CCIP characters + crop/region pipeline + desktop GPU agent (#114) #144

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bvandeusen merged 14 commits from dev into main 2026-06-29 14:18:57 -04:00
4 changed files with 326 additions and 0 deletions
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+2
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@@ -25,6 +25,7 @@ def all_blueprints() -> list[Blueprint]:
from .downloads import downloads_bp
from .extension import extension_bp
from .gallery import gallery_bp
from .gpu import gpu_bp
from .heads import heads_bp
from .import_admin import import_admin_bp
from .ml_admin import ml_admin_bp
@@ -60,6 +61,7 @@ def all_blueprints() -> list[Blueprint]:
aliases_bp,
tag_eval_bp,
heads_bp,
gpu_bp,
ml_admin_bp,
thumbnails_bp,
sources_bp,
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@@ -0,0 +1,198 @@
"""GPU-job API (#114): the HTTP surface the desktop agent pulls work from.
The agent stays HTTP-only — it leases jobs, fetches image pixels via the normal
FC image URLs, and submits embeddings/regions back, all over this API. Redis and
Postgres are never exposed. The agent endpoints are gated by a bearer token
(Authorization: Bearer <token>) stored in AppSetting; the admin endpoints
(token / backfill / status) ride the browser session like the rest of FC's
homelab admin.
"""
import secrets
from quart import Blueprint, jsonify, request
from sqlalchemy import func, select
from sqlalchemy.dialects.postgresql import insert as pg_insert
from ..extensions import get_session
from ..models import AppSetting, GpuJob, ImageRecord, MLSettings
from ..services.gallery_service import image_url
from ..services.ml.gpu_jobs import GpuJobService
from ..services.ml.regions import RegionService
gpu_bp = Blueprint("gpu", __name__, url_prefix="/api/gpu")
_TOKEN_KEY = "gpu_agent_token"
def _bearer() -> str | None:
h = request.headers.get("Authorization", "")
return h[7:].strip() if h.startswith("Bearer ") else None
async def _agent_authed(session) -> bool:
supplied = _bearer()
if not supplied:
return False
stored = (
await session.execute(
select(AppSetting.value).where(AppSetting.key == _TOKEN_KEY)
)
).scalar_one_or_none()
return stored is not None and secrets.compare_digest(supplied, stored)
# --- Admin (browser): token + backfill + status -------------------------
@gpu_bp.route("/token", methods=["GET"])
async def get_token():
async with get_session() as session:
tok = (
await session.execute(
select(AppSetting.value).where(AppSetting.key == _TOKEN_KEY)
)
).scalar_one_or_none()
return jsonify({"token": tok, "configured": tok is not None})
@gpu_bp.route("/token/rotate", methods=["POST"])
async def rotate_token():
token = secrets.token_urlsafe(32)
async with get_session() as session:
await session.execute(
pg_insert(AppSetting)
.values(key=_TOKEN_KEY, value=token)
.on_conflict_do_update(index_elements=["key"], set_={"value": token})
)
await session.commit()
return jsonify({"token": token})
@gpu_bp.route("/status", methods=["GET"])
async def status():
async with get_session() as session:
rows = (
await session.execute(
select(GpuJob.status, func.count()).group_by(GpuJob.status)
)
).all()
counts = {s: c for s, c in rows}
return jsonify({
"pending": counts.get("pending", 0),
"leased": counts.get("leased", 0),
"done": counts.get("done", 0),
"error": counts.get("error", 0),
})
@gpu_bp.route("/backfill", methods=["POST"])
async def backfill():
"""Enqueue a job for every image that doesn't already have one for `task`."""
