File size: 10,908 Bytes
3d20eb8 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 | """FastAPI viewer for Harbor train + eval runs. The data lives in a bucket; this only renders it.
ONE READ PATH, TWO DEPLOYMENTS. A Hugging Face bucket mounted into a Space appears as an ordinary
filesystem path inside the container (`Volume(type="bucket", source=..., mount_path="/data")`), so the
Space and a laptop run the *same* code against the same layout β `DATA_DIR` is just `/data` in one case
and `./data` in the other. The alternative, branching between a local reader and an `HfFileSystem`
reader, means two code paths where only one is ever exercised by whoever is debugging.
`DATA_BUCKET` exists for the case the mount cannot cover: reading a remote bucket from a laptop without
mounting it. It goes through `HfFileSystem`, which speaks `hf://buckets/<ns>/<name>/<path>`. When both
are set the local directory wins, because a mount is always fresher and cheaper than the network.
DATA_DIR = ./data # a local dir, or a mounted bucket at /data
DATA_BUCKET = (unset) # e.g. AdithyaSK/harbor-runs β remote fallback
REFRESH_TTL = 30 # seconds a listing is trusted before rescanning
WHY A REFRESH BUTTON AND NOT A WATCHER. A run in progress appends to `metrics.jsonl` and drops new files
into `traces/`; a mounted bucket reflects that without the app doing anything. But listings are cached
so that a page load does not restat thousands of files, so the UI needs a way to say "look again now" β
`POST /api/refresh` drops every cache. Nothing is precomputed, so refresh is the only invalidation
needed.
HIERARCHY: project -> dataset -> task (row) -> cell (model x harness) -> attempts (pass@k) -> trace.
Cells are keyed "<model>|<harness>" so the viewer can pivot which axis is the column without refetching;
that is a view choice, and storing it per-axis would force a rewrite to flip the table.
Endpoints:
GET / β the viewer
GET /api/projects β tree: projects, their datasets and runs
GET /api/projects/{pid}/datasets/{did} β the table (tasks + cells + aggregates)
GET /api/projects/{pid}/datasets/{did}/trace?path= β one attempt
GET /api/projects/{pid}/runs/{rid} β a training run's run.json
GET /api/projects/{pid}/runs/{rid}/train β its metrics.jsonl, parsed
POST /api/refresh β drop caches; returns what it now sees
GET /healthz β {ok, source, n_projects, ...}
"""
from __future__ import annotations
import json
import os
import time
from pathlib import PurePosixPath
from typing import Any
from fastapi import FastAPI, HTTPException, Query
from fastapi.responses import HTMLResponse, JSONResponse
HERE = os.path.dirname(os.path.abspath(__file__))
SITE = os.path.join(HERE, "site")
DATA_DIR = os.getenv("DATA_DIR", os.path.join(HERE, "data"))
DATA_BUCKET = os.getenv("DATA_BUCKET", "")
REFRESH_TTL = float(os.getenv("REFRESH_TTL", "30"))
app = FastAPI(title="Harbor run viewer", docs_url="/docs")
_cache: dict[str, Any] = {}
_cache_at: dict[str, float] = {}
# --- storage: a local tree, or a bucket over fsspec -------------------------------------------------
class _Local:
kind = "local"
def __init__(self, root: str) -> None:
self.root = root
def describe(self) -> str:
return f"local:{self.root}"
def exists(self, rel: str) -> bool:
return os.path.exists(os.path.join(self.root, rel))
def listdir(self, rel: str) -> list[str]:
p = os.path.join(self.root, rel)
return sorted(os.listdir(p)) if os.path.isdir(p) else []
def read_text(self, rel: str) -> str:
with open(os.path.join(self.root, rel), encoding="utf-8") as f:
return f.read()
def mtime(self, rel: str) -> float:
try:
return os.path.getmtime(os.path.join(self.root, rel))
except OSError:
return 0.0
class _Bucket:
"""`hf://buckets/<ns>/<name>/<path>` over HfFileSystem. Used only when nothing is mounted."""
kind = "bucket"
def __init__(self, bucket: str) -> None:
from huggingface_hub import HfFileSystem
self.bucket = bucket
self.fs = HfFileSystem()
def _p(self, rel: str) -> str:
return f"buckets/{self.bucket}/{rel}".rstrip("/")
def describe(self) -> str:
return f"hf://buckets/{self.bucket}"
def exists(self, rel: str) -> bool:
return bool(self.fs.exists(self._p(rel)))
def listdir(self, rel: str) -> list[str]:
try:
return sorted(PurePosixPath(p).name for p in self.fs.ls(self._p(rel), detail=False))
except FileNotFoundError:
return []
def read_text(self, rel: str) -> str:
with self.fs.open(self._p(rel), "r") as f:
return f.read()
def mtime(self, rel: str) -> float:
return 0.0 # not exposed uniformly; the refresh button is the invalidation story
def store():
"""Prefer a real directory: a mounted bucket is fresher and cheaper than the network."""
if os.path.isdir(DATA_DIR):
return _Local(DATA_DIR)
if DATA_BUCKET:
return _Bucket(DATA_BUCKET)
return _Local(DATA_DIR) # missing; every read 404s with a path in the message
def _cached(key: str, produce):
now = time.time()
if key in _cache and now - _cache_at.get(key, 0.0) < REFRESH_TTL:
return _cache[key]
value = produce()
_cache[key] = value
_cache_at[key] = now
return value
def _safe_rel(*parts: str) -> str:
"""Join a relative path and refuse to escape the data directory.
