diff --git a/docs/mint.json b/docs/mint.json
index 00a9b47f9..5ed0f6d6b 100644
--- a/docs/mint.json
+++ b/docs/mint.json
@@ -3,7 +3,7 @@
"logo": {
"light": "/logo/logo.png",
"dark": "/logo/logo.png",
- "href": "https://pandas-ai.com"
+ "href": "https://getpanda.ai"
},
"favicon": "/favicon.svg",
"colors": {
@@ -72,9 +72,14 @@
"pages": ["v3/ai-dashboards", "v3/share-dataframes", "v3/permission-management"],
"version": "v3"
},
+ {
+ "group": "Advanced Usage",
+ "pages": ["v3/agent"],
+ "version": "v3"
+ },
{
"group": "Backwards Compatibility",
- "pages": ["v3/agent", "v3/smart-dataframes", "v3/smart-datalakes"],
+ "pages": ["v3/smart-dataframes", "v3/smart-datalakes"],
"version": "v3"
},
{
diff --git a/docs/v3/agent.mdx b/docs/v3/agent.mdx
index 0af4635b2..dee329cec 100644
--- a/docs/v3/agent.mdx
+++ b/docs/v3/agent.mdx
@@ -1,18 +1,18 @@
---
-title: 'Agent'
-description: 'Add few-shot learning to your PandaAI agent'
+title: "Agent"
+description: "Add few-shot learning to your PandaAI agent"
---
-Release v3 is currently in beta. This documentation reflects the features and functionality in progress and may change before the final release.
+ Release v3 is currently in beta. This documentation reflects the features and
+ functionality in progress and may change before the final release.
You can train PandaAI to understand your data better and to improve its performance. Training is as easy as calling the `train` method on the `Agent`.
-
## Prerequisites
-Before you start training PandaAI, you need to set your PandaAI API key.
+Before you start training PandaAI, you need to set your PandaAI API key.
You can generate your API key by signing up at [https://app.pandabi.ai](https://app.pandabi.ai).
```python
@@ -134,6 +134,60 @@ print(response)
# The model will use the information provided in the training to generate a response
```
+## Using the Sandbox Environment
+
+To enhance security and protect against malicious code through prompt injection, PandaAI provides a sandbox environment for code execution. The sandbox runs your code in an isolated Docker container, ensuring that potentially harmful operations are contained.
+
+### Installation
+
+Before using the sandbox, you need to install Docker on your machine and ensure it is running.
+
+First, install the sandbox package:
+
+```bash
+pip install pandasai-docker
+```
+
+### Basic Usage
+
+Here's how to use the sandbox with your PandaAI agent:
+
+```python
+from pandasai import Agent
+from pandasai_docker import DockerSandbox
+
+# Initialize the sandbox
+sandbox = DockerSandbox()
+sandbox.start()
+
+# Create an agent with the sandbox
+df = pai.read_csv("data.csv")
+agent = Agent([df], sandbox=sandbox)
+
+# Chat with the agent - code will run in the sandbox
+response = agent.chat("Calculate the average sales")
+
+# Don't forget to stop the sandbox when done
+sandbox.stop()
+```
+
+### Customizing the Sandbox
+
+You can customize the sandbox environment by specifying a custom name and Dockerfile:
+
+```python
+sandbox = DockerSandbox(
+ "custom-sandbox-name",
+ "/path/to/custom/Dockerfile"
+)
+```
+
+
+ The sandbox works offline and provides an additional layer of security for
+ code execution. It's particularly useful when working with untrusted data or
+ when you need to ensure that code execution is isolated from your main system.
+
+
## Troubleshooting
In some cases, you might get an error like this: `No vector store provided. Please provide a vector store to train the agent`. It means no API key has been generated to use the `BambooVectorStore`.
@@ -153,9 +207,11 @@ vector_store = BambooVectorStor(api_key="YOUR_PANDABI_API_KEY")
# Instantiate the agent with the custom vector store
agent = Agent(connector, config={...} vectorstore=vector_store)
```
+
## Custom Head
In some cases, you might want to provide custom data samples to the conversational agent to improve its understanding and responses. For example, you might want to:
+
- Provide better examples that represent your data patterns
- Avoid sharing sensitive information
- Guide the agent with specific data scenarios
diff --git a/examples/docker_sandbox.ipynb b/examples/docker_sandbox.ipynb
new file mode 100644
index 000000000..881a20f8b
--- /dev/null
+++ b/examples/docker_sandbox.ipynb
@@ -0,0 +1,123 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Execute code in a sandbox\n",
+ "\n",
+ "To enhance security and protect yourself from malicious code through prompt injection, \n",
+ "we make it possible to run code in a sandbox environment.\n",
+ "This notebook explains how to do it."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Install the package\n",
+ "\n",
+ "First of all you need to install the python package. You can use pip to install it"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%pip install pandasai-docker"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Execute the code in the sandbox with the agent\n",
+ "\n",
+ "Please keep in mind the sandbox works offline. \n",
+ "Once you have installed the package, you can start the sandbox with the following code.\n",
+ "For the purpose of this example, we are going to use bambooLLM as the LLM chosen for the agent."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandasai as pai\n",
+ "from pandasai import Agent\n",
+ "from pandasai_docker import DockerSandbox\n",
+ "\n",
+ "pai.set_api_key(\"YOUR_API_KEY\")\n",
+ "\n",
+ "# initialize the sandbox\n",
+ "sandbox = DockerSandbox()\n",
+ "sandbox.start()\n",
+ "\n",
+ "# read a csv as df\n",
+ "df = pai.read_csv(\"./data/heart.csv\")\n",
+ "\n",
+ "# pass the csv and the sandbox to the agent\n",
+ "agent = Agent([df], memory_size=10, sandbox=sandbox)\n",
+ "\n",
+ "# Chat with the Agent\n",
+ "response = agent.chat(\"plot top five artists streams\")\n",
+ "\n",
+ "# stop the sandbox (docker container)\n",
+ "sandbox.stop()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Customize the sandbox\n",
+ "\n",
+ "You can decide the name and path of your sandbox by passing them as positional arguments in the DockerSandbox()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "sandbox = DockerSandbox(\"pandaai-sandbox\", \"/path/to/Dockerfile\")\n",
+ "\n",
+ "# read a csv as df\n",
+ "df = pai.read_csv(\"./data/heart.csv\")\n",
+ "\n",
+ "# pass the csv and the sandbox to the agent\n",
+ "agent = Agent([df], memory_size=10, sandbox=sandbox)\n",
+ "\n",
+ "# Chat with the Agent\n",
+ "response = agent.chat(\"plot top five artists streams\")\n",
+ "\n",
