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#pragma once |
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// Shared implementation for distributed, sharded parameter-server clients. |
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// |
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// DistributedGRPCParameterClient (grpc/dist_grpc_ps_client.*) and |
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// DistributedBRPCParameterClient (brpc/dist_brpc_ps_client.*) are identical |
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// apart from the underlying single-shard client type. The routing, chunking, |
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// async fan-out, result merging and prefetch bookkeeping all live here as a |
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// CRTP-free class template parameterised on that client type. |
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#include <algorithm> |
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#include <cstring> |
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#include <future> |
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#include <memory> |
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#include <mutex> |
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#include <string> |
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#include <unordered_map> |
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#include <vector> |
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#include "base/array.h" |
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#include "base/hash.h" |
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#include "base/json.h" |
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#include "base/log.h" |
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#include "base/timer.h" |
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#include "ps/base/base_client.h" |
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#include "ps/base/shard_client.h" |
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#ifdef ENABLE_PERF_REPORT |
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# include <chrono> |
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# include "base/report/report_client.h" |
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#endif |
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using json = nlohmann::json; |
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namespace recstore { |
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// ClientT is the single-shard client type (GRPCParameterClient / |
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// BRPCParameterClient). It must expose GetParameter/PutParameter/ |
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// UpdateParameter/Command/ClearPS/LoadFakeData/DumpFakeData/LoadCkpt/ |
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// InitEmbeddingTable and the Prefetch* family. |
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template <typename ClientT> |
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class DistributedShardedClient : public BasePSClient { |
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static_assert(std::is_base_of<ShardClient, ClientT>::value, |
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"ClientT must derive from ShardClient"); |
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public: |
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explicit DistributedShardedClient(json config, const char* transport_name) |
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recstore::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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: BasePSClient(config), transport_name_(transport_name) { |
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json client_config; |
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recstore::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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if (config.contains("distributed_client")) { |
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recstore::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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LOG(INFO) << "Detected recstore config format, extracting " |
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"distributed_client section"; |
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recstore::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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client_config = config["distributed_client"]; |
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} else { |
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recstore::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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LOG(FATAL) |
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<< "Invalid config format. Expected either recstore config with " |
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"'distributed_client' section " |
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recstore::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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<< "or direct client config with 'servers' and 'num_shards' fields"; |
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} |
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recstore::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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if (!client_config.contains("servers") || |
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recstore::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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!client_config["servers"].is_array()) { |
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recstore::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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LOG(FATAL) |
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recstore::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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<< "Missing or invalid 'servers' field in distributed client config"; |
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} |
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recstore::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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if (!client_config.contains("num_shards") || |
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recstore::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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!client_config["num_shards"].is_number_integer()) { |
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recstore::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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LOG(FATAL) << "Missing or invalid 'num_shards' field in distributed " |
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"client config"; |
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} |
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recstore::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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num_shards_ = client_config["num_shards"].get<int>(); |
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recstore::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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max_keys_per_request_ = client_config.value("max_keys_per_request", 500); |
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recstore::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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hash_method_ = client_config.value("hash_method", "city_hash"); |
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recstore::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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if (max_keys_per_request_ <= 0) { |
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recstore::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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LOG(FATAL) << "Invalid max_keys_per_request: " << max_keys_per_request_ |
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recstore::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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<< ", must be > 0"; |
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} |
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recstore::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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auto servers = client_config["servers"]; |
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recstore::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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server_configs_.reserve(servers.size()); |
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recstore::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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for (size_t i = 0; i < servers.size(); ++i) { |
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recstore::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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const auto& server = servers[i]; |
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recstore::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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if (!server.contains("host") || !server.contains("port") || |
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recstore::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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!server.contains("shard")) { |
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recstore::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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LOG(FATAL) << "Server config " << i |
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recstore::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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<< " missing required fields (host, port, shard)"; |
| 91 |
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} |
| 92 |
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54 |
ServerConfig cfg; |
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recstore::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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cfg.host = server["host"].get<std::string>(); |
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recstore::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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cfg.port = server["port"].get<int>(); |
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recstore::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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cfg.shard = server["shard"].get<int>(); |
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recstore::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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server_configs_.push_back(cfg); |
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recstore::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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54 |
shard_to_client_index_[cfg.shard] = i; |
| 100 |
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} |
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recstore::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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|
28 |
if (server_configs_.size() != static_cast<size_t>(num_shards_)) { |
| 103 |
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recstore::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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LOG(WARNING) << "Number of servers (" << server_configs_.size() |
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recstore::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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<< ") doesn't match num_shards (" << num_shards_ << ")"; |
| 105 |
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} |
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| 107 |
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recstore::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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partitioned_key_buffer_.resize(num_shards_); |
| 108 |
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recstore::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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28 |
key_index_mapping_.resize(num_shards_); |
| 109 |
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| 110 |
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recstore::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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28 |
InitializeClients(); |
| 111 |
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recstore::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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LOG(INFO) << "Initialized Distributed" << transport_name_ |
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recstore::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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<< "ParameterClient with " << num_shards_ |