Trace paths come straight from summary.json, which this app did not write, so a `../` in one of them
must not read outside DATA_DIR.
"""
for part in parts:
if not part or part.startswith("/") or ".." in PurePosixPath(part).parts:
raise HTTPException(400, f"unsafe path component: {part!r}")
return str(PurePosixPath(*parts))
def _read_json(st, rel: str) -> Any:
if not st.exists(rel):
raise HTTPException(404, f"missing: {st.describe()}/{rel}")
try:
return json.loads(st.read_text(rel))
except json.JSONDecodeError as exc:
raise HTTPException(500, f"{rel} is not valid JSON: {exc}") from exc
def _list_projects() -> list[dict]:
"""A directory with project.json is a project. Datasets and runs are listed alongside it so the
sidebar can render the whole tree from one request instead of N+1."""
st = store()
out = []
for pid in st.listdir("projects"):
rel = f"projects/{pid}/project.json"
if not st.exists(rel):
continue
try:
meta = json.loads(st.read_text(rel))
except Exception: # noqa: BLE001 - one malformed project must not hide the others
meta = {"project_id": pid, "error": "project.json is unreadable"}
meta.setdefault("project_id", pid)
meta["datasets"] = [
d for d in st.listdir(f"projects/{pid}/datasets")
if st.exists(f"projects/{pid}/datasets/{d}/summary.json")
]
meta["runs"] = [
r for r in st.listdir(f"projects/{pid}/runs")
if st.exists(f"projects/{pid}/runs/{r}/run.json")
]
out.append(meta)
out.sort(key=lambda p: p.get("label") or p["project_id"])
return out
@app.get("/", response_class=HTMLResponse)
def index() -> HTMLResponse:
p = os.path.join(SITE, "viewer.html")
if not os.path.exists(p):
raise HTTPException(503, "site/viewer.html is missing")
with open(p, encoding="utf-8") as f:
return HTMLResponse(f.read())
@app.get("/api/projects")
def projects() -> JSONResponse:
return JSONResponse(_cached("projects", _list_projects))
@app.get("/api/projects/{pid}/datasets/{did}")
def dataset(pid: str, did: str) -> JSONResponse:
"""The table: tasks as rows, cells keyed '<model>|<harness>'. The viewer pivots which axis is the
column, so this is returned once and re-rendered client-side rather than fetched per view."""
rel = _safe_rel("projects", pid, "datasets", did, "summary.json")
return JSONResponse(_cached(f"ds:{pid}/{did}", lambda: _read_json(store(), rel)))
@app.get("/api/projects/{pid}/datasets/{did}/trace")
def trace(pid: str, did: str, path: str = Query(..., description="path relative to the dataset dir")) -> JSONResponse:
"""One attempt. `path` comes from summary.json, which this app did not write, so it is validated
against escaping the data directory before being opened."""
rel = _safe_rel("projects", pid, "datasets", did, *PurePosixPath(path).parts)
return JSONResponse(_read_json(store(), rel))
@app.get("/api/projects/{pid}/runs/{rid}")
def run(pid: str, rid: str) -> JSONResponse:
return JSONResponse(
_cached(f"run:{pid}/{rid}", lambda: _read_json(store(), _safe_rel("projects", pid, "runs", rid, "run.json")))
)
@app.get("/api/projects/{pid}/runs/{rid}/train")
def run_train(pid: str, rid: str) -> JSONResponse:
"""metrics.jsonl -> list. A malformed final line is skipped rather than fatal: a run being appended
to right now can have a half-written line, and refusing the file would make live runs unviewable."""
def produce():
st = store()
rel = _safe_rel("projects", pid, "runs", rid, "train", "metrics.jsonl")
if not st.exists(rel):
raise HTTPException(404, f"missing: {st.describe()}/{rel}")
rows, skipped = [], 0
for line in st.read_text(rel).splitlines():
line = line.strip()
if not line:
continue
try:
rows.append(json.loads(line))
except json.JSONDecodeError:
skipped += 1
return {"steps": rows, "skipped_lines": skipped}
return JSONResponse(_cached(f"train:{pid}/{rid}", produce))
@app.post("/api/refresh")
def refresh() -> JSONResponse:
"""Drop every cache and rescan. A mounted bucket already reflects new writes; this is what makes
the UI notice them without a restart."""
_cache.clear()
_cache_at.clear()
listing = _list_projects()
return JSONResponse({
"refreshed": True,
"source": store().describe(),
"projects": len(listing),
"datasets": sum(len(p.get("datasets", [])) for p in listing),
"runs": sum(len(p.get("runs", [])) for p in listing),
})
@app.get("/healthz")
def healthz() -> dict:
st = store()
return {
"ok": os.path.exists(os.path.join(SITE, "viewer.html")),
"source": st.describe(),
"source_kind": st.kind,
"data_dir_exists": os.path.isdir(DATA_DIR),
"bucket_fallback": DATA_BUCKET or None,
"n_projects": len(_list_projects()),
"refresh_ttl_s": REFRESH_TTL,
}
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