llm docker

Signed-off-by: Finbarrs Oketunji <f@finbarrs.eu>

.github/DISCUSSION_TEMPLATE/questions.yml

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+labels: [question]
+body:
+  - type: markdown
+    attributes:
+      value: |
+        Thanks for your interest in this project! 🚀
+
+        Please follow these instructions, fill every question, and do every step. 🙏
+
+        I'm asking this because answering questions and solving problems in GitHub is what consumes most of the time.
+
+        I end up not being able to add new features, fix bugs, review pull requests, etc. as fast as I wish because I have to spend too much time handling questions.
+
+        All that, on top of all the incredible help provided by a bunch of community members, that give a lot of their time to come here and help others.
+
+        That's a lot of work, but if more users came to help others like them just a little bit more, it would be much less effort for them (and you and me 😅).
+
+        By asking questions in a structured way (following this) it will be much easier to help you.
+
+        And there's a high chance that you will find the solution along the way and you won't even have to submit it and wait for an answer. 😎
+
+        As there are too many questions, I'll have to discard and close the incomplete ones. That will allow me (and others) to focus on helping people like you that follow the whole process and help us help you. 🤓
+  - type: checkboxes
+    id: checks
+    attributes:
+      label: First Check
+      description: Please confirm and check all the following options.
+      options:
+        - label: I added a very descriptive title here.
+          required: true
+        - label: I used the GitHub search to find a similar question and didn't find it.
+          required: true
+        - label: I searched in the documentation/README.
+          required: true
+        - label: I already searched in Google "How to do X" and didn't find any information.
+          required: true
+        - label: I already read and followed all the tutorial in the docs/README and didn't find an answer.
+          required: true
+  - type: checkboxes
+    id: help
+    attributes:
+      label: Commit to Help
+      description: |
+        After submitting this, I commit to one of:
+
+          * Read open questions until I find 2 where I can help someone and add a comment to help there.
+          * I already hit the "watch" button in this repository to receive notifications and I commit to help at least 2 people that ask questions in the future.
+
+      options:
+        - label: I commit to help with one of those options 👆
+          required: true
+  - type: textarea
+    id: example
+    attributes:
+      label: Example Code
+      description: |
+        Please add a self-contained, [minimal, reproducible, example](https://stackoverflow.com/help/minimal-reproducible-example) with your use case.
+
+        If I (or someone) can copy it, run it, and see it right away, there's a much higher chance I (or someone) will be able to help you.
+
+      placeholder: |
+        Write your example code here.
+      render: Text
+    validations:
+      required: true
+  - type: textarea
+    id: description
+    attributes:
+      label: Description
+      description: |
+        What is the problem, question, or error?
+
+        Write a short description telling me what you are doing, what you expect to happen, and what is currently happening.
+      placeholder: |
+        * Open the browser and call the endpoint `/`.
+        * It returns a JSON with `{"message": "Hello World"}`.
+        * But I expected it to return `{"message": "Hello Morty"}`.
+    validations:
+      required: true
+  - type: dropdown
+    id: os
+    attributes:
+      label: Operating System
+      description: What operating system are you on?
+      multiple: true
+      options:
+        - Linux
+        - Windows
+        - macOS
+        - Other
+    validations:
+      required: true
+  - type: textarea
+    id: os-details
+    attributes:
+      label: Operating System Details
+      description: You can add more details about your operating system here, in particular if you chose "Other".
+    validations:
+      required: true
+  - type: input
+    id: python-version
+    attributes:
+      label: Python Version
+      description: |
+        What Python version are you using?
+
+        You can find the Python version with:
+
+        ```bash
+        python --version
+        ```
+    validations:
+      required: true
+  - type: textarea
+    id: context
+    attributes:
+      label: Additional Context
+      description: Add any additional context information or screenshots you think are useful.

