).\"), AlpacaItem(instruction='What is the process of reviewing a cookbook contribution in CAMEL?', input='', output='The process of reviewing a cookbook contribution in CAMEL includes:\\n1. Reviewing the draft in Google Colab and leaving comments directly in the document.\\n2. Focusing on accuracy, clarity, structure, and formatting.\\n3. Providing feedback for improvement and ensuring that the entry meets quality standards.'), AlpacaItem(instruction='What is the purpose of the Code Review Checklist in CAMEL?', input='', output='The purpose of the Code Review Checklist in CAMEL is to maintain high code quality by ensuring that:\\n- The functionality is correct and edge cases are handled.\\n- Code readability and maintainability are upheld.\\n- Documentation and design consistency are verified.'), AlpacaItem(instruction='Outline the steps to submit a cookbook once it is ready for integration.', input='', output='To submit a cookbook once it is ready for integration:\\n1. Download the finalized Colab notebook as a .ipynb file.\\n2. Create a pull request to add the cookbook to the docs folder of the repository.\\n3. Include necessary documentation or references to integrate the cookbook into the main docs.'), AlpacaItem(instruction='What principles should be followed when writing cookbook entries?', input='', output='When writing cookbook entries, contributors should follow principles such as:\\n- Ensuring high quality with accurate code and explanations.\\n- Validating any LLM-generated responses with real-world examples.\\n- Making the content accessible to users of varying skill levels.'), AlpacaItem(instruction='How can contributors ensure reproducibility in the CAMEL cookbook?', input='', output='Contributors can ensure reproducibility in the CAMEL cookbook by:\\n- Writing code that consistently produces the same results when run.\\n- Providing clear instructions and context for users to replicate the outcomes.'), AlpacaItem(instruction='What are the steps for engaging with issues on the CAMEL GitHub page?', input='', output='To engage with issues on the CAMEL GitHub page:\\n1. Visit the issues page and browse existing issues.\\n2. Create a new issue focusing on a specific bug, improvement, or feature.\\n3. Assign the issue to yourself if you plan to work on it.'), AlpacaItem(instruction='Explain the role of logging in CAMEL and how it should be implemented.', input='', output=\"The role of logging in CAMEL is to provide consistent, configurable, and professional logging instead of using print statements. Contributors should use Python's logging module (logger) to log important events and debug information.\"), AlpacaItem(instruction='What are the best practices for running tests in CAMEL?', input='', output='Best practices for running tests in CAMEL include:\\n- Using the command `pytest .` to run all tests, including those that require API keys.\\n- Running only local isolated tests with `pytest --fast-test-mode .` when developing.'), AlpacaItem(instruction='What should be included in the documentation for a new feature in CAMEL?', input='', output='Documentation for a new feature in CAMEL should include:\\n- A clear description of the feature and its purpose.\\n- Usage examples and any relevant parameters or configurations.\\n- Tests that validate the functionality of the feature.'), AlpacaItem(instruction='Describe the importance of maintaining a clean codebase in CAMEL.', input='', output='Maintaining a clean codebase in CAMEL is important to:\\n- Ensure readability and maintainability for current and future contributors.\\n- Facilitate easier debugging and prevent potential bugs.\\n- Promote collaboration and knowledge sharing among contributors.'), AlpacaItem(instruction='What guidelines should be followed when contributing to documentation in CAMEL?', input='', output='When contributing to documentation in CAMEL, guidelines include:\\n- Providing comprehensive documentation for all classes and methods.\\n- Ensuring that the documentation is clear, concise, and structured.'), AlpacaItem(instruction='Explain the significance of using the `pre-commit` hook in CAMEL.', input='', output=\"The significance of using the `pre-commit` hook in CAMEL is that it automatically formats and lints code before every commit, ensuring that all contributions adhere to the project's coding standards and reducing the likelihood of introducing errors.\"), AlpacaItem(instruction='What is the role of the CAMEL community in contributing to the project?', input='', output='The role of the CAMEL community in contributing to the project includes:\\n- Providing feedback and suggestions for improvements.\\n- Collaborating on new features and bug fixes.\\n- Sharing knowledge and resources to help new contributors onboard.'), AlpacaItem(instruction='Outline the process for managing pull requests in CAMEL.', input='', output='The process for managing pull requests in CAMEL includes:\\n1. Creating a new PR with a proper title and linking to related issues.\\n2. Conducting reviews and providing feedback.\\n3. Merging the PR once approved by at least two reviewers.'), AlpacaItem(instruction='What is the purpose of the CAMEL contribution template?', input='', output='The purpose of the CAMEL contribution template is to provide a standardized format for contributors to follow, ensuring that all necessary information is included and that contributions are consistent and easy to review.'), AlpacaItem(instruction=\"Describe the steps to participate in CAMEL's developer meetings.\", input='', output=\"To participate in CAMEL's developer meetings:\\n1. Join the specified Discord channel for your language group.\\n2. Attend the meetings on the designated day and time.\\n3. Contribute to discussions and share updates on your work.\"), AlpacaItem(instruction='What is the importance of having a comprehensive README in the CAMEL repository?', input='', output='Having a comprehensive README in the CAMEL repository is important because it provides essential information about the project, including installation instructions, usage examples, contribution guidelines, and links to documentation, helping new users and contributors understand the project quickly.'), AlpacaItem(instruction='How should contributors handle feedback received during code reviews?', input='', output='Contributors should handle feedback received during code reviews by:\\n- Addressing all comments constructively, even if they disagree.\\n- Making the necessary changes to improve the code based on feedback.\\n- Engaging in discussions to clarify any misunderstandings.'), AlpacaItem(instruction='Outline the steps to update dependencies in CAMEL.', input='', output='To update dependencies in CAMEL:\\n1. Modify the `pyproject.toml` file to add, update, or delete dependencies.\\n2. Run `poetry lock` to synchronize the changes with the lock file.'), AlpacaItem(instruction='What should contributors do if they encounter issues during the setup process?', input='', output='If contributors encounter issues during the setup process, they should:\\n- Reach out to a maintainer for assistance.\\n- Consult the documentation for troubleshooting tips.\\n- Provide details about the issue to facilitate a quicker resolution.'), AlpacaItem(instruction='Explain how to run coverage tests in CAMEL.', input='', output='To run coverage tests in CAMEL:\\n1. Use the command `coverage run --source=. -m pytest .` to measure code coverage.\\n2. Generate a report with `coverage html` to view detailed coverage results.'), AlpacaItem(instruction='What are the key elements to include in unit tests for CAMEL?', input='', output='Key elements to include in unit tests for CAMEL are:\\n- Test cases that cover different scenarios and edge cases.\\n- Assertions that validate the expected outcomes of the code.\\n- Clear documentation of the purpose of each test.'), AlpacaItem(instruction='Describe the process for integrating new features into CAMEL.', input='', output='The process for integrating new features into CAMEL involves:\\n1. Developing the feature and ensuring it is well-tested.