File size: 22,567 Bytes
f60a6c1 |
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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 |
from time import time
from logging import getLogger
from json import dumps, loads
import asyncio
import os
from pathlib import Path
import aiohttp
import hashlib
from urllib.parse import urljoin, urlparse
from aiobotocore.session import get_session
from botocore.config import Config as BotoConfig
from scorevision.utils.data_models import SVChallenge, SVRunOutput, SVEvaluation
from scorevision.utils.settings import get_settings
from scorevision.utils.signing import _sign_batch
from async_substrate_interface.errors import SubstrateRequestException
from scorevision.utils.bittensor_helpers import get_subtensor, reset_subtensor
from scorevision.utils.prometheus import (
VALIDATOR_DATASET_LINES_TOTAL,
VALIDATOR_DATASET_FETCH_ERRORS_TOTAL,
)
logger = getLogger(__name__)
async def _safe_get_current_block(st, rid: str, retries: int = 1):
attempt = 0
while True:
try:
block = await asyncio.wait_for(st.get_current_block(), timeout=5.0)
return int(block), st
except (
asyncio.TimeoutError,
SubstrateRequestException,
ConnectionError,
KeyError,
) as e:
attempt += 1
logger.warning(
"[emit:%s] get_current_block failed (%s); resetting subtensor", rid, e
)
reset_subtensor()
if attempt > retries:
raise
st = await get_subtensor()
def _loads(b):
return loads(b.decode() if isinstance(b, (bytes, bytearray)) else b)
def _dumps(o) -> bytes:
return dumps(o, separators=(",", ":")).encode()
settings = get_settings()
CACHE_DIR = settings.SCOREVISION_CACHE_DIR
CACHE_DIR.mkdir(parents=True, exist_ok=True)
import nacl.signing, nacl.encoding
from substrateinterface import Keypair
import hashlib
import uuid
def _verify_signature(hk_ss58: str, payload: str, sig_hex: str) -> bool:
try:
if not hk_ss58 or not sig_hex:
return False
sig_hex = sig_hex[2:] if sig_hex.startswith("0x") else sig_hex
kp = Keypair(ss58_address=hk_ss58)
return kp.verify(payload.encode("utf-8"), bytes.fromhex(sig_hex))
except Exception:
return False
def _results_prefix(ns: str | None = None) -> str:
""" """
ns = (ns or os.getenv("SCOREVISION_RESULTS_PREFIX") or "results").strip().strip("/")
return f"scorevision/{ns}/"
async def _index_list() -> list[str]:
""" """
settings = get_settings()
index_key = "scorevision/index.json"
async with get_s3_client() as c:
try:
r = await c.get_object(Bucket=settings.R2_BUCKET, Key=index_key)
body = await r["Body"].read()
return loads(body)
except c.exceptions.NoSuchKey:
return []
async def _put_json_object(key: str, obj) -> None:
s = get_settings()
data = dumps(obj, separators=(",", ":")).encode()
async with get_s3_client() as c:
await c.put_object(
Bucket=s.R2_BUCKET, Key=key, Body=data, ContentType="application/json"
)
if "/evaluation/" in key:
await _index_add_if_new(key)
async def _cache_shard(key: str, sem: asyncio.Semaphore) -> Path:
""" """
settings = get_settings()
out = CACHE_DIR / (Path(key).name + ".jsonl")
mod = out.with_suffix(".modified")
async with sem, get_s3_client() as c:
try:
head = await c.head_object(Bucket=settings.R2_BUCKET, Key=key)
lm = head["LastModified"].isoformat()
except c.exceptions.NoSuchKey:
VALIDATOR_DATASET_FETCH_ERRORS_TOTAL.labels(
stage="cache_head_missing"
).inc()
return out
if out.exists() and mod.exists() and mod.read_text().strip() == lm:
return out
obj = await c.get_object(Bucket=settings.R2_BUCKET, Key=key)
body = await obj["Body"].read()
arr = _loads(body)
tmp = out.with_suffix(".tmp")
with tmp.open("wb") as f:
for line in arr:
f.write(_dumps(line))
f.write(b"\n")
os.replace(tmp, out)
mod.write_text(lm)
return out
def build_public_index_url_from_public_base(public_base: str | None) -> str | None:
"""Turn a Public Development URL (e.g. https://pub-xxxx.r2.dev)
into the scorevision index URL (.../scorevision/index.json)."""
