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Merge pull request #1214 from greenelab/rootstock-2024-01-14
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cgreene committed Jan 31, 2024
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2 changes: 1 addition & 1 deletion .appveyor.yml
Expand Up @@ -20,7 +20,7 @@ only_commits:
- ci/install.sh
- content/

image: ubuntu
image: ubuntu2204
services:
- docker

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75 changes: 75 additions & 0 deletions .github/workflows/ai-revision.yaml
@@ -0,0 +1,75 @@
name: ai-revision
on:
workflow_dispatch:
inputs:
branch:
description: 'Branch to revise'
required: true
type: string
default: 'main'
file_names:
description: 'File names to revise'
required: false
type: string
default: ''
model:
description: 'Language model'
required: true
type: string
default: 'text-davinci-003'
custom_prompt:
description: 'Custom prompt'
required: false
type: string
default: ''
branch_name:
description: 'Output branch'
required: true
type: string
default: 'ai-revision-davinci'

jobs:
ai-revise:
name: AI Revise
runs-on: ubuntu-latest
permissions:
contents: write
pull-requests: write
defaults:
run:
shell: bash --login {0}
steps:
- name: Checkout Repo
uses: actions/checkout@v3
with:
ref: ${{ inputs.branch }}
- name: Install environment
uses: actions/setup-python@v4
with:
python-version: '3.11'
- name: Install Manubot AI revision dependencies
run: |
# install using the same URL used for manubot in build/environment.yml
manubot_line=$(grep "github.com/manubot/manubot" build/environment.yml)
manubot_url=$(echo "$manubot_line" | awk -F"- " '{print $2}')
pip install ${manubot_url}#egg=manubot[ai-rev]
- name: Revise manuscript
env:
OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
AI_EDITOR_LANGUAGE_MODEL: ${{ inputs.model }}
AI_EDITOR_FILENAMES_TO_REVISE: ${{ inputs.file_names }}
AI_EDITOR_CUSTOM_PROMPT: ${{ inputs.custom_prompt }}
# More variables can be specified to control the behavior of the model:
# https://github.com/manubot/manubot-ai-editor/blob/main/libs/manubot_ai_editor/env_vars.py
run: manubot ai-revision --content-directory content/
- name: Create Pull Request
uses: peter-evans/create-pull-request@v4
with:
commit-message: 'revise using AI model\n\nUsing the OpenAI model ${{ inputs.model }}'
title: 'AI-based revision using ${{ inputs.model }}'
author: OpenAI model ${{ inputs.model }} <support@openai.com>
add-paths: |
content/*.md
branch: ${{ inputs.branch_name }}
draft: true
4 changes: 4 additions & 0 deletions .github/workflows/manubot.yaml
Expand Up @@ -42,6 +42,8 @@ jobs:
manubot:
name: Manubot
runs-on: ubuntu-latest
permissions:
contents: write
env:
GITHUB_PULL_REQUEST_SHA: ${{ github.event.pull_request.head.sha }}
LITSEARCH: false
Expand Down Expand Up @@ -91,7 +93,9 @@ jobs:
activate-environment: manubot
environment-file: build/environment.yml
auto-activate-base: false
miniforge-variant: Mambaforge
miniforge-version: 'latest'
use-mamba: true
- name: Install Spellcheck
if: env.SPELLCHECK == 'true'
run: bash ci/install-spellcheck.sh
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52 changes: 52 additions & 0 deletions USAGE.md
Expand Up @@ -271,6 +271,8 @@ name: Daniel S. Himmelstein # mandatory
initials: DSH # optional
orcid: 0000-0002-3012-7446 # mandatory
twitter: dhimmel # optional
mastodon: dhimmel # optional: mastodon username
mastodon-server: genomic.social # optional: mastodon server (instance)
email: daniel.himmelstein@gmail.com # suggested
corresponding: true # optional, if set to true displays author's email for correspondence (not used in this project)
affiliations: # as a list, at least one line with institution, city, and country required
Expand Down Expand Up @@ -349,13 +351,55 @@ metadata:
csl: https://github.com/citation-style-language/styles/raw/906cd6d43d0c136190ecfbb12f6af0ca794e3c5b/peerj.csl
```

Instructions for generating additional manuscript output formats such as DOCX can be found in [`build/README.md`](build/README.md).

## Spellchecking

When the `SPELLCHECK` environment variable is `true`, the pandoc [spellcheck filter](https://github.com/pandoc/lua-filters/tree/master/spellcheck) is run.
Potential spelling errors will be printed in the continuous integration log along with the files and line numbers in which they appeared.
Words in `build/assets/custom-dictionary.txt` are ignored during spellchecking.
Spellchecking is currently only supported for English language manuscripts.

## AI-assisted authoring

The workflow [`ai-revision`](.github/workflows/ai-revision.yaml) is available to assist authors in writing their manuscripts.
It uses large language models to revise the manuscript text, fix spelling and grammar errors, and improve the sentence structure and the writing style with section-specific prompts.
It is manually triggered by the user (it never runs automatically), and it generates a pull request with suggested revisions.
Then the user can review these changes and merge the pull request if they are acceptable.
More information about this tool is available in [this manuscript](https://greenelab.github.io/manubot-gpt-manuscript/).

You need to change your repository settings to 1) provide a secret with name `OPENAI_API_KEY` containing your OpenAI API token, and 2) allow workflows to create pull requests.
For 1), go to the settings page and, within "Secrets and variables," select "Actions."
Next, create a repository secret with the name `OPENAI_API_KEY` and the value of the API token (you can also do this using "Organization secrets" if available).
