diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile
new file mode 100644
index 0000000..5c2606f
--- /dev/null
+++ b/.devcontainer/Dockerfile
@@ -0,0 +1,19 @@
+FROM pytorch/pytorch:2.3.1-cuda12.1-cudnn8-devel as compile_server
+WORKDIR /workspace
+ENV CUDA_HOME /usr/local/cuda
+RUN <<EOF
+apt update -y &&  apt install -y  --no-install-recommends \
+    git \
+    wget \
+    vim \
+    gcc \
+    g++ \
+    cmake && 
+rm -rf /var/lib/apt/lists/* &&
+cd ktransformers &&
+pip install ninja pyproject numpy cpufeature &&
+pip install flash-attn &&
+cp /usr/lib/x86_64-linux-gnu/libstdc++.so.6 /opt/conda/lib/
+EOF
+# Set the default shell to bash
+CMD ["/bin/bash"]
\ No newline at end of file
diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
new file mode 100644
index 0000000..41007ac
--- /dev/null
+++ b/.devcontainer/devcontainer.json
@@ -0,0 +1,34 @@
+{
+    "name": "Ktrans Dev Container",
+    "privileged": true,
+    "build": {
+        "dockerfile": "Dockerfile",
+        "context": "..",
+        "args": {
+            "http_proxy": "${env:http_proxy}",
+            "https_proxy": "${env:https_proxy}",
+        }
+    },
+    "runArgs": [
+        "--network=host",
+        "--gpus",
+        "all"
+        // "--gpu all"
+    ],
+    "workspaceFolder": "/workspace",
+    "workspaceMount": "source=${localWorkspaceFolder},target=/workspace,type=bind,consistency=cached",
+    "mounts": [
+        "source=/mnt/data,target=/mnt/incontainer,type=bind,consistency=cached"
+    ],
+    "customizations": {
+        "vscode": {
+            "extensions": [
+            ],
+            "settings": {
+                "terminal.integrated.shell.linux": "/bin/bash",
+                "cmake.configureOnOpen": true,
+                "cmake.generator": "Ninja"
+            }
+        }
+    }
+}
\ No newline at end of file
diff --git a/.gitignore b/.gitignore
index 58250d1..7e186ef 100644
--- a/.gitignore
+++ b/.gitignore
@@ -19,13 +19,9 @@ ktransformers/server/local_store/
 ktransformers/server_test1.db
 *.patch
 img/
-tmp1.txt
-test_65_300_1536.txt
+tmp*.txt
 test.txt
 book
-ktransformers/tests/mmlu_result_silicon.json
 ktransformers/tests/chat_txt.txt
-mmlu_result_q4km.json
-mmlu_result_q4km.log
-ktransformers/tests/mmlu_result_silicon.log
+mmlu_result*
 ktransformers/ktransformers_ext/cuda_musa/
diff --git a/ktransformers/tests/mmlu_pro_test.py b/ktransformers/tests/mmlu_pro_test.py
index 27eb9b2..dffe296 100644
--- a/ktransformers/tests/mmlu_pro_test.py
+++ b/ktransformers/tests/mmlu_pro_test.py
@@ -173,8 +173,8 @@ if __name__ == "__main__":
     parser = argparse.ArgumentParser(description="API Generate Tester")
     parser.add_argument("--concurrent", type=int, default=1000, help="Number of concurrent evaluations")
     parser.add_argument("--file", type=str, default="TIGER-Lab/MMLU-Pro", help="Path to the mmlu.jsonl file")
-    parser.add_argument("--result", type=str, default="./mmlu_pro.json", help="Path to save the result JSON file")
-    parser.add_argument("--log", type=str, default="./mmlu_pro.log", help="Path to save the log file")
+    parser.add_argument("--result", type=str, default="./mmlu_result_pro.json", help="Path to save the result JSON file")
+    parser.add_argument("--log", type=str, default="./mmlu_result_pro.log", help="Path to save the log file")
     parser.add_argument("--model", type=str, default="Pro/deepseek-ai/DeepSeek-V3", help="Model name or path")
     parser.add_argument("--api_url", type=str, default="http://localhost:15488/v1/chat/completions", help="API URL")
     # parser.add_argument("--api_url", type=str, default="https://api.siliconflow.cn/v1/chat/completions", help="API URL")