diff --git a/docutranslate/agents/agent.py b/docutranslate/agents/agent.py
index 8e4b03a..d8389da 100644
--- a/docutranslate/agents/agent.py
+++ b/docutranslate/agents/agent.py
@@ -82,6 +82,113 @@ class PromptsCounter:
             self.logger.info(f"多线程-已完成：{self.count}/{self.total}")
 
 
+def extract_token_info(response_data: dict) -> tuple[int, int, int, int]:
+    """
+    从API响应中提取token信息
+
+    支持多种response格式:
+    1. 格式1: usage.input_tokens_details.cached_tokens 和 usage.output_tokens_details.reasoning_tokens
+    2. 格式2: usage.prompt_tokens_details.cached_tokens
+    3. 格式3: usage.prompt_cache_hit_tokens 和 usage.completion_tokens_details.reasoning_tokens
+
+    Args:
+        response_data: API响应数据
+
+    Returns:
+        tuple: (input_tokens, cached_tokens, output_tokens, reasoning_tokens)
+    """
+    if "usage" not in response_data:
+        return 0, 0, 0, 0
+
+    usage = response_data["usage"]
+    input_tokens = usage.get("prompt_tokens", 0)
+    output_tokens = usage.get("completion_tokens", 0)
+
+    # 初始化token详细统计
+    cached_tokens = 0
+    reasoning_tokens = 0
+
+    # 尝试从不同格式获取cached_tokens
+    # 格式1: input_tokens_details.cached_tokens
+    if (
+        "input_tokens_details" in usage
+        and "cached_tokens" in usage["input_tokens_details"]
+    ):
+        cached_tokens = usage["input_tokens_details"]["cached_tokens"]
+    # 格式2: prompt_tokens_details.cached_tokens
+    elif (
+        "prompt_tokens_details" in usage
+        and "cached_tokens" in usage["prompt_tokens_details"]
+    ):
+        cached_tokens = usage["prompt_tokens_details"]["cached_tokens"]
+    # 格式3: prompt_cache_hit_tokens (直接在usage下)
+    elif "prompt_cache_hit_tokens" in usage:
+        cached_tokens = usage["prompt_cache_hit_tokens"]
+
+    # 尝试从不同格式获取reasoning_tokens
+    # 格式1: output_tokens_details.reasoning_tokens
+    if (
+        "output_tokens_details" in usage
+        and "reasoning_tokens" in usage["output_tokens_details"]
+    ):
+        reasoning_tokens = usage["output_tokens_details"]["reasoning_tokens"]
+    # 格式2: completion_tokens_details.reasoning_tokens
+    elif (
+        "completion_tokens_details" in usage
+        and "reasoning_tokens" in usage["completion_tokens_details"]
+    ):
+        reasoning_tokens = usage["completion_tokens_details"]["reasoning_tokens"]
+
+    return input_tokens, cached_tokens, output_tokens, reasoning_tokens
+
+
+class TokenCounter:
+    def __init__(self, logger: logging.Logger):
+        self.lock = Lock()
+        self.input_tokens = 0
+        self.cached_tokens = 0
+        self.output_tokens = 0
+        self.reasoning_tokens = 0
+        self.total_tokens = 0
+        self.logger = logger
+
+    def add(
+        self,
+        input_tokens: int,
+        cached_tokens: int,
+        output_tokens: int,
+        reasoning_tokens: int,
+    ):
+        with self.lock:
+            self.input_tokens += input_tokens
+            self.cached_tokens += cached_tokens
+            self.output_tokens += output_tokens
+            self.reasoning_tokens += reasoning_tokens
+            self.total_tokens += input_tokens + output_tokens
+            # self.logger.debug(
+            #     f"Token使用统计 - 输入: {self.input_tokens}(含cached: {self.cached_tokens}), "
+            #     f"输出: {self.output_tokens}(含reasoning: {self.reasoning_tokens}), 总计: {self.total_tokens}"
+            # )
+
+    def get_stats(self):
+        with self.lock:
+            return {
+                "input_tokens": self.input_tokens,
+                "cached_tokens": self.cached_tokens,
+                "output_tokens": self.output_tokens,
+                "reasoning_tokens": self.reasoning_tokens,
+                "total_tokens": self.total_tokens,
+            }
+
+    def reset(self):
+        with self.lock:
+            self.input_tokens = 0
+            self.cached_tokens = 0
+            self.output_tokens = 0
+            self.reasoning_tokens = 0
+            self.total_tokens = 0
+
+
 PreSendHandlerType = Callable[[str, str], tuple[str, str]]
 ResultHandlerType = Callable[[str, str, logging.Logger], Any]
 ErrorResultHandlerType = Callable[[str, logging.Logger], Any]
@@ -90,22 +197,30 @@ ErrorResultHandlerType = Callable[[str, logging.Logger], Any]
 class Agent:
     _think_factory = {
         "open.bigmodel.cn": ("thinking", {"type": "enabled"}, {"type": "disabled"}),
-        "dashscope.aliyuncs.com": ("enable_thinking ", True, False),
-        "ark.cn-beijing.volces.com": ("thinking", {"type": "enabled"}, {"type": "disabled"}),
-        "generativelanguage.googleapis.com": ("extra_body",
-                                              {"google": {
-                                                  "thinking_config": {
-                                                      "thinking_budget": -1,
-                                                      "include_thoughts": True
-                                                  }
-                                              }
-                                              }, {"google": {
-                "thinking_config": {
-                    "thinking_budget": 0,
-                    "include_thoughts": False
+        "dashscope.aliyuncs.com": (
+            "extra_body",
+            {"enable_thinking": True},
+            {"enable_thinking": False},
+        ),
+        "ark.cn-beijing.volces.com": (
+            "thinking",
+            {"type": "enabled"},
+            {"type": "disabled"},
+        ),
+        "generativelanguage.googleapis.com": (
+            "extra_body",
+            {
+                "google": {
+                    "thinking_config": {"thinking_budget": -1, "include_thoughts": True}
                 }
-            }}),
-        "api.siliconflow.cn": ("enable_thinking", True, False)
+            },
+            {
+                "google": {
+                    "thinking_config": {"thinking_budget": 0, "include_thoughts": False}
+                }
+            },
+        ),
+        "api.siliconflow.cn": ("enable_thinking", True, False),
     }
 