For 2), go to "Actions", "General", "Workflow permissions", and activate the checkbox "Allow GitHub Actions to create and approve pull requests."

Additionally, you also need to decide which type of prompts you want to use.
"Prompts" are the instructions given to the language model to revise your manuscript.
Basically, you can select 1) the default set of section-specific prompts already provided by the tool, or 2) a custom prompt that you provide.
For 1), you can check [this manuscript](https://greenelab.github.io/manubot-gpt-manuscript/) for a more detailed description of the section-specific prompts.
These prompts are already provided, but they need to know the section of each of your Markdown files (for instance, if it is the abstract, or the introduction, etc.).
For this, the tool will try to infer them from the file names automatically, and if this fails, the tool might not revise all of your files.
In this case, you need to indicate the section of each file using the "section mapping" environment variable that is described [here](https://github.com/manubot/manubot-ai-editor/blob/main/libs/manubot_ai_editor/env_vars.py) (read the header of the file for more instructions).
For 2), you can provide your own custom prompt, which will be used for all the files regardless of their section.
For example, instead of the more complex section-specific prompts in 1), you might just want to perform simpler revision tasks.
An example of a custom prompt is "proofread the following paragraph".
You can provide your custom prompt when you manually trigger the workflow by using the "Custom prompt" field.
This could be more appropriate if you are testing different prompts.
To set a fixed prompt for all runs, read the documentation [here](https://github.com/manubot/manubot-ai-editor/blob/main/libs/manubot_ai_editor/env_vars.py) to set the "custom prompt" environment variable.

By default, the tool uses the model `text-davinci-003`, but you are encouraged to check the [OpenAI documentation](https://platform.openai.com/docs/models) to see which models are available, which one is the most suitable for your manuscript, and [whether our tool supports it](https://github.com/manubot/manubot-ai-editor).
Make sure to check the [pricing](https://openai.com/api/pricing/) of the OpenAI API.
With $0.02 per 1000 tokens using the most powerful AI models, the cost for a revision of a standard manuscript (around 35 paragraphs) should be around $0.50.
The workflow allows specifying the branch and file names (in the `content/` directory) to revise, the language model to use, and the output branch name.
Internally, the workflow uses the tool [Manubot AI Editor](https://github.com/manubot/manubot-ai-editor) to revise the manuscript.
For more advanced users, the behavior of the Manubot AI Editor or the parameters used for the language model can be changed using environment variables.
These variables can be changed in the workflow file (`ai-revision.yaml`).

It is important to note that using language models in scientific writing is a matter of debate among researchers and journal editors.
Therefore, it's advisable to follow the guidelines that journals and the research community propose.
For example, the *Nature* journal has published [rules about using language models in scholarly writing](https://www.nature.com/articles/d41586-023-00191-1), such as not listing the tools as authors and documenting how they were used.
Since a Manubot-based manuscript uses GitHub, one approach consists of linking the AI-generated pull request, which will transparently show the changes suggested by the AI tool.

## Manubot feedback

If you experience any issues with the Manubot or would like to contribute to its source code, please visit [`manubot/manubot`](https://github.com/manubot/manubot) or [`manubot/rootstock`](https://github.com/manubot/rootstock).
Expand All @@ -371,6 +415,14 @@ DOI: [10.1371/journal.pcbi.1007128](https://doi.org/10.1371/journal.pcbi.1007128

The Manubot version of this manuscript is available at <https://greenelab.github.io/meta-review/>.

To cite the Manubot AI Editor or for more information on its design, see `@doi:10.1101/2023.01.21.525030`:

> **A publishing infrastructure for AI-assisted academic authoring**<br>
Milton Pividori, Casey S. Greene<br>
*bioRxiv* (2023) <https://doi.org/grpf8m><br>
DOI: [10.1101/2023.01.21.525030](https://doi.org/10.1101/2023.01.21.525030)


## Acknowledgments

We would like to thank the contributors and funders whose support makes the Manubot project possible.
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27 changes: 23 additions & 4 deletions build/README.md
Expand Up @@ -7,8 +7,19 @@ However, setting the `BUILD_PDF` environment variable to `false` will suppress P
For example, run local builds using the command `BUILD_PDF=false bash build/build.sh`.

To build a DOCX file of the manuscript, set the `BUILD_DOCX` environment variable to `true`.
For example, use the command `BUILD_DOCX=true bash build/build.sh`.
To export DOCX for all CI builds, set an environment variable (see docs for [GitHub Actions](https://help.github.com/en/actions/automating-your-workflow-with-github-actions/using-environment-variables)).
For example, use the command `BUILD_DOCX=true bash build/build.sh` locally.
To export DOCX for all CI builds, set an environment variable in the CI configuration file.
For GitHub Actions, set the variable in `.github\workflows\manubot.yaml` (see [docs](https://help.github.com/en/actions/automating-your-workflow-with-github-actions/using-environment-variables)):

