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version: 2.1 | ||
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jobs: | ||
check_python_format: | ||
docker: | ||
- image: circleci/python:3.9 | ||
steps: | ||
- checkout | ||
- run: | ||
name: "Check format of .py with ufmt" | ||
command: | | ||
pip install black==22.12.0 | ||
pip install usort==1.0.5 | ||
pip install ufmt==2.0.1 | ||
ufmt check . | ||
check_type_annotation: | ||
docker: | ||
- image: circleci/python:3.9 | ||
steps: | ||
- checkout | ||
- restore_cache: | ||
keys: | ||
- v1-dependencies-{{ checksum "requirements.txt" }}-{{ checksum "dev-requirements.txt" }} | ||
- run: | ||
name: install dependencies | ||
command: | | ||
python3 -m venv venv | ||
. venv/bin/activate | ||
pip install -r requirements.txt | ||
pip install -r dev-requirements.txt | ||
- run: | ||
name: "mypy" | ||
command: | | ||
. venv/bin/activate | ||
mkdir .mypy_cache | ||
mypy --install-types --non-interactive ./ --cache-dir=.mypy_cache/ | ||
- save_cache: | ||
paths: | ||
- ./venv | ||
key: v1-dependencies-{{ checksum "requirements.txt" }}-{{ checksum "dev-requirements.txt" }} | ||
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workflows: | ||
frontend: | ||
jobs: | ||
- check_python_format |
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# Byte-compiled / optimized / DLL files | ||
__pycache__/ | ||
*.py[cod] | ||
*$py.class | ||
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# C extensions | ||
*.so | ||
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# Distribution / packaging | ||
.Python | ||
build/ | ||
develop-eggs/ | ||
dist/ | ||
downloads/ | ||
eggs/ | ||
.eggs/ | ||
lib/ | ||
lib64/ | ||
parts/ | ||
sdist/ | ||
var/ | ||
wheels/ | ||
share/python-wheels/ | ||
*.egg-info/ | ||
.installed.cfg | ||
*.egg | ||
MANIFEST | ||
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# PyInstaller | ||
# Usually these files are written by a python script from a template | ||
# before PyInstaller builds the exe, so as to inject date/other infos into it. | ||
*.manifest | ||
*.spec | ||
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# Installer logs | ||
pip-log.txt | ||
pip-delete-this-directory.txt | ||
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# Unit test / coverage reports | ||
htmlcov/ | ||
.tox/ | ||
.nox/ | ||
.coverage | ||
.coverage.* | ||
.cache | ||
nosetests.xml | ||
coverage.xml | ||
*.cover | ||
*.py,cover | ||
.hypothesis/ | ||
.pytest_cache/ | ||
cover/ | ||
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# Translations | ||
*.mo | ||
*.pot | ||
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# Django stuff: | ||
*.log | ||
local_settings.py | ||
db.sqlite3 | ||
db.sqlite3-journal | ||
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# Flask stuff: | ||
instance/ | ||
.webassets-cache | ||
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# Scrapy stuff: | ||
.scrapy | ||
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# Sphinx documentation | ||
docs/_build/ | ||
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# PyBuilder | ||
.pybuilder/ | ||
target/ | ||
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# Jupyter Notebook | ||
.ipynb_checkpoints | ||
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# IPython | ||
profile_default/ | ||
ipython_config.py | ||
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# pyenv | ||
# For a library or package, you might want to ignore these files since the code is | ||
# intended to run in multiple environments; otherwise, check them in: | ||
# .python-version | ||
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# pipenv | ||
# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. | ||
# However, in case of collaboration, if having platform-specific dependencies or dependencies | ||
# having no cross-platform support, pipenv may install dependencies that don't work, or not | ||
# install all needed dependencies. | ||
#Pipfile.lock | ||
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# poetry | ||
# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. | ||
# This is especially recommended for binary packages to ensure reproducibility, and is more | ||
# commonly ignored for libraries. | ||
# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control | ||
#poetry.lock | ||
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# pdm | ||
# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. | ||
#pdm.lock | ||
# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it | ||
# in version control. | ||
# https://pdm.fming.dev/#use-with-ide | ||
.pdm.toml | ||
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# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm | ||
__pypackages__/ | ||
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# Celery stuff | ||
celerybeat-schedule | ||
celerybeat.pid | ||
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# SageMath parsed files | ||
*.sage.py | ||
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# Environments | ||
.env | ||
.venv | ||
env/ | ||
venv/ | ||
ENV/ | ||
env.bak/ | ||
venv.bak/ | ||
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# Spyder project settings | ||
.spyderproject | ||
.spyproject | ||
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# Rope project settings | ||
.ropeproject | ||
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# mkdocs documentation | ||
/site | ||
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# mypy | ||
.mypy_cache/ | ||
.dmypy.json | ||
dmypy.json | ||
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# Pyre type checker | ||
.pyre/ | ||
|
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# pytype static type analyzer | ||
.pytype/ | ||
|
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# Cython debug symbols | ||
cython_debug/ | ||
|
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# PyCharm | ||
# JetBrains specific template is maintained in a separate JetBrains.gitignore that can | ||
# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore | ||
# and can be added to the global gitignore or merged into this file. For a more nuclear | ||
# option (not recommended) you can uncomment the following to ignore the entire idea folder. | ||
#.idea/ | ||
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# Models | ||