body = await request.get_json(silent=True) or {}
task = str(body.get("task") or "ccip")
from ..tasks.ml import enqueue_gpu_backfill
r = enqueue_gpu_backfill.delay(task)
return jsonify({"celery_task_id": r.id, "task": task}), 202
# --- Agent (bearer token): lease / submit / heartbeat / fail ------------
@gpu_bp.route("/jobs/lease", methods=["POST"])
async def lease():
body = await request.get_json(silent=True) or {}
agent_id = str(body.get("agent_id") or "agent")
try:
batch = min(max(int(body.get("batch_size", 8)), 1), 64)
except (TypeError, ValueError):
batch = 8
async with get_session() as session:
if not await _agent_authed(session):
return jsonify({"error": "unauthorized"}), 401
jobs = await GpuJobService(session).lease(agent_id, batch_size=batch)
ml = (
await session.execute(select(MLSettings).where(MLSettings.id == 1))
).scalar_one()
# image rows for url/mime in one shot
ids = [j.image_record_id for j in jobs]
imgs = {
i.id: i for i in (
await session.execute(
select(ImageRecord).where(ImageRecord.id.in_(ids))
)
).scalars()
} if ids else {}
await session.commit()
out = []
for j in jobs:
img = imgs.get(j.image_record_id)
if img is None:
continue
out.append({
"job_id": j.id,
"image_id": j.image_record_id,
"task": j.task,
"mime": img.mime,
"image_url": image_url(img.path),
# For video/animated: the agent samples at this cadence.
"frame_interval_seconds": ml.video_frame_interval_seconds,
"max_frames": ml.video_max_frames,
})
return jsonify({"jobs": out})
@gpu_bp.route("/jobs/heartbeat", methods=["POST"])
async def heartbeat():
body = await request.get_json(silent=True) or {}
agent_id = str(body.get("agent_id") or "agent")
job_ids = [int(x) for x in (body.get("job_ids") or [])]
async with get_session() as session:
if not await _agent_authed(session):
return jsonify({"error": "unauthorized"}), 401
n = await GpuJobService(session).heartbeat(agent_id, job_ids)
await session.commit()
return jsonify({"extended": n})
@gpu_bp.route("/jobs/submit", methods=["POST"])
async def submit():
"""Store a job's regions + close it. regions: [{kind, bbox:[x,y,w,h],
frame_time?, score?, *_version?, ccip_embedding?, siglip_embedding?}].
replace_kinds defaults to the kinds present in the submitted regions."""
body = await request.get_json(silent=True) or {}
agent_id = str(body.get("agent_id") or "agent")
job_id = body.get("job_id")
regions = body.get("regions") or []
if job_id is None:
return jsonify({"error": "job_id required"}), 400
kinds = body.get("replace_kinds") or sorted({r["kind"] for r in regions})
async with get_session() as session:
if not await _agent_authed(session):
return jsonify({"error": "unauthorized"}), 401
job = await session.get(GpuJob, int(job_id))
if job is None or job.status != "leased" or job.lease_token != agent_id:
return jsonify({"error": "lease_invalid"}), 409
if kinds:
await RegionService(session).replace_regions(
job.image_record_id, kinds, regions
)
await GpuJobService(session).complete(agent_id, int(job_id))
await session.commit()
return jsonify({"ok": True, "stored": len(regions)})
@gpu_bp.route("/jobs/fail", methods=["POST"])
async def fail():
body = await request.get_json(silent=True) or {}
agent_id = str(body.get("agent_id") or "agent")
job_id = body.get("job_id")
if job_id is None:
return jsonify({"error": "job_id required"}), 400
async with get_session() as session:
if not await _agent_authed(session):
return jsonify({"error": "unauthorized"}), 401
ok = await GpuJobService(session).fail(
agent_id, int(job_id), str(body.get("error") or "")
)
await session.commit()
return jsonify({"ok": ok})
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@@ -738,3 +738,31 @@ def scheduled_apply_head_tags() -> str:
run_id = run.id
apply_head_tags.delay(run_id)
return "dispatched"
@celery.task(name="backend.app.tasks.ml.enqueue_gpu_backfill")
def enqueue_gpu_backfill(task_name: str) -> int:
"""Enqueue a gpu_job for every image that doesn't already have one for
`task_name` (one INSERT…SELECT, so it scales to a full library). The desktop
agent drains the queue over HTTP. Returns the number enqueued."""
