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Murmel Biblio developer guide
This guide describes the application at murmel-bcn/biblio as implemented in app.py and index.html.
Direct application URL: https://murmel-bcn-biblio.hf.space/
Overview
Murmel Biblio is a server-rendered, single-page library circulation application. A FastAPI service renders the initial Jinja template and exposes JSON endpoints. Browser-side JavaScript loads groups and students, records loans and returns, and displays a selected student's open loans. Data is stored in an external MySQL-compatible database.
The Hugging Face Space uses the Docker SDK and listens on port 7860.
Repository layout
| Path | Purpose |
|---|---|
app.py |
FastAPI application, database pool, SQL queries, and API handlers |
index.html |
Jinja template, styles, and all browser-side JavaScript |
Dockerfile |
Python 3.12.7 image and Uvicorn startup command |
requirements.txt |
Pinned Python dependencies |
README.md |
Hugging Face Space metadata |
docs/ |
User and developer documentation |
Runtime architecture
Browser
ββ GET / -> Jinja renders index.html
ββ GET /groups -> active groups
ββ GET /students/{group} -> students in the current school year
ββ GET /borrowed/{student} -> open loans for one student
ββ GET /borrow/{book}/{student}
ββ GET /return/{book}
β
v
FastAPI + DBUtils pool
β
v
MySQL database `murmel`
DBUtils.PooledDB creates a process-local pool with at most five connections. execute_query() obtains and closes a pooled connection for every query, commits after every statement, and retries pymysql.OperationalError up to three times with a one-second delay.
Configuration
The service reads configuration when app.py is imported.
| Environment variable | Required | Default | Meaning |
|---|---|---|---|
MURMEL_DB_HOST |
yes | β | MySQL host |
MURMEL_DB_USER |
yes | β | MySQL user |
MURMEL_DB_PASSWORD |
yes | β | MySQL password |
AUSLEIHE_TABLE |
no | ausleihe_test |
Loan table used by all loan queries |
PAGE_TITLE |
no | Murmel Bibliothek TEST |
Browser and page title |
The database name is fixed as murmel. In Hugging Face Spaces, put credentials in Settings β Variables and secrets as secrets, not in repository files. AUSLEIHE_TABLE and PAGE_TITLE can be ordinary variables unless their values are sensitive.
Database contract
There are no migrations or schema definitions in this repository. The application expects these existing tables and columns:
| Table | Columns used |
|---|---|
gruppe |
idGruppe, Gruppe, aktuell |
kind |
idKind, Vorname, Nachnamen |
kind_x_gruppe_x_schuljahr |
x_kind, x_gruppe, x_schuljahr |
schuljahr |
idschuljahr, aktuell |
| configured loan table | idBuch, idKind, ausleihe, rueckgabe, rueckGrund |
The application treats a loan as open when rueckgabe IS NULL. A normal return writes the current database time to rueckgabe and rueckgabe to rueckGrund. Reassignment uses neu-ausleihe as the reason.
Recommended database constraints and indexes should be defined outside this repository until migrations are added:
- foreign keys from loan rows to
kindand the authoritative book table, if one exists; - indexes covering open-loan lookups by
idBuchandidKind; - a rule preventing more than one open loan for the same book.
HTTP API
FastAPI also exposes its generated OpenAPI UI at /docs and the schema at /openapi.json.
GET /
Renders index.html with page_title from PAGE_TITLE.
GET /groups
Returns active groups ordered by idGruppe.
Example response:
[
{"Gruppe": "Example group", "idGruppe": 1}
]
GET /students/{idGruppe}
Returns students in the current school year, ordered by full name. idGruppe may be a group ID, a group name, or the literal all. The all form de-duplicates students.
[
{"Kind": "Example Student", "idKind": 42}
]
GET /borrowed/{idKind}
Returns the selected student's open loans.
[
{"idBuch": 123, "ausleihe": "2026-09-04T09:30:00"}
]
GET /return/{idBuch}?grund=rueckgabe
Finds every open loan for the book and closes it. The optional grund query parameter is stored in rueckGrund.
Success:
{
"success": true,
"message": "Buch zurΓΌckgegeben von: Example Student",
"student_names": ["Example Student"]
}
If no open loan is found, the endpoint returns HTTP 200 with success: false.
GET /borrow/{idBuch}/{idKind}
Attempts to close any open loan for the book using reason neu-ausleihe, then inserts a new open loan with the current database time. Domain failures are encoded as HTTP 200 responses with success: false.