if not public_base:
return None
return public_base.rstrip("/") + "/scorevision/index.json"
def normalize_index_url(url: str | None) -> str | None:
"""Ensure a URL points to the index.json (accepts either a base or a full URL)."""
if not url:
return None
if url.strip().endswith(".json"):
return url.strip()
return url.rstrip("/") + "/scorevision/index.json"
def get_s3_client():
settings = get_settings()
if not (
settings.R2_ACCOUNT_ID.get_secret_value()
and settings.R2_WRITE_ACCESS_KEY_ID.get_secret_value()
and settings.R2_WRITE_SECRET_ACCESS_KEY.get_secret_value()
):
raise RuntimeError("R2 credentials not set")
sess = get_session()
return sess.create_client(
"s3",
endpoint_url=f"https://{settings.R2_ACCOUNT_ID.get_secret_value()}.r2.cloudflarestorage.com",
aws_access_key_id=settings.R2_WRITE_ACCESS_KEY_ID.get_secret_value(),
aws_secret_access_key=settings.R2_WRITE_SECRET_ACCESS_KEY.get_secret_value(),
config=BotoConfig(max_pool_connections=settings.R2_CONCURRENCY),
)
def _r2_enabled() -> bool:
settings = get_settings()
return bool(
settings.R2_ACCOUNT_ID.get_secret_value()
and settings.R2_WRITE_ACCESS_KEY_ID.get_secret_value()
and settings.R2_WRITE_SECRET_ACCESS_KEY.get_secret_value()
)
async def _index_add_if_new(key: str) -> None:
settings = get_settings()
local_index = settings.SCOREVISION_LOCAL_ROOT / "index.json"
index_key = "scorevision/index.json"
async with get_s3_client() as c:
try:
r = await c.get_object(Bucket=settings.R2_BUCKET, Key=index_key)
items = set(loads(await r["Body"].read()))
except c.exceptions.NoSuchKey:
items = set()
if key not in items:
items.add(key)
await c.put_object(
Bucket=settings.R2_BUCKET,
Key=index_key,
Body=dumps(sorted(items)),
ContentType="application/json",
)
async def sink_sv(block: int, lines: list[dict]) -> tuple[str, list[dict]]:
settings = get_settings()
settings.SCOREVISION_LOCAL_ROOT.mkdir(parents=True, exist_ok=True)
if not lines:
return "", []
payloads = [
dumps(l.get("payload") or {}, sort_keys=True, separators=(",", ":"))
for l in lines
]
hk, sigs = await _sign_batch(payloads)
signed = []
for base, sig in zip(lines, sigs):
rec = dict(base)
rec["signature"] = sig
rec["hotkey"] = hk
signed.append(rec)
key = f"{_results_prefix()}{block:09d}-{hk}.json"
async with get_s3_client() as c:
try:
r = await c.get_object(Bucket=settings.R2_BUCKET, Key=key)
old = loads(await r["Body"].read())
except c.exceptions.NoSuchKey:
old = []
merged = old + signed
await c.put_object(
Bucket=settings.R2_BUCKET,
Key=key,
Body=dumps(merged),
ContentType="application/json",
)
await _index_add_if_new(key)
return hk, signed
async def sink_sv_at(key: str, lines: list[dict]) -> tuple[str, list[dict]]:
""" """
if not lines:
return "", []
payloads = [
dumps(l.get("payload") or {}, sort_keys=True, separators=(",", ":"))
for l in lines
]
hk, sigs = await _sign_batch(payloads)
signed = []
for base, sig in zip(lines, sigs):
rec = dict(base)
rec["signature"] = sig
rec["hotkey"] = hk
signed.append(rec)
s = get_settings()
async with get_s3_client() as c:
await c.put_object(
Bucket=s.R2_BUCKET,
Key=key,
Body=dumps(signed, separators=(",", ":")),
ContentType="application/json",
)
await _index_add_if_new(key)
return hk, signed
async def emit_shard(
slug: str,
challenge: SVChallenge,
miner_run: SVRunOutput,
evaluation: SVEvaluation,
miner_hotkey_ss58: str,
) -> None:
settings = get_settings()