```yaml
name: Manubot
env:
BUILD_DOCX: true
```

To generate a single DOCX output of the latest manuscript with GitHub Actions, click the "Actions" tab at the top of the repository.
Select the "Manubot" workflow, then the "Run workflow" button and check "generate DOCX output" before clicking the green "Run workflow" button.

Currently, equation numbers via `pandoc-eqnos` are not supported for DOCX output.

Format conversion is done using [Pandoc](https://pandoc.org/MANUAL.html).
Expand All @@ -24,12 +35,17 @@ The individual manuscripts to build are specified in the file `content/individua

Note: currently, **Windows is not supported**.

Install the [conda](https://conda.io) environment specified in [`environment.yml`](environment.yml) by running the following commands
The Manubot environment is managed with [conda](https://conda.io).
If you do not have `conda` installed, we recommend using the Miniforge3 (includes `conda`) or Mambaforge (includes `conda` and `mamba`) installers from [miniforge](https://github.com/conda-forge/miniforge).
Install the environment from [`environment.yml`](environment.yml) by running one of following commands
(from the repository's root directory):

```sh
# Install the environment
# Install the environment using conda
conda env create --file build/environment.yml

# Install the environment using mamba (faster)
mamba env create --file build/environment.yml
```

If the `manubot` environment is already installed, but needs to be updated to reflect changes to `environment.yml`, use one of the following options:
Expand All @@ -42,6 +58,9 @@ conda env update --file build/environment.yml
# Slower than option 1, but guarantees a fresh environment.
conda env remove --name manubot
conda env create --file build/environment.yml

# option 3: reinstall the manubot environment faster using mamba.
mamba env create --force --file build/environment.yml
```

Activate with `conda activate manubot` (assumes `conda` version of [at least](https://github.com/conda/conda/blob/9d759d8edeb86569c25f6eb82053f09581013a2a/CHANGELOG.md#440-2017-12-20) 4.4).
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3 changes: 2 additions & 1 deletion build/environment.yml
Expand Up @@ -7,6 +7,7 @@ dependencies:
- ghp-import=2.1.0
- jinja2=3.1.2
- jsonschema=4.17.0
- librsvg=2.52.5
- pandas=1.5.2
- pandoc=2.19.2
- pango=1.48.10
Expand All @@ -21,7 +22,7 @@ dependencies:
- pip:
- cffi==1.15.0
- errorhandler==2.0.1
- git+https://github.com/manubot/manubot@82f25cb8d698a12d69e533686867a8a4afd35c4c
- git+https://github.com/manubot/manubot@6e6f6a5aac381120faf3ef02e594b5babc77da2b
- isbnlib==3.10.10
- opentimestamps-client==0.7.1
- opentimestamps==0.4.3
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6 changes: 3 additions & 3 deletions ci/install.sh
Expand Up @@ -7,16 +7,16 @@
set -o errexit \
-o pipefail

wget https://github.com/conda-forge/miniforge/releases/latest/download/Miniforge-pypy3-$(uname)-$(uname -m).sh \
wget https://github.com/conda-forge/miniforge/releases/latest/download/Mambaforge-$(uname)-$(uname -m).sh \
--output-document miniforge.sh
bash miniforge.sh -b -p $HOME/miniconda
source $HOME/miniconda/etc/profile.d/conda.sh
hash -r
conda config \
--set always_yes yes \
--set changeps1 no
conda env create --quiet --file build/environment.yml
conda list --name manubot
mamba env create --quiet --file build/environment.yml
mamba list --name manubot
conda activate manubot

# Install Spellcheck filter for Pandoc
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