in-the-stack / app.py
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import gradio as gr
import duckdb
import urllib.parse
PARQUET_PATH = "/data/v3_repos.parquet"
con = duckdb.connect()
huggy_html = '<img src="https://huggingface.co/spaces/HuggingFaceCode/in-the-stack/resolve/main/huggy.png" style="width: 20%;">'
text = """\
# Am I in The Stack?
[The Stack v3](https://huggingface.co/datasets/HuggingFaceCode/stack-v3-train) is \
a 15.9 TB dataset of source code across 713 programming languages from 173M repositories, \
crawled from GitHub in 2025.
We want to give developers agency over their source code \
by letting them decide whether or not it should be used to develop and evaluate \
machine learning models.
Enter your GitHub username below to check if any of your repositories are in The Stack v3. \
If your code is found, you will get a pre-filled opt-out link \
that submits a properly formatted removal request on your behalf. \
**Please use this tool to submit opt-out requests** rather than opening issues manually β€” \
it ensures your request can be processed quickly and correctly.
"""
opt_out_text_template = """\
### Opt-out
If you want your data to be removed from The Stack and model training, \
open an issue with <a href="https://github.com/bigcode-project/opt-out-v2/issues/new?title={title}&body={body}" target="_blank">this link</a> \
(if the link doesn't work, try right-clicking and opening it in a new tab) \
or visit [https://github.com/bigcode-project/opt-out-v2/issues/new?&template=opt-out-request.md](https://github.com/bigcode-project/opt-out-v2/issues/new?&template=opt-out-request.md).\
"""
opt_out_issue_title = "Opt-out request for {username}"
opt_out_issue_body = """\
I request that the following data is removed from The Stack:
{repo_list}
_Note_: If you don't want all repositories removed, edit the list above. \
To exclude everything under your username, replace the list with a single "all" entry.
"""
def issue_url(username, repos):
title = urllib.parse.quote(opt_out_issue_title.format(username=username))
body = urllib.parse.quote(
opt_out_issue_body.format(repo_list=" - " + "\n - ".join(repos))
)
return opt_out_text_template.format(title=title, body=body)
def check_username(username):
username = username.strip()
if not username:
return "", ""
repos = con.execute(
f"""SELECT repo FROM read_parquet('{PARQUET_PATH}')
WHERE "user" = $1 ORDER BY repo""",
[username.lower()],
).fetchall()
repos = [row[0] for row in repos]
if not repos:
return "**No**, your code is not in The Stack v3.", ""
repo_word = "repository" if len(repos) == 1 else "repositories"
lines = [f"**Yes**, there is code from **{len(repos)} {repo_word}** in The Stack v3:\n"]
for repo in repos:
full = f"{username}/{repo}"
lines.append(f"[{full}](https://github.com/{full})\n")
output_md = "\n".join(lines).strip()
full_names = [f"{username}/{r}" for r in repos]
return output_md, issue_url(username, full_names)
with gr.Blocks() as demo:
with gr.Row():
_, col, _ = gr.Column(scale=1), gr.Column(scale=6), gr.Column(scale=1)
with col:
gr.HTML(huggy_html)
gr.Markdown(text)
username = gr.Text("", label="Your GitHub username:")
check_button = gr.Button("Check!")
repos_md = gr.Markdown()
opt_out_md = gr.Markdown()
check_button.click(check_username, [username], [repos_md, opt_out_md])
demo.launch()