\\n2. Documenting the feature and updating any relevant examples.\\n3. Submitting a pull request for review and integration.'), AlpacaItem(instruction=\"What should contributors do to ensure their code adheres to CAMEL's style guidelines?\", input='', output=\"To ensure their code adheres to CAMEL's style guidelines, contributors should:\\n- Use the `ruff` tool for linting and formatting checks.\\n- Review the Google Python Style Guide for reference.\"), AlpacaItem(instruction=\"What steps should be followed to join CAMEL's Slack community?\", input='', output=\"To join CAMEL's Slack community, follow these steps:\\n1. Access the invitation link provided for Slack.\\n2. Create an account or log in if you already have one.\\n3. Introduce yourself in the relevant channels.\"), AlpacaItem(instruction=\"What are the benefits of participating in CAMEL's Discord community?\", input='', output=\"The benefits of participating in CAMEL's Discord community include:\\n- Real-time communication with other contributors and maintainers.\\n- Access to updates and discussions about the project.\\n- Opportunities for collaboration and networking.\"), AlpacaItem(instruction='How can contributors ensure that their pull requests are ready for review?', input='', output='Contributors can ensure that their pull requests are ready for review by:\\n- Completing all required tests and documentation.\\n- Ensuring the code passes linting and formatting checks.\\n- Providing a clear description of the changes made.'), AlpacaItem(instruction=\"Explain the importance of issue linking in CAMEL's development process.\", input='', output=\"The importance of issue linking in CAMEL's development process lies in:\\n- Providing context for changes made in a pull request.\\n- Facilitating better tracking of related issues and features.\\n- Enhancing collaboration and communication among contributors.\"), AlpacaItem(instruction='What should be included in the documentation for a bug fix in CAMEL?', input='', output='Documentation for a bug fix in CAMEL should include:\\n- A clear description of the bug and how it was identified.\\n- Steps taken to resolve the issue, including code changes.\\n- Tests added to ensure the bug does not recur.'), AlpacaItem(instruction='Outline the steps for building documentation locally in CAMEL.', input='', output='To build documentation locally in CAMEL:\\n1. Navigate to the `docs` directory.\\n2. Use the command `make html` to generate the HTML documentation.'), AlpacaItem(instruction='What is the purpose of the CAMEL license, and how should it be applied?', input='', output='The purpose of the CAMEL license (Apache 2.0) is to define the terms under which the source code can be used, modified, and distributed. Contributors should apply the license by including it at the top of their files or using the provided script to automate the process.'), AlpacaItem(instruction='Describe how contributors can give credit for their work in CAMEL.', input='', output='Contributors can give credit for their work in CAMEL by:\\n- Notifying maintainers if they want recognition on social media.\\n- Ensuring their contributions are documented in release notes.'), AlpacaItem(instruction='What steps should contributors take when creating a new issue in CAMEL?', input='', output='When creating a new issue in CAMEL, contributors should:\\n1. Provide a clear and descriptive title for the issue.\\n2. Fill in all required fields with relevant information.\\n3. Tag appropriate labels to categorize the issue.'), AlpacaItem(instruction='How can contributors participate in sprint planning and reviews in CAMEL?', input='', output='Contributors can participate in sprint planning and reviews in CAMEL by attending biweekly meetings, discussing priorities, and providing feedback on completed work.'), AlpacaItem(instruction='What is the procedure for updating the CAMEL documentation?', input='', output='The procedure for updating the CAMEL documentation includes:\\n1. Reviewing the current documentation for accuracy.\\n2. Making necessary changes and improvements.\\n3. Submitting a pull request with the updated documentation.'), AlpacaItem(instruction='What are the main communication channels for CAMEL contributors?', input='', output='The main communication channels for CAMEL contributors include:\\n- Discord for real-time discussions.\\n- Slack for collaboration and updates.\\n- WeChat for Chinese-speaking contributors.'), AlpacaItem(instruction='Explain how to handle multiple accounts when contributing to CAMEL.', input='', output='To handle multiple accounts when contributing to CAMEL, contributors should:\\n- Sign out of other accounts in all tabs before signing in.\\n- Ensure they are using the correct account when submitting pull requests.'), AlpacaItem(instruction='What is the significance of keeping issues up to date in CAMEL?', input='', output='The significance of keeping issues up to date in CAMEL is to ensure that contributors are aware of the current status of tasks, preventing confusion and enabling efficient workflow.'), AlpacaItem(instruction='Outline the steps for conducting effective code reviews in CAMEL.', input='', output='To conduct effective code reviews in CAMEL:\\n1. Review code for functionality, readability, and compliance with standards.\\n2. Provide constructive feedback and suggestions for improvement.\\n3. Ensure the contributor addresses feedback before approving.'), AlpacaItem(instruction='What should be done if a contributor discovers a security vulnerability in CAMEL?', input='', output='If a contributor discovers a security vulnerability in CAMEL, they should:\\n- Report the issue immediately to the maintainers through private channels.\\n- Avoid disclosing the vulnerability publicly until it has been addressed.'), AlpacaItem(instruction='Describe the process for merging pull requests in CAMEL.', input='', output='The process for merging pull requests in CAMEL includes:\\n1. Ensuring at least two reviewers have approved the code.\\n2. Verifying that all tests have passed successfully.\\n3. Merging the PR into the main branch by an authorized contributor.'), AlpacaItem(instruction='How should contributors approach documentation updates for new features?', input='', output='Contributors should approach documentation updates for new features by:\\n- Writing clear and concise descriptions of the feature.\\n- Including examples and usage instructions.\\n- Ensuring the documentation is integrated into the main docs appropriately.'), AlpacaItem(instruction='What is the purpose of the CAMEL community guidelines?', input='', output='The purpose of the CAMEL community guidelines is to foster a welcoming and inclusive environment for contributors, outlining expectations for behavior and collaboration within the project.'), AlpacaItem(instruction='What should contributors do if they are unable to address feedback in a timely manner?', input='', output='If contributors are unable to address feedback in a timely manner, they should:\\n- Communicate with the reviewers about the delay.\\n- Provide an estimated timeline for when they can respond to the feedback.'), AlpacaItem(instruction=\"Outline the importance of unit testing in CAMEL's development process.\", input='', output=\"Unit testing is important in CAMEL's development process because it helps:\\n- Ensure code correctness and functionality.\\n- Catch bugs early in the development cycle.\\n- Provide documentation for expected behavior of the code.\"), AlpacaItem(instruction='What are the benefits of using a structured workflow for issue creation in CAMEL?', input='', output='The benefits of using a structured workflow for issue creation in CAMEL include:\\n- Improved organization and tracking of tasks.\\n- Enhanced clarity for contributors about what needs to be done.