diff --git a/.github/ISSUE_TEMPLATE/bug_report.yml b/.github/ISSUE_TEMPLATE/bug_report.yml new file mode 100644 index 00000000..99afe5e1 --- /dev/null +++ b/.github/ISSUE_TEMPLATE/bug_report.yml @@ -0,0 +1,39 @@ +name: 🐛Bug Report +description: File a bug report here +title: "[BUG]: " +labels: ["bug"] +assignees: [""] +body: + - type: markdown + attributes: + value: | + Thanks for taking the time to fill out this bug report 🤗 + Make sure there aren't any open/closed issues for this topic 😃 + + - type: textarea + id: bug-description + attributes: + label: Description of the bug + description: Give us a brief description of what happened and what should have happened + validations: + required: true + + - type: textarea + id: steps-to-reproduce + attributes: + label: Steps To Reproduce + description: Steps to reproduce the behavior. + placeholder: | + 1. Go to '...' + 2. Click on '...' + 3. Scroll down to '...' + 4. See error + validations: + required: true + + - type: textarea + id: additional-information + attributes: + label: Additional Information + description: | + Provide any additional information such as logs, screenshots, likes, scenarios in which the bug occurs so that it facilitates resolving the issue. diff --git a/.github/ISSUE_TEMPLATE/codebase_reorg.yml b/.github/ISSUE_TEMPLATE/codebase_reorg.yml new file mode 100644 index 00000000..4606f981 --- /dev/null +++ b/.github/ISSUE_TEMPLATE/codebase_reorg.yml @@ -0,0 +1,24 @@ +name: 🧹Codebase Refactor +description: Refactor, clean, format the codebase +title: "[ORG]: " +labels: ["refactor"] +assignees: [""] +body: + - type: markdown + attributes: + value: | + Please make sure this codebase refactor request hasn't been already submitted by someone by looking through other open/closed issues + + - type: textarea + id: description + attributes: + label: Description + description: Give us a brief description of the codebase refactor task you would like + validations: + required: true + + - type: textarea + id: additional-information + attributes: + label: Additional Information + description: Give us some additional reason on why codebase refactor is necessary to do diff --git a/.github/ISSUE_TEMPLATE/exp_record.yml b/.github/ISSUE_TEMPLATE/exp_record.yml new file mode 100644 index 00000000..f71dea1c --- /dev/null +++ b/.github/ISSUE_TEMPLATE/exp_record.yml @@ -0,0 +1,24 @@ +name: 🧪Experiment Record +description: Describe experiment setting and results here +title: "[EXP]: " +labels: ["experiment"] +assignees: [""] +body: + - type: markdown + attributes: + value: | + Please make sure this experiment request hasn't been already submitted by someone by looking through other open/closed issues + + - type: textarea + id: description + attributes: + label: Description + description: Give us a brief description of the experimental setting and results you would like + validations: + required: true + + - type: textarea + id: additional-information + attributes: + label: Additional Information + description: Give us some additional information on the experimental setting and results like learning rate, data selection , etc. diff --git a/.github/ISSUE_TEMPLATE/feature_request.yml b/.github/ISSUE_TEMPLATE/feature_request.yml new file mode 100644 index 00000000..40dc70e3 --- /dev/null +++ b/.github/ISSUE_TEMPLATE/feature_request.yml @@ -0,0 +1,23 @@ +name: ✨Feature Request +description: Request a new feature or enhancement +labels: ["enhancement"] +title: "[FEAT]: " +body: + - type: markdown + attributes: + value: | + Please make sure this feature request hasn't been already submitted by someone by looking through other open/closed issues + + - type: textarea + id: description + attributes: + label: Description + description: Give us a brief description of the feature or enhancement you would like + validations: + required: true + + - type: textarea + id: additional-information + attributes: + label: Additional Information + description: Give us some additional information on the feature request like proposed solutions, links, screenshots, etc. diff --git a/.github/ISSUE_TEMPLATE/writing_task.yml b/.github/ISSUE_TEMPLATE/writing_task.yml new file mode 100644 index 00000000..502f20b6 --- /dev/null +++ b/.github/ISSUE_TEMPLATE/writing_task.yml @@ -0,0 +1,24 @@ +name: 🖊️Writing Task +description: Describe writing task here +title: "[WRT]: " +labels: ["writing"] +assignees: [""] +body: + - type: markdown + attributes: + value: | + Please make sure this writing task request hasn't been already submitted by someone