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After importing a third-party library into the Python sandbox container, the execution results are inconsistent between the container and the web interface #4463

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115341chenzehao opened this issue May 17, 2024 · 14 comments
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🐞 bug Something isn't working

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@115341chenzehao
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Dify version

0.6.8

Cloud or Self Hosted

Self Hosted (Docker)

Steps to reproduce

1.I successfully imported the third-party Python library 'mysql-connector-python' into the sandbox container, and the execution of 'import mysql.connector' was successful.
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2.However, when executing the script in the web interface, the prompt states 'in ModuleNotFoundError: No module named 'mysql' error'
5

'dify-api' and 'sandbox' are network-connected, and the corresponding .py files will be generated within the sandbox container.
6

✔️ Expected Behavior

No response

❌ Actual Behavior

No response

@dosubot dosubot bot added the 🐞 bug Something isn't working label May 17, 2024
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dosubot bot commented May 17, 2024

To address the issue where the 'mysql-connector-python' library works in your Python sandbox container but not through the web interface, ensure the library is installed in the correct environment used by Dify for executing Python scripts. Here's a focused approach:

  1. Custom Docker Image: Modify the Docker Compose configuration for the sandbox service to use a custom Docker image that includes 'mysql-connector-python'. This ensures the library is available for scripts executed via the web interface.

  2. Dependency Installation Script: If Dify allows initializing the sandbox with a script, use it to install 'mysql-connector-python' before running your main script.

  3. Refresh Python Environment: Use the post_start_command.sh script to update the Python environment within Dify, ensuring all dependencies, including 'mysql-connector-python', are correctly installed.

  4. Consult Dify Documentation or Support: For detailed guidance on managing Python dependencies within the sandbox, refer to the latest Dify documentation or contact their support.

By ensuring 'mysql-connector-python' is accessible in the sandbox environment where Dify executes Python scripts, the ModuleNotFoundError should be resolved, allowing your scripts to run as expected.

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@115341chenzehao
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@dosubot I would like to inquire about how 'code execution' occurs within the sandbox container. I have noticed that the 'dify-sandbox' container comes with the Python library 'request' pre-installed, yet it still cannot be imported.
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dosubot bot commented May 17, 2024

To resolve the issue with the 'requests' library not being imported in your Dify sandbox environment, despite it being pre-installed, you should ensure that your project is correctly set up to install external libraries. Here's a concise guide:

  1. Create or Update requirements.txt: In the api directory of your project, ensure there's a requirements.txt file listing requests and any other libraries you need. Format it like so:

    requests==2.25.1
    
  2. Check Project Structure: The requirements.txt should be in an api directory at your project's root.

  3. Restart Dify Sandbox: Deploy your project or restart the sandbox. The post_start_command.sh script will run pip install -r requirements.txt, installing the specified libraries.

  4. Test Library Installation: After restarting, test the requests library with a simple script to confirm it's working as expected.

This approach leverages Dify's mechanism for handling external libraries via a requirements.txt file, ensuring your scripts can use requests within the sandbox. If issues persist, ensure your project aligns with Dify's guidelines on allowed operations and library usage, as recent updates restrict certain activities. For more detailed guidance, refer to the Dify documentation and the post_start_command.sh script.

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About Dosu
This response is meant to be useful and save you time. It is not meant to be a precise solution, but rather a starting point for your own research.

Help me be more useful! Please leave a 👍 if this is helpful and 👎 if it is irrelevant.

To continue the conversation, mention @dosu.

@115341chenzehao
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To resolve the issue with the 'requests' library not being imported in your Dify sandbox environment, despite it being pre-installed, you should ensure that your project is correctly set up to install external libraries. Here's a concise guide:

  1. Create or Update requirements.txt: In the api directory of your project, ensure there's a requirements.txt file listing requests and any other libraries you need. Format it like so:
    requests==2.25.1
    
  2. Check Project Structure: The requirements.txt should be in an api directory at your project's root.
  3. Restart Dify Sandbox: Deploy your project or restart the sandbox. The post_start_command.sh script will run pip install -r requirements.txt, installing the specified libraries.
  4. Test Library Installation: After restarting, test the requests library with a simple script to confirm it's working as expected.

This approach leverages Dify's mechanism for handling external libraries via a requirements.txt file, ensuring your scripts can use requests within the sandbox. If issues persist, ensure your project aligns with Dify's guidelines on allowed operations and library usage, as recent updates restrict certain activities. For more detailed guidance, refer to the Dify documentation and the post_start_command.sh script.

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I am also failing to call the Flask dependency from the requirements.txt file during 'code execution'
9

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dosubot bot commented May 17, 2024

To address the issue with importing requests and Flask from your requirements.txt in the Dify sandbox environment, follow these targeted steps:

  1. Ensure Correct Location: Confirm that your requirements.txt is correctly placed in the api directory and lists both requests and Flask.

  2. Virtual Environments: If Dify uses a Python virtual environment, make sure the pip install command executes within this environment to avoid scope issues.

  3. Review post_start_command.sh Output: Check this script's output for errors during the installation process, which could highlight the root cause.

  4. Manual Installation Check: Attempt to manually run pip install -r requirements.txt in the same context as the post_start_command.sh script to identify any discrepancies.

  5. Python Version Compatibility: Verify that the Python version in your sandbox supports the requests and Flask versions you're trying to install.

  6. Permissions: Ensure the script has the necessary permissions to install packages, possibly requiring adjustments for elevated privileges.