+ "sandbox.stop()"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.8.0"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/extensions/sandbox/docker/README.md b/extensions/sandbox/docker/README.md
new file mode 100644
index 000000000..ed753229c
--- /dev/null
+++ b/extensions/sandbox/docker/README.md
@@ -0,0 +1,9 @@
+# Docker Sandbox Extension for PandasAI
+
+## Installation
+
+You can install this extension using poetry:
+
+```bash
+poetry add pandasai-docker
+```
diff --git a/extensions/sandbox/docker/pandasai_docker/Dockerfile b/extensions/sandbox/docker/pandasai_docker/Dockerfile
new file mode 100644
index 000000000..2f39e00ac
--- /dev/null
+++ b/extensions/sandbox/docker/pandasai_docker/Dockerfile
@@ -0,0 +1,12 @@
+FROM python:3.9
+
+LABEL image_name="pandasai-sandbox"
+
+# Install required Python packages
+RUN pip install pandas numpy matplotlib
+
+# Set the working directory inside the container
+WORKDIR /app
+
+# Default command keeps the container running (useful for testing or debugging)
+CMD ["sleep", "infinity"]
diff --git a/extensions/sandbox/docker/pandasai_docker/__init__.py b/extensions/sandbox/docker/pandasai_docker/__init__.py
new file mode 100644
index 000000000..70529fff0
--- /dev/null
+++ b/extensions/sandbox/docker/pandasai_docker/__init__.py
@@ -0,0 +1,3 @@
+from .docker_sandbox import DockerSandbox
+
+__all__ = ["DockerSandbox"]
diff --git a/extensions/sandbox/docker/pandasai_docker/docker_sandbox.py b/extensions/sandbox/docker/pandasai_docker/docker_sandbox.py
new file mode 100644
index 000000000..c8bf4641c
--- /dev/null
+++ b/extensions/sandbox/docker/pandasai_docker/docker_sandbox.py
@@ -0,0 +1,211 @@
+import io
+import logging
+import os
+import re
+import subprocess
+import tarfile
+import uuid
+from typing import Optional
+
+import docker
+
+from pandasai.sandbox import Sandbox
+
+from .serializer import ResponseSerializer
+
+logger = logging.getLogger(__name__)
+
+
+class DockerSandbox(Sandbox):
+ def __init__(self, image_name="pandasai-sandbox", dockerfile_path=None):
+ super().__init__()
+ self._dockerfile_path: str = dockerfile_path or os.path.join(
+ os.path.dirname(__file__), "Dockerfile"
+ )
+ self._image_name: str = image_name
+ self._client: docker.DockerClient = docker.from_env()
+ self._container: Optional[docker.models.containers.Container] = None
+
+ # Build the image if it does not exist
+ if not self._image_exists():
+ self._build_image()
+
+ self._helper_code: str = self._read_start_code(
+ os.path.join(os.path.dirname(__file__), "serializer.py")
+ )
+
+ def _image_exists(self) -> bool:
+ try:
+ self._client.images.get(self._image_name)
+ return True
+ except docker.errors.ImageNotFound:
+ return False
+
+ def _build_image(self) -> None:
+ logger.info(
+ f"Building Docker image '{self._image_name}' from '{self._dockerfile_path}'..."
+ )
+ try:
+ subprocess.run(
+ [
+ "docker",
+ "build",
+ "-f",
+ self._dockerfile_path,
+ "-t",
+ self._image_name,
+ ".",
+ ],
+ check=True,
+ capture_output=True,
+ text=True,
+ )
+ except subprocess.CalledProcessError as e:
+ logger.error(
+ f"Failed to build Docker image '{self._image_name}' with error: {e.stderr}"
+ )
+ raise
+
+ def start(self):
+ if not self._started:
+ logger.info(
+ f"Starting a Docker container from the image '{self._image_name}'"
+ )
+ self._container = self._client.containers.run(
+ self._image_name,
+ command="sleep infinity",
+ network_disabled=True,
+ detach=True,
+ tty=True,
+ )
+ logger.info(
+ f"Started a Docker container with id '{self._container.id}' from the image '{self._image_name}'"
+ )
+ self._started = True
+
+ def stop(self) -> None:
+ if self._started and self._container:
+ logger.info(f"Stopping a Docker container with id '{self._container.id}''")
+ self._container.stop()
+ self._container.remove()
+ self._container = None
+ self._started = False
+
+ def _read_start_code(self, file_path: str) -> str:
+ """Read helper start code from a file as a string.
+
+ Args:
+ file_path (str): Path to the file.
+
+ Returns:
+ str: Code as a string.
+ """
+ with open(file_path, "r") as file:
+ return file.read()
+
+ def _exec_code(self, code: str, environment: dict) -> dict:
+ """Execute Python code in a Docker container.
+
+ Args:
+ code (str): Code to execute.
+ environment (dict): Environment variables to pass to the container.
+
+ Returns:
+ dict: Result of the code execution.
+ """
+ if not self._container:
+ raise RuntimeError("Container is not running.")
+
+ sql_queries = self._extract_sql_queries_from_code(code)
+
+ # Temporary chart storage path
+ chart_path = "/tmp/temp_chart.png"
+ # actual chart path
+ original_chart_path = None
+
+ if png_paths := re.findall(r"'([^']+\.png)'", code):
+ original_chart_path = png_paths[0]
+
+ # update chart path
+ code = re.sub(
+ r"""(['"])([^'"]*\.png)\1""",
+ lambda m: f"{m.group(1)}{chart_path}{m.group(1)}",
+ code,
+ )
+
+ # Execute SQL queries, save the query results to CSV files
+ datasets_map = {}
+ for sql_query in sql_queries:
+ execute_sql_query_func = environment.get("execute_sql_query")
+ if execute_sql_query_func is None:
+ raise RuntimeError(
+ "execute_sql_query function is not defined in the environment."
+ )
+
+ query_df = execute_sql_query_func(sql_query)
+ filename = f"{uuid.uuid4().hex}.csv"
+ # Pass the files to the container for further processing
+ self.transfer_file(query_df, filename=filename)
+ datasets_map[sql_query] = filename
+
+ # Add the datasets_map variable to the code
+ dataset_map = f"""
+datasets_map = {datasets_map}
+
+def execute_sql_query(sql_query):
+ filename = datasets_map[sql_query]
+ filepath = os.path.join("/tmp", filename)
+ return pd.read_csv(filepath)
+
+"""
+ # serialization code to get output from docker
+ end_code = """
+print(parser.serialize(result))
+"""
+ # Concatenate code and helper code
+ code = self._helper_code + dataset_map + code + end_code
+
+ # Compile the code for errors
+ self._compile_code(code)
+
+ # Replace double quotes with escaped double quotes for command line code arguments
+ code = code.replace('"', '\\"')
+
+ logger.info(f"Submitting code to docker container {code}")
+
+ exit_code, output = self._container.exec_run(
+ cmd=f'python -c "{code}"', demux=True
+ )
+
+ if exit_code != 0:
+ raise RuntimeError(f"Error executing code: {output[1].decode()}")
+
+ response = output[0].decode()
+ return ResponseSerializer.deserialize(response, original_chart_path)
+
+ def transfer_file(self, csv_data, filename="file.csv") -> None:
+ if not self._container:
+ raise RuntimeError("Container is not running.")