\\n- Streamlined communication regarding project priorities.'), AlpacaItem(instruction='What are the steps for joining the CAMEL community?', input='', output='To join the CAMEL community, you can:\\n1. **Join Discord**: Access the community on Discord for discussions and support.\\n2. **Schedule an Introduction Call**: Use the provided Calendly links for English or Chinese speakers to schedule a call with the community leaders.\\n3. **Engage with the Project**: Start exploring the project by reviewing the repository and contributing.'), AlpacaItem(instruction='Explain the Fork-and-Pull-Request workflow for contributors.', input='', output='The Fork-and-Pull-Request workflow involves:\\n1. **Fork the Repository**: Create a personal copy of the CAMEL repository on GitHub.\\n2. **Make Changes**: Implement your changes in a new branch in your fork.\\n3. **Create a Pull Request**: Once changes are ready, submit a pull request to the original repository, detailing your changes and linking any relevant issues.'), AlpacaItem(instruction='Describe the process for reviewing code contributions in CAMEL.', input='', output='The code review process in CAMEL involves:\\n1. **Reviewer Checks**: Reviewers examine the code for functionality, readability, and adherence to coding standards.\\n2. **Constructive Feedback**: Provide clear, constructive feedback to the contributor.\\n3. **Approval**: Once the code meets the necessary criteria, it can be approved and merged into the main branch by a maintainer.'), AlpacaItem(instruction='What guidelines should be followed when writing docstrings in CAMEL?', input='', output='When writing docstrings in CAMEL, follow these guidelines:\\n1. **Use Triple Quotes**: Begin with `r\"\"\"` for raw strings.\\n2. **Brief Description**: Start with a concise summary of the class or method.\\n3. **Document Parameters**: Use an `Args` section to detail parameters, including type and default values.'), AlpacaItem(instruction='What steps should be taken to ensure code quality in CAMEL?', input='', output=\"To ensure code quality in CAMEL, contributors should:\\n1. **Follow Coding Standards**: Adhere to the project's coding style guidelines.\\n2. **Write Unit Tests**: Include unit tests for new features and bug fixes.\\n3. **Conduct Code Reviews**: Participate in code reviews to catch potential issues before merging.\"), AlpacaItem(instruction='Outline the process for submitting a cookbook contribution.', input='', output='The process for submitting a cookbook contribution includes:\\n1. **Writing**: Use the provided template in Google Colab to draft your entry.\\n2. **Review**: Submit for review within Colab, where feedback will be provided.\\n3. **Submit**: Once finalized, download the .ipynb file and create a pull request to add it to the documentation.'), AlpacaItem(instruction='What is the significance of using the `logger` instead of `print` statements?', input='', output='Using the `logger` instead of `print` statements is significant because:\\n1. **Consistency**: It provides a uniform logging approach across the application.\\n2. **Configurability**: Loggers can be configured to output messages at different levels (e.g., info, debug).\\n3. **Professionalism**: It enhances the professionalism of the codebase by using standard logging practices.'), AlpacaItem(instruction='Explain how to build documentation locally for CAMEL.', input='', output='To build documentation locally for CAMEL:\\n1. **Navigate to Docs**: Change directory to the `docs` folder.\\n2. **Run Build Command**: Execute the command `make html` to generate HTML documentation.\\n3. **View Documentation**: Open the generated HTML files to review the documentation locally.'), AlpacaItem(instruction='What should contributors do if they want to fix a bug in CAMEL?', input='', output='If contributors want to fix a bug in CAMEL, they should:\\n1. **Identify the Bug**: Locate the issue on GitHub and confirm its existence.\\n2. **Fork and Clone**: Fork the repository and clone it to their local machine.\\n3. **Implement Fix**: Make the necessary changes and add relevant unit tests.\\n4. **Create a Pull Request**: Submit a pull request with a description of the changes made.'), AlpacaItem(instruction='What are the principles to follow when writing cookbook entries?', input='', output='When writing cookbook entries, follow these principles:\\n1. **High Quality**: Ensure that the content is accurate and well-documented.\\n2. **Reproducibility**: Code should be reproducible, allowing users to achieve the same results.\\n3. **Accessibility**: Content should be accessible to a range of users, from beginners to experts.'), AlpacaItem(instruction='How can contributors keep track of issues in CAMEL?', input='', output='Contributors can keep track of issues in CAMEL by:\\n1. **Monitoring GitHub Issues Page**: Regularly check the issues page for updates.\\n2. **Assigning Issues**: Assign issues to themselves when they start working on them.\\n3. **Linking Related Issues**: Use links to connect related issues for better organization.'), AlpacaItem(instruction='What should contributors do if they want to add a new feature?', input='', output='If contributors want to add a new feature, they should:\\n1. **Discuss the Feature**: Bring up the idea in community meetings or on Discord.\\n2. **Fork the Repository**: Create a fork of the CAMEL repository.\\n3. **Implement the Feature**: Develop the feature and ensure to include relevant tests and documentation.\\n4. **Submit a Pull Request**: Open a pull request detailing the new feature and its benefits.'), AlpacaItem(instruction='What is the purpose of the CAMEL sprint review?', input='', output='The purpose of the CAMEL sprint review is to:\\n1. **Showcase Work**: Present the features and improvements completed during the sprint.\\n2. **Gather Feedback**: Collect feedback from stakeholders to identify areas for improvement.\\n3. **Plan Next Steps**: Discuss the outcomes and plan for the next sprint based on feedback received.'), AlpacaItem(instruction='Describe the role of a maintainer in CAMEL.', input='', output='The role of a maintainer in CAMEL includes:\\n1. **Merging Pull Requests**: Review and merge contributions from the community.\\n2. **Guiding Contributors**: Provide support and guidance to new contributors.\\n3. **Maintaining Code Quality**: Ensure that the codebase remains clean and adheres to project standards.'), AlpacaItem(instruction='What tools are recommended for testing in CAMEL?', input='', output='The recommended tools for testing in CAMEL include:\\n1. **pytest**: For running unit tests and integration tests.\\n2. **coverage**: To measure code coverage and identify untested areas.\\n3. **mypy**: For type checking and ensuring type safety in the codebase.'), AlpacaItem(instruction='Explain the significance of using consistent naming conventions in CAMEL.', input='', output='Using consistent naming conventions in CAMEL is significant because:\\n1. **Readability**: Clear and descriptive names improve code readability.\\n2. **Maintainability**: Consistent names make it easier to maintain and update code.\\n3. **Clarity**: Avoids ambiguity, ensuring that code is understandable for both developers and AI agents.'), AlpacaItem(instruction='What is the process for updating dependencies in CAMEL?', input='', output='The process for updating dependencies in CAMEL includes:\\n1. **Modify `pyproject.toml`**: Add, update, or delete dependencies as needed.\\n2. **Run Poetry Lock**: Execute `poetry lock` to synchronize the dependencies with the lock file.\\n3. **Test Changes**: Ensure that all features work correctly after the updates.'), AlpacaItem(instruction='How often should contributors perform code linting and formatting?', input='', output='Contributors should perform code linting and formatting regularly, ideally before every commit. This ensures that the code adheres to project standards and maintains quality throughout the development process.'), AlpacaItem(instruction='What are the benefits of participating in the CAMEL community?', input='', output='Participating in the CAMEL community offers several benefits:\\n1. **Learning Opportunities**: Gain insights from experienced developers and contributors.