  7. Dependencies: Consider any unmet dependencies that pip might not resolve automatically, although this is less common.

Remember, the Dify sandbox has specific restrictions, especially regarding Python virtual environments and external package installations, due to its secure execution model. If these steps do not resolve your issue, consulting the Dify documentation or support for sandbox-specific guidance might provide further insights.

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About Dosu
This response is meant to be useful and save you time. It is not meant to be a precise solution, but rather a starting point for your own research.

Help me be more useful! Please leave a 👍 if this is helpful and 👎 if it is irrelevant.

To continue the conversation, mention @dosu.

@115341chenzehao
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To address the issue with importing requests and Flask from your requirements.txt in the Dify sandbox environment, follow these targeted steps:

  1. Ensure Correct Location: Confirm that your requirements.txt is correctly placed in the api directory and lists both requests and Flask.
  2. Virtual Environments: If Dify uses a Python virtual environment, make sure the pip install command executes within this environment to avoid scope issues.
  3. Review post_start_command.sh Output: Check this script's output for errors during the installation process, which could highlight the root cause.
  4. Manual Installation Check: Attempt to manually run pip install -r requirements.txt in the same context as the post_start_command.sh script to identify any discrepancies.
  5. Python Version Compatibility: Verify that the Python version in your sandbox supports the requests and Flask versions you're trying to install.
  6. Permissions: Ensure the script has the necessary permissions to install packages, possibly requiring adjustments for elevated privileges.
  7. Dependencies: Consider any unmet dependencies that pip might not resolve automatically, although this is less common.

Remember, the Dify sandbox has specific restrictions, especially regarding Python virtual environments and external package installations, due to its secure execution model. If these steps do not resolve your issue, consulting the Dify documentation or support for sandbox-specific guidance might provide further insights.

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To continue the conversation, mention @dosu.

I want to check the source code of "dify-sandbox", can you provide it?

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dosubot bot commented May 20, 2024

To address the issue with libraries not being imported in your Dify sandbox environment, first ensure that mysql-connector-python and requests are correctly listed in your requirements.txt file, including specifying the versions if necessary. For example:

mysql-connector-python==8.0.23
requests==2.25.1

After updating requirements.txt, rebuild the container to install these dependencies. If you're still facing issues, manually install them inside the container for testing:

pip install mysql-connector-python requests

This can help identify any potential errors not related to the requirements.txt file. Also, check the permissions and ensure the pip version inside the container is up to date to avoid installation issues.

Regarding accessing the "dify-sandbox" source code, since Dify is open-source, the code should be available on their official GitHub or GitLab repository. If you can't find it, consult the project's documentation or contact the maintainers for guidance.

Keep in mind, Dify's sandbox environment has limitations, such as restricted file system access, network calls, and operating system-level commands, which might lead to ModuleNotFoundError for some modules.

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About Dosu
This response is meant to be useful and save you time. It is not meant to be a precise solution, but rather a starting point for your own research.

Help me be more useful! Please leave a 👍 if this is helpful and 👎 if it is irrelevant.

To continue the conversation, mention @dosu.

@115341chenzehao
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To address the issue with libraries not being imported in your Dify sandbox environment, first ensure that mysql-connector-python and requests are correctly listed in your requirements.txt file, including specifying the versions if necessary. For example:

mysql-connector-python==8.0.23
requests==2.25.1

After updating requirements.txt, rebuild the container to install these dependencies. If you're still facing issues, manually install them inside the container for testing:

pip install mysql-connector-python requests

This can help identify any potential errors not related to the requirements.txt file. Also, check the permissions and ensure the pip version inside the container is up to date to avoid installation issues.

Regarding accessing the "dify-sandbox" source code, since Dify is open-source, the code should be available on their official GitHub or GitLab repository. If you can't find it, consult the project's documentation or contact the maintainers for guidance.

Keep in mind, Dify's sandbox environment has limitations, such as restricted file system access, network calls, and operating system-level commands, which might lead to ModuleNotFoundError for some modules.

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To continue the conversation, mention @dosu.

I tried to successfully install mysql-connector-python in the sandbox container, but when "code_executor" ran the py script, import mysql.connector prompted ModuleNotFoundError, so I wanted to take a look at the source code of "dify-sandbox". I found it on dify's github. I haven't found the sandbox information. Can you help me consult?

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dosubot bot commented May 21, 2024

The source code for "dify-sandbox" can be found by cloning the Dify repository from GitHub. You can do this using the following command:

git clone https://github.com/langgenius/dify.git

This repository contains the source code for the Dify project, including the "dify-sandbox" service. For more detailed instructions on setting up and deploying the project, you can refer to the documentation provided in the repository.

For specific details about the sandbox service, you can check the docker-compose.yaml and docker-compose.middleware.yaml files, which include configurations for the sandbox environment. Here are the relevant links:

These files will give you insights into how the sandbox is set up, including environment variables, volumes, and network configurations. This should help you understand why the ModuleNotFoundError for mysql.connector is occurring and how to resolve it.

@takatost, could you help with this?

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About Dosu
This response is meant to be useful and save you time. It is not meant to be a precise solution, but rather a starting point for your own research.

Help me be more useful! Please leave a 👍 if this is helpful and 👎 if it is irrelevant.

To continue the conversation, mention @dosu.

@865357384
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May I ask if this problem has been resolved?

@115341chenzehao
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May I ask if this problem has been resolved?

Not yet. Do you have similar problems?

@865357384
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请问这个问题解决了吗?

还没有。您也有类似的问题吗?

yes

@865357384
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I couldn't find the source code for "dify sandbox", so I have no way to start

@smartjx
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smartjx commented May 24, 2024

same issue here , please help

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