+
+ # Convert the DataFrame to a CSV string
+ csv_string = csv_data.to_csv(index=False)
+
+ # Create a tar archive in memory
+ tar_stream = io.BytesIO()
+ with tarfile.open(fileobj=tar_stream, mode="w") as tar:
+ # Add the CSV string as a file in the tar archive
+ csv_bytes = csv_string.encode("utf-8")
+ tarinfo = tarfile.TarInfo(name=filename)
+ tarinfo.size = len(csv_bytes)
+ tar.addfile(tarinfo, io.BytesIO(csv_bytes))
+
+ # Seek to the beginning of the stream
+ tar_stream.seek(0)
+
+ # Transfer the tar archive to the container
+ self._container.put_archive("/tmp", tar_stream)
+
+ def __del__(self) -> None:
+ if self._container:
+ self._container.stop()
+ self._container.remove()
diff --git a/extensions/sandbox/docker/pandasai_docker/serializer.py b/extensions/sandbox/docker/pandasai_docker/serializer.py
new file mode 100644
index 000000000..8ebe4292d
--- /dev/null
+++ b/extensions/sandbox/docker/pandasai_docker/serializer.py
@@ -0,0 +1,73 @@
+import base64
+import datetime
+import json
+import os # important to import
+import tarfile # important to import
+from json import JSONEncoder
+
+import numpy as np
+import pandas as pd
+
+
+class ResponseSerializer:
+ @staticmethod
+ def serialize_dataframe(df: pd.DataFrame) -> dict:
+ if df.empty:
+ return {"columns": [], "data": [], "index": []}
+ return df.to_dict(orient="split")
+
+ @staticmethod
+ def serialize(result: dict) -> str:
+ if result["type"] == "dataframe":
+ if isinstance(result["value"], pd.Series):
+ result["value"] = result["value"].to_frame()
+ result["value"] = ResponseSerializer.serialize_dataframe(result["value"])
+
+ elif result["type"] == "plot" and isinstance(result["value"], str):
+ with open(result["value"], "rb") as image_file:
+ image_data = image_file.read()
+ result["value"] = base64.b64encode(image_data).decode()
+
+ return json.dumps(result, cls=CustomEncoder)
+
+ @staticmethod
+ def deserialize(response: str, chart_path: str = None) -> dict:
+ result = json.loads(response)
+ if result["type"] == "dataframe":
+ json_data = result["value"]
+ result["value"] = pd.DataFrame(
+ data=json_data["data"],
+ index=json_data["index"],
+ columns=json_data["columns"],
+ )
+
+ elif result["type"] == "plot" and chart_path:
+ image_data = base64.b64decode(result["value"])
+
+ # Write the binary data to a file
+ with open(chart_path, "wb") as image_file:
+ image_file.write(image_data)
+
+ result["value"] = chart_path
+
+ return result
+
+
+class CustomEncoder(JSONEncoder):
+ def default(self, obj):
+ if isinstance(obj, (np.integer, np.int64)):
+ return int(obj)
+
+ if isinstance(obj, (np.floating, np.float64)):
+ return float(obj)
+
+ if isinstance(obj, (pd.Timestamp, datetime.datetime, datetime.date)):
+ return obj.isoformat()
+
+ if isinstance(obj, pd.DataFrame):
+ return ResponseSerializer.serialize_dataframe(obj)
+
+ return super().default(obj)
+
+
+parser = ResponseSerializer()
diff --git a/extensions/sandbox/docker/poetry.lock b/extensions/sandbox/docker/poetry.lock
new file mode 100644
index 000000000..1dcfd35d0
--- /dev/null
+++ b/extensions/sandbox/docker/poetry.lock
@@ -0,0 +1,1912 @@
+# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand.
+
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+description = "Reusable constraint types to use with typing.Annotated"
+optional = false
+python-versions = ">=3.8"
+files = [
+ {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
+ {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
+]
+
+[package.dependencies]
+typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.9\""}
+
+[[package]]
+name = "astor"
+version = "0.8.1"
+description = "Read/rewrite/write Python ASTs"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
+files = [
+ {file = "astor-0.8.1-py2.py3-none-any.whl", hash = "sha256:070a54e890cefb5b3739d19f30f5a5ec840ffc9c50ffa7d23cc9fc1a38ebbfc5"},
+ {file = "astor-0.8.1.tar.gz", hash = "sha256:6a6effda93f4e1ce9f618779b2dd1d9d84f1e32812c23a29b3fff6fd7f63fa5e"},
+]
+
+[[package]]
+name = "certifi"
+version = "2024.12.14"
+description = "Python package for providing Mozilla's CA Bundle."
+optional = false
+python-versions = ">=3.6"
+files = [
+ {file = "certifi-2024.12.14-py3-none-any.whl", hash = "sha256:1275f7a45be9464efc1173084eaa30f866fe2e47d389406136d332ed4967ec56"},
+ {file = "certifi-2024.12.14.tar.gz", hash = "sha256:b650d30f370c2b724812bee08008be0c4163b163ddaec3f2546c1caf65f191db"},
+]
+
+[[package]]
+name = "charset-normalizer"
+version = "3.4.1"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+optional = false
+python-versions = ">=3.7"
+files = [
+ {file = "charset_normalizer-3.4.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:91b36a978b5ae0ee86c394f5a54d6ef44db1de0815eb43de826d41d21e4af3de"},
+ {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7461baadb4dc00fd9e0acbe254e3d7d2112e7f92ced2adc96e54ef6501c5f176"},
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+ {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b010a7a4fd316c3c484d482922d13044979e78d1861f0e0650423144c616a46a"},
+ {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:4532bff1b8421fd0a320463030c7520f56a79c9024a4e88f01c537316019005a"},
+ {file = "charset_normalizer-3.4.1-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:d973f03c0cb71c5ed99037b870f2be986c3c05e63622c017ea9816881d2dd247"},
+ {file = "charset_normalizer-3.4.1-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:3a3bd0dcd373514dcec91c411ddb9632c0d7d92aed7093b8c3bbb6d69ca74408"},
+ {file = "charset_normalizer-3.4.1-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:d9c3cdf5390dcd29aa8056d13e8e99526cda0305acc038b96b30352aff5ff2bb"},
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+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[package.extras]
+dev = ["nbval", "pytest (>=6)", "pytest-asyncio (>=0.24)", "pytest-cov", "pytest-timeout"]
+discord = ["requests"]
+notebook = ["ipywidgets (>=6)"]
+slack = ["slack-sdk"]
+telegram = ["requests"]
+
+[[package]]
+name = "transformers"
+version = "4.46.3"
+description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
+optional = false
+python-versions = ">=3.8.0"
+files = [
+ {file = "transformers-4.46.3-py3-none-any.whl", hash = "sha256:a12ef6f52841fd190a3e5602145b542d03507222f2c64ebb7ee92e8788093aef"},