rid = f"{challenge.challenge_id[:8]}:{miner_hotkey_ss58[-6:]}"
st = await get_subtensor()
current_block, st = await _safe_get_current_block(st, rid)
timeout_s = float(os.getenv("SV_R2_TIMEOUT_S", "60"))
ns = None
prefix = _results_prefix(ns)
eval_key = f"{prefix}{miner_hotkey_ss58}/evaluation/{current_block:09d}-{challenge.challenge_id}.json"
resp_key = f"{prefix}{miner_hotkey_ss58}/responses/{current_block:09d}-{challenge.challenge_id}.json"
video_url = None
try:
video_url = getattr(getattr(challenge, "payload", None), "url", None)
except Exception:
video_url = None
if getattr(miner_run, "predictions", None) is not None:
logger.info(f"[emit:{rid}] uploading responses blob to {resp_key}")
resp_blob = {
"video_url": video_url,
"predictions": miner_run.predictions,
}
try:
await asyncio.wait_for(
_put_json_object(resp_key, resp_blob), timeout=timeout_s
)
except asyncio.TimeoutError:
logger.error(
f"[emit:{rid}] storing responses blob timed out after {timeout_s}s"
)
raise
except Exception as e:
logger.error(f"[emit:{rid}] storing responses blob failed: {e}")
raise
else:
logger.info(f"[emit:{rid}] responses stored: {resp_key}")
meta_out = (challenge.meta or {}).copy()
meta_out["block"] = current_block
shard_payload = {
"env": "SVEnv",
"task_id": meta_out.get("task_id"),
"prompt": challenge.prompt,
"meta": meta_out,
"miner": {
"model": getattr(miner_run, "model", None),
"slug": slug,
"hotkey": miner_hotkey_ss58,
},
"run": {
"success": getattr(miner_run, "success", None),
"latency_ms": getattr(miner_run, "latency_ms", None),
"error": getattr(miner_run, "error", None),
"responses_key": resp_key,
},
"evaluation": {
"acc_breakdown": getattr(evaluation, "acc_breakdown", None),
"acc": getattr(evaluation, "acc", None),
"score": getattr(evaluation, "score", None),
},
"ts": time(),
"block": current_block,
"source": "api_v2_video",
}
shard_line = {"version": settings.SCOREVISION_VERSION, "payload": shard_payload}
try:
logger.info(f"[emit:{rid}] writing evaluation shard to {eval_key}")
hk, signed_lines = await asyncio.wait_for(
sink_sv_at(eval_key, [shard_line]), timeout=timeout_s
)
except asyncio.TimeoutError:
logger.error(f"[emit:{rid}] sink_sv_at timed out after {timeout_s}s")
raise
except Exception as e:
logger.error(f"[emit:{rid}] sink_sv_at failed: {e}")
raise
else:
logger.info(f"[emit:{rid}] evaluation shard emitted: {eval_key} (1 line)")
# --- logs run ---
logger.info("\n=== SV Runner (R2) ===")
logger.info(f"challenge_id: {challenge.challenge_id}")
if getattr(miner_run, "latency_ms", None) is not None:
logger.info(f"latency_ms : {miner_run.latency_ms:.1f} ms")
if getattr(evaluation, "acc", None) is not None:
logger.info(
f"acc : {evaluation.acc:.3f} breakdown={getattr(evaluation, 'acc_breakdown', None)}"
)
if getattr(evaluation, "score", None) is not None:
logger.info(f"score : {evaluation.score:.3f}\n")
async def dataset_sv(tail: int, *, max_concurrency: int = None):
"""
- read index
- filter shards where 'block' >= max_block - tail
- concurrent prefetch
- stream local JSONL and yield verified lines
"""
sem = asyncio.Semaphore(int(os.getenv("SCOREVISION_DATASET_PREFETCH", "8")))
index = await _index_list()
# extract bloc from filename
pairs: list[tuple[int, str]] = []
for k in index:
name = Path(k).name
try:
b = int(name.split("-", 1)[0])
pairs.append((b, k))
except Exception:
continue
if not pairs:
return
pairs.sort()
max_block = pairs[-1][0]