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recstore::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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<< " shards, hash method: " << hash_method_; |
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} |
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~DistributedShardedClient() override = default; |
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int shard_count() const { return num_shards_; } |
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// ---- Extended (non-virtual) API ---------------------------------------- |
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20 |
bool ClearPS() { |
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std::vector<std::future<bool>> futures; |
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recstore::DistributedShardedClient<BRPCParameterClient>::ClearPS():
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recstore::DistributedShardedClient<GRPCParameterClient>::ClearPS():
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for (auto& client : clients_) { |
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recstore::DistributedShardedClient<BRPCParameterClient>::ClearPS()::{lambda()#1}::operator()() const:
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recstore::DistributedShardedClient<GRPCParameterClient>::ClearPS()::{lambda()#1}::operator()() const:
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futures.push_back(std::async(std::launch::async, [&client]() { |
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return client->ClearPS(); |
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})); |
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} |
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bool all_success = true; |
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recstore::DistributedShardedClient<BRPCParameterClient>::ClearPS()::{lambda()#1}::operator()() const:
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recstore::DistributedShardedClient<GRPCParameterClient>::ClearPS()::{lambda()#1}::operator()() const:
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for (auto& future : futures) { |
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recstore::DistributedShardedClient<BRPCParameterClient>::ClearPS()::{lambda()#1}::operator()() const:
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recstore::DistributedShardedClient<GRPCParameterClient>::ClearPS()::{lambda()#1}::operator()() const:
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if (!future.get()) { |
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all_success = false; |
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} |
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} |
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return all_success; |
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} |
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bool LoadFakeData(int64_t n) { |
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std::vector<std::future<bool>> futures; |
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for (auto& client : clients_) { |
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ClientT* raw = client.get(); |
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futures.push_back(std::async(std::launch::async, [raw, n]() { |
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return raw->LoadFakeData(n); |
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})); |
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} |
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bool all_success = true; |
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for (auto& future : futures) { |
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if (!future.get()) { |
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all_success = false; |
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} |
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} |
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return all_success; |
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} |
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bool DumpFakeData(int64_t n) { |
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std::vector<std::future<bool>> futures; |
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for (auto& client : clients_) { |
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ClientT* raw = client.get(); |
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futures.push_back(std::async(std::launch::async, [raw, n]() { |
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return raw->DumpFakeData(n); |
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})); |
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} |
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bool all_success = true; |
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for (auto& future : futures) { |
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if (!future.get()) { |
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all_success = false; |
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} |
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} |
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return all_success; |
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} |
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bool LoadCkpt(const std::vector<std::string>& model_config_path, |
| 174 |
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const std::vector<std::string>& emb_file_path) { |
| 175 |
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std::vector<std::future<bool>> futures; |
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for (auto& client : clients_) { |
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futures.push_back(std::async( |
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std::launch::async, [&client, &model_config_path, &emb_file_path]() { |
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return client->LoadCkpt(model_config_path, emb_file_path); |
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})); |
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} |
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bool all_success = true; |
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for (auto& future : futures) { |
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if (!future.get()) { |
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all_success = false; |
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} |
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} |
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return all_success; |
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} |
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|
✗ |
bool SaveCheckpoint(const std::string& path, |
| 192 |
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const std::string& metadata) override { |
| 193 |
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✗ |
return FanOutCheckpoint(path, metadata, true); |
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} |
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bool LoadCheckpoint(const std::string& path, |
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const std::string& metadata) override { |
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return FanOutCheckpoint(path, metadata, false); |
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} |
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// ---- BasePSClient virtual overrides ------------------------------------ |
| 202 |
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54 |
int GetParameter(const base::ConstArray<uint64_t>& keys, |
| 204 |
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base::RecTensor& values) override { |
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|
#ifdef ENABLE_PERF_REPORT |
| 206 |
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auto start_time = std::chrono::high_resolution_clock::now(); |
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#endif |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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if (!IsFloatEmbeddingValues(values, static_cast<int64_t>(keys.Size()))) { |
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return -1; |
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} |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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54 |
if (keys.Size() == 0) { |
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return 0; |
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} |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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108 |
xmh::Timer timer(std::string("Distributed") + transport_name_ + |
| 216 |
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"ParameterClient::GetParameter"); |
| 217 |
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| 218 |
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54 |
std::vector<std::vector<uint64_t>> partitioned_keys; |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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PartitionKeys(keys, partitioned_keys); |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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const int64_t D = values.shape(1); |
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54 |
std::vector<std::future<int>> futures; |
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std::vector<base::RecTensor> partitioned_results; |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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partitioned_results.reserve(static_cast<size_t>(num_shards_)); |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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162 |
for (int shard_id = 0; shard_id < num_shards_; ++shard_id) { |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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partitioned_results.emplace_back( |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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216 |
std::vector<int64_t>{ |
| 228 |
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108 |
static_cast<int64_t>(partitioned_keys[shard_id].size()), D}, |
| 229 |
|
216 |
base::DataType::FLOAT32); |
| 230 |
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} |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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162 |
for (int shard_id = 0; shard_id < num_shards_; ++shard_id) { |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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108 |
if (partitioned_keys[shard_id].empty()) { |
| 234 |
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16 |
continue; |
| 235 |
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} |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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auto it = shard_to_client_index_.find(shard_id); |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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92 |
if (it == shard_to_client_index_.end()) { |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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|
✗ |
LOG(ERROR) << "No client found for shard " << shard_id; |
| 240 |
|
✗ |
return -1; |
| 241 |
|
|
} |
| 242 |
|
|
|
| 243 |
|
92 |
int client_index = it->second; |
| 244 |
|
92 |
auto* client = clients_[client_index].get(); |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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92 |
futures.push_back(std::async( |
| 247 |
|
338 |
std::launch::async, [=, &partitioned_keys, &partitioned_results]() { |
| 248 |
|
44 |
const auto& shard_keys_vec = partitioned_keys[shard_id]; |
| 249 |
|
44 |
float* shard_dst = partitioned_results[shard_id].data_as<float>(); |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&)::{lambda()#1}::operator()() const:
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recstore::DistributedShardedClient<GRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&)::{lambda()#1}::operator()() const:
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144 |
for (size_t start = 0; start < shard_keys_vec.size(); |
| 251 |
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50 |
start += static_cast<size_t>(max_keys_per_request_)) { |
| 252 |
|
50 |
size_t end = |
| 253 |
|
100 |
std::min(start + static_cast<size_t>(max_keys_per_request_), |
| 254 |
|
50 |
shard_keys_vec.size()); |
| 255 |
|
100 |
base::ConstArray<uint64_t> shard_chunk( |
| 256 |
|
50 |
shard_keys_vec.data() + start, static_cast<int>(end - start)); |
| 257 |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&)::{lambda()#1}::operator()() const:
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recstore::DistributedShardedClient<GRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&)::{lambda()#1}::operator()() const:
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100 |
base::RecTensor chunk(shard_dst + start * static_cast<size_t>(D), |
| 258 |
|
50 |
{static_cast<int64_t>(end - start), D}); |
| 259 |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&)::{lambda()#1}::operator()() const:
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recstore::DistributedShardedClient<GRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&)::{lambda()#1}::operator()() const:
