/** * Copyright (c) Facebook, Inc. and its affiliates. * * This source code is licensed under the MIT license found in the * LICENSE file in the root directory of this source tree. */ // Copyright 2004-present Facebook. All Rights Reserved. // -*- c -*- #include #include #include #include "../AutoTune_c.h" #include "../Index_c.h" #include "../error_c.h" #include "../index_factory_c.h" #include "DeviceUtils_c.h" #include "GpuAutoTune_c.h" #include "StandardGpuResources_c.h" #define FAISS_TRY(C) \ { \ if (C) { \ fprintf(stderr, "%s", faiss_get_last_error()); \ exit(-1); \ } \ } double drand() { return (double)rand() / (double)RAND_MAX; } int main() { time_t seed = time(NULL); srand(seed); int gpus = -1; FAISS_TRY(faiss_get_num_gpus(&gpus)); printf("%d GPU devices are available\n", gpus); printf("Generating some data...\n"); int d = 128; // dimension int nb = 100000; // database size int nq = 10000; // nb of queries float* xb = malloc(d * nb * sizeof(float)); float* xq = malloc(d * nq * sizeof(float)); for (int i = 0; i < nb; i++) { for (int j = 0; j < d; j++) xb[d * i + j] = drand(); xb[d * i] += i / 1000.; } for (int i = 0; i < nq; i++) { for (int j = 0; j < d; j++) xq[d * i + j] = drand(); xq[d * i] += i / 1000.; } printf("Loading standard GPU resources...\n"); FaissStandardGpuResources* gpu_res = NULL; FAISS_TRY(faiss_StandardGpuResources_new(&gpu_res)); printf("Building an index...\n"); FaissIndex* cpu_index = NULL; FAISS_TRY(faiss_index_factory( &cpu_index, d, "Flat", METRIC_L2)); // use factory to create index printf("Moving index to the GPU...\n"); FaissGpuIndex* index = NULL; FaissGpuClonerOptions* options = NULL; FAISS_TRY(faiss_GpuClonerOptions_new(&options)); FAISS_TRY(faiss_index_cpu_to_gpu_with_options( gpu_res, 0, cpu_index, options, &index)); printf("is_trained = %s\n", faiss_Index_is_trained(index) ? "true" : "false"); FAISS_TRY(faiss_Index_add(index, nb, xb)); // add vectors to the index printf("ntotal = %ld\n", faiss_Index_ntotal(index)); printf("Searching...\n"); int k = 5; { // sanity check: search 5 first vectors of xb idx_t* I = malloc(k * 5 * sizeof(idx_t)); float* D = malloc(k * 5 * sizeof(float)); FAISS_TRY(faiss_Index_search(index, 5, xb, k, D, I)); printf("I=\n"); for (int i = 0; i < 5; i++) { for (int j = 0; j < k; j++) printf("%5ld (d=%2.3f) ", I[i * k + j], D[i * k + j]); printf("\n"); } free(I); free(D); } { // search xq idx_t* I = malloc(k * nq * sizeof(idx_t)); float* D = malloc(k * nq * sizeof(float)); FAISS_TRY(faiss_Index_search(index, 5, xb, k, D, I)); printf("I=\n"); for (int i = 0; i < 5; i++) { for (int j = 0; j < k; j++) printf("%5ld (d=%2.3f) ", I[i * k + j], D[i * k + j]); printf("\n"); } free(I); free(D); } printf("Freeing index...\n"); faiss_Index_free(index); printf("Freeing GPU resources...\n"); faiss_GpuResources_free(gpu_res); faiss_GpuClonerOptions_free(options); printf("Done.\n"); return 0; }