min_keep = max_block - int(tail)
keys = [k for (b, k) in pairs if b >= min_keep]
logger.info(
f"[dataset] max_block={max_block} tail={tail} -> keeping >= {min_keep} | keys_kept={len(keys)}"
)
# prefetch
tasks = [
asyncio.create_task(_cache_shard(k, sem))
for k in keys[: (max_concurrency or 8)]
]
next_i = len(tasks)
for i, key in enumerate(keys):
if i < len(tasks):
p = await tasks[i]
else:
p = await _cache_shard(key, sem)
if next_i < len(keys):
tasks.append(asyncio.create_task(_cache_shard(keys[next_i], sem)))
next_i += 1
# stream jsonl
if not p.exists():
continue
with p.open("rb") as f:
valid_lines = 0
for raw in f:
try:
line = _loads(raw.rstrip(b"\n"))
line["_key"] = key
payload_str = dumps(
line.get("payload") or {}, sort_keys=True, separators=(",", ":")
)
sig = line.get("signature", "")
hk = line.get("hotkey", "")
if hk and sig and _verify_signature(hk, payload_str, sig):
valid_lines += 1
VALIDATOR_DATASET_LINES_TOTAL.labels(
source="local", result="valid"
).inc()
yield line
else:
VALIDATOR_DATASET_LINES_TOTAL.labels(
source="local", result="invalid"
).inc()
except Exception:
VALIDATOR_DATASET_LINES_TOTAL.labels(
source="local", result="error"
).inc()
continue
# --- HTTP public helpers for cross-validator fetch --------------------------
async def _http_get_json(url: str, timeout_s: int = 20) -> any:
timeout = aiohttp.ClientTimeout(total=timeout_s)
async with aiohttp.ClientSession(timeout=timeout) as s:
async with s.get(url) as r:
if r.status != 200:
VALIDATOR_DATASET_FETCH_ERRORS_TOTAL.labels(
stage="http_get_non200"
).inc()
raise RuntimeError(f"GET {url} -> {r.status}")
return await r.json()
async def _http_head_meta(
url: str, timeout_s: int = 10
) -> tuple[str | None, str | None]:
""" """
timeout = aiohttp.ClientTimeout(total=timeout_s)
async with aiohttp.ClientSession(timeout=timeout) as s:
async with s.head(url) as r:
if r.status >= 400:
VALIDATOR_DATASET_FETCH_ERRORS_TOTAL.labels(
stage="http_head_non200"
).inc()
return None, None
return (r.headers.get("ETag"), r.headers.get("Last-Modified"))
def _cache_path_for_url(url: str) -> Path:
h = hashlib.sha256(url.encode()).hexdigest()[:16]
name = Path(urlparse(url).path).name
if not name:
name = "index.json"
return CACHE_DIR / f"{name}.{h}.jsonl"
async def _cache_remote_json_array(url: str, sem: asyncio.Semaphore) -> Path:
""" """
out = _cache_path_for_url(url)
mod = out.with_suffix(".modified")
async with sem:
etag, lm = await _http_head_meta(url)
tag = (etag or lm or "").strip()
if out.exists() and mod.exists() and mod.read_text().strip() == tag:
return out
arr = await _http_get_json(url)
tmp = out.with_suffix(".tmp")
with tmp.open("wb") as f:
for line in arr if isinstance(arr, list) else []:
f.write(_dumps(line))
f.write(b"\n")
os.replace(tmp, out)
if tag:
mod.write_text(tag)
return out
def _bucket_base(index_url: str) -> str:
u = urlparse(index_url)
return f"{u.scheme}://{u.netloc}/"
def _join_key_to_base(index_url: str, key_or_url: str) -> str:
if key_or_url.startswith("http://") or key_or_url.startswith("https://"):
return key_or_url
if key_or_url.startswith("scorevision/"):
return _bucket_base(index_url) + key_or_url
if key_or_url.startswith("/"):
return _bucket_base(index_url) + key_or_url.lstrip("/")
base = index_url.rsplit("/", 1)[0] + "/"
return urljoin(base, key_or_url)
async def _list_keys_from_remote_index(index_url: str) -> list[str]:
""" """