     def __init__(self, config: AgentConfig):
@@ -126,6 +241,8 @@ class Agent:
         # 新增：用于统计最终未解决的错误
         self.unresolved_error_lock = Lock()
         self.unresolved_error_count = 0
+        # 新增：用于统计token使用情况
+        self.token_counter = TokenCounter(logger=self.logger)
 
     def _add_thinking_mode(self, data: dict):
         if self.domain not in self._think_factory:
@@ -136,16 +253,20 @@ class Agent:
         elif self.thinking == "disable":
             data[field_thinking] = val_disable
 
-    def _prepare_request_data(self, prompt: str, system_prompt: str, temperature=None, top_p=0.9):
+    def _prepare_request_data(
+        self, prompt: str, system_prompt: str, temperature=None, top_p=0.9
+    ):
         if temperature is None:
             temperature = self.temperature
-        headers = {"Content-Type": "application/json",
-                   "Authorization": f"Bearer {self.key}"}
+        headers = {
+            "Content-Type": "application/json",
+            "Authorization": f"Bearer {self.key}",
+        }
         data = {
             "model": self.model_id,
             "messages": [
                 {"role": "system", "content": system_prompt},
-                {"role": "user", "content": prompt}
+                {"role": "user", "content": prompt},
             ],
             "temperature": temperature,
             "top_p": top_p,
@@ -154,12 +275,18 @@ class Agent:
             self._add_thinking_mode(data)
         return headers, data
 
-    async def send_async(self, client: httpx.AsyncClient, prompt: str, system_prompt: None | str = None, retry=True,
-                         retry_count=0,
-                         pre_send_handler: PreSendHandlerType = None,
-                         result_handler: ResultHandlerType = None,
-                         error_result_handler: ErrorResultHandlerType = None,
-                         best_partial_result: dict | None = None) -> Any:
+    async def send_async(
+        self,
+        client: httpx.AsyncClient,
+        prompt: str,
+        system_prompt: None | str = None,
+        retry=True,
+        retry_count=0,
+        pre_send_handler: PreSendHandlerType = None,
+        result_handler: ResultHandlerType = None,
+        error_result_handler: ErrorResultHandlerType = None,
+        best_partial_result: dict | None = None,
+    ) -> Any:
         if system_prompt is None:
             system_prompt = self.system_prompt
         if pre_send_handler:
@@ -170,21 +297,42 @@ class Agent:
         should_retry = False
         is_hard_error = False  # 新增标志，用于区分是否为硬错误
         current_partial_result = None
+        input_tokens = 0
+        output_tokens = 0
 