\\n2. **Networking**: Build connections with like-minded individuals in the open-source space.\\n3. **Skill Development**: Enhance coding, documentation, and collaboration skills through active contribution.'), AlpacaItem(instruction='What should be included in a pull request description?', input='', output='A pull request description should include:\\n1. **Summary of Changes**: A brief overview of the modifications made.\\n2. **Related Issues**: Any issues that the pull request addresses or relates to.\\n3. **Testing Details**: Information on how the changes were tested and any relevant test cases.'), AlpacaItem(instruction='How can contributors ensure their code is reproducible?', input='', output='Contributors can ensure their code is reproducible by:\\n1. **Providing Clear Instructions**: Include step-by-step guides for running the code.\\n2. **Using Environment Management**: Specify dependencies and use tools like Poetry for environment management.\\n3. **Including Test Cases**: Write unit tests that verify the code works as intended.'), AlpacaItem(instruction='What is the recommended approach for handling large pull requests?', input='', output='The recommended approach for handling large pull requests is to:\\n1. **Break Down Changes**: Split the pull request into smaller, manageable pieces.\\n2. **Focus on One Feature**: Ensure that each pull request addresses a specific feature or fix.\\n3. **Review Incrementally**: Encourage reviewers to assess the pull request in stages to maintain clarity.'), AlpacaItem(instruction='What is the purpose of the `Common Actions` section in CAMEL documentation?', input='', output='The purpose of the `Common Actions` section in CAMEL documentation is to provide contributors with a quick reference for frequently performed tasks, such as updating dependencies, running tests, and building documentation.'), AlpacaItem(instruction='How can contributors give credit for their work in CAMEL?', input='', output='Contributors can give credit for their work in CAMEL by:\\n1. **Notifying Maintainers**: Inform the maintainers if they would like to be recognized on social media.\\n2. **Including Their Names**: Ensure their names are mentioned in the pull request or related documentation.'), AlpacaItem(instruction='What is the importance of having clear and concise explanations in cookbook entries?', input='', output='Clear and concise explanations in cookbook entries are important because:\\n1. **User Understanding**: They help users grasp complex concepts and code quickly.\\n2. **Effective Learning**: Users can learn and apply code examples without confusion.\\n3. **Maintainability**: Well-documented entries make it easier for future contributors to update or modify content.'), AlpacaItem(instruction='What steps should be followed for submitting a documentation update?', input='', output='To submit a documentation update, follow these steps:\\n1. **Identify the Need**: Determine what information needs to be updated or added.\\n2. **Edit Documentation Files**: Make changes in the appropriate documentation files.\\n3. **Create a Pull Request**: Submit a pull request with a detailed description of the updates made.'), AlpacaItem(instruction=\"Explain the role of issue labels in CAMEL's GitHub repository.\", input='', output=\"Issue labels in CAMEL's GitHub repository serve to:\\n1. **Categorize Issues**: Help organize issues by type, such as bugs, features, or documentation.\\n2. **Prioritize Work**: Indicate the importance or urgency of issues for contributors.\\n3. **Facilitate Search**: Enable contributors to quickly find relevant issues based on labels.\"), AlpacaItem(instruction='What is the recommended way to handle feedback on a pull request?', input='', output='The recommended way to handle feedback on a pull request is to:\\n1. **Review Comments Carefully**: Read and understand all feedback provided by reviewers.\\n2. **Make Necessary Changes**: Address the feedback by updating the code as required.\\n3. **Engage in Discussion**: If there are disagreements, discuss the feedback constructively with reviewers.'), AlpacaItem(instruction='What are the benefits of using Google Colab for cookbook writing?', input='', output='The benefits of using Google Colab for cookbook writing include:\\n1. **Interactive Environment**: Allows for running code and explanations side-by-side.\\n2. **Ease of Use**: Colab provides a user-friendly interface for writing and sharing code.\\n3. **Collaborative Features**: Facilitates collaboration with others through sharing and commenting.'), AlpacaItem(instruction='How should contributors approach testing their changes before submitting a pull request?', input='', output='Contributors should approach testing their changes by:\\n1. **Running Unit Tests**: Execute existing unit tests to ensure no functionality is broken.\\n2. **Creating New Tests**: Write new tests for any newly added features or bug fixes.\\n3. **Using Coverage Tools**: Utilize coverage tools to verify that their tests adequately cover the code.'), AlpacaItem(instruction='What is the significance of the `Common Actions` section in CAMEL documentation?', input='', output='The `Common Actions` section in CAMEL documentation is significant because it provides quick and accessible instructions for frequently performed tasks, helping contributors streamline their workflow and maintain consistency in project practices.'), AlpacaItem(instruction='What steps can be taken to improve documentation quality in CAMEL?', input='', output='To improve documentation quality in CAMEL, contributors can:\\n1. **Regularly Review**: Periodically review documentation for accuracy and clarity.\\n2. **Solicit Feedback**: Encourage community members to provide feedback on documentation.\\n3. **Update Frequently**: Ensure that documentation is updated with any changes made to the codebase.'), AlpacaItem(instruction='How can contributors ensure their code changes are secure?', input='', output=\"Contributors can ensure their code changes are secure by:\\n1. **Reviewing Security Practices**: Familiarize themselves with the project's security guidelines.\\n2. **Conducting Security Audits**: Review code for potential vulnerabilities before submission.\\n3. **Writing Tests for Security**: Include tests that check for security issues in their changes.\"), AlpacaItem(instruction='What should contributors keep in mind regarding code performance?', input='', output='Contributors should keep the following in mind regarding code performance:\\n1. **Optimize Algorithms**: Use efficient algorithms and data structures where possible.\\n2. **Avoid Unnecessary Complexity**: Keep code simple and avoid overly complicated solutions.\\n3. **Profile and Benchmark**: Use profiling tools to identify performance bottlenecks and optimize accordingly.'), AlpacaItem(instruction='What is the purpose of the `License` section in the CAMEL documentation?', input='', output='The purpose of the `License` section in the CAMEL documentation is to inform users about the licensing terms under which the CAMEL project is published, specifically indicating that the source code is licensed under Apache 2.0.'), AlpacaItem(instruction='How can contributors utilize the CAMEL community for support?', input='', output='Contributors can utilize the CAMEL community for support by:\\n1. **Joining Communication Channels**: Participate in Discord, WeChat, or Slack for real-time support.\\n2. **Engaging in Discussions**: Ask questions and seek advice from experienced contributors.