+ {file = "transformers-4.46.3.tar.gz", hash = "sha256:8ee4b3ae943fe33e82afff8e837f4b052058b07ca9be3cb5b729ed31295f72cc"},
+]
+
+[package.dependencies]
+filelock = "*"
+huggingface-hub = ">=0.23.2,<1.0"
+numpy = ">=1.17"
+packaging = ">=20.0"
+pyyaml = ">=5.1"
+regex = "!=2019.12.17"
+requests = "*"
+safetensors = ">=0.4.1"
+tokenizers = ">=0.20,<0.21"
+tqdm = ">=4.27"
+
+[package.extras]
+accelerate = ["accelerate (>=0.26.0)"]
+agents = ["Pillow (>=10.0.1,<=15.0)", "accelerate (>=0.26.0)", "datasets (!=2.5.0)", "diffusers", "opencv-python", "sentencepiece (>=0.1.91,!=0.1.92)", "torch"]
+all = ["Pillow (>=10.0.1,<=15.0)", "accelerate (>=0.26.0)", "av (==9.2.0)", "codecarbon (==1.2.0)", "flax (>=0.4.1,<=0.7.0)", "jax (>=0.4.1,<=0.4.13)", "jaxlib (>=0.4.1,<=0.4.13)", "kenlm", "keras-nlp (>=0.3.1,<0.14.0)", "librosa", "onnxconverter-common", "optax (>=0.0.8,<=0.1.4)", "optuna", "phonemizer", "protobuf", "pyctcdecode (>=0.4.0)", "ray[tune] (>=2.7.0)", "scipy (<1.13.0)", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "tensorflow (>2.9,<2.16)", "tensorflow-text (<2.16)", "tf2onnx", "timm (<=0.9.16)", "tokenizers (>=0.20,<0.21)", "torch", "torchaudio", "torchvision"]
+audio = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
+benchmark = ["optimum-benchmark (>=0.3.0)"]
+codecarbon = ["codecarbon (==1.2.0)"]
+deepspeed = ["accelerate (>=0.26.0)", "deepspeed (>=0.9.3)"]
+deepspeed-testing = ["GitPython (<3.1.19)", "accelerate (>=0.26.0)", "beautifulsoup4", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "deepspeed (>=0.9.3)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "nltk (<=3.8.1)", "optuna", "parameterized", "protobuf", "psutil", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-rich", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.5.1)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "sentencepiece (>=0.1.91,!=0.1.92)", "tensorboard", "timeout-decorator"]
+dev = ["GitPython (<3.1.19)", "Pillow (>=10.0.1,<=15.0)", "accelerate (>=0.26.0)", "av (==9.2.0)", "beautifulsoup4", "codecarbon (==1.2.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "flax (>=0.4.1,<=0.7.0)", "fugashi (>=1.0)", "ipadic (>=1.0.0,<2.0)", "isort (>=5.5.4)", "jax (>=0.4.1,<=0.4.13)", "jaxlib (>=0.4.1,<=0.4.13)", "kenlm", "keras-nlp (>=0.3.1,<0.14.0)", "libcst", "librosa", "nltk (<=3.8.1)", "onnxconverter-common", "optax (>=0.0.8,<=0.1.4)", "optuna", "parameterized", "phonemizer", "protobuf", "psutil", "pyctcdecode (>=0.4.0)", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-rich", "pytest-timeout", "pytest-xdist", "ray[tune] (>=2.7.0)", "rhoknp (>=1.1.0,<1.3.1)", "rich", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.5.1)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "scikit-learn", "scipy (<1.13.0)", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "sudachidict-core (>=20220729)", "sudachipy (>=0.6.6)", "tensorboard", "tensorflow (>2.9,<2.16)", "tensorflow-text (<2.16)", "tf2onnx", "timeout-decorator", "timm (<=0.9.16)", "tokenizers (>=0.20,<0.21)", "torch", "torchaudio", "torchvision", "unidic (>=1.0.2)", "unidic-lite (>=1.0.7)", "urllib3 (<2.0.0)"]
+dev-tensorflow = ["GitPython (<3.1.19)", "Pillow (>=10.0.1,<=15.0)", "beautifulsoup4", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "isort (>=5.5.4)", "kenlm", "keras-nlp (>=0.3.1,<0.14.0)", "libcst", "librosa", "nltk (<=3.8.1)", "onnxconverter-common", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "parameterized", "phonemizer", "protobuf", "psutil", "pyctcdecode (>=0.4.0)", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-rich", "pytest-timeout", "pytest-xdist", "rich", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.5.1)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "scikit-learn", "sentencepiece (>=0.1.91,!=0.1.92)", "tensorboard", "tensorflow (>2.9,<2.16)", "tensorflow-text (<2.16)", "tf2onnx", "timeout-decorator", "tokenizers (>=0.20,<0.21)", "urllib3 (<2.0.0)"]
+dev-torch = ["GitPython (<3.1.19)", "Pillow (>=10.0.1,<=15.0)", "accelerate (>=0.26.0)", "beautifulsoup4", "codecarbon (==1.2.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "fugashi (>=1.0)", "ipadic (>=1.0.0,<2.0)", "isort (>=5.5.4)", "kenlm", "libcst", "librosa", "nltk (<=3.8.1)", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "optuna", "parameterized", "phonemizer", "protobuf", "psutil", "pyctcdecode (>=0.4.0)", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-rich", "pytest-timeout", "pytest-xdist", "ray[tune] (>=2.7.0)", "rhoknp (>=1.1.0,<1.3.1)", "rich", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.5.1)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "scikit-learn", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "sudachidict-core (>=20220729)", "sudachipy (>=0.6.6)", "tensorboard", "timeout-decorator", "timm (<=0.9.16)", "tokenizers (>=0.20,<0.21)", "torch", "torchaudio", "torchvision", "unidic (>=1.0.2)", "unidic-lite (>=1.0.7)", "urllib3 (<2.0.0)"]
+flax = ["flax (>=0.4.1,<=0.7.0)", "jax (>=0.4.1,<=0.4.13)", "jaxlib (>=0.4.1,<=0.4.13)", "optax (>=0.0.8,<=0.1.4)", "scipy (<1.13.0)"]
+flax-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
+ftfy = ["ftfy"]
+integrations = ["optuna", "ray[tune] (>=2.7.0)", "sigopt"]
+ja = ["fugashi (>=1.0)", "ipadic (>=1.0.0,<2.0)", "rhoknp (>=1.1.0,<1.3.1)", "sudachidict-core (>=20220729)", "sudachipy (>=0.6.6)", "unidic (>=1.0.2)", "unidic-lite (>=1.0.7)"]
+modelcreation = ["cookiecutter (==1.7.3)"]
+natten = ["natten (>=0.14.6,<0.15.0)"]
+onnx = ["onnxconverter-common", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "tf2onnx"]
+onnxruntime = ["onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)"]
+optuna = ["optuna"]
+quality = ["GitPython (<3.1.19)", "datasets (!=2.5.0)", "isort (>=5.5.4)", "libcst", "rich", "ruff (==0.5.1)", "urllib3 (<2.0.0)"]
+ray = ["ray[tune] (>=2.7.0)"]
+retrieval = ["datasets (!=2.5.0)", "faiss-cpu"]
+ruff = ["ruff (==0.5.1)"]
+sagemaker = ["sagemaker (>=2.31.0)"]
+sentencepiece = ["protobuf", "sentencepiece (>=0.1.91,!=0.1.92)"]
+serving = ["fastapi", "pydantic", "starlette", "uvicorn"]
+sigopt = ["sigopt"]
+sklearn = ["scikit-learn"]
+speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"]