from sqlalchemy import exists, insert, literal, select as sa_select
from ..models import GpuJob, ImageRecord
SessionLocal = _sync_session_factory()
with SessionLocal() as session:
already = exists().where(
GpuJob.image_record_id == ImageRecord.id,
GpuJob.task == task_name,
GpuJob.status.in_(["pending", "leased", "done"]),
)
sel = sa_select(
ImageRecord.id, literal(task_name), literal("pending")
).where(~already)
result = session.execute(
insert(GpuJob).from_select(
["image_record_id", "task", "status"], sel
)
)
session.commit()
return result.rowcount or 0
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@@ -0,0 +1,98 @@
"""GPU-job HTTP API (#114): bearer auth + lease/submit round-trip + backfill."""
import pytest
from backend.app.models import ImageRecord
from backend.app.services.ml.gpu_jobs import GpuJobService
from backend.app.services.ml.regions import RegionService
pytestmark = pytest.mark.integration
async def _img(db, sha) -> ImageRecord:
img = ImageRecord(
path=f"/images/{sha}.jpg", sha256=sha, size_bytes=1, mime="image/jpeg",
width=1, height=1, origin="imported_filesystem", integrity_status="unknown",
)
db.add(img)
await db.flush()
return img
@pytest.mark.asyncio
async def test_agent_endpoints_require_bearer(client, db):
resp = await client.post("/api/gpu/jobs/lease", json={"agent_id": "a1"})
assert resp.status_code == 401
# A wrong token is also rejected.
await (await client.post("/api/gpu/token/rotate")).get_json()
bad = await client.post(
"/api/gpu/jobs/lease", json={"agent_id": "a1"},
headers={"Authorization": "Bearer nope"},
)
assert bad.status_code == 401
@pytest.mark.asyncio
async def test_lease_submit_round_trip(client, db):
img = await _img(db, "a" * 64)
await GpuJobService(db).enqueue(img.id, "ccip")
await db.commit()
token = (await (await client.post("/api/gpu/token/rotate")).get_json())["token"]
hdr = {"Authorization": f"Bearer {token}"}
leased = await client.post(
"/api/gpu/jobs/lease", json={"agent_id": "a1", "batch_size": 5}, headers=hdr,
)
assert leased.status_code == 200
jobs = (await leased.get_json())["jobs"]
assert len(jobs) == 1
j = jobs[0]
assert j["image_id"] == img.id and j["task"] == "ccip"
assert j["image_url"].startswith("/images/")
submitted = await client.post("/api/gpu/jobs/submit", json={
"agent_id": "a1", "job_id": j["job_id"],
"regions": [{
"kind": "figure", "bbox": [0.1, 0.1, 0.4, 0.4],
"ccip_embedding": [0.1] * 768, "embedding_version": "ccip-test",
}],
}, headers=hdr)
assert submitted.status_code == 200
assert (await submitted.get_json())["stored"] == 1
# Job closed (read on the app's own connection via the status endpoint).
st = await (await client.get("/api/gpu/status")).get_json()
assert st["done"] == 1 and st["pending"] == 0 and st["leased"] == 0
# Region persisted with its CCIP vector.
regs = await RegionService(db).get_regions(img.id, kinds=["figure"])
assert len(regs) == 1 and len(list(regs[0].ccip_embedding)) == 768
@pytest.mark.asyncio
async def test_submit_with_stale_lease_is_409(client, db):
img = await _img(db, "b" * 64)
await GpuJobService(db).enqueue(img.id, "ccip")
await db.commit()
token = (await (await client.post("/api/gpu/token/rotate")).get_json())["token"]
hdr = {"Authorization": f"Bearer {token}"}
j = (await (await client.post(
"/api/gpu/jobs/lease", json={"agent_id": "a1"}, headers=hdr,
)).get_json())["jobs"][0]
# A different agent can't submit someone else's lease.
resp = await client.post("/api/gpu/jobs/submit", json={
"agent_id": "other", "job_id": j["job_id"], "regions": [],
}, headers=hdr)
assert resp.status_code == 409
@pytest.mark.asyncio
async def test_backfill_enqueues_then_is_idempotent(db):
await _img(db, "c" * 64)
await _img(db, "d" * 64)
await db.commit()
from backend.app.tasks.ml import enqueue_gpu_backfill
n = enqueue_gpu_backfill("ccip") # sync task, own session
assert n >= 2
assert enqueue_gpu_backfill("ccip") == 0 # all already pending