\\n3. **Sharing Knowledge**: Contribute by sharing their own insights and solutions with others.'), AlpacaItem(instruction='What is the importance of including unit tests with new features?', input='', output='Including unit tests with new features is important because:\\n1. **Ensures Functionality**: Confirms that the new feature works as intended.\\n2. **Prevents Future Breakage**: Helps catch any regressions in future updates to the codebase.\\n3. **Facilitates Maintenance**: Makes it easier for future contributors to understand and maintain the feature.'), AlpacaItem(instruction='What guidelines should be followed when creating issues on GitHub for CAMEL?', input='', output='When creating issues on GitHub for CAMEL, contributors should follow these guidelines:\\n1. **Be Specific**: Clearly describe the issue, including steps to reproduce it.\\n2. **Use Labels**: Apply appropriate labels to categorize the issue.\\n3. **Link Related Issues**: Connect the issue to any related issues for better context.'), AlpacaItem(instruction='How can contributors effectively communicate with maintainers?', input='', output=\"Contributors can effectively communicate with maintainers by:\\n1. **Being Clear and Concise**: Present information and questions in a straightforward manner.\\n2. **Respecting Time**: Be patient and understanding of maintainers' schedules.\\n3. **Providing Context**: Include relevant details that help maintainers understand the issue or request.\"), AlpacaItem(instruction='What steps should be taken if a contributor encounters a conflict during a pull request merge?', input='', output='If a contributor encounters a conflict during a pull request merge, they should:\\n1. **Fetch Updates**: Pull the latest changes from the main branch to their local branch.\\n2. **Resolve Conflicts**: Manually resolve any conflicts in the affected files.\\n3. **Commit Changes**: After resolving conflicts, commit the changes and push them to the pull request.')]\n"
]
}
],
"source": [
"import random\n",
"firecrawl = Firecrawl()\n",
"# Scrape and clean content from a specified URL\n",
"response = firecrawl.scrape(\n",
" url=\"https://github.com/camel-ai/camel/blob/master/CONTRIBUTING.md\"\n",
")\n",
"\n",
"# Generate the items 50 a time up to 300\n",
"alpaca_entries = []\n",
"for start in range(1, 301, 50):\n",
" # Combine default examples with random samples from previous generations\n",
" current_examples = examples + (random.sample(alpaca_entries,\n",
" min(5, len(alpaca_entries)))\n",
" if alpaca_entries else [])\n",
"\n",
" batch = generate_alpaca_items(\n",
" content=response[\"markdown\"],\n",
" n_items=50,\n",
" start_num=start,\n",
" examples=current_examples\n",
" )\n",
" print(f\"Generated {len(batch)} items\")\n",
" alpaca_entries.extend(batch)\n",
"\n",
"print(alpaca_entries)\n",
"save_json(alpaca_entries, 'alpaca_format_data.json')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "-va4lzdi0eYj"
},
"source": [
"Now to define how each row is formatted"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "6jGOhVcFTMh7"
},
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"background_save": true,
"referenced_widgets": [
"21da9c5e551040f9985b5948cd060a5a",
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"Generating train split: 0 examples [00:00, ? examples/s]"
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"Map: 0%| | 0/290 [00:00\n",
" \n",
" \n",
" [250/280 09:48 < 01:11, 0.42 it/s, Epoch 35.57/40]\n",
" \n",
" \n",
" \n",
" \n",
" | Step | \n",
" Training Loss | \n",
"
\n",
" \n",
" \n",
" \n",
" | 1 | \n",
" 15.460000 | \n",
"
\n",
" \n",
" | 2 | \n",
" 15.468400 | \n",
"
\n",
" \n",
" | 3 | \n",
" 15.018300 | \n",
"
\n",
" \n",
" | 4 | \n",
" 14.925600 | \n",
"
\n",
" \n",
" | 5 | \n",
" 15.390800 | \n",
"
\n",
" \n",
" | 6 | \n",
" 13.078800 | \n",
"
\n",
" \n",
" | 7 | \n",
" 10.951600 | \n",
"
\n",
" \n",
" | 8 | \n",
" 8.418600 | \n",
"
\n",
" \n",
" | 9 | \n",
" 6.773500 | \n",
"
\n",
" \n",
" | 10 | \n",
" 5.550200 | \n",
"
\n",
" \n",
" | 11 | \n",
" 4.810200 | \n",
"
\n",
" \n",
" | 12 | \n",
" 4.147800 | \n",
"
\n",
" \n",
" | 13 | \n",
" 4.007100 | \n",
"
\n",
" \n",
" | 14 | \n",
" 3.928000 | \n",
"
\n",
" \n",
" | 15 | \n",
" 2.667200 | \n",
"
\n",
" \n",
" | 16 | \n",
" 2.650600 | \n",
"
\n",
" \n",
" | 17 | \n",
" 2.499000 | \n",
"
\n",
" \n",
" | 18 | \n",
" 2.663400 | \n",
"
\n",
" \n",
" | 19 | \n",
" 2.547900 | \n",
"
\n",
" \n",
" | 20 | \n",
" 2.235200 | \n",
"
\n",
" \n",
" | 21 | \n",
" 2.532900 | \n",
"
\n",
" \n",
" | 22 | \n",
" 1.376300 | \n",
"
\n",
" \n",
" | 23 | \n",
" 1.290800 | \n",
"
\n",
" \n",
" | 24 | \n",
" 1.362200 | \n",
"
\n",
" \n",
" | 25 | \n",
" 1.455200 | \n",
"
\n",
" \n",
" | 26 | \n",
" 1.527000 | \n",
"
\n",
" \n",
" | 27 | \n",
" 1.653200 | \n",
"
\n",
" \n",
" | 28 | \n",
" 1.605200 | \n",
"
\n",
" \n",
" | 29 | \n",
" 0.948600 | \n",
"
\n",
" \n",
" | 30 | \n",
" 1.200500 | \n",
"
\n",
" \n",
" | 31 | \n",
" 1.140400 | \n",
"
\n",
" \n",
" | 32 | \n",
" 1.221700 | \n",
"
\n",
" \n",
" | 33 | \n",
" 1.306400 | \n",
"
\n",
" \n",
" | 34 | \n",
" 1.352100 | \n",
"
\n",
" \n",
" | 35 | \n",
" 1.342400 | \n",
"
\n",
" \n",
" | 36 | \n",
" 0.980700 | \n",
"
\n",
" \n",
" | 37 | \n",
" 1.019300 | \n",
"
\n",
" \n",
" | 38 | \n",
" 0.905500 | \n",
"
\n",
" \n",
" | 39 | \n",
" 1.008400 | \n",
"
\n",
" \n",
" | 40 | \n",
" 1.245300 | \n",
"
\n",
" \n",
" | 41 | \n",
" 1.109700 | \n",
"
\n",
" \n",
" | 42 | \n",
" 1.453200 | \n",
"
\n",
" \n",
" | 43 | \n",
" 0.797300 | \n",
"
\n",
" \n",
" | 44 | \n",
" 1.013500 | \n",
"
\n",
" \n",
" | 45 | \n",
" 0.786900 | \n",
"
\n",
" \n",
" | 46 | \n",
" 0.894800 | \n",
"
\n",
" \n",
" | 47 | \n",
" 1.177700 | \n",
"
\n",
" \n",
" | 48 | \n",
" 1.086000 | \n",
"
\n",
" \n",
" | 49 | \n",
" 1.651600 | \n",
"
\n",
" \n",
" | 50 | \n",
" 0.895400 | \n",
"
\n",
" \n",
" | 51 | \n",
" 1.011800 | \n",
"
\n",
" \n",
" | 52 | \n",
" 1.160500 | \n",
"
\n",
" \n",
" | 53 | \n",
" 1.573800 | \n",
"
\n",
" \n",
" | 54 | \n",
" 1.163000 | \n",
"
\n",
" \n",
" | 55 | \n",
" 1.072900 | \n",
"
\n",
" \n",
" | 56 | \n",
" 1.035000 | \n",
"
\n",
" \n",
" | 57 | \n",
" 0.611800 | \n",
"
\n",
" \n",
" | 58 | \n",
" 0.743100 | \n",
"
\n",
" \n",
" | 59 | \n",
" 1.096500 | \n",
"
\n",
" \n",
" | 60 | \n",
" 1.139200 | \n",
"
\n",
" \n",
" | 61 | \n",
" 5.855300 | \n",
"
\n",
" \n",
" | 62 | \n",
" 1.619300 | \n",
"
\n",
" \n",
" | 63 | \n",
" 2.743400 | \n",
"
\n",
" \n",
" | 64 | \n",
" 6.773300 | \n",
"
\n",
" \n",
" | 65 | \n",
" 1.551500 | \n",
"
\n",
" \n",
" | 66 | \n",
" 1.018600 | \n",
"
\n",
" \n",
" | 67 | \n",
" 1.284600 | \n",
"
\n",
" \n",
" | 68 | \n",
" 1.117300 | \n",
"
\n",
" \n",
" | 69 | \n",
" 1.509800 | \n",
"
\n",
" \n",
" | 70 | \n",
" 1.074700 | \n",
"
\n",
" \n",
" | 71 | \n",
" 0.755100 | \n",
"
\n",
" \n",
" | 72 | \n",
" 0.497300 | \n",
"
\n",
" \n",
" | 73 | \n",
" 0.875900 | \n",
"
\n",
" \n",
" | 74 | \n",
" 0.597500 | \n",
"
\n",
" \n",
" | 75 | \n",
" 0.563600 | \n",
"
\n",
" \n",
" | 76 | \n",
" 5.032300 | \n",
"
\n",
" \n",
" | 77 | \n",
" 0.779900 | \n",
"
\n",
" \n",
" | 78 | \n",
" 0.679300 | \n",
"
\n",
" \n",
" | 79 | \n",
" 0.577900 | \n",
"
\n",
" \n",
" | 80 | \n",
" 0.581000 | \n",
"
\n",
" \n",
" | 81 | \n",
" 0.407500 | \n",
"
\n",
" \n",
" | 82 | \n",
" 0.902900 | \n",
"
\n",
" \n",
" | 83 | \n",
" 0.644100 | \n",
"
\n",
" \n",
" | 84 | \n",
" 1.133200 | \n",
"
\n",
" \n",
" | 85 | \n",
" 1.693800 | \n",
"
\n",
" \n",
" | 86 | \n",
" 0.898600 | \n",
"
\n",
" \n",
" | 87 | \n",
" 0.657700 | \n",
"
\n",
" \n",
" | 88 | \n",
" 1.592000 | \n",
"
\n",
" \n",
" | 89 | \n",
" 0.733100 | \n",
"
\n",
" \n",
" | 90 | \n",
" 4.917600 | \n",
"
\n",
" \n",
" | 91 | \n",
" 10.263400 | \n",
"
\n",
" \n",
" | 92 | \n",
" 15.912000 | \n",
"
\n",
" \n",
" | 93 | \n",
" 1.027500 | \n",
"
\n",
" \n",
" | 94 | \n",
" 0.480500 | \n",
"
\n",
" \n",
" | 95 | \n",
" 0.616700 | \n",
"
\n",
" \n",
" | 96 | \n",
" 0.356600 | \n",
"
\n",
" \n",
" | 97 | \n",
" 0.444900 | \n",
"
\n",
" \n",
" | 98 | \n",
" 0.373300 | \n",
"
\n",
" \n",
" | 99 | \n",
" 0.169900 | \n",
"
\n",