+testing = ["GitPython (<3.1.19)", "beautifulsoup4", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "nltk (<=3.8.1)", "parameterized", "psutil", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-rich", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.5.1)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "sentencepiece (>=0.1.91,!=0.1.92)", "tensorboard", "timeout-decorator"]
+tf = ["keras-nlp (>=0.3.1,<0.14.0)", "onnxconverter-common", "tensorflow (>2.9,<2.16)", "tensorflow-text (<2.16)", "tf2onnx"]
+tf-cpu = ["keras (>2.9,<2.16)", "keras-nlp (>=0.3.1,<0.14.0)", "onnxconverter-common", "tensorflow-cpu (>2.9,<2.16)", "tensorflow-probability (<0.24)", "tensorflow-text (<2.16)", "tf2onnx"]
+tf-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
+tiktoken = ["blobfile", "tiktoken"]
+timm = ["timm (<=0.9.16)"]
+tokenizers = ["tokenizers (>=0.20,<0.21)"]
+torch = ["accelerate (>=0.26.0)", "torch"]
+torch-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"]
+torch-vision = ["Pillow (>=10.0.1,<=15.0)", "torchvision"]
+torchhub = ["filelock", "huggingface-hub (>=0.23.2,<1.0)", "importlib-metadata", "numpy (>=1.17)", "packaging (>=20.0)", "protobuf", "regex (!=2019.12.17)", "requests", "sentencepiece (>=0.1.91,!=0.1.92)", "tokenizers (>=0.20,<0.21)", "torch", "tqdm (>=4.27)"]
+video = ["av (==9.2.0)"]
+vision = ["Pillow (>=10.0.1,<=15.0)"]
+
+[[package]]
+name = "typing-extensions"
+version = "4.12.2"
+description = "Backported and Experimental Type Hints for Python 3.8+"
+optional = false
+python-versions = ">=3.8"
+files = [
+ {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
+ {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
+]
+
+[[package]]
+name = "tzdata"
+version = "2024.2"
+description = "Provider of IANA time zone data"
+optional = false
+python-versions = ">=2"
+files = [
+ {file = "tzdata-2024.2-py2.py3-none-any.whl", hash = "sha256:a48093786cdcde33cad18c2555e8532f34422074448fbc874186f0abd79565cd"},
+ {file = "tzdata-2024.2.tar.gz", hash = "sha256:7d85cc416e9382e69095b7bdf4afd9e3880418a2413feec7069d533d6b4e31cc"},
+]
+
+[[package]]
+name = "urllib3"
+version = "2.2.3"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+optional = false
+python-versions = ">=3.8"
+files = [
+ {file = "urllib3-2.2.3-py3-none-any.whl", hash = "sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac"},
+ {file = "urllib3-2.2.3.tar.gz", hash = "sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9"},
+]
+
+[package.extras]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+h2 = ["h2 (>=4,<5)"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
+
+[[package]]
+name = "zipp"
+version = "3.20.2"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.8"
+files = [
+ {file = "zipp-3.20.2-py3-none-any.whl", hash = "sha256:a817ac80d6cf4b23bf7f2828b7cabf326f15a001bea8b1f9b49631780ba28350"},
+ {file = "zipp-3.20.2.tar.gz", hash = "sha256:bc9eb26f4506fda01b81bcde0ca78103b6e62f991b381fec825435c836edbc29"},
+]
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
+
+[metadata]
+lock-version = "2.0"
+python-versions = ">=3.8,<3.12"
+content-hash = "99855095e078bed9a373c6fa23f3dafef5a1550bfaad2294b35c74eb62c4bed2"
diff --git a/extensions/sandbox/docker/pyproject.toml b/extensions/sandbox/docker/pyproject.toml
new file mode 100644
index 000000000..4369f54dd
--- /dev/null
+++ b/extensions/sandbox/docker/pyproject.toml
@@ -0,0 +1,16 @@
+[tool.poetry]
+name = "pandasai-docker"
+version = "0.1.0"
+description = ""
+authors = ["ArslanSaleem "]
+readme = "README.md"
+
+[tool.poetry.dependencies]
+python = ">=3.8,<3.12"
+pandasai = ">=3.0.0-beta.0"
+numpy = ">=1.23.2,<2.0.0"
+docker = "^7.1.0"
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
diff --git a/extensions/sandbox/docker/tests/test_sandbox.py b/extensions/sandbox/docker/tests/test_sandbox.py
new file mode 100644
index 000000000..e4166b529
--- /dev/null
+++ b/extensions/sandbox/docker/tests/test_sandbox.py
@@ -0,0 +1,263 @@
+import unittest
+from io import BytesIO
+from unittest.mock import MagicMock, mock_open, patch
+
+import pandas as pd
+from docker.errors import ImageNotFound
+from pandasai_docker import DockerSandbox
+
+
+class TestDockerSandbox(unittest.TestCase):
+ def setUp(self):
+ self.image_name = "test_image"
+ self.dfs = [MagicMock()]
+
+ @patch("pandasai_docker.docker_sandbox.docker.from_env")
+ def test_destructor(self, mock_docker):
+ sandbox = DockerSandbox(image_name=self.image_name)
+ mock_client = mock_docker.return_value
+ mock_container = mock_client.containers.run.return_value
+ sandbox._container = mock_container
+
+ del sandbox
+ mock_container.stop.assert_called_once()
+ mock_container.remove.assert_called_once()
+
+ @patch("pandasai_docker.docker_sandbox.docker.from_env")
+ def test_image_exists(self, mock_docker):
+ sandbox = DockerSandbox(image_name=self.image_name)
+ mock_client = mock_docker.return_value
+ mock_client.images.get.return_value = True
+ self.assertTrue(sandbox._image_exists())
+
+ mock_client.images.get.side_effect = ImageNotFound("Image not found")
+ self.assertFalse(sandbox._image_exists())
+
+ @patch("builtins.open")
+ @patch("pandasai_docker.docker_sandbox.docker.from_env")
+ @patch("pandasai_docker.docker_sandbox.subprocess")
+ def test_build_image(self, mock_subprocess, mock_docker, mock_open):
+ # Create a single BytesIO object to mock the file content
+ mock_file = MagicMock(spec=BytesIO)
+ mock_file.__enter__.return_value = BytesIO(b"FROM python:3.9")
+ mock_file.__exit__.return_value = None
+ mock_open.return_value = mock_file
+
+ # Arrange
+ sandbox = DockerSandbox(image_name=self.image_name)
+ mock_client = mock_docker.return_value
+ dockerfile_path = sandbox._dockerfile_path
+ image_name = self.image_name
+
+ # Act
+ sandbox._build_image()
+
+ # Create the expected fileobj (using the same object reference)
+ expected_fileobj = mock_file.__enter__.return_value
+
+ # Assert
+ mock_subprocess.run.assert_called_once()
+
+ @patch("pandasai_docker.docker_sandbox.docker.from_env")
+ def test_start_and_stop_container(self, mock_docker):
+ sandbox = DockerSandbox(image_name=self.image_name)
+ mock_client = mock_docker.return_value
+ mock_client.containers = MagicMock()
+ mock_client.containers.run = MagicMock(return_value=MagicMock())
+
+ sandbox.start()
+ mock_client.containers.run.assert_called_once_with(
+ self.image_name,
+ command="sleep infinity",