.github/FUNDING.yml

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+github: [0xnu]

.github/ISSUE_TEMPLATE/config.yml

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+blank_issues_enabled: false
+contact_links:
+  - name: Security Contact
+    about: Please report security vulnerabilities to security@finbarrs.eu
+  - name: Question or Problem
+    about: Ask a question or ask about a problem in GitHub Discussions.
+    url: https://github.com/0xnu/fine_tune_llm_docker/discussions/categories/questions
+  - name: Feature Request
+    about: To suggest an idea or ask about a feature, please start with a question saying what you would like to achieve. There might be a way to do it already.
+    url: https://github.com/0xnu/fine_tune_llm_docker/discussions/categories/questions

.github/ISSUE_TEMPLATE/privileged.yml

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+name: Privileged
+description: You are @0xnu or he asked you directly to create an issue here. If not, check the other options. 👇
+body:
+  - type: markdown
+    attributes:
+      value: |
+        Thanks for your interest in this project! 🚀
+
+        If you are not @0xnu or he didn't ask you directly to create an issue here, please start the conversation in a [Question in GitHub Discussions](https://github.com/0xnu/fine_tune_llm_docker/discussions/categories/questions) instead.
+  - type: checkboxes
+    id: privileged
+    attributes:
+      label: Privileged issue
+      description: Confirm that you are allowed to create an issue here.
+      options:
+        - label: I'm @0xnu or he asked me directly to create an issue here.
+          required: true
+  - type: textarea
+    id: content
+    attributes:
+      label: Issue Content
+      description: Add the content of the issue here.

.github/workflows/release.yml

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+name: Release
+
+on:
+  push:
+    tags:
+      - v[0-9]+.*
+
+jobs:
+  create-release:
+    if: github.repository_owner == '0xnu'
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - uses: taiki-e/create-gh-release-action@v1
+        with:
+          changelog: CHANGELOG.md
+          branch: main
+          token: ${{ secrets.OXNU_TOKEN }}

.gitignore

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+# Others
+.vscode
+push.sh

CHANGELOG.md

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+# Changelog
+
+## 0.0.1 - 2024-04-01
+* Initial Release

CODEOWNERS

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+@0xnu

CODE_OF_CONDUCT.md

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+# Contributor Covenant Code of Conduct
+
+## Our Pledge
+
+We as members, contributors, and leaders pledge to make participation in our
+community a harassment-free experience for everyone, regardless of age, body
+size, visible or invisible 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.
+
+We pledge to act and interact in ways that contribute to an open, welcoming,
+diverse, inclusive, and healthy community.
+
+## Our Standards
+
+Examples of behavior that contributes to a positive environment for our
+community include:
+
+* Demonstrating empathy and kindness toward other people
+* Being respectful of differing opinions, viewpoints, and experiences
+* Giving and gracefully accepting constructive feedback
+* Accepting responsibility and apologizing to those affected by our mistakes,
+  and learning from the experience
+* Focusing on what is best not just for us as individuals, but for the
+  overall community
+
+Examples of unacceptable behavior include:
+
+* The use of sexualized language or imagery, and sexual attention or
+  advances of any kind
+* Trolling, insulting or derogatory comments, and personal or political attacks
+* Public or private harassment
+* Publishing others' private information, such as a physical or email
+  address, without their explicit permission
+* Other conduct which could reasonably be considered inappropriate in a
+  professional setting
+
+## Enforcement Responsibilities
+
+Community leaders are responsible for clarifying and enforcing our standards of
+acceptable behavior and will take appropriate and fair corrective action in
+response to any behavior that they deem inappropriate, threatening, offensive,
+or harmful.
+
+Community leaders 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, and will communicate reasons for moderation
+decisions when appropriate.
+
+## Scope
+
+This Code of Conduct applies within all community spaces, and also applies when
+an individual is officially representing the community in public spaces.
+Examples of representing our community include using an official e-mail address,
+posting via an official social media account, or acting as an appointed
+representative at an online or offline event.
+
+## Enforcement
+
+Instances of abusive, harassing, or otherwise unacceptable behavior may be
+reported to the community leaders responsible for enforcement at [0xnu](mailto:f@finbarrs.eu).
+All complaints will be reviewed and investigated promptly and fairly.
+
+All community leaders are obligated to respect the privacy and security of the
+reporter of any incident.
+
+## Enforcement Guidelines
+
+Community leaders will follow these Community Impact Guidelines in determining
+the consequences for any action they deem in violation of this Code of Conduct:
+
+### 1. Correction
+
+**Community Impact**: Use of inappropriate language or other behavior deemed
+unprofessional or unwelcome in the community.
+
+**Consequence**: A private, written warning from community leaders, providing
+clarity around the nature of the violation and an explanation of why the
+behavior was inappropriate. A public apology may be requested.
+
+### 2. Warning
+
+**Community Impact**: A violation through a single incident or series
+of actions.
+
+**Consequence**: A warning with consequences for continued behavior. No
+interaction with the people involved, including unsolicited interaction with
+those enforcing the Code of Conduct, for a specified period of time. This
+includes avoiding interactions in community spaces as well as external channels
+like social media. Violating these terms may lead to a temporary or
+permanent ban.
+
+### 3. Temporary Ban
+
+**Community Impact**: A serious violation of community standards, including
+sustained inappropriate behavior.
+
+**Consequence**: A temporary ban from any sort of interaction or public
+communication with the community for a specified period of time. No public or
+private interaction with the people involved, including unsolicited interaction
+with those enforcing the Code of Conduct, is allowed during this period.
+Violating these terms may lead to a permanent ban.
+
+### 4. Permanent Ban
+
+**Community Impact**: Demonstrating a pattern of violation of community
+standards, including sustained inappropriate behavior,  harassment of an
+individual, or aggression toward or disparagement of classes of individuals.
+
+**Consequence**: A permanent ban from any sort of public interaction within
+the community.
+
+## Attribution
+
+This Code of Conduct is adapted from the [Contributor Covenant][homepage],
+version 2.0, available at
+https://www.contributor-covenant.org/version/2/0/code_of_conduct.html.
+
+Community Impact Guidelines were inspired by [Mozilla's code of conduct
+enforcement ladder](https://github.com/mozilla/diversity).
+
+[homepage]: https://www.contributor-covenant.org
+
+For answers to common questions about this code of conduct, see the FAQ at
+https://www.contributor-covenant.org/faq. Translations are available at
+https://www.contributor-covenant.org/translations.