by looking through other open/closed issues + + - type: textarea + id: description + attributes: + label: Description + description: Give us a brief description of the writing task you would like + validations: + required: true + + - type: textarea + id: additional-information + attributes: + label: Additional Information + description: Give us some additional information on the writing task like exptected length, main content, etc. diff --git a/.github/dependabot.yml b/.github/dependabot.yml new file mode 100644 index 00000000..2775ad7e --- /dev/null +++ b/.github/dependabot.yml @@ -0,0 +1,11 @@ +# To get started with Dependabot version updates, you'll need to specify which +# package ecosystems to update and where the package manifests are located. +# Please see the documentation for all configuration options: +# https://docs.github.com/code-security/dependabot/dependabot-version-updates/configuration-options-for-the-dependabot.yml-file + +version: 2 +updates: + - package-ecosystem: "pip" # See documentation for possible values + directory: "/" # Location of package manifests + schedule: + interval: "daily" diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md new file mode 100644 index 00000000..af460a9c --- /dev/null +++ b/.github/pull_request_template.md @@ -0,0 +1,27 @@ + + + +Closes # + +## 📑 Description + + + + +## ✅ Checks + +- [ ] My pull request adheres to the code style of this project +- [ ] My code requires changes to the documentation +- [ ] I have updated the documentation as required +- [ ] All the tests have passed +- [ ] Branch name follows `type/descript` (e.g. `feature/add-llm-agents`) +- [ ] Ready for code review + +## ℹ Additional Information + diff --git a/.github/workflows/codespell.yml b/.github/workflows/codespell.yml new file mode 100644 index 00000000..d063beff --- /dev/null +++ b/.github/workflows/codespell.yml @@ -0,0 +1,31 @@ +name: codespell + +concurrency: + group: ${{ github.workflow }}-${{ github.ref }} + cancel-in-progress: ${{ github.ref != 'refs/heads/main' }} + +on: + push: + branches: [main] + pull_request: + branches: [main] + +jobs: + codespell: + runs-on: ubuntu-latest + strategy: + matrix: + python-version: ["3.10"] + steps: + - uses: actions/checkout@v2 + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v2 + with: + python-version: ${{ matrix.python-version }} + - name: Install dependencies + run: | + python -m pip install --upgrade pip + pip install codespell==2.2.6 tomli==2.0.1 + - name: Spelling check with codespell + run: | + codespell -c pyproject.toml diff --git a/.github/workflows/isort.yml b/.github/workflows/isort.yml new file mode 100644 index 00000000..2229a390 --- /dev/null +++ b/.github/workflows/isort.yml @@ -0,0 +1,31 @@ +name: isort + +concurrency: + group: ${{ github.workflow }}-${{ github.ref }} + cancel-in-progress: ${{ github.ref != 'refs/heads/main' }} + +on: + push: + branches: [main] + pull_request: + branches: [main] + +jobs: + isort: + runs-on: ubuntu-latest + strategy: + matrix: + python-version: ["3.10"] + steps: + - uses: actions/checkout@v2 + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v2 + with: + python-version: ${{ matrix.python-version }} + - name: Install dependencies + run: | + python -m pip install --upgrade pip + pip install isort==5.13.2 + - name: Run isort + run: | + isort . --check-only diff --git a/.github/workflows/mypy.yml b/.github/workflows/mypy.yml new file mode 100644 index 00000000..da9c2c71 --- /dev/null +++ b/.github/workflows/mypy.yml @@ -0,0 +1,35 @@ +name: Mypy + +concurrency: + group: ${{ github.workflow }}-${{ github.ref }} + cancel-in-progress: ${{ github.ref != 'refs/heads/main' }} + +on: + push: + branches: [main] + pull_request: + branches: [main] + +jobs: + Static-Type-Checking: + runs-on: ubuntu-latest + strategy: + max-parallel: 5 + matrix: + python-version: ["3.10"] + + steps: + - uses: actions/checkout@v2 + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v2 + with: + python-version: ${{ matrix.python-version }} + - name: Install dependencies + run: | + curl -sSL https://install.python-poetry.org | python3 + poetry install --all-extras + - name: Type-checking package with mypy + run: | + # Run this mypy instance against our main package. + poetry run pip install types-protobuf==4.24.0.4 + poetry run mypy --config-file pyproject.toml . diff --git a/.github/workflows/pytest.yml b/.github/workflows/pytest.yml new file mode 100644 index 00000000..96564e62 --- /dev/null +++ b/.github/workflows/pytest.yml @@ -0,0 +1,36 @@ +name: Pytest + +concurrency: + group: ${{ github.workflow }}-${{ github.ref }} + cancel-in-progress: ${{ github.ref != 'refs/heads/main' }} + +on: + push: + branches: [main] + pull_request: + branches: [main] + +jobs: + Pytest: + runs-on: ubuntu-latest + strategy: + max-parallel: 5 + matrix: + python-version: ["3.10"] + + steps: + - uses: actions/checkout@v2 + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v2 + with: + python-version: ${{ matrix.python-version }} + - name: Install dependencies + run: | + curl -sSL https://install.python-poetry.org | python3 + poetry install --all-extras + - name: Test with pytest + env: + OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }} + TOGETHERAI_API_KEY: ${{ secrets.TOGETHERAI_API_KEY }} + run: | + poetry run pytest diff --git a/.github/workflows/ruff.yml b/.github/workflows/ruff.yml new file mode 100644 index 00000000..8ae4809a --- /dev/null +++ b/.github/workflows/ruff.yml @@ -0,0 +1,34 @@ +name: ruff + +concurrency: + group: ${{ github.workflow }}-${{ github.ref }} + cancel-in-progress: ${{ github.ref != 'refs/heads/main' }} + +on: + push: + branches: [main] + pull_request: + branches: [main] + +jobs: + ruff: + runs-on: ubuntu-latest + strategy: + matrix: + python-version: ["3.10"] + steps: + - uses: actions/checkout@v2 + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v2 + with: + python-version: ${{ matrix.python-version }} + - name: Install dependencies + run: | + python -m pip install --upgrade pip + pip install ruff==0.5.1 + - name: Analysing the code with ruff + run: | + ruff check . + - name: Format the code with ruff + run: | + ruff format . diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml new file mode 100644 index 00000000..cd1d13d0 --- /dev/null +++ b/.pre-commit-config.yaml @@ -0,0 +1,28 @@ +repos: +- repo: https://github.com/pre-commit/pre-commit-hooks + rev: v3.2.0 + hooks: + - id: trailing-whitespace + - id: end-of-file-fixer + - id: check-yaml + - id: check-added-large-files +- repo: https://github.com/pre-commit/mirrors-prettier + rev: v3.0.1 # Use the sha / tag you want to point at + hooks: + - id: prettier + types_or: [html] +- repo: https://github.com/astral-sh/ruff-pre-commit + rev: v0.3.5 # Ruff version + hooks: + - id: ruff + types_or: [python, pyi, jupyter] + args: [--fix] + +- repo: https://github.com/pre-commit/mirrors-isort + rev: v5.10.1 # Use the latest isort version + hooks: + - id: isort # This will sort imports automatically +- repo: https://github.com/kynan/nbstripout + rev: 0.6.0 + hooks: + - id: nbstripout diff --git a/Readme.md b/Readme.md index 7f06e16c..884daab3 100644 --- a/Readme.md +++ b/Readme.md @@ -69,7 +69,7 @@ We welcome contributions, including fine-tuning codebase, tuning dataset, enviro Create issues for feature requests, bug reports, or ideas. Submit pull requests to help improve OpenManus-RL. Or simply reach out to us for direct collaboration. -Important contributors will be listed as co-authors to our paper. +Important contributors will be listed as co-authors to our paper. # Roadmap 1. Agent Environment Support @@ -380,4 +380,3 @@ Please cite the following paper if you find OpenManus helpful!

- diff --git a/examples/.gitkeep b/examples/.gitkeep new file mode 100644 index 00000000..e69de29b diff --git a/openmanus-rl/grpo.py b/openmanus-rl/grpo.py index 91cf51c2..eda36d8d 100644 --- a/openmanus-rl/grpo.py +++ b/openmanus-rl/grpo.py @@ -42,6 +42,7 @@ from datasets import load_dataset from transformers import set_seed from transformers.trainer_utils import get_last_checkpoint +from trl import GRPOTrainer, ModelConfig, ScriptArguments, TrlParser, get_peft_config from .configs import GRPOConfig from .rewards import ( @@ -55,8 +56,6 @@ tag_count_reward, ) from .utils import get_tokenizer -from trl import GRPOTrainer, ModelConfig, ScriptArguments, TrlParser, get_peft_config - logger = logging.getLogger(__name__) @@ -269,4 +268,4 @@ def make_conversation(example): if __name__ == "__main__": parser = TrlParser((GRPOScriptArguments, GRPOConfig, ModelConfig)) script_args, training_args, model_args = parser.parse_args_and_config() - main(script_args, training_args, model_args) \ No newline at end of file + main(script_args, training_args, model_args) diff --git a/openmanus-rl/rewards.py b/openmanus-rl/rewards.py index f8fdfe76..065ef66b 100644 --- a/openmanus-rl/rewards.py +++ b/openmanus-rl/rewards.py @@ -26,7 +26,6 @@ from .utils import is_e2b_available - if is_e2b_available(): from dotenv import load_dotenv from e2b_code_interpreter import