+ network_disabled=True,
+ detach=True,
+ tty=True,
+ )
+
+ sandbox.stop()
+ self.assertIsNone(sandbox._container)
+
+ def test_extract_sql_queries_from_code(self):
+ sandbox = DockerSandbox(image_name=self.image_name)
+ code = """
+sql_query = 'SELECT COUNT(*) FROM table'
+result = execute_sql_query(sql_query)
+ """
+ queries = sandbox._extract_sql_queries_from_code(code)
+ self.assertEqual(queries, ["SELECT COUNT(*) FROM table"])
+
+ @patch("pandasai_docker.docker_sandbox.docker.from_env")
+ def test_transfer_file(self, mock_docker):
+ sandbox = DockerSandbox(image_name=self.image_name)
+ mock_client = mock_docker.return_value
+ mock_container = mock_client.containers.run.return_value
+ sandbox._container = mock_container
+
+ df = pd.DataFrame({"col1": [1, 2, 3], "col2": [4, 5, 6]})
+ sandbox.transfer_file(df, filename="test.csv")
+
+ mock_container.put_archive.assert_called()
+
+ @patch("pandasai_docker.docker_sandbox.docker.from_env")
+ def test_exec_code(self, mock_docker):
+ sandbox = DockerSandbox(image_name=self.image_name)
+ mock_client = mock_docker.return_value
+ mock_container = mock_client.containers.run.return_value
+ mock_container.exec_run.return_value = (
+ 0,
+ (b'{"type": "number", "value": 42}', b""),
+ )
+ sandbox._container = mock_container
+
+ mock_execute_sql_func = MagicMock()
+ env = {"execute_sql_query": mock_execute_sql_func}
+
+ code = 'result = {"type": "number", "value": 42}'
+ result = sandbox._exec_code(code, env)
+ self.assertEqual(result, {"type": "number", "value": 42})
+
+ @patch("pandasai_docker.docker_sandbox.docker.from_env")
+ @patch("pandasai_docker.docker_sandbox.DockerSandbox.transfer_file")
+ def test_exec_code_with_sql_queries(self, mock_transfer_file, mock_docker):
+ sandbox = DockerSandbox(image_name=self.image_name)
+ mock_client = mock_docker.return_value
+ mock_container = mock_client.containers.run.return_value
+ mock_container.exec_run.return_value = (
+ 0,
+ (b'{"type": "number", "value": 42}', b""),
+ )
+ sandbox._container = mock_container
+
+ # Mock SQL execution
+ mock_execute_sql_func = MagicMock()
+ env = {"execute_sql_query": mock_execute_sql_func}
+
+ code = """
+sql_query = 'SELECT COUNT(DISTINCT Artist) AS total_artists FROM artists'
+total_artists_df = execute_sql_query(sql_query)
+total_artists = total_artists_df['total_artists'].iloc[0]
+result = {'type': 'number', 'value': total_artists}
+ """
+ result = sandbox._exec_code(code, env)
+ self.assertEqual(result, {"type": "number", "value": 42})
+ mock_execute_sql_func.assert_called_once_with(
+ "SELECT COUNT(DISTINCT Artist) AS total_artists FROM artists"
+ )
+
+ @patch("pandasai_docker.docker_sandbox.docker.from_env")
+ @patch("pandasai_docker.docker_sandbox.DockerSandbox.transfer_file")
+ def test_exec_code_with_sql_queries_raise_no_env(
+ self, mock_transfer_file, mock_docker
+ ):
+ sandbox = DockerSandbox(image_name=self.image_name)
+ mock_client = mock_docker.return_value
+ mock_container = mock_client.containers.run.return_value
+ mock_container.exec_run.return_value = (
+ 0,
+ (b'{"type": "number", "value": 42}', b""),
+ )
+ sandbox._container = mock_container
+
+ # Mock SQL execution
+ env = {}
+
+ code = """
+sql_query = 'SELECT COUNT(DISTINCT Artist) AS total_artists FROM artists'
+total_artists_df = execute_sql_query(sql_query)
+total_artists = total_artists_df['total_artists'].iloc[0]
+result = {'type': 'number', 'value': total_artists}
+ """
+ with self.assertRaises(RuntimeError):
+ sandbox._exec_code(code, env)
+
+ @patch("pandasai_docker.docker_sandbox.docker.from_env")
+ @patch("pandasai_docker.docker_sandbox.DockerSandbox.transfer_file")
+ @patch("pandasai_docker.docker_sandbox.ResponseSerializer.deserialize")
+ def test_exec_code_with_sql_queries_with_plot(
+ self, mock_deserialize, mock_transfer_file, mock_docker
+ ):
+ sandbox = DockerSandbox(image_name=self.image_name)
+ mock_client = mock_docker.return_value
+ mock_container = mock_client.containers.run.return_value
+ mock_container.exec_run.return_value = (
+ 0,
+ (b'{"type": "plot", "value": "base64img"}', b""),
+ )
+ sandbox._container = mock_container
+
+ # Mock SQL execution
+ mock_execute_sql_func = MagicMock()
+ env = {"execute_sql_query": mock_execute_sql_func}
+
+ code = """
+import pandas as pd
+import matplotlib.pyplot as plt
+sql_query = \"\"\"
+SELECT Artist, Streams
+FROM table_artists
+ORDER BY CAST(REPLACE(Streams, ',', '') AS FLOAT) DESC
+LIMIT 5
+\"\"\"
+top_artists_df = execute_sql_query(sql_query)
+top_artists_df['Streams'] = top_artists_df['Streams'].str.replace(',', '').astype(float)
+plt.figure(figsize=(10, 6))
+plt.barh(top_artists_df['Artist'], top_artists_df['Streams'], color='skyblue')
+plt.xlabel('Streams (in millions)')
+plt.title('Top Five Artists by Streams')
+plt.gca().invert_yaxis()
+plt.tight_layout()
+plt.savefig('/exports/charts/temp_chart.png')
+result = {'type': 'plot', 'value': '/exports/charts/temp_chart.png'}
+ """
+ result = sandbox._exec_code(code, env)
+
+ assert result is not None
+ mock_deserialize.assert_called_once_with(
+ '{"type": "plot", "value": "base64img"}', "/exports/charts/temp_chart.png"
+ )
+
+ @patch("pandasai_docker.docker_sandbox.docker.from_env")
+ @patch("pandasai_docker.docker_sandbox.DockerSandbox.transfer_file")
+ @patch("pandasai_docker.docker_sandbox.ResponseSerializer.deserialize")
+ def test_exec_code_with_sql_queries_with_dataframe(
+ self, mock_deserialize, mock_transfer_file, mock_docker
+ ):
+ sandbox = DockerSandbox(image_name=self.image_name)
+ mock_client = mock_docker.return_value
+ mock_container = mock_client.containers.run.return_value
+ mock_container.exec_run.return_value = (
+ 0,
+ (
+ b'{"type": "dataframe", "value": {"columns": [], "data": [], "index": []}}',
+ b"",
+ ),
+ )
+ sandbox._container = mock_container
+
+ # Mock SQL execution
+ mock_execute_sql_func = MagicMock()
+ env = {"execute_sql_query": mock_execute_sql_func}
+
+ code = """
+import pandas as pd
+import matplotlib.pyplot as plt
+sql_query = \"\"\"
+SELECT Artist, Streams
+FROM table_artists
+ORDER BY CAST(REPLACE(Streams, ',', '') AS FLOAT) DESC
+LIMIT 5
+\"\"\"
+top_artists_df = execute_sql_query(sql_query)
+result = {'type': 'dataframe', 'value': top_artists_df}
+ """
+ result = sandbox._exec_code(code, env)
+