         try:
             response = await client.post(
                 f"{self.baseurl}/chat/completions",
                 json=data,
                 headers=headers,
-                timeout=self.timeout
+                timeout=self.timeout,
             )
             response.raise_for_status()
+            # print(f"【测试】resp:\n{response.json()}")
             result = response.json()["choices"][0]["message"]["content"]
+
+            # 获取token使用情况
+            response_data = response.json()
+            input_tokens, cached_tokens, output_tokens, reasoning_tokens = (
+                extract_token_info(response_data)
+            )
+
+            # 更新token计数器
+            self.token_counter.add(
+                input_tokens, cached_tokens, output_tokens, reasoning_tokens
+            )
+
             if retry_count > 0:
-                self.logger.info(f"重试成功 (第 {retry_count}/{MAX_RETRY_COUNT} 次尝试)。")
+                self.logger.info(
+                    f"重试成功 (第 {retry_count}/{MAX_RETRY_COUNT} 次尝试)。"
+                )
 
             # print(f"result:=============================================================\n{result}\n================\n")
-            return result if result_handler is None else result_handler(result, prompt, self.logger)
+            return (
+                result
+                if result_handler is None
+                else result_handler(result, prompt, self.logger)
+            )
 
         except AgentResultError as e:
             self.logger.error(f"AI返回结果有误: {e}")
@@ -199,7 +347,9 @@ class Agent:
 
         # 捕获硬错误
         except httpx.HTTPStatusError as e:
-            self.logger.error(f"AI请求HTTP状态错误 (async): {e.response.status_code} - {e.response.text}")
+            self.logger.error(
+                f"AI请求HTTP状态错误 (async): {e.response.status_code} - {e.response.text}"
+            )
             should_retry = True
             is_hard_error = True
         except httpx.RequestError as e:
@@ -220,20 +370,40 @@ class Agent:
                 if retry_count == 0:
                     if self.total_error_counter.add():
                         self.logger.error("错误次数过多，已达到上限，不再重试。")
-                        return best_partial_result if best_partial_result else (
-                            prompt if error_result_handler is None else error_result_handler(prompt, self.logger))
+                        return (
+                            best_partial_result
+                            if best_partial_result
+                            else (
+                                prompt
+                                if error_result_handler is None
+                                else error_result_handler(prompt, self.logger)
+                            )
+                        )
                 elif self.total_error_counter.reach_limit():
                     self.logger.error("错误次数过多，已达到上限，不再为该请求重试。")
-                    return best_partial_result if best_partial_result else (
-                        prompt if error_result_handler is None else error_result_handler(prompt, self.logger))
+                    return (
+                        best_partial_result
+                        if best_partial_result
+                        else (
+                            prompt
+                            if error_result_handler is None
+                            else error_result_handler(prompt, self.logger)
+                        )
+                    )
 
             self.logger.info(f"正在重试第 {retry_count + 1}/{MAX_RETRY_COUNT} 次...")
             await asyncio.sleep(0.5)
-            return await self.send_async(client, prompt, system_prompt, retry=True, retry_count=retry_count + 1,
-                                         pre_send_handler=pre_send_handler,
-                                         result_handler=result_handler,
-                                         error_result_handler=error_result_handler,
-                                         best_partial_result=best_partial_result)
+            return await self.send_async(
+                client,
+                prompt,
+                system_prompt,
+                retry=True,
+                retry_count=retry_count + 1,
+                pre_send_handler=pre_send_handler,
+                result_handler=result_handler,
+                error_result_handler=error_result_handler,
+                best_partial_result=best_partial_result,
+            )
         else:
             if should_retry:
                 self.logger.error(f"所有重试均失败，已达到重试次数上限。")
@@ -245,26 +415,37 @@ class Agent:
                 self.logger.info("所有重试失败，但存在部分翻译结果，将使用该结果。")
                 return best_partial_result
 
