/* * Copyright (c) 2022-2024, NVIDIA CORPORATION. All rights reserved. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. */ #include #include "tensorrt_llm/common/tllmException.h" #include "tensorrt_llm/runtime/worldConfig.h" namespace tr = tensorrt_llm::runtime; namespace tc = tensorrt_llm::common; TEST(WorldConfig, DeviceIds) { auto constexpr tensorParallelism = 2; auto constexpr pipelineParallelism = 3; auto constexpr contextParallelism = 2; auto constexpr rank = 1; auto constexpr gpusPerNode = 16; // only to test EXPECT_NO_THROW(tr::WorldConfig(tensorParallelism, pipelineParallelism, contextParallelism, rank, gpusPerNode)); EXPECT_NO_THROW(tr::WorldConfig(tensorParallelism, pipelineParallelism, contextParallelism, rank, gpusPerNode, std::vector{0, 1, 2, 3, 4, 5, 7, 8, 9, 10, 11})); // Too many GPUs EXPECT_THROW(tr::WorldConfig(tensorParallelism, pipelineParallelism, contextParallelism, rank, gpusPerNode, std::vector{0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 11}), tc::TllmException); // GPUs out of range EXPECT_THROW(tr::WorldConfig(tensorParallelism, pipelineParallelism, contextParallelism, rank, gpusPerNode, std::vector{0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, -1}), tc::TllmException); EXPECT_THROW(tr::WorldConfig(tensorParallelism, pipelineParallelism, contextParallelism, rank, gpusPerNode, std::vector{0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 16}), tc::TllmException); // duplicated GPUs EXPECT_THROW(tr::WorldConfig(tensorParallelism, pipelineParallelism, contextParallelism, rank, gpusPerNode, std::vector{0, 1, 5, 3, 4, 5, 6, 7, 8, 9, 10, 11}), tc::TllmException); // non-contiguous GPUs generate just a warning EXPECT_NO_THROW(tr::WorldConfig(tensorParallelism, pipelineParallelism, contextParallelism, rank, gpusPerNode, std::vector{0, 1, 2, 3, 4, 6, 7, 8, 9, 10, 11, 12})); } // Test for parallel rank calculations and group membership. // Layout: pp is outermost, then tp, then cp is innermost (consecutive). // rank = ppRank * (tp * cp) + tpRank * cp + cpRank TEST(WorldConfig, ParallelRanks) { auto constexpr tp = 2; auto constexpr pp = 2; auto constexpr cp = 2; auto constexpr gpusPerNode = 16; // Test all 8 ranks in a tp=2, pp=2, cp=2 configuration. // Rank 0: ppRank=0, tpRank=0, cpRank=0 { tr::WorldConfig config(tp, pp, cp, 0, gpusPerNode); EXPECT_EQ(config.getPipelineParallelRank(), 0); EXPECT_EQ(config.getTensorParallelRank(), 0); EXPECT_EQ(config.getContextParallelRank(), 0); } // Rank 1: ppRank=0, tpRank=0, cpRank=1 { tr::WorldConfig config(tp, pp, cp, 1, gpusPerNode); EXPECT_EQ(config.getPipelineParallelRank(), 0); EXPECT_EQ(config.getTensorParallelRank(), 0); EXPECT_EQ(config.getContextParallelRank(), 1); } // Rank 2: ppRank=0, tpRank=1, cpRank=0 { tr::WorldConfig config(tp, pp, cp, 2, gpusPerNode); EXPECT_EQ(config.getPipelineParallelRank(), 0); EXPECT_EQ(config.getTensorParallelRank(), 1); EXPECT_EQ(config.getContextParallelRank(), 0); } // Rank 3: ppRank=0, tpRank=1, cpRank=1 { tr::WorldConfig config(tp, pp, cp, 3, gpusPerNode); EXPECT_EQ(config.getPipelineParallelRank(), 0); EXPECT_EQ(config.getTensorParallelRank(), 1); EXPECT_EQ(config.getContextParallelRank(), 1); } // Rank 4: ppRank=1, tpRank=0, cpRank=0 { tr::WorldConfig config(tp, pp, cp, 4, gpusPerNode); EXPECT_EQ(config.getPipelineParallelRank(), 1); EXPECT_EQ(config.getTensorParallelRank(), 0); EXPECT_EQ(config.getContextParallelRank(), 0); } // Rank 5: ppRank=1, tpRank=0, cpRank=1 { tr::WorldConfig config(tp, pp, cp, 5, gpusPerNode); EXPECT_EQ(config.getPipelineParallelRank(), 1); EXPECT_EQ(config.getTensorParallelRank(), 0); EXPECT_EQ(config.getContextParallelRank(), 1); } // Rank 6: ppRank=1, tpRank=1, cpRank=0 { tr::WorldConfig config(tp, pp, cp, 6, gpusPerNode); EXPECT_EQ(config.getPipelineParallelRank(), 1); EXPECT_EQ(config.getTensorParallelRank(), 1); EXPECT_EQ(config.getContextParallelRank(), 0); } // Rank 7: ppRank=1, tpRank=1, cpRank=1 { tr::WorldConfig config(tp, pp, cp, 7, gpusPerNode); EXPECT_EQ(config.getPipelineParallelRank(), 1); EXPECT_EQ(config.getTensorParallelRank(), 1); EXPECT_EQ(config.getContextParallelRank(), 1); } } TEST(WorldConfig, ParallelGroups) { auto constexpr tp = 2; auto constexpr pp = 2; auto constexpr cp = 2; auto constexpr gpusPerNode = 16; // Test group membership for rank 3 (ppRank=0, tpRank=1, cpRank=1). // CP group: all ranks with same (ppRank=0, tpRank=1) = [2, 3]. // TP group: all ranks with same (ppRank=0, cpRank=1) = [1, 3]. // PP group: all ranks with same (tpRank=1, cpRank=1) = [3, 7]. { tr::WorldConfig config(tp, pp, cp, 3, gpusPerNode); auto cpGroup = config.getContextParallelGroup(); auto tpGroup = config.getTensorParallelGroup(); auto ppGroup = config.getPipelineParallelGroup(); EXPECT_EQ(cpGroup, (std::vector{2, 3})); EXPECT_EQ(tpGroup, (std::vector{1, 3})); EXPECT_EQ(ppGroup, (std::vector{3, 7})); } // Test group membership for rank 5 (ppRank=1, tpRank=0, cpRank=1). // CP group: all ranks with same (ppRank=1, tpRank=0) = [4, 5]. // TP group: all ranks with same (ppRank=1, cpRank=1) = [5, 7]. // PP group: all ranks with same (tpRank=0, cpRank=1) = [1, 5]. { tr::WorldConfig config(tp, pp, cp, 5, gpusPerNode); auto cpGroup = config.getContextParallelGroup(); auto tpGroup = config.getTensorParallelGroup(); auto ppGroup = config.getPipelineParallelGroup(); EXPECT_EQ(cpGroup, (std::vector{4, 5})); EXPECT_EQ(tpGroup, (std::vector{5, 7})); EXPECT_EQ(ppGroup, (std::vector{1, 5})); } } TEST(WorldConfig, ParallelGroupsLargerConfig) { // Test with tp=2, pp=2, cp=4, worldSize=16. auto constexpr tp = 2; auto constexpr pp = 2; auto constexpr cp = 4; auto constexpr gpusPerNode = 16; // Rank 9: ppRank = 9 / (2*4) = 1, tpRank = (9 % 8) / 4 = 0, cpRank = 9 % 4 = 1. // CP group: ranks with same (ppRank=1, tpRank=0) = [8, 9, 10, 11]. // TP group: ranks with same (ppRank=1, cpRank=1) = [9, 13]. // PP group: ranks with same (tpRank=0, cpRank=1) = [1, 9]. { tr::WorldConfig config(tp, pp, cp, 9, gpusPerNode); EXPECT_EQ(config.getPipelineParallelRank(), 1); EXPECT_EQ(config.getTensorParallelRank(), 0); EXPECT_EQ(config.getContextParallelRank(), 1); auto cpGroup = config.getContextParallelGroup(); auto tpGroup = config.getTensorParallelGroup(); auto ppGroup = config.getPipelineParallelGroup(); EXPECT_EQ(cpGroup, (std::vector{8, 9, 10, 11})); EXPECT_EQ(tpGroup, (std::vector{9, 13})); EXPECT_EQ(ppGroup, (std::vector{1, 9})); } }