diff --git a/examples/finetune/finetune.cpp b/examples/finetune/finetune.cpp
index cd529a30b..7054bb3a7 100644
--- a/examples/finetune/finetune.cpp
+++ b/examples/finetune/finetune.cpp
@@ -1,18 +1,18 @@
-#include <cerrno>   // for errno
-#include <cmath>    // for sqrtf
-#include <cstdint>  // for uint32_t, int64_t, uint8_t, int32_t, SIZE_MAX
-#include <cstdio>   // for printf, fprintf, snprintf, NULL, stderr, fclose
-#include <cstdlib>  // for exit, srand
-#include "ggml.h"
-#include "ggml-alloc.h"
-#include "llama.h"
-#include "common.h"
-#include "train.h"
-#include <vector>
-#include <cstring>
-#include <ctime>
-#include <algorithm>
-#include <string>
+#include <cerrno>       // for errno
+#include <cmath>        // for sqrtf
+#include <cstdint>      // for uint32_t, int64_t, uint8_t, int32_t, SIZE_MAX
+#include <cstdio>       // for printf, fprintf, snprintf, NULL, stderr, fclose
+#include <cstdlib>      // for exit, srand
+#include "ggml.h"       // for ggml_tensor, ggml_get_name, ggml_new_tensor_2d
+#include "ggml-alloc.h" // for ggml_allocr_alloc, ggml_allocr_free, ggml_al...
+#include "llama.h"      // for llama_get_model_tensor, llama_free, llama_fr...
+#include "common.h"     // for die_fmt, die
+#include "train.h"      // for assert_shape_2d, train_params_common, copy_t...
+#include <vector>       // for vector
+#include <cstring>      // for strlen, memcmp, strerror
+#include <ctime>        // for time
+#include <algorithm>    // for replace
+#include <string>       // for basic_string, operator==, char_traits, string
 
 #if defined(_MSC_VER)
 #pragma warning(disable: 4244 4267) // possible loss of data