AsyncSandbox @@ -396,11 +395,11 @@ def evaluate_code(code, test_cases): def get_trajectories_format_reward(min_steps: int = 3, partial_reward: bool = True): """Reward function that checks if the reasoning process follows the ReAct (Reasoning and Acting) format. - + Args: min_steps: Minimum number of reasoning steps required for full reward. partial_reward: If True, provide partial rewards for partially correct formats. - + Returns: A reward function that evaluates compliance with the ReAct format. """ @@ -408,33 +407,33 @@ def get_trajectories_format_reward(min_steps: int = 3, partial_reward: bool = Tr thought_pattern = r"Thought:[\s\S]+?" action_pattern = r"Action:[\s\S]+?" observation_pattern = r"Observation:[\s\S]+?" - + # Full ReAct step pattern (all three components) react_step_pattern = rf"({thought_pattern}{action_pattern}{observation_pattern})" - + # Final answer pattern final_answer_pattern = r"Answer:[\s\S]+" def trajectories_format_reward(completions, **kwargs): """Evaluates if completions follow the ReAct format with proper Thought/Action/Observation sequences. - + Args: completions: List of model completions - + Returns: List of rewards between 0.0 and 1.0 based on format compliance """ contents = [completion[0]["content"] for completion in completions] rewards = [] - + for content in contents: # Count full ReAct steps (Thought/Action/Observation sequences) react_steps = re.findall(react_step_pattern, content) num_steps = len(react_steps) - + # Check for final answer has_final_answer = bool(re.search(final_answer_pattern, content)) - + if num_steps >= min_steps and has_final_answer: # Full reward for meeting minimum steps and having final answer rewards.append(1.0) @@ -444,19 +443,19 @@ def trajectories_format_reward(completions, **kwargs): else: # Partial rewards based on components present reward = 0.0 - + # Reward for steps (up to 0.7) step_reward = min(0.7, (num_steps / min_steps) * 0.7) reward += step_reward - + # Reward for final answer (0.3) if has_final_answer: reward += 0.3 - + rewards.append(reward) - + return rewards - + return trajectories_format_reward def get_code_format_reward(language: str = "python"): @@ -512,4 +511,4 @@ async def run_script(sbx, script: str, language: str) -> float: try: return float(execution.text) except (TypeError, ValueError): - return 0.0 \ No newline at end of file + return 0.0 diff --git a/openmanus-rl/sft.py b/openmanus-rl/sft.py index 0c6f025f..718aa78f 100644 --- a/openmanus-rl/sft.py +++ b/openmanus-rl/sft.py @@ -42,9 +42,6 @@ from datasets import load_dataset from transformers import set_seed from transformers.trainer_utils import get_last_checkpoint - -from .utils import get_tokenizer -from .configs import SFTConfig from trl import ( ModelConfig, ScriptArguments, @@ -55,6 +52,8 @@ get_quantization_config, ) +from .configs import SFTConfig +from .utils import get_tokenizer logger = logging.getLogger(__name__) @@ -175,4 +174,4 @@ def main(script_args, training_args, model_args): if __name__ == "__main__": parser = TrlParser((ScriptArguments, SFTConfig, ModelConfig)) script_args, training_args, model_args = parser.parse_args_and_config() - main(script_args, training_args, model_args) \ No newline at end of file + main(script_args, training_args, model_args) diff --git a/openmanus-rl/utils.py b/openmanus-rl/utils.py index 955f88ad..1b99d586 100644 --- a/openmanus-rl/utils.py +++ b/openmanus-rl/utils.py @@ -1,10 +1,10 @@ -from transformers import AutoTokenizer, PreTrainedTokenizer +import os +from transformers import AutoTokenizer, PreTrainedTokenizer from trl import ModelConfig from ..configs import GRPOConfig, SFTConfig - DEFAULT_CHAT_TEMPLATE = "{% for message in messages %}\n{% if message['role'] == 'user' %}\n{{ '<|user|>\n' + message['content'] + eos_token }}\n{% elif message['role'] == 'system' %}\n{{ '<|system|>\n' + message['content'] + eos_token }}\n{% elif message['role'] == 'assistant' %}\n{{ '<|assistant|>\n' + message['content'] + eos_token }}\n{% endif %}\n{% if loop.last and add_generation_prompt %}\n{{ '<|assistant|>' }}\n{% endif %}\n{% endfor %}" @@ -25,7 +25,7 @@ def get_tokenizer( return tokenizer -import os + def init_wandb_training(training_args): @@ -35,4 +35,4 @@ def init_wandb_training(training_args): if training_args.wandb_entity is not None: os.environ["WANDB_ENTITY"] = training_args.wandb_entity if training_args.wandb_project is not None: - os.environ["WANDB_PROJECT"] = training_args.wandb_project \ No newline at 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