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50 |
if (client->GetParameter(shard_chunk, chunk) != 0) { |
| 260 |
|
✗ |
return 0; |
| 261 |
|
|
} |
| 262 |
|
|
} |
| 263 |
|
44 |
return 1; |
| 264 |
|
|
})); |
| 265 |
|
|
} |
| 266 |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&)::{lambda()#1}::operator()() const:
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for (auto& future : futures) { |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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if (!future.get()) { |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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LOG(ERROR) << "Failed to get parameters from one of the shards"; |
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return -1; |
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} |
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} |
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recstore::DistributedShardedClient<GRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&)::{lambda()#1}::operator()() const:
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for (int shard_id = 0; shard_id < num_shards_; ++shard_id) { |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetParameter(base::ConstArray<unsigned long> const&, base::RecTensor&)::{lambda()#1}::operator()() const:
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ScatterEmbeddingRows( |
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partitioned_results[shard_id], key_index_mapping_[shard_id], values); |
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} |
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|
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|
#ifdef ENABLE_PERF_REPORT |
| 280 |
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auto end_time = std::chrono::high_resolution_clock::now(); |
| 281 |
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auto duration = |
| 282 |
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|
std::chrono::duration_cast<std::chrono::microseconds>( |
| 283 |
|
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end_time - start_time) |
| 284 |
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|
.count(); |
| 285 |
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double start_us = |
| 286 |
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std::chrono::duration_cast<std::chrono::microseconds>( |
| 287 |
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|
start_time.time_since_epoch()) |
| 288 |
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|
.count(); |
| 289 |
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|
FlameGraphData fg_data = { |
| 290 |
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|
"dist_client::GetParameter", |
| 291 |
|
|
start_us, |
| 292 |
|
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1, |
| 293 |
|
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static_cast<double>(duration), |
| 294 |
|
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static_cast<double>(duration)}; |
| 295 |
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|
std::string unique_id = |
| 296 |
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|
"embread_debug" + std::to_string(recstore::g_trace_id); |
| 297 |
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report_flame_graph("emb_read_flame_map", unique_id.c_str(), fg_data); |
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#endif |
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| 300 |
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54 |
return 0; |
| 301 |
|
54 |
} |
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62 |
int PutParameter(const base::ConstArray<uint64_t>& keys, |
| 304 |
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const base::RecTensor& values) override { |
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recstore::DistributedShardedClient<BRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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if (!IsFloatEmbeddingValues(values, static_cast<int64_t>(keys.Size()))) { |
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recstore::DistributedShardedClient<BRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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LOG(ERROR) << "Keys and values size mismatch: " << keys.Size(); |
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return -1; |
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} |
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recstore::DistributedShardedClient<BRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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|
62 |
if (keys.Size() == 0) { |
| 310 |
|
✗ |
return 0; |
| 311 |
|
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} |
| 312 |
|
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|
| 313 |
|
62 |
std::vector<std::vector<uint64_t>> partitioned_keys; |
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recstore::DistributedShardedClient<BRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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62 |
PartitionKeys(keys, partitioned_keys); |
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recstore::DistributedShardedClient<BRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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|
62 |
const int64_t D = values.shape(1); |
| 316 |
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|
| 317 |
|
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std::vector<base::RecTensor> partitioned_values; |
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recstore::DistributedShardedClient<BRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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62 |
partitioned_values.reserve(static_cast<size_t>(num_shards_)); |
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recstore::DistributedShardedClient<BRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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|
186 |
for (int shard_id = 0; shard_id < num_shards_; ++shard_id) { |
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recstore::DistributedShardedClient<BRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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124 |
partitioned_values.emplace_back( |
| 321 |
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|
std::vector<int64_t>{ |
| 322 |
|
124 |
static_cast<int64_t>(key_index_mapping_[shard_id].size()), D}, |
| 323 |
|
124 |
base::DataType::FLOAT32); |
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recstore::DistributedShardedClient<BRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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|
124 |
GatherEmbeddingRows( |
| 325 |
|
|
values, key_index_mapping_[shard_id], partitioned_values[shard_id]); |
| 326 |
|
|
} |
| 327 |
|
|
|
| 328 |
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62 |
std::vector<std::future<int>> futures; |
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recstore::DistributedShardedClient<BRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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|
186 |
for (int shard_id = 0; shard_id < num_shards_; ++shard_id) { |
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recstore::DistributedShardedClient<BRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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|
124 |
if (partitioned_keys[shard_id].empty()) { |
| 331 |
|
2 |
continue; |
| 332 |
|
|
} |
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recstore::DistributedShardedClient<BRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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122 |
auto it = shard_to_client_index_.find(shard_id); |
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recstore::DistributedShardedClient<BRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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|
122 |
if (it == shard_to_client_index_.end()) { |
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recstore::DistributedShardedClient<BRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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|
✗ |
LOG(ERROR) << "No client found for shard " << shard_id; |
| 337 |
|
✗ |
return -1; |
| 338 |
|
|
} |
| 339 |
|
|
|
| 340 |
|
122 |
int client_index = it->second; |
| 341 |
|
122 |
auto* client = clients_[client_index].get(); |
| 342 |
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|
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recstore::DistributedShardedClient<BRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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|
122 |
futures.push_back(std::async( |
| 344 |
|
786 |
std::launch::async, [=, &partitioned_keys, &partitioned_values]() { |
| 345 |
|
88 |
const auto& shard_keys_vec = partitioned_keys[shard_id]; |
| 346 |
|
88 |
float* shard_src = partitioned_values[shard_id].data_as<float>(); |
| 347 |
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recstore::DistributedShardedClient<BRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&)::{lambda()#1}::operator()() const:
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&)::{lambda()#1}::operator()() const:
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|
332 |
for (size_t start = 0; start < shard_keys_vec.size(); |
| 348 |
|
122 |
start += static_cast<size_t>(max_keys_per_request_)) { |
| 349 |
|
122 |
size_t end = |
| 350 |
|
244 |
std::min(start + static_cast<size_t>(max_keys_per_request_), |
| 351 |
|
122 |
shard_keys_vec.size()); |
| 352 |
|
244 |
base::ConstArray<uint64_t> shard_chunk( |
| 353 |
|
122 |
shard_keys_vec.data() + start, static_cast<int>(end - start)); |
| 354 |
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recstore::DistributedShardedClient<BRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&)::{lambda()#1}::operator()() const:
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&)::{lambda()#1}::operator()() const:
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|
244 |
base::RecTensor value_chunk( |
| 355 |
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recstore::DistributedShardedClient<BRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&)::{lambda()#1}::operator()() const:
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&)::{lambda()#1}::operator()() const:
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|
122 |
shard_src + start * static_cast<size_t>(D), |
| 356 |
|
122 |
{static_cast<int64_t>(end - start), D}); |
| 357 |
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recstore::DistributedShardedClient<BRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&)::{lambda()#1}::operator()() const:
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&)::{lambda()#1}::operator()() const:
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|
122 |
if (client->PutParameter(shard_chunk, value_chunk) != 0) { |
| 358 |
|
✗ |
return 0; |
| 359 |
|
|
} |
| 360 |
|
|
} |
| 361 |
|
88 |
return 1; |
| 362 |
|
|
})); |
| 363 |
|
|
} |
| 364 |
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|
|
| 365 |
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recstore::DistributedShardedClient<BRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<BRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&)::{lambda()#1}::operator()() const:
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&)::{lambda()#1}::operator()() const:
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|
184 |
for (auto& future : futures) { |
| 366 |
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recstore::DistributedShardedClient<BRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<BRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&)::{lambda()#1}::operator()() const:
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&)::{lambda()#1}::operator()() const:
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|
122 |
if (future.get() != 1) { |
| 367 |
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recstore::DistributedShardedClient<BRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<BRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&)::{lambda()#1}::operator()() const:
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PutParameter(base::ConstArray<unsigned long> const&, base::RecTensor const&)::{lambda()#1}::operator()() const:
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|
✗ |
LOG(ERROR) << "Failed to put parameters to one of the shards"; |
| 368 |
|
✗ |
return -1; |
| 369 |
|
|
} |
| 370 |
|
|
} |
| 371 |
|
|
|
| 372 |
|
62 |
return 0; |
| 373 |
|
62 |
} |
| 374 |
|
|
|
| 375 |
|
✗ |
void Command(PSCommand command) override { |
| 376 |
|
✗ |
std::vector<std::future<void>> futures; |
| 377 |
0/4
recstore::DistributedShardedClient<BRPCParameterClient>::Command(recstore::PSCommand):
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recstore::DistributedShardedClient<GRPCParameterClient>::Command(recstore::PSCommand):
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|
✗ |
for (auto& client : clients_) { |
| 378 |
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recstore::DistributedShardedClient<BRPCParameterClient>::Command(recstore::PSCommand):
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recstore::DistributedShardedClient<BRPCParameterClient>::Command(recstore::PSCommand)::{lambda()#1}::operator()() const:
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recstore::DistributedShardedClient<GRPCParameterClient>::Command(recstore::PSCommand):
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recstore::DistributedShardedClient<GRPCParameterClient>::Command(recstore::PSCommand)::{lambda()#1}::operator()() const:
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futures.push_back(std::async(std::launch::async, [&client, command]() { |
| 379 |
|
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client->Command(command); |
| 380 |
|
|
})); |
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} |
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recstore::DistributedShardedClient<BRPCParameterClient>::Command(recstore::PSCommand):
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recstore::DistributedShardedClient<BRPCParameterClient>::Command(recstore::PSCommand)::{lambda()#1}::operator()() const:
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recstore::DistributedShardedClient<GRPCParameterClient>::Command(recstore::PSCommand):
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recstore::DistributedShardedClient<GRPCParameterClient>::Command(recstore::PSCommand)::{lambda()#1}::operator()() const:
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for (auto& future : futures) { |
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recstore::DistributedShardedClient<BRPCParameterClient>::Command(recstore::PSCommand):
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recstore::DistributedShardedClient<BRPCParameterClient>::Command(recstore::PSCommand)::{lambda()#1}::operator()() const:
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recstore::DistributedShardedClient<GRPCParameterClient>::Command(recstore::PSCommand):
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recstore::DistributedShardedClient<GRPCParameterClient>::Command(recstore::PSCommand)::{lambda()#1}::operator()() const:
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future.wait(); |
| 384 |
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} |
| 385 |
|
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} |
| 386 |
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|
| 387 |
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2 |
int UpdateParameter(const std::string& table_name, |
| 388 |
|
|
const base::ConstArray<uint64_t>& keys, |
| 389 |
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const base::RecTensor& grads) override { |
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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&, base::RecTensor 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&, base::RecTensor const&):
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if (!IsFloatEmbeddingValues(grads, static_cast<int64_t>(keys.Size()))) { |
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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&, base::RecTensor 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&, base::RecTensor const&):
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LOG(ERROR) << "UpdateParameter keys/grads size mismatch: " << keys.Size(); |
| 392 |
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return -1; |
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} |
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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&, base::RecTensor 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&, base::RecTensor const&):
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2 |
if (keys.Size() == 0) { |
| 395 |
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return 0; |
| 396 |
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} |
| 397 |
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|
| 398 |
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2 |
std::vector<std::vector<uint64_t>> partitioned_keys; |
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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&, base::RecTensor 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&, base::RecTensor const&):
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PartitionKeys(keys, partitioned_keys); |
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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&, base::RecTensor 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&, base::RecTensor const&):
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const int64_t D = grads.shape(1); |
| 401 |
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|
| 402 |
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std::vector<base::RecTensor> partitioned_grads; |
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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&, base::RecTensor 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&, base::RecTensor const&):
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partitioned_grads.reserve(static_cast<size_t>(num_shards_)); |
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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&, base::RecTensor 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&, base::RecTensor const&):
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6 |
for (int shard_id = 0; shard_id < num_shards_; ++shard_id) { |
| 405 |
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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&, base::RecTensor 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&, base::RecTensor const&):
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4 |
partitioned_grads.emplace_back( |
| 406 |
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|
std::vector<int64_t>{ |
| 407 |
|
4 |
static_cast<int64_t>(key_index_mapping_[shard_id].size()), D}, |
| 408 |
|
4 |
base::DataType::FLOAT32); |
| 409 |
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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&, base::RecTensor 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&, base::RecTensor const&):
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4 |
GatherEmbeddingRows( |
| 410 |
|
|
grads, key_index_mapping_[shard_id], partitioned_grads[shard_id]); |
| 411 |
|
|
} |
| 412 |
|
|
|
| 413 |
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2 |
std::vector<std::future<int>> futures; |
| 414 |
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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&, base::RecTensor 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&, base::RecTensor const&):
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6 |
for (int shard_id = 0; shard_id < num_shards_; ++shard_id) { |
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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&, base::RecTensor 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&, base::RecTensor const&):
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|
4 |
if (partitioned_keys[shard_id].empty()) { |
| 416 |
|
2 |
continue; |
| 417 |
|
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} |
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|
| 419 |
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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&, base::RecTensor 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&, base::RecTensor const&):
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|
2 |
auto it = shard_to_client_index_.find(shard_id); |
| 420 |
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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&, base::RecTensor 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&, base::RecTensor const&):
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|
2 |
if (it == shard_to_client_index_.end()) { |
| 421 |
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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&, base::RecTensor 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&, base::RecTensor const&):
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|
✗ |
LOG(ERROR) << "No client found for shard " << shard_id; |
| 422 |
|
✗ |
return -1; |
| 423 |
|
|
} |
| 424 |
|
2 |
int client_index = it->second; |
| 425 |
|
2 |
auto* client = clients_[client_index].get(); |
| 426 |
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|
|
| 427 |
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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&, base::RecTensor 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&, base::RecTensor const&):
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|
2 |
futures.push_back(std::async( |
| 428 |
|
✗ |
std::launch::async, [=, &partitioned_keys, &partitioned_grads]() { |
| 429 |
|
✗ |
const auto& shard_keys_vec = partitioned_keys[shard_id]; |
| 430 |
|
✗ |
float* shard_src = partitioned_grads[shard_id].data_as<float>(); |
| 431 |
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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&, base::RecTensor 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&, base::RecTensor const&)::{lambda()#1}::operator()() const:
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for (size_t start = 0; start < shard_keys_vec.size(); |
| 432 |
|
✗ |
start += static_cast<size_t>(max_keys_per_request_)) { |
| 433 |
|
✗ |
size_t end = |
| 434 |
|
✗ |
std::min(start + static_cast<size_t>(max_keys_per_request_), |
| 435 |
|
✗ |
shard_keys_vec.size()); |
| 436 |
|
✗ |
base::ConstArray<uint64_t> shard_chunk( |
| 437 |
|
✗ |
shard_keys_vec.data() + start, static_cast<int>(end - start)); |
| 438 |
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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&, base::RecTensor 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&, base::RecTensor const&)::{lambda()#1}::operator()() const:
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✗ |
base::RecTensor grad_chunk( |
| 439 |
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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&, base::RecTensor 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&, base::RecTensor const&)::{lambda()#1}::operator()() const:
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|
✗ |
shard_src + start * static_cast<size_t>(D), |
| 440 |
|
✗ |
{static_cast<int64_t>(end - start), D}); |
| 441 |
|
✗ |
if (client->UpdateParameter( |
| 442 |
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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&, base::RecTensor 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&, base::RecTensor const&)::{lambda()#1}::operator()() const:
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|
✗ |
table_name, shard_chunk, grad_chunk) != 0) { |
| 443 |
|
✗ |
return -1; |
| 444 |
|
|
} |
| 445 |
|
|
} |
| 446 |
|
✗ |
return 0; |
| 447 |
|
|
})); |
| 448 |
|
|
} |
| 449 |
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|
|
| 450 |
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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&, base::RecTensor const&):
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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&, base::RecTensor 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&, base::RecTensor 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&, base::RecTensor const&)::{lambda()#1}::operator()() const:
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4 |
for (auto& future : futures) { |
| 451 |
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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&, base::RecTensor const&):
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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&, base::RecTensor 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&, base::RecTensor 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&, base::RecTensor const&)::{lambda()#1}::operator()() const:
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|
2 |
if (future.get() != 0) { |
| 452 |
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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&, base::RecTensor const&):
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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&, base::RecTensor 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&, base::RecTensor 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&, base::RecTensor const&)::{lambda()#1}::operator()() const:
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|
✗ |
LOG(ERROR) << "Failed to update parameters on one of the shards"; |
| 453 |
|
✗ |
return -1; |
| 454 |
|
|
} |
| 455 |
|
|
} |
| 456 |
|
|
|
| 457 |
|
2 |
return 0; |
| 458 |
|
2 |
} |
| 459 |
|
|
|
| 460 |
|
✗ |
int64_t SparseGradientCommit(const std::string& table, |
| 461 |
|
|
SparseGradientCommitHeader h, |
| 462 |
|
|
const base::ConstArray<uint64_t>& keys, |
| 463 |
|
|
const base::RecTensor& grads) override { |
| 464 |
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recstore::DistributedShardedClient<BRPCParameterClient>::SparseGradientCommit(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::SparseGradientCommitHeader, base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::SparseGradientCommit(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::SparseGradientCommitHeader, base::ConstArray<unsigned long> const&, base::RecTensor const&):
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std::vector<std::vector<uint64_t>> shard_keys(clients_.size()); |
