diff --git a/Makefile b/Makefile
index 46b12ecbb..e44ca5b6b 100644
--- a/Makefile
+++ b/Makefile
@@ -497,4 +497,4 @@ load-images:
 		exit 1; \
 	else \
 		echo "Successfully loaded $$count image(s)"; \
-	fi
\ No newline at end of file
+	fi
diff --git a/runtime/datamate-python/README.md b/runtime/datamate-python/README.md
index 78da2cb2a..dd1994456 100644
--- a/runtime/datamate-python/README.md
+++ b/runtime/datamate-python/README.md
@@ -27,13 +27,6 @@ cd runtime/datamate-python
 
 3. 安装依赖
 由于项目使用poetry管理依赖，你可以使用以下命令安装：：
-```bash
-poetry install
-```
-
-3. 安装依赖
-由于项目使用poetry管理依赖，你可以使用以下命令安装：
-
 ```bash
 poetry install
 ```
@@ -62,7 +55,7 @@ alembic upgrade head
 - 本地开发（默认 host/port，自动重载）：
 
 ```bash
-set -a && source .env && set +a && poetry run uvicorn app.main:app --port 18000 --reload
+set -a && source .env && set +a && poetry run uvicorn app.main:app --port 18000 --log-level debug --reload
 ```
 或者
 ```bash
diff --git a/scripts/images/label-studio-adapter/Dockerfile b/scripts/images/label-studio-adapter/Dockerfile
deleted file mode 100644
index b240214f7..000000000
--- a/scripts/images/label-studio-adapter/Dockerfile
+++ /dev/null
@@ -1,27 +0,0 @@
-FROM python:3.11-slim
-
-WORKDIR /app
-
-# 安装系统依赖
-RUN apt-get update && apt-get install -y \
-    gcc \
-    && rm -rf /var/lib/apt/lists/*
-
-# 复制requirements文件
-COPY runtime/label-studio-adapter/requirements.txt .
-
-# 安装Python依赖
-RUN pip install --no-cache-dir -r requirements.txt
-
-# 复制应用代码
-COPY runtime/label-studio-adapter .
-
-# 复制并设置 entrypoint 脚本权限
-COPY runtime/label-studio-adapter/deploy/docker-entrypoint.sh /docker-entrypoint.sh
-RUN chmod +x /docker-entrypoint.sh
-
-# 暴露端口
-EXPOSE 8088
-
-# 使用 entrypoint 脚本启动
-ENTRYPOINT ["/docker-entrypoint.sh"]
\ No newline at end of file