Local development
Prerequisites
- Python 3.12 (the container currently uses 3.12.7)
- network access to a compatible MySQL server
- a database user with
SELECT,INSERT, andUPDATEaccess to the required tables
Setup
From the repository root:
python3.12 -m venv .venv
source .venv/bin/activate
python -m pip install --upgrade pip
python -m pip install -r requirements.txt
Set the required environment variables. Never commit real credentials:
export MURMEL_DB_HOST='db.example.internal'
export MURMEL_DB_USER='murmel_app'
export MURMEL_DB_PASSWORD='replace-me'
export AUSLEIHE_TABLE='ausleihe_test'
export PAGE_TITLE='Murmel Bibliothek β lokal'
Run the same server command used by the Space:
uvicorn app:app --host 127.0.0.1 --port 7860 --reload
Then open http://127.0.0.1:7860/. Run Uvicorn from the repository root because the Jinja template directory is configured as ..
For isolated development, point AUSLEIHE_TABLE at a non-production loan table. Group, student, and school-year data still come from the shared tables unless a separate database is used.
Container and Space deployment
The Dockerfile:
- copies the repository into the image root;
- sets
/as the working directory; - installs
requirements.txt; - starts
uvicorn app:app --host 0.0.0.0 --port 7860.
Pushing a commit to the Space's main branch triggers a rebuild. Before deploying, confirm that the three database secrets and any optional variables are present in the Space settings. Watch the build and runtime logs until the Space reports Running, then perform read-only smoke checks first (/, /groups, and /docs). Use designated test records for write-path checks.
Testing
The repository currently has no automated tests. A useful initial suite should cover:
- groups and student filtering, including
all; - no open loan, one open loan, and malformed identifiers;
- successful return and repeated return;
- borrowing an available book;
- reassigning an already borrowed book;
- rollback behavior when the second half of reassignment fails;
- database retry exhaustion;
- browser behavior when fetch requests fail.
For route tests, override the query layer or dependency-inject a repository rather than connecting to production. For database integration tests, use a disposable MySQL schema and a dedicated loan table.
Known limitations and risks
State changes use GET
/borrow/... and /return/... mutate data through GET requests. Crawlers, link previews, browser prefetching, and replay can therefore cause unintended changes. Replace them with POST endpoints and include request bodies validated by Pydantic models.
Reassignment is not atomic
Borrowing an already-loaned book performs a committed return and a separate committed insert. If the insert fails, the old loan remains closed without a new loan. Both changes should run in one database transaction.
Current reassignment bug
After closing a previous loan, rueckgabe() returns student_names, but ausleihe() treats the first name as a numeric student ID and queries kind.idKind with it. That lookup normally returns no row and raises an exception. Because the return was already committed, attempting to reassign an already-loaned book can close the previous loan and fail to create the new one. Return the previous borrower's ID explicitly or use the already-available name, and add a transaction and regression test.
Errors are inconsistently represented
Some operational failures raise HTTP 500; domain and borrow failures often return HTTP 200 with success: false. Standardize status codes and error schemas, and have the frontend check response.ok plus network errors.
No application-level authentication or authorization
The code contains no access control. Anyone who can reach the running app can call its read and write endpoints. Restrict Space access or add authentication and role checks before exposing it beyond its intended audience.
Personal data exposure
The API returns student names and loan history. Logs and test fixtures must not contain real student data. Apply the least-privilege principle to database credentials and access to the Space.
Input and integrity checks are minimal
Path parameters are untyped strings, book and student existence is not checked explicitly, and duplicate open loans are not guarded in application code. Add typed positive integer parameters, foreign keys, a uniqueness strategy, and clear 4xx responses.
Dependency footprint
requirements.txt contains many packages unrelated to this small service. This increases build time and vulnerability surface. Rebuild the file from the packages actually imported by the app, pin transitive dependencies with a lock/compile workflow, and update regularly.
Maintenance checklist
Before merging a change:
- run route and database tests against non-production data;
- verify that no credentials or personal data are in the diff;
- check both loan and return flows, including failure paths;
- confirm the container still starts on port
7860; - update this documentation when the API, schema, UI, or configuration changes.
After deployment:
- confirm the Space reaches Running;
- check runtime logs for database or template errors;
- perform a read-only smoke test;
- use designated test records for any mutation test and restore them afterward.