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recstore::DistributedShardedClient<BRPCParameterClient>::SparseGradientCommit(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::SparseGradientCommitHeader, base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::SparseGradientCommit(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::SparseGradientCommitHeader, base::ConstArray<unsigned long> const&, base::RecTensor const&):
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std::vector<std::vector<size_t>> indices(clients_.size()); |
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recstore::DistributedShardedClient<BRPCParameterClient>::SparseGradientCommit(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::SparseGradientCommitHeader, base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::SparseGradientCommit(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::SparseGradientCommitHeader, base::ConstArray<unsigned long> const&, base::RecTensor const&):
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for (size_t i = 0; i < keys.Size(); ++i) { |
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recstore::DistributedShardedClient<BRPCParameterClient>::SparseGradientCommit(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::SparseGradientCommitHeader, base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::SparseGradientCommit(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::SparseGradientCommitHeader, base::ConstArray<unsigned long> const&, base::RecTensor const&):
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const auto client = shard_to_client_index_.at(GetShardId(keys[i])); |
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recstore::DistributedShardedClient<BRPCParameterClient>::SparseGradientCommit(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::SparseGradientCommitHeader, base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::SparseGradientCommit(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::SparseGradientCommitHeader, base::ConstArray<unsigned long> const&, base::RecTensor const&):
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shard_keys[client].push_back(keys[i]); |
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recstore::DistributedShardedClient<BRPCParameterClient>::SparseGradientCommit(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::SparseGradientCommitHeader, base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::SparseGradientCommit(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::SparseGradientCommitHeader, base::ConstArray<unsigned long> const&, base::RecTensor const&):
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indices[client].push_back(i); |
| 470 |
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} |
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|
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int64_t committed = std::numeric_limits<int64_t>::max(); |
| 472 |
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|
// Every shard receives an end marker, including shards with no rows. |
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recstore::DistributedShardedClient<BRPCParameterClient>::SparseGradientCommit(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::SparseGradientCommitHeader, base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::SparseGradientCommit(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::SparseGradientCommitHeader, base::ConstArray<unsigned long> const&, base::RecTensor const&):
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for (size_t i = 0; i < clients_.size(); ++i) { |
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recstore::DistributedShardedClient<BRPCParameterClient>::SparseGradientCommit(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::SparseGradientCommitHeader, base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::SparseGradientCommit(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::SparseGradientCommitHeader, base::ConstArray<unsigned long> const&, base::RecTensor const&):
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base::RecTensor part({static_cast<int64_t>(indices[i].size()), h.dim}, |
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|
base::DataType::FLOAT32); |
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recstore::DistributedShardedClient<BRPCParameterClient>::SparseGradientCommit(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::SparseGradientCommitHeader, base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::SparseGradientCommit(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::SparseGradientCommitHeader, base::ConstArray<unsigned long> const&, base::RecTensor const&):
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if (!indices[i].empty()) |
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recstore::DistributedShardedClient<BRPCParameterClient>::SparseGradientCommit(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::SparseGradientCommitHeader, base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::SparseGradientCommit(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::SparseGradientCommitHeader, base::ConstArray<unsigned long> const&, base::RecTensor const&):
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✗ |
GatherEmbeddingRows(grads, indices[i], part); |
| 478 |
|
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committed = std::min( |
| 479 |
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|
committed, |
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recstore::DistributedShardedClient<BRPCParameterClient>::SparseGradientCommit(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::SparseGradientCommitHeader, base::ConstArray<unsigned long> const&, base::RecTensor const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::SparseGradientCommit(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, recstore::SparseGradientCommitHeader, base::ConstArray<unsigned long> const&, base::RecTensor const&):
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|
✗ |
clients_[i]->SparseGradientCommit( |
| 481 |
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|
table, |
| 482 |
|
|
h, |
| 483 |
|
✗ |
base::ConstArray<uint64_t>( |
| 484 |
|
✗ |
shard_keys[i].data(), shard_keys[i].size()), |
| 485 |
|
|
part)); |
| 486 |
|
|
} |
| 487 |
|
✗ |
return committed; |
| 488 |
|
✗ |
} |
| 489 |
|
|
|
| 490 |
|
10 |
int InitEmbeddingTable( |
| 491 |
|
|
const std::string& table_name, |
| 492 |
|
|
const recstore::EmbeddingTableConfig& config) override { |
| 493 |
|
10 |
std::vector<std::future<int>> futures; |
| 494 |
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recstore::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_) { |
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recstore::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( |
| 496 |
|
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std::async(std::launch::async, [&client, &table_name, &config]() { |
| 497 |
|
✗ |
return client->InitEmbeddingTable(table_name, config); |
| 498 |
|
|
})); |
| 499 |
|
|
} |
| 500 |
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|
|
| 501 |
|
10 |
int tag = -1; |
| 502 |
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recstore::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) { |
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recstore::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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20 |
const int rc = future.get(); |
| 504 |
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recstore::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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20 |
if (rc < 0) { |
| 505 |
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recstore::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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|
✗ |
LOG(ERROR) << "InitEmbeddingTable failed on one of the shards"; |
| 506 |
|
✗ |
return -1; |
| 507 |
|
|
} |
| 508 |
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recstore::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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|
20 |
if (tag < 0) { |
| 509 |
|
10 |
tag = rc; |
| 510 |
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recstore::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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|
10 |
} else if (tag != rc) { |
| 511 |
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recstore::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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|
✗ |
LOG(ERROR) << "InitEmbeddingTable tag mismatch across shards"; |
| 512 |
|
✗ |
return -1; |
| 513 |
|
|
} |
| 514 |
|
|
} |
| 515 |
|
10 |
return tag; |
| 516 |
|
10 |
} |
| 517 |
|
|
|
| 518 |
|
38 |
uint64_t PrefetchParameter(const base::ConstArray<uint64_t>& keys) override { |
| 519 |
|
2 |
auto cleanup_state = [this](const DistPrefetchState& state) { |
| 520 |
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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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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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|
✗ |
for (const auto& shard_state : state.shard_states) { |
| 521 |
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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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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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|
✗ |
if (shard_state.client_index < 0 || |
| 522 |
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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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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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|
✗ |
shard_state.client_index >= static_cast<int>(clients_.size())) { |
| 523 |
|
✗ |
continue; |
| 524 |
|
|
} |
| 525 |
|
✗ |
auto* client = clients_[shard_state.client_index].get(); |
| 526 |
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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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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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for (uint64_t child_prefetch_id : shard_state.child_prefetch_ids) { |
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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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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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client->WaitForPrefetch(child_prefetch_id); |
| 528 |
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base::RecTensor discard; |
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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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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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client->GetPrefetchResult(child_prefetch_id, discard); |
| 530 |
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} |
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} |
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}; |
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recstore::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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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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if (keys.Size() == 0) { |
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recstore::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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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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std::lock_guard<std::mutex> lk(prefetch_mu_); |
| 536 |
|
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uint64_t prefetch_id = next_prefetch_id_++; |
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recstore::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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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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auto state = std::make_shared<DistPrefetchState>(); |
| 538 |
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state->total_keys = 0; |
| 539 |
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recstore::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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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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prefetch_states_[prefetch_id] = state; |
| 540 |
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return prefetch_id; |
| 541 |
|
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} |
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recstore::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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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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std::vector<std::vector<uint64_t>> shard_keys(num_shards_); |
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recstore::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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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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std::vector<std::vector<size_t>> shard_indices(num_shards_); |
