diff --git a/lightllm/common/basemodel/prefill_cuda_graph.py b/lightllm/common/basemodel/prefill_cuda_graph.py
index 3c53a1b81..a70c5ce63 100644
--- a/lightllm/common/basemodel/prefill_cuda_graph.py
+++ b/lightllm/common/basemodel/prefill_cuda_graph.py
@@ -30,15 +30,21 @@ def __init__(self, decode_cuda_graph: CudaGraph, tp_world_size: int):
         self.args = get_env_start_args()
         self.enable_prefill_microbatch_overlap = self.args.enable_prefill_microbatch_overlap
         self.max_handle_token_num = self.args.prefill_cudagraph_max_handle_token
-
-        graph_handle_token_nums = []
-        for i in range(2048):
-            token_num = int(2 ** (2 * i))
-            if 1 < token_num < self.max_handle_token_num:
-                graph_handle_token_nums.append(token_num)
+        if self.args.batch_max_tokens is not None:
+            self.max_handle_token_num = min(self.max_handle_token_num, self.args.batch_max_tokens)
+
+        graph_handle_token_nums = (
+            list(range(4, 33, 4))
+            + list(range(48, 257, 16))
+            + list(range(288, 513, 32))
+            + list(range(576, 1024 + 1, 64))
+            + list(range(1280, 4096 + 1, 256))
+            + list(range(4608, self.max_handle_token_num + 1, 512))
+        )
+        graph_handle_token_nums = [e for e in graph_handle_token_nums if e <= self.max_handle_token_num]
         graph_handle_token_nums.append(self.max_handle_token_num)
 
-        graph_handle_token_nums = list(set(graph_handle_token_nums))
+        graph_handle_token_nums = list(set[int](graph_handle_token_nums))
         graph_handle_token_nums.sort()
         if self.args.enable_tpsp_mix_mode:
             graph_handle_token_nums = [
diff --git a/lightllm/server/api_cli.py b/lightllm/server/api_cli.py
index 2db6c67e7..f4b90b1d6 100644
--- a/lightllm/server/api_cli.py
+++ b/lightllm/server/api_cli.py
@@ -567,7 +567,10 @@ def make_argument_parser() -> argparse.ArgumentParser:
         " currently only for llama and qwen model, not support ep moe model",
     )
     parser.add_argument(
-        "--prefill_cudagraph_max_handle_token", type=int, default=512, help="max handle token num for prefill cudagraph"
+        "--prefill_cudagraph_max_handle_token",
+        type=int,
+        default=8192,
+        help="max handle token num for prefill cudagraph",
     )
 
     parser.add_argument(
diff --git a/lightllm/server/core/objs/start_args_type.py b/lightllm/server/core/objs/start_args_type.py
index 6d0ee0746..13d00c0a6 100644
--- a/lightllm/server/core/objs/start_args_type.py
+++ b/lightllm/server/core/objs/start_args_type.py
@@ -126,7 +126,7 @@ class StartArgs:
     enable_monitor_auth: bool = field(default=False)
     disable_cudagraph: bool = field(default=False)
     enable_prefill_cudagraph: bool = field(default=False)
-    prefill_cudagraph_max_handle_token: int = field(default=512)
+    prefill_cudagraph_max_handle_token: int = field(default=8192)
     graph_max_batch_size: int = field(default=256)
     graph_split_batch_size: int = field(default=32)
     graph_grow_step_size: int = field(default=16)