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models |
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# Code of Conduct | ||
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## Our Pledge | ||
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In the interest of fostering an open and welcoming environment, we as | ||
contributors and maintainers pledge to make participation in our project and | ||
our community a harassment-free experience for everyone, regardless of age, body | ||
size, disability, ethnicity, sex characteristics, gender identity and expression, | ||
level of experience, education, socio-economic status, nationality, personal | ||
appearance, race, religion, or sexual identity and orientation. | ||
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## Our Standards | ||
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Examples of behavior that contributes to creating a positive environment | ||
include: | ||
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* Using welcoming and inclusive language | ||
* Being respectful of differing viewpoints and experiences | ||
* Gracefully accepting constructive criticism | ||
* Focusing on what is best for the community | ||
* Showing empathy towards other community members | ||
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Examples of unacceptable behavior by participants include: | ||
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* The use of sexualized language or imagery and unwelcome sexual attention or | ||
advances | ||
* Trolling, insulting/derogatory comments, and personal or political attacks | ||
* Public or private harassment | ||
* Publishing others' private information, such as a physical or electronic | ||
address, without explicit permission | ||
* Other conduct which could reasonably be considered inappropriate in a | ||
professional setting | ||
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## Our Responsibilities | ||
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Project maintainers are responsible for clarifying the standards of acceptable | ||
behavior and are expected to take appropriate and fair corrective action in | ||
response to any instances of unacceptable behavior. | ||
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Project maintainers have the right and responsibility to remove, edit, or | ||
reject comments, commits, code, wiki edits, issues, and other contributions | ||
that are not aligned to this Code of Conduct, or to ban temporarily or | ||
permanently any contributor for other behaviors that they deem inappropriate, | ||
threatening, offensive, or harmful. | ||
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## Scope | ||
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This Code of Conduct applies within all project spaces, and it also applies when | ||
an individual is representing the project or its community in public spaces. | ||
Examples of representing a project or community include using an official | ||
project e-mail address, posting via an official social media account, or acting | ||
as an appointed representative at an online or offline event. Representation of | ||
a project may be further defined and clarified by project maintainers. | ||
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This Code of Conduct also applies outside the project spaces when there is a | ||
reasonable belief that an individual's behavior may have a negative impact on | ||
the project or its community. | ||
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## Enforcement | ||
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Instances of abusive, harassing, or otherwise unacceptable behavior may be | ||
reported by contacting the project team at <[email protected]>. All | ||
complaints will be reviewed and investigated and will result in a response that | ||
is deemed necessary and appropriate to the circumstances. The project team is | ||
obligated to maintain confidentiality with regard to the reporter of an incident. | ||
Further details of specific enforcement policies may be posted separately. | ||
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Project maintainers who do not follow or enforce the Code of Conduct in good | ||
faith may face temporary or permanent repercussions as determined by other | ||
members of the project's leadership. | ||
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## Attribution | ||
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This Code of Conduct is adapted from the [Contributor Covenant][homepage], version 1.4, | ||
available at https://www.contributor-covenant.org/version/1/4/code-of-conduct.html | ||
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[homepage]: https://www.contributor-covenant.org | ||
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For answers to common questions about this code of conduct, see | ||
https://www.contributor-covenant.org/faq |
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# Contributing to Code Llama | ||
We want to make contributing to this project as easy and transparent as | ||
possible. | ||
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## Pull Requests | ||
We actively welcome your pull requests to address bugs or inconsistencies but | ||
are not planning to add new features to the existing implementation. | ||
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1. Fork the repo and create your branch from `main`. | ||
2. If you've added code that should be tested, add tests. | ||
3. If you've changed APIs, update the documentation. | ||
4. Ensure the test suite passes. | ||
5. Make sure your code lints. | ||
6. If you haven't already, complete the Contributor License Agreement ("CLA"). | ||
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## Contributor License Agreement ("CLA") | ||
In order to accept your pull request, we need you to submit a CLA. You only need | ||
to do this once to work on any of Meta's open source projects. | ||
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Complete your CLA here: <https://code.facebook.com/cla> | ||
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## Issues | ||
We use GitHub issues to track public bugs. Please ensure your description is | ||