+ assert result is not None
+ mock_deserialize.assert_called_once_with(
+ '{"type": "dataframe", "value": {"columns": [], "data": [], "index": []}}',
+ None,
+ )
+
+
+if __name__ == "__main__":
+ unittest.main()
diff --git a/extensions/sandbox/docker/tests/test_serializer.py b/extensions/sandbox/docker/tests/test_serializer.py
new file mode 100644
index 000000000..8592a1f7f
--- /dev/null
+++ b/extensions/sandbox/docker/tests/test_serializer.py
@@ -0,0 +1,90 @@
+import base64
+import datetime
+import json
+import os
+import unittest
+from unittest.mock import mock_open, patch
+
+import numpy as np
+import pandas as pd
+from pandasai_docker.serializer import CustomEncoder, ResponseSerializer
+
+
+class TestResponseSerializer(unittest.TestCase):
+ def test_serialize_dataframe_empty(self):
+ df = pd.DataFrame()
+ result = ResponseSerializer.serialize_dataframe(df)
+ self.assertEqual(result, {"columns": [], "data": [], "index": []})
+
+ def test_serialize_dataframe_non_empty(self):
+ df = pd.DataFrame({"A": [1, 2], "B": [3, 4]})
+ result = ResponseSerializer.serialize_dataframe(df)
+ expected = {"columns": ["A", "B"], "data": [[1, 3], [2, 4]], "index": [0, 1]}
+ self.assertEqual(result, expected)
+
+ @patch("builtins.open", new_callable=mock_open, read_data=b"image_data")
+ @patch("base64.b64encode", return_value=b"encoded_image")
+ def test_serialize_plot(self, mock_b64encode, mock_open_file):
+ result = {"type": "plot", "value": "path/to/image.png"}
+ serialized = ResponseSerializer.serialize(result)
+ expected = {"type": "plot", "value": "encoded_image"}
+ self.assertEqual(json.loads(serialized), expected)
+ mock_open_file.assert_called_once_with("path/to/image.png", "rb")
+ mock_b64encode.assert_called_once_with(b"image_data")
+
+ def test_serialize_dataframe_type(self):
+ df = pd.DataFrame({"A": [1, 2], "B": [3, 4]})
+ result = {"type": "dataframe", "value": df}
+ serialized = ResponseSerializer.serialize(result)
+ deserialized = json.loads(serialized)
+ self.assertEqual(deserialized["type"], "dataframe")
+ self.assertEqual(
+ deserialized["value"], ResponseSerializer.serialize_dataframe(df)
+ )
+
+ def test_deserialize_dataframe(self):
+ response = {
+ "type": "dataframe",
+ "value": {"columns": ["A", "B"], "data": [[1, 3], [2, 4]], "index": [0, 1]},
+ }
+ serialized = json.dumps(response)
+ result = ResponseSerializer.deserialize(serialized)
+ expected_df = pd.DataFrame({"A": [1, 2], "B": [3, 4]})
+ pd.testing.assert_frame_equal(result["value"], expected_df)
+
+ @patch("builtins.open", new_callable=mock_open)
+ @patch("base64.b64decode", return_value=b"image_data")
+ def test_deserialize_plot(self, mock_b64decode, mock_open_file):
+ response = {"type": "plot", "value": base64.b64encode(b"image_data").decode()}
+ serialized = json.dumps(response)
+ chart_path = "path/to/output.png"
+ result = ResponseSerializer.deserialize(serialized, chart_path=chart_path)
+ self.assertEqual(result["value"], chart_path)
+ mock_b64decode.assert_called_once_with(response["value"])
+ mock_open_file.assert_called_once_with(chart_path, "wb")
+ mock_open_file().write.assert_called_once_with(b"image_data")
+
+
+class TestCustomEncoder(unittest.TestCase):
+ def test_encode_numpy(self):
+ data = {"int": np.int64(42), "float": np.float64(3.14)}
+ encoded = json.dumps(data, cls=CustomEncoder)
+ self.assertEqual(json.loads(encoded), {"int": 42, "float": 3.14})
+
+ def test_encode_datetime(self):
+ now = datetime.datetime.now()
+ data = {"timestamp": now}
+ encoded = json.dumps(data, cls=CustomEncoder)
+ self.assertEqual(json.loads(encoded), {"timestamp": now.isoformat()})
+
+ def test_encode_dataframe(self):
+ df = pd.DataFrame({"A": [1, 2], "B": [3, 4]})
+ data = {"df": df}
+ encoded = json.dumps(data, cls=CustomEncoder)
+ self.assertEqual(
+ json.loads(encoded)["df"], ResponseSerializer.serialize_dataframe(df)
+ )
+
+
+if __name__ == "__main__":
+ unittest.main()
diff --git a/pandasai/agent/base.py b/pandasai/agent/base.py
index 6042de963..ddbfc1668 100644
--- a/pandasai/agent/base.py
+++ b/pandasai/agent/base.py
@@ -23,6 +23,7 @@
InvalidLLMOutputType,
MissingVectorStoreError,
)
+from pandasai.sandbox import Sandbox
from pandasai.vectorstores.vectorstore import VectorStore
from ..config import Config
@@ -44,6 +45,7 @@ def __init__(
memory_size: Optional[int] = 10,
vectorstore: Optional[VectorStore] = None,
description: str = None,
+ sandbox: Sandbox = None,
):
"""
Args:
@@ -69,6 +71,7 @@ def __init__(
self._code_generator = CodeGenerator(self._state)
self._response_parser = ResponseParser()
+ self._sandbox = sandbox
def chat(self, query: str, output_type: Optional[str] = None):
"""
@@ -105,8 +108,13 @@ def generate_code(self, query: Union[UserQuery, str]) -> str:
def execute_code(self, code: str) -> dict:
"""Execute the generated code."""
self._state.logger.log(f"Executing code: {code}")
+
code_executor = CodeExecutor(self._state.config)
code_executor.add_to_env("execute_sql_query", self._execute_sql_query)
+
+ if self._sandbox:
+ return self._sandbox.execute(code, code_executor.environment)
+
return code_executor.execute_and_return_result(code)
def _execute_local_sql_query(self, query: str) -> pd.DataFrame:
diff --git a/pandasai/core/code_execution/code_executor.py b/pandasai/core/code_execution/code_executor.py
index a72545479..b158ea8be 100644
--- a/pandasai/core/code_execution/code_executor.py
+++ b/pandasai/core/code_execution/code_executor.py
@@ -42,3 +42,7 @@ def execute_and_return_result(self, code: str) -> Any:
raise NoResultFoundError("No result returned")
return self._environment.get("result", None)
+
+ @property
+ def environment(self) -> dict:
+ return self._environment
diff --git a/pandasai/sandbox/__init__.py b/pandasai/sandbox/__init__.py
new file mode 100644
index 000000000..05ec2cc0a
--- /dev/null
+++ b/pandasai/sandbox/__init__.py
@@ -0,0 +1,3 @@
+from .sandbox import Sandbox
+
+__all__ = ["Sandbox"]
diff --git a/pandasai/sandbox/sandbox.py b/pandasai/sandbox/sandbox.py
new file mode 100644
index 000000000..1672c265b
--- /dev/null
+++ b/pandasai/sandbox/sandbox.py
@@ -0,0 +1,82 @@
+import ast
+
+
+class Sandbox:
+ def __init__(self):
+ self._started: bool = False
+
+ def start(self):
+ raise NotImplementedError("The start method must be implemented by subclasses.")