" \n",
" | 100 | \n",
" 0.421400 | \n",
"
\n",
" \n",
" | 101 | \n",
" 0.390900 | \n",
"
\n",
" \n",
" | 102 | \n",
" 0.608500 | \n",
"
\n",
" \n",
" | 103 | \n",
" 0.467300 | \n",
"
\n",
" \n",
" | 104 | \n",
" 0.441600 | \n",
"
\n",
" \n",
" | 105 | \n",
" 0.422500 | \n",
"
\n",
" \n",
" | 106 | \n",
" 0.222500 | \n",
"
\n",
" \n",
" | 107 | \n",
" 5.019700 | \n",
"
\n",
" \n",
" | 108 | \n",
" 0.546100 | \n",
"
\n",
" \n",
" | 109 | \n",
" 0.521400 | \n",
"
\n",
" \n",
" | 110 | \n",
" 0.753000 | \n",
"
\n",
" \n",
" | 111 | \n",
" 0.584300 | \n",
"
\n",
" \n",
" | 112 | \n",
" 0.837300 | \n",
"
\n",
" \n",
" | 113 | \n",
" 0.472400 | \n",
"
\n",
" \n",
" | 114 | \n",
" 0.333900 | \n",
"
\n",
" \n",
" | 115 | \n",
" 0.428700 | \n",
"
\n",
" \n",
" | 116 | \n",
" 0.467700 | \n",
"
\n",
" \n",
" | 117 | \n",
" 0.369400 | \n",
"
\n",
" \n",
" | 118 | \n",
" 0.344600 | \n",
"
\n",
" \n",
" | 119 | \n",
" 0.395600 | \n",
"
\n",
" \n",
" | 120 | \n",
" 0.357300 | \n",
"
\n",
" \n",
" | 121 | \n",
" 0.300700 | \n",
"
\n",
" \n",
" | 122 | \n",
" 0.325000 | \n",
"
\n",
" \n",
" | 123 | \n",
" 1.147700 | \n",
"
\n",
" \n",
" | 124 | \n",
" 0.571100 | \n",
"
\n",
" \n",
" | 125 | \n",
" 0.716600 | \n",
"
\n",
" \n",
" | 126 | \n",
" 0.876000 | \n",
"
\n",
" \n",
" | 127 | \n",
" 0.438000 | \n",
"
\n",
" \n",
" | 128 | \n",
" 0.252000 | \n",
"
\n",
" \n",
" | 129 | \n",
" 0.387100 | \n",
"
\n",
" \n",
" | 130 | \n",
" 0.275600 | \n",
"
\n",
" \n",
" | 131 | \n",
" 0.732000 | \n",
"
\n",
" \n",
" | 132 | \n",
" 0.538800 | \n",
"
\n",
" \n",
" | 133 | \n",
" 0.491600 | \n",
"
\n",
" \n",
" | 134 | \n",
" 0.258900 | \n",
"
\n",
" \n",
" | 135 | \n",
" 0.256400 | \n",
"
\n",
" \n",
" | 136 | \n",
" 0.289900 | \n",
"
\n",
" \n",
" | 137 | \n",
" 0.243500 | \n",
"
\n",
" \n",
" | 138 | \n",
" 0.282100 | \n",
"
\n",
" \n",
" | 139 | \n",
" 0.436600 | \n",
"
\n",
" \n",
" | 140 | \n",
" 0.329900 | \n",
"
\n",
" \n",
" | 141 | \n",
" 0.192600 | \n",
"
\n",
" \n",
" | 142 | \n",
" 0.283100 | \n",
"
\n",
" \n",
" | 143 | \n",
" 0.248700 | \n",
"
\n",
" \n",
" | 144 | \n",
" 0.236600 | \n",
"
\n",
" \n",
" | 145 | \n",
" 0.392700 | \n",
"
\n",
" \n",
" | 146 | \n",
" 0.541900 | \n",
"
\n",
" \n",
" | 147 | \n",
" 0.308900 | \n",
"
\n",
" \n",
" | 148 | \n",
" 0.215700 | \n",
"
\n",
" \n",
" | 149 | \n",
" 0.292200 | \n",
"
\n",
" \n",
" | 150 | \n",
" 0.280200 | \n",
"
\n",
" \n",
" | 151 | \n",
" 0.228000 | \n",
"
\n",
" \n",
" | 152 | \n",
" 0.215800 | \n",
"
\n",
" \n",
" | 153 | \n",
" 0.183700 | \n",
"
\n",
" \n",
" | 154 | \n",
" 0.360800 | \n",
"
\n",
" \n",
" | 155 | \n",
" 0.106800 | \n",
"
\n",
" \n",
" | 156 | \n",
" 0.110200 | \n",
"
\n",
" \n",
" | 157 | \n",
" 0.172400 | \n",
"
\n",
" \n",
" | 158 | \n",
" 0.151800 | \n",
"
\n",
" \n",
" | 159 | \n",
" 0.337000 | \n",
"
\n",
" \n",
" | 160 | \n",
" 0.206900 | \n",
"
\n",
" \n",
" | 161 | \n",
" 0.350600 | \n",
"
\n",
" \n",
" | 162 | \n",
" 0.095200 | \n",
"
\n",
" \n",
" | 163 | \n",
" 0.127200 | \n",
"
\n",
" \n",
" | 164 | \n",
" 0.146800 | \n",
"
\n",
" \n",
" | 165 | \n",
" 0.191800 | \n",
"
\n",
" \n",
" | 166 | \n",
" 0.278800 | \n",
"
\n",
" \n",
" | 167 | \n",
" 0.203200 | \n",
"
\n",
" \n",
" | 168 | \n",
" 0.193900 | \n",
"
\n",
" \n",
" | 169 | \n",
" 0.062100 | \n",
"
\n",
" \n",
" | 170 | \n",
" 0.158200 | \n",
"
\n",
" \n",
" | 171 | \n",
" 0.173700 | \n",
"
\n",
" \n",
" | 172 | \n",
" 0.276500 | \n",
"
\n",
" \n",
" | 173 | \n",
" 0.247900 | \n",
"
\n",
" \n",
" | 174 | \n",
" 0.246000 | \n",
"
\n",
" \n",
" | 175 | \n",
" 0.177600 | \n",
"
\n",
" \n",
" | 176 | \n",
" 0.166400 | \n",
"
\n",
" \n",
" | 177 | \n",
" 0.153300 | \n",
"
\n",
" \n",
" | 178 | \n",
" 0.104300 | \n",
"
\n",
" \n",
" | 179 | \n",
" 0.082900 | \n",
"
\n",
" \n",
" | 180 | \n",
" 0.120300 | \n",
"
\n",
" \n",
" | 181 | \n",
" 0.193300 | \n",
"
\n",
" \n",
" | 182 | \n",
" 0.158800 | \n",
"
\n",
" \n",
" | 183 | \n",
" 0.101400 | \n",
"
\n",
" \n",
" | 184 | \n",
" 0.051500 | \n",
"
\n",
" \n",
" | 185 | \n",
" 0.065700 | \n",
"
\n",
" \n",
" | 186 | \n",
" 0.492000 | \n",
"
\n",
" \n",
" | 187 | \n",
" 0.102400 | \n",
"
\n",
" \n",
" | 188 | \n",
" 0.196900 | \n",
"
\n",
" \n",
" | 189 | \n",
" 0.202600 | \n",
"
\n",
" \n",
" | 190 | \n",
" 0.115700 | \n",
"
\n",
" \n",
" | 191 | \n",
" 0.079100 | \n",
"
\n",
" \n",
" | 192 | \n",
" 0.115200 | \n",
"
\n",
" \n",
" | 193 | \n",
" 0.182000 | \n",
"
\n",
" \n",
" | 194 | \n",
" 0.114600 | \n",
"
\n",
" \n",
" | 195 | \n",
" 0.132200 | \n",
"
\n",
" \n",
" | 196 | \n",
" 0.135900 | \n",
"
\n",
" \n",
" | 197 | \n",
" 0.063800 | \n",
"
\n",
" \n",
" | 198 | \n",
" 0.049400 | \n",
"
\n",
" \n",
" | 199 | \n",
" 0.056400 | \n",
"
\n",
" \n",
" | 200 | \n",
" 0.060900 | \n",
"
\n",
" \n",
" | 201 | \n",
" 0.111500 | \n",
"
\n",
" \n",
" | 202 | \n",
" 0.079900 | \n",
"
\n",
" \n",
" | 203 | \n",
" 0.120600 | \n",
"
\n",
" \n",
" | 204 | \n",
" 0.034400 | \n",
"
\n",
" \n",
" | 205 | \n",
" 0.044000 | \n",
"
\n",
" \n",
" | 206 | \n",
" 0.088100 | \n",
"
\n",
" \n",
" | 207 | \n",
" 0.041800 | \n",
"
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" \n",
" | 208 | \n",
" 0.055100 | \n",
"
\n",
" \n",
" | 209 | \n",
" 0.067700 | \n",
"
\n",
" \n",
" | 210 | \n",
" 0.084300 | \n",
"
\n",
" \n",
" | 211 | \n",
" 0.018500 | \n",
"
\n",
" \n",
" | 212 | \n",
" 0.031700 | \n",
"
\n",
" \n",
" | 213 | \n",
" 0.023000 | \n",
"
\n",
" \n",
" | 214 | \n",
" 0.049500 | \n",
"
\n",
" \n",
" | 215 | \n",
" 0.050600 | \n",
"
\n",
" \n",
" | 216 | \n",
" 0.071000 | \n",
"
\n",
" \n",
" | 217 | \n",
" 0.064800 | \n",
"
\n",
" \n",
" | 218 | \n",
" 0.034000 | \n",
"
\n",
" \n",
" | 219 | \n",
" 0.025900 | \n",
"
\n",
" \n",
" | 220 | \n",
" 0.028800 | \n",
"
\n",
" \n",
" | 221 | \n",
" 0.017200 | \n",
"
\n",
" \n",
" | 222 | \n",
" 0.040000 | \n",
"
\n",
" \n",
" | 223 | \n",
" 0.047600 | \n",
"
\n",
" \n",
" | 224 | \n",
" 0.057600 | \n",
"
\n",
" \n",
" | 225 | \n",
" 0.013700 | \n",
"
\n",
" \n",
" | 226 | \n",
" 0.008300 | \n",
"
\n",
" \n",
" | 227 | \n",
" 0.027100 | \n",
"
\n",
" \n",
" | 228 | \n",
" 0.016100 | \n",
"
\n",
" \n",
" | 229 | \n",
" 0.017700 | \n",
"
\n",
" \n",
" | 230 | \n",
" 0.068300 | \n",
"
\n",
" \n",
" | 231 | \n",
" 0.017000 | \n",
"
\n",
" \n",
" | 232 | \n",
" 0.010700 | \n",
"
\n",
" \n",
" | 233 | \n",
" 0.010600 | \n",
"
\n",
" \n",
" | 234 | \n",
" 0.009200 | \n",
"
\n",
" \n",
" | 235 | \n",
" 0.011800 | \n",
"
\n",
" \n",
" | 236 | \n",
" 0.005800 | \n",
"
\n",
" \n",
" | 237 | \n",
" 0.022100 | \n",
"
\n",
" \n",
" | 238 | \n",
" 0.025600 | \n",
"
\n",
" \n",
" | 239 | \n",
" 0.018900 | \n",
"
\n",
" \n",
" | 240 | \n",
" 0.010100 | \n",
"
\n",
" \n",
" | 241 | \n",
" 0.003800 | \n",
"
\n",
" \n",
" | 242 | \n",
" 0.005600 | \n",
"
\n",
" \n",
" | 243 | \n",
" 0.007100 | \n",
"
\n",
" \n",
" | 244 | \n",
" 0.012300 | \n",
"
\n",
" \n",
" | 245 | \n",
" 0.008400 | \n",
"
\n",
" \n",
" | 246 | \n",
" 0.005600 | \n",
"
\n",
" \n",
" | 247 | \n",
" 0.006700 | \n",
"
\n",
" \n",
" | 248 | \n",
" 0.007800 | \n",
"
\n",
" \n",
"
"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" \n",
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\n",
" [280/280 11:09, Epoch 40/40]\n",
"
\n",
" \n",
" \n",
" | Step | \n",
" Training Loss | \n",
"
\n",
" \n",
" \n",
" \n",
" | 1 | \n",
" 15.460000 | \n",
"
\n",
" \n",
" | 2 | \n",
" 15.468400 | \n",
"
\n",
" \n",
" | 3 | \n",
" 15.018300 | \n",
"
\n",
" \n",
" | 4 | \n",
" 14.925600 | \n",
"
\n",
" \n",
" | 5 | \n",
" 15.390800 | \n",
"
\n",
" \n",
" | 6 | \n",
" 13.078800 | \n",
"
\n",
" \n",
" | 7 | \n",
" 10.951600 | \n",
"
\n",
" \n",
" | 8 | \n",
" 8.418600 | \n",
"
\n",
" \n",
" | 9 | \n",
" 6.773500 | \n",
"
\n",
" \n",
" | 10 | \n",
" 5.550200 | \n",
"
\n",
" \n",
" | 11 | \n",
" 4.810200 | \n",
"
\n",
" \n",
" | 12 | \n",
" 4.147800 | \n",
"
\n",
" \n",
" | 13 | \n",
" 4.007100 | \n",
"
\n",
" \n",
" | 14 | \n",
" 3.928000 | \n",
"
\n",
" \n",
" | 15 | \n",
" 2.667200 | \n",
"
\n",
" \n",
