pyvark 0.1.0

Python REST client for the Anthive single-cell RNA-seq browser (sibling of the Go `vark` CLI)

pyvark

Python client for the Anthive single-cell RNA-seq REST API. Sibling of the Go vark CLI — same backend, two front ends.

API surface verified against anthive REST API 2.7.2 (2026-06-20).

Why the dual name?

The Go CLI ships as a binary called vark. To avoid clobbering it on the user's $PATH and to keep the PyPI / Codeberg slug obvious, the distribution name is pyvark but the importable name is vark.

pip install pyvark                                    # distribution
python -c "from vark import AnthiveClient; print('ok')"   # usage

(Both CLI and library live next to each other in the same Anthive setup with no shell collision: vark = the Go binary, vark = the Python import.)

Install

From Codeberg (no PyPI publish yet):

pip install git+ssh://[e-mail]/mfiers/pyvark.git

Editable from a local checkout:

git clone ssh://[e-mail]/mfiers/pyvark.git
cd pyvark
pip install -e .
# with pandas for `format='dataframe'` support:
pip install -e ".[pandas]"

Pyodide / JupyterLite:

import micropip
await micropip.install("pyvark")
from vark import AnthiveClient
client = AnthiveClient()   # auto-detects {origin}/api/ in the browser

Minimal example

from vark import AnthiveClient

client = AnthiveClient(
    "https://my.anthive.example/api",
    auth=("user", "password"),
)

# What's on this server?
print(client.get_version()["version"])
databases = client.get_databases()
print(f"{len(databases)} datasets available")

# Pick a dataset and show its metadata fields
info = client.get_database_info(databases[0]["id"])
print(info["title"], info["n_cells"], "cells")

# Render a UMAP scatter server-side and write the PNG
plot = client.get_plot(
    info["id"], "scatter",
    color="cell_type",
    palette_categorical="tab20",
    width=6, height=5, dpi=150,
)
open("umap.png", "wb").write(plot["bytes"])

# The X-Plot-Caption header carries anthive's prose figure legend —
# this is the ONLY place the multi-sentence caption exists.
print(plot["caption"])

API coverage (highlights)

• get_root, get_health, get_metrics, get_version, get_changelog — version + latency telemetry (/health exposes mean_response_ms / p50_response_ms / n_samples).
• get_databases, get_database_info, get_group(group_id) — catalog + per-collection landing-page data (API 2.5+).
• get_plot(db_id, geom, ...) — every server-side geom: scatter, hexbin, kde2d, violin, box, bar, histogram, ecdf, kde, heatmap, rolling, volcano, ma, forest, de_heatmap. Captures the X-Plot-Caption response header (the multi-sentence figure legend — API 2.7.2+). Supports color_scale=auto|sequential| divergent, plot clamps (log2fc_clip, neglog10p_clip, logmean_clip), bar group_by, hexbin auto-clip (vmin_quantile / vmax_quantile), per-axis transforms (transform_x / transform_y, asinh_scale), KDE knobs (kde_n, kde_bw, n_levels, iso_overlay, point_overlay), marginals / regline overlays. Data export via format="csv" / "tsv" returns the dataframe the plot was built from (API 2.6+).
• list_de_studies, get_de_study, list_de_contrasts, get_de_rows, get_de_by_gene — DE data flow (API 2.3+).
• analytics_schema, analytics_query, analytics_viz — SELECT-only SQL sandbox + Parquet-backed visualisation.
• module_score, list_module_scores — on-the-fly and pre-computed module scores.
• list_genesets, get_geneset, rescan_genesets.
• pick_fastest(base_urls, ...) — server-selection helper that consumes /health latency telemetry.

Tests

# Offline (no server needed):
uv run --with pytest --with requests python -m pytest tests/test_offline.py -v

# Live smoke (round-trip):
ANTHIVE_TEST_URL=https://my.anthive/api \
ANTHIVE_TEST_USER=user ANTHIVE_TEST_PASSWORD=pass \
uv run --with pytest --with requests --with pandas \
    python -m pytest tests/test_smoke.py -v

Versioning

pyvark starts at 0.1.0 as a clean break from the legacy antclient 1.x history that previously lived under anthive4/antclient/. The Anthive REST API uses its own semver (X.Y.Z) — see client.AnthiveClient.API_TARGET for the version this release was last verified against.

License

MIT — see LICENSE.