+
+ def stop(self):
+ raise NotImplementedError("The stop method must be implemented by subclasses.")
+
+ def execute(self, code: str, environment: dict) -> dict:
+ if not self._started:
+ self.start()
+ return self._exec_code(code, environment)
+
+ return self._exec_code(code, environment)
+
+ def _exec_code(self, code: str, environment: dict) -> dict:
+ raise NotImplementedError("Subclasses must implement the _exec_code method.")
+
+ def transfer_file(self, csv_data, filename="file.csv"):
+ raise NotImplementedError(
+ "The transfer_file method must be implemented by subclasses."
+ )
+
+ def _extract_sql_queries_from_code(self, code) -> list[str]:
+ """
+ Extract SQL query strings from Python code
+
+ Args:
+ code (str): Python code as a string.
+
+ Returns:
+ list: List of SQL query strings found in the code.
+ """
+ sql_queries = []
+
+ class SQLQueryExtractor(ast.NodeVisitor):
+ def visit_Assign(self, node):
+ # Look for assignments where SQL queries might be defined
+ if isinstance(
+ node.value, (ast.Str, ast.Constant)
+ ): # Python 3.8+: ast.Constant
+ if "SELECT" in node.value.s.upper():
+ sql_queries.append(node.value.s)
+ self.generic_visit(node)
+
+ def visit_Call(self, node):
+ # Look for function calls where SQL queries might be passed
+ for arg in node.args:
+ if isinstance(
+ arg, (ast.Str, ast.Constant)
+ ): # Python 3.8+: ast.Constant
+ if "SELECT" in arg.s.upper():
+ sql_queries.append(arg.s)
+ self.generic_visit(node)
+
+ # Parse the code into an AST and visit all nodes
+ tree = ast.parse(code)
+ SQLQueryExtractor().visit(tree)
+
+ return sql_queries
+
+ def _compile_code(self, code: str) -> str:
+ """Compile code as a Python module
+
+ Args:
+ code (str): Code as a string to compile.
+
+ Raises:
+ SyntaxError: If the code contains syntax errors.
+
+ Returns:
+ str: Compiled code as a string.
+ """
+ try:
+ return compile(code, "", "exec")
+ except SyntaxError as e:
+ raise SyntaxError(f"Syntax error in code: {e}") from e
diff --git a/tests/unit_tests/sandbox/test_sandbox.py b/tests/unit_tests/sandbox/test_sandbox.py
new file mode 100644
index 000000000..6c3bf65f6
--- /dev/null
+++ b/tests/unit_tests/sandbox/test_sandbox.py
@@ -0,0 +1,103 @@
+import unittest
+from unittest.mock import MagicMock, patch
+
+from pandasai.sandbox import Sandbox
+
+
+class TestSandbox(unittest.TestCase):
+ def setUp(self):
+ class SandboxImpl(Sandbox):
+ def start(self):
+ self._started = True
+
+ def stop(self):
+ self._started = False
+
+ def _exec_code(self, code: str, environment: dict) -> dict:
+ exec_globals = environment.copy()
+ exec(code, exec_globals)
+ return exec_globals
+
+ def transfer_file(self, csv_data, filename):
+ return f"Processed CSV: {csv_data}"
+
+ self.sandbox = SandboxImpl()
+
+ def test_start(self):
+ self.assertFalse(self.sandbox._started)
+ self.sandbox.start()
+ self.assertTrue(self.sandbox._started)
+
+ def test_stop(self):
+ self.sandbox.start()
+ self.assertTrue(self.sandbox._started)
+ self.sandbox.stop()
+ self.assertFalse(self.sandbox._started)
+
+ def test_execute_calls_start_if_not_started(self):
+ code = "a = 10"
+ environment = {}
+ result = self.sandbox.execute(code, environment)
+ self.assertIn("a", result)
+ self.assertEqual(result["a"], 10)
+ self.assertTrue(self.sandbox._started)
+
+ def test_execute_does_not_call_start_if_already_started(self):
+ code = "a = 20"
+ environment = {}
+ self.sandbox.start()
+ with patch.object(
+ self.sandbox, "start", wraps=self.sandbox.start
+ ) as mock_start:
+ result = self.sandbox.execute(code, environment)
+ mock_start.assert_not_called()
+ self.assertIn("a", result)
+ self.assertEqual(result["a"], 20)
+
+ def test_transfer_file(self):
+ result = self.sandbox.transfer_file("sample_data", None)
+ self.assertEqual(result, "Processed CSV: sample_data")
+
+ def test_extract_sql_queries(self):
+ code = """
+query = "SELECT * FROM users"
+def execute_sql_query(sql):
+ return sql
+execute_sql_query("SELECT id FROM orders")
+ """
+ queries = self.sandbox._extract_sql_queries_from_code(code)
+ self.assertEqual(queries, ["SELECT * FROM users", "SELECT id FROM orders"])
+
+ def test_extract_single_sql_queries(self):
+ code = """
+query = "SELECT * FROM users"
+execute_sql_query(query)
+ """
+ queries = self.sandbox._extract_sql_queries_from_code(code)
+ self.assertEqual(queries, ["SELECT * FROM users"])
+
+ def test_compile_code_valid(self):
+ code = "x = 5\ny = 10\nresult = x + y"
+ compiled = self.sandbox._compile_code(code)
+ self.assertIsNotNone(compiled)
+
+ def test_compile_code_invalid(self):
+ code = "x = 5\ny ="
+ with self.assertRaises(SyntaxError) as context:
+ self.sandbox._compile_code(code)
+ self.assertIn("Syntax error in code", str(context.exception))
+
+ def test_not_implemented_methods(self):
+ sandbox_base = Sandbox()
+ with self.assertRaises(NotImplementedError):
+ sandbox_base.start()
+ with self.assertRaises(NotImplementedError):
+ sandbox_base.stop()
+ with self.assertRaises(NotImplementedError):
+ sandbox_base._exec_code("", {})
+ with self.assertRaises(NotImplementedError):
+ sandbox_base.transfer_file("data")
+
+
+if __name__ == "__main__":
+ unittest.main()