| 545 |
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recstore::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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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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|
462 |
for (size_t i = 0; i < keys.Size(); ++i) { |
| 546 |
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recstore::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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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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424 |
const int shard_id = GetShardId(keys[i]); |
| 547 |
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recstore::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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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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shard_keys[shard_id].push_back(keys[i]); |
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recstore::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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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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shard_indices[shard_id].push_back(i); |
| 549 |
|
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} |
| 550 |
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|
| 551 |
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recstore::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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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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38 |
auto state = std::make_shared<DistPrefetchState>(); |
| 552 |
|
38 |
state->total_keys = keys.Size(); |
| 553 |
|
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|
| 554 |
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recstore::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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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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|
190 |
for (int shard_id = 0; shard_id < num_shards_; ++shard_id) { |
| 555 |
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recstore::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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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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|
76 |
if (shard_keys[shard_id].empty()) { |
| 556 |
|
✗ |
continue; |
| 557 |
|
|
} |
| 558 |
|
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|
| 559 |
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recstore::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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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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|
76 |
auto it = shard_to_client_index_.find(shard_id); |
| 560 |
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recstore::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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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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|
76 |
if (it == shard_to_client_index_.end()) { |
| 561 |
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recstore::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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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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|
✗ |
LOG(ERROR) << "No client found for shard " << shard_id; |
| 562 |
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recstore::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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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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|
✗ |
cleanup_state(*state); |
| 563 |
|
✗ |
return 0; |
| 564 |
|
|
} |
| 565 |
|
|
|
| 566 |
|
76 |
DistPrefetchShardState shard_state; |
| 567 |
|
76 |
shard_state.shard_id = shard_id; |
| 568 |
|
76 |
shard_state.client_index = it->second; |
| 569 |
|
76 |
shard_state.original_indices = std::move(shard_indices[shard_id]); |
| 570 |
|
|
|
| 571 |
|
76 |
const auto& skeys = shard_keys[shard_id]; |
| 572 |
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recstore::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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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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|
180 |
for (size_t start = 0; start < skeys.size(); |
| 573 |
|
104 |
start += static_cast<size_t>(max_keys_per_request_)) { |
| 574 |
|
208 |
size_t end = std::min( |
| 575 |
|
104 |
start + static_cast<size_t>(max_keys_per_request_), skeys.size()); |
| 576 |
|
208 |
base::ConstArray<uint64_t> chunk( |
| 577 |
|
104 |
skeys.data() + start, static_cast<int>(end - start)); |
| 578 |
|
104 |
uint64_t child_prefetch_id = |
| 579 |
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recstore::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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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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104 |
clients_[shard_state.client_index]->PrefetchParameter(chunk); |
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recstore::DistributedShardedClient<BRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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if (child_prefetch_id == 0) { |
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recstore::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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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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LOG(ERROR) << "PrefetchParameter failed for shard " << shard_id; |
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recstore::DistributedShardedClient<BRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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✗ |
cleanup_state(*state); |
| 583 |
|
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return 0; |
| 584 |
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} |
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recstore::DistributedShardedClient<BRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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shard_state.child_prefetch_ids.push_back(child_prefetch_id); |
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recstore::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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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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|
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shard_state.chunk_sizes.push_back(static_cast<int>(end - start)); |
| 587 |
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} |
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recstore::DistributedShardedClient<BRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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|
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state->shard_states.push_back(std::move(shard_state)); |
| 589 |
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} |
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recstore::DistributedShardedClient<BRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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38 |
std::lock_guard<std::mutex> lk(prefetch_mu_); |
| 592 |
|
38 |
uint64_t prefetch_id = next_prefetch_id_++; |
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recstore::DistributedShardedClient<BRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&):
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recstore::DistributedShardedClient<GRPCParameterClient>::PrefetchParameter(base::ConstArray<unsigned long> const&)::{lambda(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&)#1}::operator()(recstore::DistributedShardedClient<GRPCParameterClient>::DistPrefetchState const&) const:
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prefetch_states_[prefetch_id] = std::move(state); |
| 594 |
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38 |
return prefetch_id; |
| 595 |
|
38 |
} |
| 596 |
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|
| 597 |
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4 |
bool IsPrefetchDone(uint64_t prefetch_id) override { |
| 598 |
|
4 |
std::shared_ptr<DistPrefetchState> state; |
| 599 |
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{ |
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recstore::DistributedShardedClient<BRPCParameterClient>::IsPrefetchDone(unsigned long):
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recstore::DistributedShardedClient<GRPCParameterClient>::IsPrefetchDone(unsigned long):
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std::lock_guard<std::mutex> lk(prefetch_mu_); |
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recstore::DistributedShardedClient<BRPCParameterClient>::IsPrefetchDone(unsigned long):
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recstore::DistributedShardedClient<GRPCParameterClient>::IsPrefetchDone(unsigned long):
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auto it = prefetch_states_.find(prefetch_id); |
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recstore::DistributedShardedClient<BRPCParameterClient>::IsPrefetchDone(unsigned long):
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recstore::DistributedShardedClient<GRPCParameterClient>::IsPrefetchDone(unsigned long):
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if (it == prefetch_states_.end()) { |
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recstore::DistributedShardedClient<BRPCParameterClient>::IsPrefetchDone(unsigned long):
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recstore::DistributedShardedClient<GRPCParameterClient>::IsPrefetchDone(unsigned long):
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LOG(ERROR) << "Invalid prefetch_id: " << prefetch_id; |
| 604 |
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2 |
return false; |
| 605 |
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} |
| 606 |
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state = it->second; |
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recstore::DistributedShardedClient<BRPCParameterClient>::IsPrefetchDone(unsigned long):
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recstore::DistributedShardedClient<GRPCParameterClient>::IsPrefetchDone(unsigned long):
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} |
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recstore::DistributedShardedClient<BRPCParameterClient>::IsPrefetchDone(unsigned long):
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recstore::DistributedShardedClient<GRPCParameterClient>::IsPrefetchDone(unsigned long):
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for (const auto& shard_state : state->shard_states) { |
| 610 |
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4 |
auto* client = clients_[shard_state.client_index].get(); |
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recstore::DistributedShardedClient<BRPCParameterClient>::IsPrefetchDone(unsigned long):
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recstore::DistributedShardedClient<GRPCParameterClient>::IsPrefetchDone(unsigned long):
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for (uint64_t child_prefetch_id : shard_state.child_prefetch_ids) { |
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recstore::DistributedShardedClient<BRPCParameterClient>::IsPrefetchDone(unsigned long):
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recstore::DistributedShardedClient<GRPCParameterClient>::IsPrefetchDone(unsigned long):
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if (!client->IsPrefetchDone(child_prefetch_id)) { |
| 613 |
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return false; |
| 614 |
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} |
| 615 |
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} |
| 616 |
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} |
| 617 |
|
2 |
return true; |
| 618 |
|
4 |
} |
| 619 |
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|
|
| 620 |
|
74 |
void WaitForPrefetch(uint64_t prefetch_id) override { |
| 621 |
|
74 |
std::shared_ptr<DistPrefetchState> state; |
| 622 |
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{ |
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recstore::DistributedShardedClient<BRPCParameterClient>::WaitForPrefetch(unsigned long):
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recstore::DistributedShardedClient<GRPCParameterClient>::WaitForPrefetch(unsigned long):
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std::lock_guard<std::mutex> lk(prefetch_mu_); |
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recstore::DistributedShardedClient<BRPCParameterClient>::WaitForPrefetch(unsigned long):
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recstore::DistributedShardedClient<GRPCParameterClient>::WaitForPrefetch(unsigned long):