-            return prompt if error_result_handler is None else error_result_handler(prompt, self.logger)
+            return (
+                prompt
+                if error_result_handler is None
+                else error_result_handler(prompt, self.logger)
+            )
 
     async def send_prompts_async(
-            self,
-            prompts: list[str],
-            system_prompt: str | None = None,
-            max_concurrent: int | None = None,
-            pre_send_handler: PreSendHandlerType = None,
-            result_handler: ResultHandlerType = None,
-            error_result_handler: ErrorResultHandlerType = None
+        self,
+        prompts: list[str],
+        system_prompt: str | None = None,
+        max_concurrent: int | None = None,
+        pre_send_handler: PreSendHandlerType = None,
+        result_handler: ResultHandlerType = None,
+        error_result_handler: ErrorResultHandlerType = None,
     ) -> list[Any]:
-        max_concurrent = self.max_concurrent if max_concurrent is None else max_concurrent
+        max_concurrent = (
+            self.max_concurrent if max_concurrent is None else max_concurrent
+        )
         total = len(prompts)
         self.logger.info(
-            f"base-url:{self.baseurl},model-id:{self.model_id},concurrent:{max_concurrent},temperature:{self.temperature}")
+            f"base-url:{self.baseurl},model-id:{self.model_id},concurrent:{max_concurrent},temperature:{self.temperature}"
+        )
         self.logger.info(f"预计发送{total}个请求，并发请求数:{max_concurrent}")
-        self.total_error_counter.max_errors_count = len(prompts) // MAX_REQUESTS_PER_ERROR
+        self.total_error_counter.max_errors_count = (
+            len(prompts) // MAX_REQUESTS_PER_ERROR
+        )
 
         # 新增：在每次批量发送前重置计数器
         self.unresolved_error_count = 0
+        # 重置token计数器
+        self.token_counter.reset()
 
         count = 0
         semaphore = asyncio.Semaphore(max_concurrent)
@@ -274,10 +455,13 @@ class Agent:
 
         limits = httpx.Limits(
             max_connections=self.max_concurrent * 2,  # 为重试和并发预留空间
-            max_keepalive_connections=self.max_concurrent  # 保持活动的连接数
+            max_keepalive_connections=self.max_concurrent,  # 保持活动的连接数
         )
 
-        async with httpx.AsyncClient(trust_env=False, proxies=proxies, verify=False, limits=limits) as client:
+        async with httpx.AsyncClient(
+            trust_env=False, proxies=proxies, verify=False, limits=limits
+        ) as client:
+
             async def send_with_semaphore(p_text: str):
                 async with semaphore:
                     result = await self.send_async(
@@ -300,13 +484,32 @@ class Agent:
             results = await asyncio.gather(*tasks, return_exceptions=False)
 
             # 新增：在所有任务完成后打印未解决的错误总数
-            self.logger.info(f"所有请求处理完毕。未解决的错误总数: {self.unresolved_error_count}")
+            self.logger.info(
+                f"所有请求处理完毕。未解决的错误总数: {self.unresolved_error_count}"
+            )
+
+            # 新增：打印token使用统计
+            token_stats = self.token_counter.get_stats()
+            self.logger.info(
+                f"Token使用统计 - 输入: {token_stats['input_tokens']/1000:.2f}K(含cached: {token_stats['cached_tokens']/1000:.2f}K), "
+                f"输出: {token_stats['output_tokens']/1000:.2f}K(含reasoning: {token_stats['reasoning_tokens']/1000:.2f}K), "
+                f"总计: {token_stats['total_tokens']/1000:.2f}K"
+            )
 
             return results
 
-    def send(self, client: httpx.Client, prompt: str, system_prompt: None | str = None, retry=True, retry_count=0,
-             pre_send_handler=None, result_handler=None, error_result_handler=None,
-             best_partial_result: dict | None = None) -> Any:
+    def send(
+        self,
+        client: httpx.Client,
+        prompt: str,
+        system_prompt: None | str = None,
+        retry=True,
+        retry_count=0,
+        pre_send_handler=None,
+        result_handler=None,
+        error_result_handler=None,
+        best_partial_result: dict | None = None,
+    ) -> Any:
         if system_prompt is None:
             system_prompt = self.system_prompt
         if pre_send_handler:
@@ -316,21 +519,41 @@ class Agent:
         should_retry = False
         is_hard_error = False  # 新增标志，用于区分是否为硬错误
         current_partial_result = None
+        input_tokens = 0
+        output_tokens = 0
 
         try:
             response = client.post(
                 f"{self.baseurl}/chat/completions",
                 json=data,
                 headers=headers,
-                timeout=self.timeout
+                timeout=self.timeout,
             )
             response.raise_for_status()
+
             result = response.json()["choices"][0]["message"]["content"]
 
