fix format & compile issue

Signed-off-by: suguan.dx <[email protected]>

Author: suguan.dx

examples/cpp/108_index_gno_imi.cpp

@@ -14,6 +14,7 @@
 // limitations under the License.
 
 #include <vsag/vsag.h>
+
 #include <fstream>
 #include <iostream>
 

src/algorithm/ivf.cpp

@@ -24,7 +24,7 @@
 
 namespace vsag {
 
-static const std::unordered_map<std::string, std::vector<std::string> > EXTERNAL_MAPPING = {
+static const std::unordered_map<std::string, std::vector<std::string>> EXTERNAL_MAPPING = {
     {
         IVF_BASE_QUANTIZATION_TYPE,
         {BUCKET_PARAMS_KEY, QUANTIZATION_PARAMS_KEY, QUANTIZATION_TYPE_KEY},

src/algorithm/ivf_partition/gno_imi_parameter.cpp

@@ -13,10 +13,12 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
+#include "gno_imi_parameter.h"
+
 #include <fmt/format-inl.h>
+
 #include <iostream>
 
-#include "gno_imi_parameter.h"
 #include "inner_string_params.h"
 #include "vsag/constants.h"
 

src/algorithm/ivf_partition/gno_imi_partition.cpp

@@ -16,9 +16,9 @@
 #include "gno_imi_partition.h"
 
 #include <fmt/format-inl.h>
+
 #include <fstream>
 
-#include "data_cell/flatten_bucket_datacell.h"
 #include "impl/kmeans_cluster.h"
 #include "inner_string_params.h"
 #include "safe_allocator.h"
@@ -150,14 +150,14 @@ GNOIMIPartition::Train(const DatasetPtr dataset) {
         norms_S_[i] = norm_sqr / 2;
     }
 
-    Vector<std::pair<float, BucketIdType> > norms_T(bucket_count_T_, this->allocator_);
+    Vector<std::pair<float, BucketIdType>> norms_T(bucket_count_T_, this->allocator_);
     for (size_t i = 0; i < bucket_count_T_; ++i) {
         auto norm_sqr = FP32ComputeIP(
             data_centroids_T_.data() + i * dim_, data_centroids_T_.data() + i * dim_, dim_);
         norms_T[i].first = norm_sqr / 2;
         norms_T[i].second = i;
     }
-    std::sort(norms_T.begin(), norms_T.end(), std::greater<std::pair<float, BucketIdType> >());
+    std::sort(norms_T.begin(), norms_T.end(), std::greater<std::pair<float, BucketIdType>>());
     std::vector<float> temp_data(bucket_count_T_ * dim_, 0.0f);
     for (size_t i = 0; i < bucket_count_T_; ++i) {
         BucketIdType src_idx = norms_T[i].second;
@@ -346,7 +346,7 @@ GNOIMIPartition::inner_joint_classify_datas(const float* datas,
                                             BucketIdType* result) {
     Vector<float> dist_to_S(bucket_count_S_ * count, this->allocator_);
     Vector<float> dist_to_T(bucket_count_T_ * count, this->allocator_);
-    Vector<std::pair<float, BucketIdType> > precomputed_terms_S(bucket_count_S_, this->allocator_);
+    Vector<std::pair<float, BucketIdType>> precomputed_terms_S(bucket_count_S_, this->allocator_);
 
     matmul(datas, data_centroids_S_.data(), dist_to_S.data(), count, bucket_count_S_, dim_);
     matmul(datas, data_centroids_T_.data(), dist_to_T.data(), count, bucket_count_T_, dim_);

src/algorithm/ivf_partition/gno_imi_partition_test.cpp

@@ -14,7 +14,9 @@
 // limitations under the License.
 
 #include "gno_imi_partition.h"
+
 #include <catch2/catch_test_macros.hpp>
+
 #include "fixtures.h"
 #include "safe_allocator.h"
 

src/algorithm/ivf_partition/ivf_nearest_partition.cpp

@@ -16,6 +16,7 @@
 #include "ivf_nearest_partition.h"
 
 #include <fmt/format-inl.h>
+
 #include "algorithm/brute_force.h"
 #include "algorithm/brute_force_parameter.h"
 #include "impl/kmeans_cluster.h"

src/algorithm/ivf_partition/ivf_partition_strategy.h

@@ -16,8 +16,10 @@
 #pragma once
 
 #include <cblas.h>
+
 #include <iostream>
 #include <vector>
+
 #include "ivf_partition_strategy_parameter.h"
 #include "stream_reader.h"
 #include "stream_writer.h"

src/algorithm/ivf_partition/ivf_partition_strategy_parameter.cpp

@@ -13,11 +13,13 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
+#include "ivf_partition_strategy_parameter.h"
+
 #include <fmt/format-inl.h>
+
 #include <iostream>
 
 #include "inner_string_params.h"
-#include "ivf_partition_strategy_parameter.h"
 #include "vsag/constants.h"
 
 namespace vsag {

src/impl/kmeans_cluster.cpp

@@ -16,6 +16,7 @@
 #include "kmeans_cluster.h"
 
 #include <cblas.h>
+
 #include <iostream>
 #include <random>