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auto it = prefetch_states_.find(prefetch_id); |
| 625 |
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recstore::DistributedShardedClient<BRPCParameterClient>::WaitForPrefetch(unsigned long):
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recstore::DistributedShardedClient<GRPCParameterClient>::WaitForPrefetch(unsigned long):
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if (it == prefetch_states_.end()) { |
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recstore::DistributedShardedClient<BRPCParameterClient>::WaitForPrefetch(unsigned long):
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recstore::DistributedShardedClient<GRPCParameterClient>::WaitForPrefetch(unsigned long):
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LOG(ERROR) << "Invalid prefetch_id: " << prefetch_id; |
| 627 |
|
✗ |
return; |
| 628 |
|
|
} |
| 629 |
|
74 |
state = it->second; |
| 630 |
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recstore::DistributedShardedClient<BRPCParameterClient>::WaitForPrefetch(unsigned long):
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recstore::DistributedShardedClient<GRPCParameterClient>::WaitForPrefetch(unsigned long):
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} |
| 631 |
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recstore::DistributedShardedClient<BRPCParameterClient>::WaitForPrefetch(unsigned long):
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recstore::DistributedShardedClient<GRPCParameterClient>::WaitForPrefetch(unsigned long):
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|
222 |
for (const auto& shard_state : state->shard_states) { |
| 633 |
|
148 |
auto* client = clients_[shard_state.client_index].get(); |
| 634 |
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recstore::DistributedShardedClient<BRPCParameterClient>::WaitForPrefetch(unsigned long):
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recstore::DistributedShardedClient<GRPCParameterClient>::WaitForPrefetch(unsigned long):
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|
352 |
for (uint64_t child_prefetch_id : shard_state.child_prefetch_ids) { |
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recstore::DistributedShardedClient<BRPCParameterClient>::WaitForPrefetch(unsigned long):
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recstore::DistributedShardedClient<GRPCParameterClient>::WaitForPrefetch(unsigned long):
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client->WaitForPrefetch(child_prefetch_id); |
| 636 |
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} |
| 637 |
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} |
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recstore::DistributedShardedClient<BRPCParameterClient>::WaitForPrefetch(unsigned long):
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recstore::DistributedShardedClient<GRPCParameterClient>::WaitForPrefetch(unsigned long):
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} |
| 639 |
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|
| 640 |
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bool |
| 641 |
|
42 |
GetPrefetchResult(uint64_t prefetch_id, base::RecTensor& values) override { |
| 642 |
|
42 |
std::shared_ptr<DistPrefetchState> state; |
| 643 |
|
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{ |
| 644 |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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std::lock_guard<std::mutex> lk(prefetch_mu_); |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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|
42 |
auto it = prefetch_states_.find(prefetch_id); |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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if (it == prefetch_states_.end()) { |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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4 |
LOG(ERROR) << "Invalid prefetch_id: " << prefetch_id; |
| 648 |
|
4 |
return false; |
| 649 |
|
|
} |
| 650 |
|
38 |
state = it->second; |
| 651 |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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|
42 |
} |
| 652 |
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|
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recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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|
38 |
WaitForPrefetch(prefetch_id); |
| 654 |
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|
| 655 |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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|
38 |
const bool discard = values.data() == nullptr && values.dim() == 0; |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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76 |
if (!discard && !EnsureEmbeddingOutput( |
| 657 |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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|
38 |
values, static_cast<int64_t>(state->total_keys))) { |
| 658 |
|
✗ |
return false; |
| 659 |
|
|
} |
| 660 |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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|
38 |
const int64_t D = discard ? 0 : values.shape(1); |
| 661 |
|
|
|
| 662 |
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38 |
bool ok_all = true; |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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|
114 |
for (const auto& shard_state : state->shard_states) { |
| 664 |
|
76 |
auto* client = clients_[shard_state.client_index].get(); |
| 665 |
|
76 |
size_t shard_offset = 0; |
| 666 |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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|
284 |
for (size_t i = 0; i < shard_state.child_prefetch_ids.size(); ++i) { |
| 667 |
|
104 |
const int expected = |
| 668 |
|
104 |
(i < shard_state.chunk_sizes.size() |
| 669 |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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|
104 |
? shard_state.chunk_sizes[i] |
| 670 |
|
|
: -1); |
| 671 |
|
104 |
base::RecTensor chunk_values; |
| 672 |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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|
104 |
if (!discard && expected > 0) { |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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|
104 |
chunk_values = base::RecTensor( |
| 674 |
|
104 |
{static_cast<int64_t>(expected), D}, base::DataType::FLOAT32); |
| 675 |
|
|
} |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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|
104 |
if (!client->GetPrefetchResult( |
| 677 |
|
104 |
shard_state.child_prefetch_ids[i], chunk_values)) { |
| 678 |
|
✗ |
ok_all = false; |
| 679 |
|
✗ |
break; |
| 680 |
|
|
} |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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|
104 |
if (discard || expected <= 0) { |
| 682 |
|
✗ |
continue; |
| 683 |
|
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} |
| 684 |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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|
104 |
if (static_cast<int>(chunk_values.shape(0)) != expected) { |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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|
✗ |
LOG(ERROR) << "Prefetch chunk size mismatch: got " |
| 686 |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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|
✗ |
<< chunk_values.shape(0) << ", expected " << expected; |
| 687 |
|
✗ |
ok_all = false; |
| 688 |
|
✗ |
break; |
| 689 |
|
|
} |
| 690 |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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|
104 |
const float* src = chunk_values.data_as<float>(); |
| 691 |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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|
104 |
float* dst = values.data_as<float>(); |
| 692 |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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|
528 |
for (int row = 0; row < expected; ++row) { |
| 693 |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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|
424 |
if (shard_offset >= shard_state.original_indices.size()) { |
| 694 |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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|
✗ |
LOG(ERROR) << "Prefetch result overflow in shard " |
| 695 |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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|
✗ |
<< shard_state.shard_id; |
| 696 |
|
✗ |
ok_all = false; |
| 697 |
|
✗ |
break; |
| 698 |
|
|
} |
| 699 |
|
424 |
const size_t orig = shard_state.original_indices[shard_offset++]; |
| 700 |
|
424 |
std::memcpy(dst + orig * static_cast<size_t>(D), |
| 701 |
|
424 |
src + row * D, |
| 702 |
|
424 |
static_cast<size_t>(D) * sizeof(float)); |
| 703 |
|
|
} |
| 704 |
1/4
recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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|
104 |
if (!ok_all) { |
| 705 |
|
✗ |
break; |
| 706 |
|
|
} |
| 707 |
|
|
} |
| 708 |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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|
76 |
if (!ok_all) { |
| 709 |
|
✗ |
break; |
| 710 |
|
|
} |
| 711 |
|
|
} |
| 712 |
|
|
|
| 713 |
|
|
{ |
| 714 |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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|
38 |
std::lock_guard<std::mutex> lk(prefetch_mu_); |
| 715 |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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recstore::DistributedShardedClient<GRPCParameterClient>::GetPrefetchResult(unsigned long, base::RecTensor&):
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|
38 |
prefetch_states_.erase(prefetch_id); |
| 716 |
|
38 |
} |
| 717 |
|
38 |
return ok_all; |
| 718 |
|
42 |
} |
| 719 |
|
|
|
| 720 |
|
|
private: |
| 721 |
|
|
struct ServerConfig { |
| 722 |
|
|
std::string host; |
| 723 |
|
|
int port; |
| 724 |
|
|
int shard; |
| 725 |
|
|
}; |
| 726 |
|
|
|
| 727 |
|
|
struct DistPrefetchShardState { |
| 728 |
|
|
int shard_id = -1; |
| 729 |
|
|
int client_index = -1; |
| 730 |
|
|
std::vector<size_t> original_indices; |
| 731 |
|
|
std::vector<uint64_t> child_prefetch_ids; |
| 732 |
|
|
std::vector<int> chunk_sizes; |
| 733 |
|
|
}; |
| 734 |
|
|
|
| 735 |
|
|
struct DistPrefetchState { |
| 736 |
|
|
size_t total_keys = 0; |
| 737 |
|
|
std::vector<DistPrefetchShardState> shard_states; |
| 738 |
|
|
}; |
| 739 |
|
|
|
| 740 |
|
|
static std::string |
| 741 |
|
✗ |
ShardCheckpointPath(const std::string& path, int shard_id) { |
| 742 |
0/8
recstore::DistributedShardedClient<BRPCParameterClient>::ShardCheckpointPath(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, int):
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recstore::DistributedShardedClient<GRPCParameterClient>::ShardCheckpointPath(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, int):
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|
✗ |
const std::string prefix = |
| 743 |
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recstore::DistributedShardedClient<BRPCParameterClient>::ShardCheckpointPath(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, int):
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recstore::DistributedShardedClient<GRPCParameterClient>::ShardCheckpointPath(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, int):
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|
✗ |
path.empty() || path.back() == '/' ? path : path + "/"; |
| 744 |
0/16
recstore::DistributedShardedClient<BRPCParameterClient>::ShardCheckpointPath(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, int):
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recstore::DistributedShardedClient<GRPCParameterClient>::ShardCheckpointPath(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, int):
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|
✗ |
return prefix + "recstore-shard-" + std::to_string(shard_id) + ".bin"; |
| 745 |
|
✗ |
} |
| 746 |
|
|
|
| 747 |
|
✗ |
bool FanOutCheckpoint( |
| 748 |
|
|
const std::string& path, const std::string& metadata, bool save) { |
| 749 |
0/12
recstore::DistributedShardedClient<BRPCParameterClient>::FanOutCheckpoint(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, bool):
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recstore::DistributedShardedClient<GRPCParameterClient>::FanOutCheckpoint(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, bool):
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|
✗ |
if (path.empty() || metadata.empty()) { |
| 750 |
0/12
recstore::DistributedShardedClient<BRPCParameterClient>::FanOutCheckpoint(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, bool):
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recstore::DistributedShardedClient<GRPCParameterClient>::FanOutCheckpoint(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, bool):
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|
✗ |
LOG(ERROR) << "Checkpoint path and metadata must be non-empty"; |
| 751 |
|
✗ |
return false; |
| 752 |
|
|
} |
| 753 |
|
✗ |
std::vector<std::future<bool>> futures; |
| 754 |
0/4
recstore::DistributedShardedClient<BRPCParameterClient>::FanOutCheckpoint(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, bool):
✗ Branch 5 not taken.
