys = partitioned_key_buffer_; | |
| 860 | 118 | } | |
| 861 | |||
| 862 | 54 | void MergeResults( | |
| 863 | const base::ConstArray<uint64_t>& keys, | ||
| 864 | const std::vector<std::vector<std::vector<float>>>& partitioned_results, | ||
| 865 | std::vector<std::vector<float>>* values) const { | ||
| 866 | 54 | values->clear(); | |
| 867 | 54 | values->resize(keys.Size()); | |
| 868 | |||
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recstore::DistributedShardedClient<GRPCParameterClient>::MergeResults(base::ConstArray<unsigned long> const&, std::vector<std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > >, std::allocator<std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > > > const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > >*) const:
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162 | for (int shard_id = 0; shard_id < num_shards_; ++shard_id) { |
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recstore::DistributedShardedClient<GRPCParameterClient>::MergeResults(base::ConstArray<unsigned long> const&, std::vector<std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > >, std::allocator<std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > > > > const&, std::vector<std::vector<float, std::allocator<float> >, std::allocator<std::vector<float, std::allocator<float> > > >*) const:
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694 | for (size_t i = 0; i < key_index_mapping_[shard_id].size(); ++i) { |
| 871 | 586 | size_t original_index = key_index_mapping_[shard_id][i]; | |
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586 | if (i < partitioned_results[shard_id].size()) { |
| 873 | 586 | (*values)[original_index] = partitioned_results[shard_id][i]; | |
| 874 | } | ||
| 875 | } | ||
| 876 | } | ||
| 877 | 54 | } | |
| 878 | |||
| 879 | const char* transport_name_; | ||
| 880 | |||
| 881 | // Config | ||
| 882 | int num_shards_; | ||
| 883 | int max_keys_per_request_; | ||
| 884 | std::string hash_method_; | ||
| 885 | |||
| 886 | std::vector<ServerConfig> server_configs_; | ||
| 887 | |||
| 888 | // Single-shard clients (one per server entry). | ||
| 889 | std::vector<std::unique_ptr<ClientT>> clients_; | ||
| 890 | |||
| 891 | // Logical shard id -> index in clients_. | ||
| 892 | std::unordered_map<int, int> shard_to_client_index_; | ||
| 893 | |||
| 894 | // Partition buffers (reused). | ||
| 895 | mutable std::vector<std::vector<uint64_t>> partitioned_key_buffer_; | ||
| 896 | mutable std::vector<std::vector<size_t>> key_index_mapping_; | ||
| 897 | |||
| 898 | std::mutex prefetch_mu_; | ||
| 899 | std::unordered_map<uint64_t, std::shared_ptr<DistPrefetchState>> | ||
| 900 | prefetch_states_; | ||
| 901 | uint64_t next_prefetch_id_ = 1; | ||
| 902 | }; | ||
| 903 | |||
| 904 | } // namespace recstore | ||
| 905 |