-            if retry_count > 0:
-                self.logger.info(f"重试成功 (第 {retry_count}/{MAX_RETRY_COUNT} 次尝试)。")
+            # 获取token使用情况
+            response_data = response.json()
+            input_tokens, cached_tokens, output_tokens, reasoning_tokens = (
+                extract_token_info(response_data)
+            )
 
-            return result if result_handler is None else result_handler(result, prompt, self.logger)
+            # 更新token计数器
+            self.token_counter.add(
+                input_tokens, cached_tokens, output_tokens, reasoning_tokens
+            )
+
+            if retry_count > 0:
+                self.logger.info(
+                    f"重试成功 (第 {retry_count}/{MAX_RETRY_COUNT} 次尝试)。"
+                )
+
+            return (
+                result
+                if result_handler is None
+                else result_handler(result, prompt, self.logger)
+            )
         except AgentResultError as e:
             self.logger.error(f"AI返回结果有误: {e}")
             should_retry = True
@@ -343,7 +566,9 @@ class Agent:
 
         # 捕获硬错误
         except httpx.HTTPStatusError as e:
-            self.logger.error(f"AI请求HTTP状态错误 (sync): {e.response.status_code} - {e.response.text}")
+            self.logger.error(
+                f"AI请求HTTP状态错误 (sync): {e.response.status_code} - {e.response.text}"
+            )
             should_retry = True
             is_hard_error = True
         except httpx.RequestError as e:
@@ -364,20 +589,40 @@ class Agent:
                 if retry_count == 0:
                     if self.total_error_counter.add():
                         self.logger.error("错误次数过多，已达到上限，不再重试。")
-                        return best_partial_result if best_partial_result else (
-                            prompt if error_result_handler is None else error_result_handler(prompt, self.logger))
+                        return (
+                            best_partial_result
+                            if best_partial_result
+                            else (
+                                prompt
+                                if error_result_handler is None
+                                else error_result_handler(prompt, self.logger)
+                            )
+                        )
                 elif self.total_error_counter.reach_limit():
                     self.logger.error("错误次数过多，已达到上限，不再为该请求重试。")
-                    return best_partial_result if best_partial_result else (
-                        prompt if error_result_handler is None else error_result_handler(prompt, self.logger))
+                    return (
+                        best_partial_result
+                        if best_partial_result
+                        else (
+                            prompt
+                            if error_result_handler is None
+                            else error_result_handler(prompt, self.logger)
+                        )
+                    )
 
             self.logger.info(f"正在重试第 {retry_count + 1}/{MAX_RETRY_COUNT} 次...")
             time.sleep(0.5)
-            return self.send(client, prompt, system_prompt, retry=True, retry_count=retry_count + 1,
-                             pre_send_handler=pre_send_handler,
-                             result_handler=result_handler,
-                             error_result_handler=error_result_handler,
-                             best_partial_result=best_partial_result)
+            return self.send(
+                client,
+                prompt,
+                system_prompt,
+                retry=True,
+                retry_count=retry_count + 1,
+                pre_send_handler=pre_send_handler,
+                result_handler=result_handler,
+                error_result_handler=error_result_handler,
+                best_partial_result=best_partial_result,
+            )
         else:
             if should_retry:
                 self.logger.error(f"所有重试均失败，已达到重试次数上限。")
@@ -389,33 +634,55 @@ class Agent:
                 self.logger.info("所有重试失败，但存在部分翻译结果，将使用该结果。")
                 return best_partial_result
 
-            return prompt if error_result_handler is None else error_result_handler(prompt, self.logger)
+            return (
+                prompt
+                if error_result_handler is None
+                else error_result_handler(prompt, self.logger)
+            )
 