CONTRIBUTING.md

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+### Contributing
+
+1. Fork it!
+2. Create your feature branch: `git checkout -b my-new-feature`
+3. Commit your changes: `git commit -s -m 'Add some feature'`
+4. Push to the branch: `git push origin my-new-feature`
+
+*All commands to build and test are available on [fine_tune_llm.py](fine_tune_llm.py).*
+
+*Remember that we have a pre-push hook with steps that analyzes and prevents mistakes.*
+
+**After your pull request is merged**, you can safely delete your branch.

CONTRIBUTORS

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+Finbarrs Oketunji <f@finbarrs.eu>

Dockerfile

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+# Base image
+FROM pytorch/pytorch:1.9.0-cuda11.1-cudnn8-devel
+
+# Set working directory
+WORKDIR /app
+
+# Install system dependencies
+RUN apt-get update && apt-get install -y \
+    git \
+    wget \
+    curl \
+    unzip \
+    build-essential
+
+# Install Python dependencies
+RUN pip install --no-cache-dir \
+    transformers \
+    datasets \
+    tokenizers \
+    accelerate \
+    nltk \
+    sentencepiece \
+    wandb
+
+# Download and install Apex
+RUN git clone https://github.com/NVIDIA/apex.git \
+    && cd apex \
+    && pip install -v --no-cache-dir --global-option="--cpp_ext" --global-option="--cuda_ext" ./ \
+    && cd ..
+
+# Set environment variables
+ENV PYTHONUNBUFFERED=1
+ENV PYTHONDONTWRITEBYTECODE=1
+
+# Copy your fine-tuning script and dataset
+COPY fine_tune_llm.py /app/
+COPY dataset/ /app/dataset/
+
+# Set the entry point command
+CMD ["python", "fine_tune_llm.py"]

LICENSE

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+The MIT License (MIT)
+
+Copyright (c) 2024 Finbarrs Oketunji
+
+Permission is hereby granted, free of charge, to any person obtaining a copy of
+this software and associated documentation files (the "Software"), to deal in
+the Software without restriction, including without limitation the rights to
+use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of
+the Software, and to permit persons to whom the Software is furnished to do so,
+subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS
+FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR
+COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER
+IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN
+CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.