" | 16 | \n",
" 2.650600 | \n",
"
\n",
" \n",
" | 17 | \n",
" 2.499000 | \n",
"
\n",
" \n",
" | 18 | \n",
" 2.663400 | \n",
"
\n",
" \n",
" | 19 | \n",
" 2.547900 | \n",
"
\n",
" \n",
" | 20 | \n",
" 2.235200 | \n",
"
\n",
" \n",
" | 21 | \n",
" 2.532900 | \n",
"
\n",
" \n",
" | 22 | \n",
" 1.376300 | \n",
"
\n",
" \n",
" | 23 | \n",
" 1.290800 | \n",
"
\n",
" \n",
" | 24 | \n",
" 1.362200 | \n",
"
\n",
" \n",
" | 25 | \n",
" 1.455200 | \n",
"
\n",
" \n",
" | 26 | \n",
" 1.527000 | \n",
"
\n",
" \n",
" | 27 | \n",
" 1.653200 | \n",
"
\n",
" \n",
" | 28 | \n",
" 1.605200 | \n",
"
\n",
" \n",
" | 29 | \n",
" 0.948600 | \n",
"
\n",
" \n",
" | 30 | \n",
" 1.200500 | \n",
"
\n",
" \n",
" | 31 | \n",
" 1.140400 | \n",
"
\n",
" \n",
" | 32 | \n",
" 1.221700 | \n",
"
\n",
" \n",
" | 33 | \n",
" 1.306400 | \n",
"
\n",
" \n",
" | 34 | \n",
" 1.352100 | \n",
"
\n",
" \n",
" | 35 | \n",
" 1.342400 | \n",
"
\n",
" \n",
" | 36 | \n",
" 0.980700 | \n",
"
\n",
" \n",
" | 37 | \n",
" 1.019300 | \n",
"
\n",
" \n",
" | 38 | \n",
" 0.905500 | \n",
"
\n",
" \n",
" | 39 | \n",
" 1.008400 | \n",
"
\n",
" \n",
" | 40 | \n",
" 1.245300 | \n",
"
\n",
" \n",
" | 41 | \n",
" 1.109700 | \n",
"
\n",
" \n",
" | 42 | \n",
" 1.453200 | \n",
"
\n",
" \n",
" | 43 | \n",
" 0.797300 | \n",
"
\n",
" \n",
" | 44 | \n",
" 1.013500 | \n",
"
\n",
" \n",
" | 45 | \n",
" 0.786900 | \n",
"
\n",
" \n",
" | 46 | \n",
" 0.894800 | \n",
"
\n",
" \n",
" | 47 | \n",
" 1.177700 | \n",
"
\n",
" \n",
" | 48 | \n",
" 1.086000 | \n",
"
\n",
" \n",
" | 49 | \n",
" 1.651600 | \n",
"
\n",
" \n",
" | 50 | \n",
" 0.895400 | \n",
"
\n",
" \n",
" | 51 | \n",
" 1.011800 | \n",
"
\n",
" \n",
" | 52 | \n",
" 1.160500 | \n",
"
\n",
" \n",
" | 53 | \n",
" 1.573800 | \n",
"
\n",
" \n",
" | 54 | \n",
" 1.163000 | \n",
"
\n",
" \n",
" | 55 | \n",
" 1.072900 | \n",
"
\n",
" \n",
" | 56 | \n",
" 1.035000 | \n",
"
\n",
" \n",
" | 57 | \n",
" 0.611800 | \n",
"
\n",
" \n",
" | 58 | \n",
" 0.743100 | \n",
"
\n",
" \n",
" | 59 | \n",
" 1.096500 | \n",
"
\n",
" \n",
" | 60 | \n",
" 1.139200 | \n",
"
\n",
" \n",
" | 61 | \n",
" 5.855300 | \n",
"
\n",
" \n",
" | 62 | \n",
" 1.619300 | \n",
"
\n",
" \n",
" | 63 | \n",
" 2.743400 | \n",
"
\n",
" \n",
" | 64 | \n",
" 6.773300 | \n",
"
\n",
" \n",
" | 65 | \n",
" 1.551500 | \n",
"
\n",
" \n",
" | 66 | \n",
" 1.018600 | \n",
"
\n",
" \n",
" | 67 | \n",
" 1.284600 | \n",
"
\n",
" \n",
" | 68 | \n",
" 1.117300 | \n",
"
\n",
" \n",
" | 69 | \n",
" 1.509800 | \n",
"
\n",
" \n",
" | 70 | \n",
" 1.074700 | \n",
"
\n",
" \n",
" | 71 | \n",
" 0.755100 | \n",
"
\n",
" \n",
" | 72 | \n",
" 0.497300 | \n",
"
\n",
" \n",
" | 73 | \n",
" 0.875900 | \n",
"
\n",
" \n",
" | 74 | \n",
" 0.597500 | \n",
"
\n",
" \n",
" | 75 | \n",
" 0.563600 | \n",
"
\n",
" \n",
" | 76 | \n",
" 5.032300 | \n",
"
\n",
" \n",
" | 77 | \n",
" 0.779900 | \n",
"
\n",
" \n",
" | 78 | \n",
" 0.679300 | \n",
"
\n",
" \n",
" | 79 | \n",
" 0.577900 | \n",
"
\n",
" \n",
" | 80 | \n",
" 0.581000 | \n",
"
\n",
" \n",
" | 81 | \n",
" 0.407500 | \n",
"
\n",
" \n",
" | 82 | \n",
" 0.902900 | \n",
"
\n",
" \n",
" | 83 | \n",
" 0.644100 | \n",
"
\n",
" \n",
" | 84 | \n",
" 1.133200 | \n",
"
\n",
" \n",
" | 85 | \n",
" 1.693800 | \n",
"
\n",
" \n",
" | 86 | \n",
" 0.898600 | \n",
"
\n",
" \n",
" | 87 | \n",
" 0.657700 | \n",
"
\n",
" \n",
" | 88 | \n",
" 1.592000 | \n",
"
\n",
" \n",
" | 89 | \n",
" 0.733100 | \n",
"
\n",
" \n",
" | 90 | \n",
" 4.917600 | \n",
"
\n",
" \n",
" | 91 | \n",
" 10.263400 | \n",
"
\n",
" \n",
" | 92 | \n",
" 15.912000 | \n",
"
\n",
" \n",
" | 93 | \n",
" 1.027500 | \n",
"
\n",
" \n",
" | 94 | \n",
" 0.480500 | \n",
"
\n",
" \n",
" | 95 | \n",
" 0.616700 | \n",
"
\n",
" \n",
" | 96 | \n",
" 0.356600 | \n",
"
\n",
" \n",
" | 97 | \n",
" 0.444900 | \n",
"
\n",
" \n",
" | 98 | \n",
" 0.373300 | \n",
"
\n",
" \n",
" | 99 | \n",
" 0.169900 | \n",
"
\n",
" \n",
" | 100 | \n",
" 0.421400 | \n",
"
\n",
" \n",
" | 101 | \n",
" 0.390900 | \n",
"
\n",
" \n",
" | 102 | \n",
" 0.608500 | \n",
"
\n",
" \n",
" | 103 | \n",
" 0.467300 | \n",
"
\n",
" \n",
" | 104 | \n",
" 0.441600 | \n",
"
\n",
" \n",
" | 105 | \n",
" 0.422500 | \n",
"
\n",
" \n",
" | 106 | \n",
" 0.222500 | \n",
"
\n",
" \n",
" | 107 | \n",
" 5.019700 | \n",
"
\n",
" \n",
" | 108 | \n",
" 0.546100 | \n",
"
\n",
" \n",
" | 109 | \n",
" 0.521400 | \n",
"
\n",
" \n",
" | 110 | \n",
" 0.753000 | \n",
"
\n",
" \n",
" | 111 | \n",
" 0.584300 | \n",
"
\n",
" \n",
" | 112 | \n",
" 0.837300 | \n",
"
\n",
" \n",
" | 113 | \n",
" 0.472400 | \n",
"
\n",
" \n",
" | 114 | \n",
" 0.333900 | \n",
"
\n",
" \n",
" | 115 | \n",
" 0.428700 | \n",
"
\n",
" \n",
" | 116 | \n",
" 0.467700 | \n",
"
\n",
" \n",
" | 117 | \n",
" 0.369400 | \n",
"
\n",
" \n",
" | 118 | \n",
" 0.344600 | \n",
"
\n",
" \n",
" | 119 | \n",
" 0.395600 | \n",
"
\n",
" \n",
" | 120 | \n",
" 0.357300 | \n",
"
\n",
" \n",
" | 121 | \n",
" 0.300700 | \n",
"
\n",
" \n",
" | 122 | \n",
" 0.325000 | \n",
"
\n",
" \n",
" | 123 | \n",
" 1.147700 | \n",
"
\n",
" \n",
" | 124 | \n",
" 0.571100 | \n",
"
\n",
" \n",
" | 125 | \n",
" 0.716600 | \n",
"
\n",
" \n",
" | 126 | \n",
" 0.876000 | \n",
"
\n",
" \n",
" | 127 | \n",
" 0.438000 | \n",
"
\n",
" \n",
" | 128 | \n",
" 0.252000 | \n",
"
\n",
" \n",
" | 129 | \n",
" 0.387100 | \n",
"
\n",
" \n",
" | 130 | \n",
" 0.275600 | \n",
"
\n",
" \n",
" | 131 | \n",
" 0.732000 | \n",
"
\n",
" \n",
" | 132 | \n",
" 0.538800 | \n",
"
\n",
" \n",
" | 133 | \n",
" 0.491600 | \n",
"
\n",
" \n",
" | 134 | \n",
" 0.258900 | \n",
"
\n",
" \n",
" | 135 | \n",
" 0.256400 | \n",
"
\n",
" \n",
" | 136 | \n",
" 0.289900 | \n",
"
\n",
" \n",
" | 137 | \n",
" 0.243500 | \n",
"
\n",
" \n",
" | 138 | \n",
" 0.282100 | \n",
"
\n",
" \n",
" | 139 | \n",
" 0.436600 | \n",
"
\n",
" \n",
" | 140 | \n",
" 0.329900 | \n",
"
\n",
" \n",
" | 141 | \n",
" 0.192600 | \n",
"
\n",
" \n",
" | 142 | \n",
" 0.283100 | \n",
"
\n",
" \n",
" | 143 | \n",
" 0.248700 | \n",
"
\n",
" \n",
" | 144 | \n",
" 0.236600 | \n",
"
\n",
" \n",
" | 145 | \n",
" 0.392700 | \n",
"
\n",
" \n",
" | 146 | \n",
" 0.541900 | \n",
"
\n",
" \n",
" | 147 | \n",
" 0.308900 | \n",
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\n",
" \n",
" | 148 | \n",
" 0.215700 | \n",
"
\n",
" \n",
" | 149 | \n",
" 0.292200 | \n",
"
\n",
" \n",
" | 150 | \n",
" 0.280200 | \n",
"
\n",
" \n",
" | 151 | \n",
" 0.228000 | \n",
"
\n",
" \n",
" | 152 | \n",
" 0.215800 | \n",
"
\n",
" \n",
" | 153 | \n",
" 0.183700 | \n",
"
\n",
" \n",
" | 154 | \n",
" 0.360800 | \n",
"
\n",
" \n",
" | 155 | \n",
" 0.106800 | \n",
"
\n",
" \n",
" | 156 | \n",
" 0.110200 | \n",
"
\n",
" \n",
" | 157 | \n",
" 0.172400 | \n",
"
\n",
" \n",
" | 158 | \n",
" 0.151800 | \n",
"
\n",
" \n",
" | 159 | \n",
" 0.337000 | \n",
"
\n",
" \n",
" | 160 | \n",
" 0.206900 | \n",
"
\n",
" \n",
" | 161 | \n",
" 0.350600 | \n",
"
\n",
" \n",
" | 162 | \n",
" 0.095200 | \n",
"
\n",
" \n",
" | 163 | \n",
" 0.127200 | \n",
"
\n",
" \n",
" | 164 | \n",
" 0.146800 | \n",
"
\n",
" \n",
" | 165 | \n",
" 0.191800 | \n",
"
\n",
" \n",
" | 166 | \n",
" 0.278800 | \n",
"
\n",
" \n",
" | 167 | \n",
" 0.203200 | \n",
"
\n",
" \n",
" | 168 | \n",
" 0.193900 | \n",
"
\n",
" \n",
" | 169 | \n",
" 0.062100 | \n",
"
\n",
" \n",
" | 170 | \n",
" 0.158200 | \n",
"
\n",
" \n",
" | 171 | \n",
" 0.173700 | \n",
"
\n",
" \n",
" | 172 | \n",
" 0.276500 | \n",
"
\n",
" \n",
" | 173 | \n",
" 0.247900 | \n",
"
\n",
" \n",
" | 174 | \n",
" 0.246000 | \n",
"
\n",
" \n",
" | 175 | \n",
" 0.177600 | \n",
"
\n",
" \n",
" | 176 | \n",
" 0.166400 | \n",
"
\n",
" \n",
" | 177 | \n",
" 0.153300 | \n",
"
\n",
" \n",
" | 178 | \n",
" 0.104300 | \n",
"
\n",
" \n",
" | 179 | \n",
" 0.082900 | \n",
"
\n",
" \n",
" | 180 | \n",
" 0.120300 | \n",
"
\n",
" \n",
" | 181 | \n",
" 0.193300 | \n",
"
\n",
" \n",
" | 182 | \n",
" 0.158800 | \n",
"
\n",
" \n",
" | 183 | \n",
" 0.101400 | \n",
"
\n",
" \n",
" | 184 | \n",
" 0.051500 | \n",
"
\n",
" \n",
" | 185 | \n",
" 0.065700 | \n",
"
\n",
" \n",
" | 186 | \n",
" 0.492000 | \n",