-    def _send_prompt_count(self, client: httpx.Client, prompt: str, system_prompt: None | str, count: PromptsCounter,
-                           pre_send_handler,
-                           result_handler,
-                           error_result_handler) -> Any:
-        result = self.send(client, prompt, system_prompt, pre_send_handler=pre_send_handler,
-                           result_handler=result_handler,
-                           error_result_handler=error_result_handler)
+    def _send_prompt_count(
+        self,
+        client: httpx.Client,
+        prompt: str,
+        system_prompt: None | str,
+        count: PromptsCounter,
+        pre_send_handler,
+        result_handler,
+        error_result_handler,
+    ) -> Any:
+        result = self.send(
+            client,
+            prompt,
+            system_prompt,
+            pre_send_handler=pre_send_handler,
+            result_handler=result_handler,
+            error_result_handler=error_result_handler,
+        )
         count.add()
         return result
 
     def send_prompts(
-            self,
-            prompts: list[str],
-            system_prompt: str | None = None,
-            pre_send_handler: PreSendHandlerType = None,
-            result_handler: ResultHandlerType = None,
-            error_result_handler: ErrorResultHandlerType = None
+        self,
+        prompts: list[str],
+        system_prompt: str | None = None,
+        pre_send_handler: PreSendHandlerType = None,
+        result_handler: ResultHandlerType = None,
+        error_result_handler: ErrorResultHandlerType = None,
     ) -> list[Any]:
         self.logger.info(
-            f"base-url:{self.baseurl},model-id:{self.model_id},concurrent:{self.max_concurrent},temperature:{self.temperature}")
-        self.logger.info(f"预计发送{len(prompts)}个请求，并发请求数:{self.max_concurrent}")
-        self.total_error_counter.max_errors_count = len(prompts) // MAX_REQUESTS_PER_ERROR
+            f"base-url:{self.baseurl},model-id:{self.model_id},concurrent:{self.max_concurrent},temperature:{self.temperature}"
+        )
+        self.logger.info(
+            f"预计发送{len(prompts)}个请求，并发请求数:{self.max_concurrent}"
+        )
+        self.total_error_counter.max_errors_count = (
+            len(prompts) // MAX_REQUESTS_PER_ERROR
+        )
 
         # 新增：在每次批量发送前重置计数器
         self.unresolved_error_count = 0
+        # 重置token计数器
+        self.token_counter.reset()
 
         counter = PromptsCounter(len(prompts), self.logger)
 
@@ -426,23 +693,41 @@ class Agent:
         error_result_handlers = itertools.repeat(error_result_handler, len(prompts))
         limits = httpx.Limits(
             max_connections=self.max_concurrent * 2,  # 允许连接复用
-            max_keepalive_connections=self.max_concurrent  # 保持活跃连接
+            max_keepalive_connections=self.max_concurrent,  # 保持活跃连接
         )
         proxies = get_httpx_proxies() if USE_PROXY else None
-        with httpx.Client(trust_env=False, proxies=proxies, verify=False, limits=limits) as client:
+        with httpx.Client(
+            trust_env=False, proxies=proxies, verify=False, limits=limits
+        ) as client:
             clients = itertools.repeat(client, len(prompts))
             with ThreadPoolExecutor(max_workers=self.max_concurrent) as executor:
-                results_iterator = executor.map(self._send_prompt_count, clients, prompts, system_prompts, counters,
-                                                pre_send_handlers,
-                                                result_handlers,
-                                                error_result_handlers)
+                results_iterator = executor.map(
+                    self._send_prompt_count,
+                    clients,
+                    prompts,
+                    system_prompts,
+                    counters,
+                    pre_send_handlers,
+                    result_handlers,
+                    error_result_handlers,
+                )
                 output_list = list(results_iterator)
 
         # 新增：在所有任务完成后打印未解决的错误总数
-        self.logger.info(f"所有请求处理完毕。未解决的错误总数: {self.unresolved_error_count}")
+        self.logger.info(
+            f"所有请求处理完毕。未解决的错误总数: {self.unresolved_error_count}"
+        )
+
+        # 新增：打印token使用统计
+        token_stats = self.token_counter.get_stats()
+        self.logger.info(
+            f"Token使用统计 - 输入: {token_stats['input_tokens']/1000:.2f}K(含cached: {token_stats['cached_tokens']/1000:.2f}K), "
+            f"输出: {token_stats['output_tokens']/1000:.2f}K(含reasoning: {token_stats['reasoning_tokens']/1000:.2f}K), "
+            f"总计: {token_stats['total_tokens']/1000:.2f}K"
+        )
 
         return output_list
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
     pass