✗ Branch 6 not taken.
recstore::DistributedShardedClient<GRPCParameterClient>::FanOutCheckpoint(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, bool):
✗ Branch 5 not taken.
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|
✗ |
for (const auto& server : server_configs_) { |
| 755 |
0/4
recstore::DistributedShardedClient<BRPCParameterClient>::FanOutCheckpoint(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, bool):
✗ Branch 1 not taken.
✗ Branch 2 not taken.
recstore::DistributedShardedClient<GRPCParameterClient>::FanOutCheckpoint(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, bool):
✗ Branch 1 not taken.
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|
✗ |
const auto it = shard_to_client_index_.find(server.shard); |
| 756 |
0/4
recstore::DistributedShardedClient<BRPCParameterClient>::FanOutCheckpoint(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, bool):
✗ Branch 2 not taken.
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recstore::DistributedShardedClient<GRPCParameterClient>::FanOutCheckpoint(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, bool):
✗ Branch 2 not taken.
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|
✗ |
if (it == shard_to_client_index_.end()) { |
| 757 |
0/16
recstore::DistributedShardedClient<BRPCParameterClient>::FanOutCheckpoint(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, bool):
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recstore::DistributedShardedClient<GRPCParameterClient>::FanOutCheckpoint(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, bool):
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|
✗ |
LOG(ERROR) << "No client found for shard " << server.shard; |
| 758 |
|
✗ |
return false; |
| 759 |
|
|
} |
| 760 |
|
✗ |
ClientT* client = clients_[it->second].get(); |
| 761 |
0/4
recstore::DistributedShardedClient<BRPCParameterClient>::FanOutCheckpoint(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, bool):
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recstore::DistributedShardedClient<GRPCParameterClient>::FanOutCheckpoint(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, bool):
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|
✗ |
const std::string file = ShardCheckpointPath(path, server.shard); |
| 762 |
0/16
recstore::DistributedShardedClient<BRPCParameterClient>::FanOutCheckpoint(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, bool):
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recstore::DistributedShardedClient<GRPCParameterClient>::FanOutCheckpoint(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, bool):
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|
✗ |
futures.push_back( |
| 763 |
|
✗ |
std::async(std::launch::async, [client, file, metadata, save]() { |
| 764 |
0/4
recstore::DistributedShardedClient<BRPCParameterClient>::FanOutCheckpoint(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, bool)::{lambda()#1}::operator()() const:
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recstore::DistributedShardedClient<GRPCParameterClient>::FanOutCheckpoint(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, bool)::{lambda()#1}::operator()() const:
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return save ? client->SaveCheckpoint(file, metadata) |
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: client->LoadCheckpoint(file, metadata); |
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})); |
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} |
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bool all_success = true; |
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recstore::DistributedShardedClient<BRPCParameterClient>::FanOutCheckpoint(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, bool):
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recstore::DistributedShardedClient<BRPCParameterClient>::FanOutCheckpoint(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, bool)::{lambda()#1}::operator()() const:
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recstore::DistributedShardedClient<GRPCParameterClient>::FanOutCheckpoint(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, bool):
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recstore::DistributedShardedClient<GRPCParameterClient>::FanOutCheckpoint(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, bool)::{lambda()#1}::operator()() const:
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recstore::DistributedShardedClient<BRPCParameterClient>::FanOutCheckpoint(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, bool):
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recstore::DistributedShardedClient<BRPCParameterClient>::FanOutCheckpoint(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, bool)::{lambda()#1}::operator()() const:
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recstore::DistributedShardedClient<GRPCParameterClient>::FanOutCheckpoint(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, bool)::{lambda()#1}::operator()() const:
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all_success = future.get() && all_success; |
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} |
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return all_success; |
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} |
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28 |
void InitializeClients() { |
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clients_.clear(); |
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clients_.reserve(server_configs_.size()); |
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recstore::DistributedShardedClient<BRPCParameterClient>::InitializeClients():
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recstore::DistributedShardedClient<GRPCParameterClient>::InitializeClients():
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for (const auto& server_config : server_configs_) { |
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recstore::DistributedShardedClient<BRPCParameterClient>::InitializeClients():
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json client_config = {{"host", server_config.host}, |
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{"port", server_config.port}, |
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{"shard", server_config.shard}}; |
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clients_.push_back(std::make_unique<ClientT>(client_config)); |
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LOG(INFO) << "Created " << transport_name_ << " client for shard " |
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<< server_config.shard << " at " << server_config.host << ":" |
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recstore::DistributedShardedClient<BRPCParameterClient>::InitializeClients():
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<< server_config.port; |
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} |
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} |
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int GetShardId(uint64_t key) const { |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetShardId(unsigned long) const:
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recstore::DistributedShardedClient<GRPCParameterClient>::GetShardId(unsigned long) const:
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if (hash_method_ == "city_hash") { |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetShardId(unsigned long) const:
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recstore::DistributedShardedClient<GRPCParameterClient>::GetShardId(unsigned long) const:
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} else if (hash_method_ == "simple_mod") { |
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recstore::DistributedShardedClient<BRPCParameterClient>::GetShardId(unsigned long) const:
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recstore::DistributedShardedClient<GRPCParameterClient>::GetShardId(unsigned long) const:
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recstore::DistributedShardedClient<BRPCParameterClient>::GetShardId(unsigned long) const:
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<< ", using city_hash"; |
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return GetHash(key) % num_shards_; |
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} |
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} |
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void |
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118 |
PartitionKeys(const base::ConstArray<uint64_t>& keys, |
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std::vector<std::vector<uint64_t>>& partitioned_keys) const { |
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recstore::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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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& partition : partitioned_key_buffer_) { |
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partition.clear(); |
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} |
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recstore::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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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_) { |
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mapping.clear(); |
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} |
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recstore::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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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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for (size_t i = 0; i < keys.Size(); ++i) { |
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recstore::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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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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int shard_id = GetShardId(key); |
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recstore::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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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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partitioned_key_buffer_[shard_id].push_back(key); |
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recstore::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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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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key_index_mapping_[shard_id].push_back(i); |
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} |
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|
| 822 |
|
118 |
partitioned_keys = partitioned_key_buffer_; |
| 823 |
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118 |
} |
| 824 |
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|
|
| 825 |
|
|
const char* transport_name_; |
| 826 |
|
|
|
| 827 |
|
|
// Config |
| 828 |
|
|
int num_shards_; |
| 829 |
|
|
int max_keys_per_request_; |
| 830 |
|
|
std::string hash_method_; |
| 831 |
|
|
|
| 832 |
|
|
std::vector<ServerConfig> server_configs_; |
| 833 |
|
|
|
| 834 |
|
|
// Single-shard clients (one per server entry). |
| 835 |
|
|
std::vector<std::unique_ptr<ClientT>> clients_; |
| 836 |
|
|
|
| 837 |
|
|
// Logical shard id -> index in clients_. |
| 838 |
|
|
std::unordered_map<int, int> shard_to_client_index_; |
| 839 |
|
|
|
| 840 |
|
|
// Partition buffers (reused). |
| 841 |
|
|
mutable std::vector<std::vector<uint64_t>> partitioned_key_buffer_; |
| 842 |
|
|
mutable std::vector<std::vector<size_t>> key_index_mapping_; |
| 843 |
|
|
|
| 844 |
|
|
std::mutex prefetch_mu_; |
| 845 |
|
|
std::unordered_map<uint64_t, std::shared_ptr<DistPrefetchState>> |
| 846 |
|
|
prefetch_states_; |
| 847 |
|
|
uint64_t next_prefetch_id_ = 1; |
| 848 |
|
|
}; |
| 849 |
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|
|
| 850 |
|
|
} // namespace recstore |
| 851 |
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