"
\n",
" \n",
" | 187 | \n",
" 0.102400 | \n",
"
\n",
" \n",
" | 188 | \n",
" 0.196900 | \n",
"
\n",
" \n",
" | 189 | \n",
" 0.202600 | \n",
"
\n",
" \n",
" | 190 | \n",
" 0.115700 | \n",
"
\n",
" \n",
" | 191 | \n",
" 0.079100 | \n",
"
\n",
" \n",
" | 192 | \n",
" 0.115200 | \n",
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" \n",
" | 193 | \n",
" 0.182000 | \n",
"
\n",
" \n",
" | 194 | \n",
" 0.114600 | \n",
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" \n",
" | 195 | \n",
" 0.132200 | \n",
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" \n",
" | 196 | \n",
" 0.135900 | \n",
"
\n",
" \n",
" | 197 | \n",
" 0.063800 | \n",
"
\n",
" \n",
" | 198 | \n",
" 0.049400 | \n",
"
\n",
" \n",
" | 199 | \n",
" 0.056400 | \n",
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\n",
" \n",
" | 200 | \n",
" 0.060900 | \n",
"
\n",
" \n",
" | 201 | \n",
" 0.111500 | \n",
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\n",
" \n",
" | 202 | \n",
" 0.079900 | \n",
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" | 203 | \n",
" 0.120600 | \n",
"
\n",
" \n",
" | 204 | \n",
" 0.034400 | \n",
"
\n",
" \n",
" | 205 | \n",
" 0.044000 | \n",
"
\n",
" \n",
" | 206 | \n",
" 0.088100 | \n",
"
\n",
" \n",
" | 207 | \n",
" 0.041800 | \n",
"
\n",
" \n",
" | 208 | \n",
" 0.055100 | \n",
"
\n",
" \n",
" | 209 | \n",
" 0.067700 | \n",
"
\n",
" \n",
" | 210 | \n",
" 0.084300 | \n",
"
\n",
" \n",
" | 211 | \n",
" 0.018500 | \n",
"
\n",
" \n",
" | 212 | \n",
" 0.031700 | \n",
"
\n",
" \n",
" | 213 | \n",
" 0.023000 | \n",
"
\n",
" \n",
" | 214 | \n",
" 0.049500 | \n",
"
\n",
" \n",
" | 215 | \n",
" 0.050600 | \n",
"
\n",
" \n",
" | 216 | \n",
" 0.071000 | \n",
"
\n",
" \n",
" | 217 | \n",
" 0.064800 | \n",
"
\n",
" \n",
" | 218 | \n",
" 0.034000 | \n",
"
\n",
" \n",
" | 219 | \n",
" 0.025900 | \n",
"
\n",
" \n",
" | 220 | \n",
" 0.028800 | \n",
"
\n",
" \n",
" | 221 | \n",
" 0.017200 | \n",
"
\n",
" \n",
" | 222 | \n",
" 0.040000 | \n",
"
\n",
" \n",
" | 223 | \n",
" 0.047600 | \n",
"
\n",
" \n",
" | 224 | \n",
" 0.057600 | \n",
"
\n",
" \n",
" | 225 | \n",
" 0.013700 | \n",
"
\n",
" \n",
" | 226 | \n",
" 0.008300 | \n",
"
\n",
" \n",
" | 227 | \n",
" 0.027100 | \n",
"
\n",
" \n",
" | 228 | \n",
" 0.016100 | \n",
"
\n",
" \n",
" | 229 | \n",
" 0.017700 | \n",
"
\n",
" \n",
" | 230 | \n",
" 0.068300 | \n",
"
\n",
" \n",
" | 231 | \n",
" 0.017000 | \n",
"
\n",
" \n",
" | 232 | \n",
" 0.010700 | \n",
"
\n",
" \n",
" | 233 | \n",
" 0.010600 | \n",
"
\n",
" \n",
" | 234 | \n",
" 0.009200 | \n",
"
\n",
" \n",
" | 235 | \n",
" 0.011800 | \n",
"
\n",
" \n",
" | 236 | \n",
" 0.005800 | \n",
"
\n",
" \n",
" | 237 | \n",
" 0.022100 | \n",
"
\n",
" \n",
" | 238 | \n",
" 0.025600 | \n",
"
\n",
" \n",
" | 239 | \n",
" 0.018900 | \n",
"
\n",
" \n",
" | 240 | \n",
" 0.010100 | \n",
"
\n",
" \n",
" | 241 | \n",
" 0.003800 | \n",
"
\n",
" \n",
" | 242 | \n",
" 0.005600 | \n",
"
\n",
" \n",
" | 243 | \n",
" 0.007100 | \n",
"
\n",
" \n",
" | 244 | \n",
" 0.012300 | \n",
"
\n",
" \n",
" | 245 | \n",
" 0.008400 | \n",
"
\n",
" \n",
" | 246 | \n",
" 0.005600 | \n",
"
\n",
" \n",
" | 247 | \n",
" 0.006700 | \n",
"
\n",
" \n",
" | 248 | \n",
" 0.007800 | \n",
"
\n",
" \n",
" | 249 | \n",
" 0.007800 | \n",
"
\n",
" \n",
" | 250 | \n",
" 0.004900 | \n",
"
\n",
" \n",
" | 251 | \n",
" 0.005500 | \n",
"
\n",
" \n",
" | 252 | \n",
" 0.008000 | \n",
"
\n",
" \n",
" | 253 | \n",
" 0.006200 | \n",
"
\n",
" \n",
" | 254 | \n",
" 0.003100 | \n",
"
\n",
" \n",
" | 255 | \n",
" 0.007700 | \n",
"
\n",
" \n",
" | 256 | \n",
" 0.009300 | \n",
"
\n",
" \n",
" | 257 | \n",
" 0.006900 | \n",
"
\n",
" \n",
" | 258 | \n",
" 0.005300 | \n",
"
\n",
" \n",
" | 259 | \n",
" 0.003200 | \n",
"
\n",
" \n",
" | 260 | \n",
" 0.004200 | \n",
"
\n",
" \n",
" | 261 | \n",
" 0.005800 | \n",
"
\n",
" \n",
" | 262 | \n",
" 0.006500 | \n",
"
\n",
" \n",
" | 263 | \n",
" 0.002100 | \n",
"
\n",
" \n",
" | 264 | \n",
" 0.005400 | \n",
"
\n",
" \n",
" | 265 | \n",
" 0.008900 | \n",
"
\n",
" \n",
" | 266 | \n",
" 0.003100 | \n",
"
\n",
" \n",
" | 267 | \n",
" 0.009100 | \n",
"
\n",
" \n",
" | 268 | \n",
" 0.006200 | \n",
"
\n",
" \n",
" | 269 | \n",
" 0.007700 | \n",
"
\n",
" \n",
" | 270 | \n",
" 0.001200 | \n",
"
\n",
" \n",
" | 271 | \n",
" 0.003000 | \n",
"
\n",
" \n",
" | 272 | \n",
" 0.003200 | \n",
"
\n",
" \n",
" | 273 | \n",
" 0.004000 | \n",
"
\n",
" \n",
" | 274 | \n",
" 0.007700 | \n",
"
\n",
" \n",
" | 275 | \n",
" 0.001800 | \n",
"
\n",
" \n",
" | 276 | \n",
" 0.002400 | \n",
"
\n",
" \n",
" | 277 | \n",
" 0.006400 | \n",
"
\n",
" \n",
" | 278 | \n",
" 0.005500 | \n",
"
\n",
" \n",
" | 279 | \n",
" 0.002700 | \n",
"
\n",
" \n",
" | 280 | \n",
" 0.006600 | \n",
"
\n",
" \n",
"
"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dtrainer_stats = trainer.train()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ekOmTR1hSNcr"
},
"source": [
"\n",
"### Inference\n",
"Let's run the model! You can change the instruction and input - leave the output blank!"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "kR3gIAX-SM2q",
"outputId": "e2186447-a801-4f5f-cf41-a7b91a8d9779"
},
"outputs": [
{
"data": {
"text/plain": [
"[' ### Instruction:\\nExplain how can I stay up to date with the CAMEL community.\\n\\n### Input:\\n\\n\\n### Response:\\nTo keep up to date with the CAMEL community, engage in discussions, contribute to the Discord, and provide support to new contributors.']"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"FastLanguageModel.for_inference(model) # Enable native 2x faster inference\n",
"inputs = tokenizer(\n",
"[\n",
"\n",
" AlpacaItem(\n",
" instruction=\"Explain how can I stay up to date with the CAMEL community.\",\n",
" input=\"\",\n",
" output=\"\", # leave this blank for generation!\n",
" ).to_string()\n",
"\n",
"], return_tensors = \"pt\").to(\"cuda\")\n",
"\n",
"outputs = model.generate(**inputs, max_new_tokens = 512, use_cache = True)\n",
"tokenizer.batch_decode(outputs)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "xSepmhPrgOct"
},
"source": [
"**Summary**\n",
"\n",
"\n",
"We have generated realistic user queries and responses from a real page and trained on them to produce a model that understands the underlying content."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "_75hf2ZmQ1-M"
},
"source": [
"That's everything: Got questions about 🐫 CAMEL-AI? Join us on [Discord](https://discord.camel-ai.org)! Whether you want to share feedback, explore the latest in multi-agent systems, get support, or connect with others on exciting projects, we’d love to have you in the community! 🤝\n",
"\n",
"Check out some of our other work:\n",
"\n",
"1. 🐫 Creating Your First CAMEL Agent [free Colab](https://docs.camel-ai.org/cookbooks/create_your_first_agent.html)\n",
"\n",
"2. Graph RAG Cookbook [free Colab](https://colab.research.google.com/drive/1uZKQSuu0qW6ukkuSv9TukLB9bVaS1H0U?usp=sharing)\n",
"\n",
"3. 🧑⚖️ Create A Hackathon Judge Committee with Workforce [free Colab](https://colab.research.google.com/drive/18ajYUMfwDx3WyrjHow3EvUMpKQDcrLtr?usp=sharing)\n",
"\n",
"4. 🔥 3 ways to ingest data from websites with Firecrawl & CAMEL [free Colab](https://colab.research.google.com/drive/1lOmM3VmgR1hLwDKdeLGFve_75RFW0R9I?usp=sharing)\n",
"\n",
"5. 🦥 Agentic SFT Data Generation with CAMEL and Mistral Models, Fine-Tuned with Unsloth [free Colab](https://colab.research.google.com/drive/1lYgArBw7ARVPSpdwgKLYnp_NEXiNDOd-?usp=sharing)\n",
"\n",
"6. 🦥 Agentic SFT Data Generation with CAMEL and Qwen Models, Fine-Tuned with Unsloth [free Colab](https://colab.research.google.com/drive/1sMnWOvdmASEMhsRIOUSAeYuEywby6FRV?usp=sharing)\n",
"\n",
"Thanks from everyone at 🐫 CAMEL-AI\n",
"\n",
"\n",
"\n",
"
![](\"https://i.postimg.cc/KzQ5rfBC/button.png\"width=\"150\")
\n",
"
![](\"https://i.postimg.cc/L4wPdG9N/join-2.png\")
\n",
" \n",
"⭐
Star us on [*Github*](https://github.com/camel-ai/camel), join our [*Discord*](https://discord.camel-ai.org) or follow our [*X*](https://x.com/camelaiorg)\n",
"