clear and has sufficient instructions to be able to reproduce the issue. | ||
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Meta has a [bounty program](https://www.facebook.com/whitehat/) for the safe | ||
disclosure of security bugs. In those cases, please go through the process | ||
outlined on that page and do not file a public issue. | ||
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## License | ||
By contributing to Code Llama, you agree that your contributions will be | ||
licensed under the LICENSE file in the root directory of this source tree. |
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Please refer to license: https://github.com/facebookresearch/llama/blob/main/LICENSE |
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# Code Llama | ||
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## **Model Details** | ||
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**Model Developers** Meta AI | ||
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**Variations** Code Llama comes in four model sizes, and three variants: | ||
1) Code Llama: our base models are designed for general code synthesis and understanding | ||
2) Code Llama - Python: designed specifically for Python | ||
3) Code Llama - Instruct: for instruction following and safer deployment | ||
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All variants are available in sizes of 7B, 13B, 34B and 70B parameters. | ||
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**Input** Models input text only. | ||
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**Output** Models output text only. | ||
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**Model Architecture** Code Llama and its variants are autoregressive language models using optimized transformer architectures. Code Llama 7B, 13B and 70B additionally support infilling text generation. All models but Code Llama - Python 70B and Code Llama - Instruct 70B were fine-tuned with up to 16K tokens, and support up to 100K tokens at inference time. | ||
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**Model Dates** Code Llama and its variants have been trained between January 2023 and January 2024. | ||
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**Status** This is a static model trained on an offline dataset. Future versions of Code Llama - Instruct will be released as we improve model safety with community feedback. | ||
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**Licence** A custom commercial license is available at: [https://ai.meta.com/resources/models-and-libraries/llama-downloads/](https://ai.meta.com/resources/models-and-libraries/llama-downloads/). | ||
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**Research Paper** More information can be found in the paper "[Code Llama: Open Foundation Models for Code](https://ai.meta.com/research/publications/code-llama-open-foundation-models-for-code/)". | ||
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**Where to send comments** Instructions on how to provide feedback or comments on the model can be found in the model [README](README.md), or by opening an issue in the GitHub repository ([https://github.com/facebookresearch/codellama/](https://github.com/facebookresearch/codellama/)). | ||
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## **Intended Use** | ||
**Intended Use Cases** Code Llama and its variants are intended for commercial and research use in English and relevant programming languages. The base model Code Llama can be adapted for a variety of code synthesis and understanding tasks, Code Llama - Python is designed specifically to handle the Python programming language, and Code Llama - Instruct is intended to be safer to use for code assistance and generation applications. | ||
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**Out-of-Scope Uses** Use in any manner that violates applicable laws or regulations (including trade compliance laws). Use in languages other than English. Use in any other way that is prohibited by the Acceptable Use Policy and Licensing Agreement for Code Llama and its variants. | ||
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## **Hardware and Software** | ||
**Training Factors** | ||
We used custom training libraries. The training and fine-tuning of the released models have been performed by Meta’s Research Super Cluster. | ||
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**Carbon Footprint** In aggregate, training all 12 Code Llama models required 1400K GPU hours of computation on hardware of type A100-80GB (TDP of 350-400W). Estimated total emissions were 228.55 tCO2eq, 100% of which were offset by Meta’s sustainability program. | ||
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**Training data** | ||
All experiments reported here and the released models have been trained and fine-tuned using the same data as Llama 2 with different weights (see Section 2 and Table 1 in the [research paper](https://ai.meta.com/research/publications/code-llama-open-foundation-models-for-code/) for details). | ||
Code Llama - Instruct uses additional instruction fine-tuning data. | ||
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**Evaluation Results** | ||
See evaluations for the main models and detailed ablations in Section 3 and safety evaluations in Section 4 of the research paper. | ||
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## **Ethical Considerations and Limitations** | ||
Code Llama and its variants are a new technology that carries risks with use. Testing conducted to date has been in English, and has not covered, nor could it cover all scenarios. For these reasons, as with all LLMs, Code Llama’s potential outputs cannot be predicted in advance, and the model may in some instances produce inaccurate or objectionable responses to user prompts. Therefore, before deploying any applications of Code Llama, developers should perform safety testing and tuning tailored to their specific applications of the model. | ||
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Please see the Responsible Use Guide available available at [https://ai.meta.com/llama/responsible-user-guide](https://ai.meta.com/llama/responsible-user-guide). | ||
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