idx = await _http_get_json(index_url)
keys: list[str] = []
if isinstance(idx, list):
keys = [_join_key_to_base(index_url, k) for k in idx if isinstance(k, str)]
elif isinstance(idx, dict) and isinstance(idx.get("entries"), list):
for e in idx["entries"]:
p = e.get("path")
if isinstance(p, str):
keys.append(_join_key_to_base(index_url, p))
return keys
async def dataset_sv_multi(
tail: int, validator_indexes: dict[str, str], *, prefetch: int = 2
):
""" """
if not validator_indexes:
return
validator_indexes = {
hk: normalize_index_url(iurl) for hk, iurl in validator_indexes.items() if iurl
}
all_pairs: list[tuple[int, str, str]] = []
for idx_hk, idx_url in validator_indexes.items():
try:
keys = await _list_keys_from_remote_index(idx_url)
except Exception as e:
logger.warning(f"[dataset-multi] index fetch failed {idx_url}: {e}")
VALIDATOR_DATASET_FETCH_ERRORS_TOTAL.labels(stage="index_fetch").inc()
continue
for u in keys:
name = Path(u).name
b = None
try:
b = int(name.split("-", 1)[0])
except Exception:
pass
if b is not None:
all_pairs.append((b, u, idx_url))
if not all_pairs:
return
all_pairs.sort()
max_block = all_pairs[-1][0]
min_keep = max_block - int(tail)
kept = [(b, u, iurl) for (b, u, iurl) in all_pairs if b >= min_keep]
logger.info(
f"[dataset-multi] max_block={max_block} tail={tail} -> kept={len(kept)} shards"
)
prefetch = max(1, int(os.getenv("SCOREVISION_DATASET_PREFETCH", str(prefetch))))
sem = asyncio.Semaphore(prefetch)
tasks = []
for i, (_b, url, _iurl) in enumerate(kept[:prefetch]):
tasks.append(asyncio.create_task(_cache_remote_json_array(url, sem)))
next_i = len(tasks)
for i, (b, url, iurl) in enumerate(kept):
try:
if i < len(tasks):
p = await tasks[i]
else:
p = await _cache_remote_json_array(url, sem)
if next_i < len(kept):
tasks.append(
asyncio.create_task(_cache_remote_json_array(kept[next_i][1], sem))
)
next_i += 1
except Exception as e:
logger.warning(f"[dataset-multi] cache failed {url}: {e}")
VALIDATOR_DATASET_FETCH_ERRORS_TOTAL.labels(stage="cache_fetch").inc()
continue
if not p.exists():
continue
valid_lines = 0
with p.open("rb") as f:
for raw in f:
try:
line = _loads(raw.rstrip(b"\n"))
line["_src_index"] = iurl
payload_str = dumps(
line.get("payload") or {}, sort_keys=True, separators=(",", ":")
)
sig = line.get("signature", "")
hk = line.get("hotkey", "")
if hk and sig and _verify_signature(hk, payload_str, sig):
valid_lines += 1
VALIDATOR_DATASET_LINES_TOTAL.labels(
source="cross", result="valid"
).inc()
yield line
else:
VALIDATOR_DATASET_LINES_TOTAL.labels(
source="cross", result="invalid"
).inc()
except Exception:
VALIDATOR_DATASET_LINES_TOTAL.labels(
source="cross", result="error"
).inc()
continue
def prune_sv(tail: int):
blocks = []
for f in CACHE_DIR.glob("*.jsonl"):
name = f.name.split("-", 1)[0]
if name.isdigit():
blocks.append(int(name))
if not blocks:
return
maxb = max(blocks)
min_keep = maxb - int(tail)
for f in CACHE_DIR.glob("*.jsonl"):
name = f.name.split("-", 1)[0]
if name.isdigit() and int(name) < min_keep:
try:
f.unlink()
except:
pass
m = f.with_suffix(".modified")
if m.exists() and (not f.exists() or int(name) < min_keep):
try:
m.unlink()
except:
pass
def build_public_index_url() -> str | None:
""" """
s = get_settings()
if not (s.R2_ACCOUNT_ID.get_secret_value() and s.R2_BUCKET):
return None
base = f"https://{s.R2_ACCOUNT_ID.get_secret_value()}.r2.cloudflarestorage.com"
return f"{base}/{s.R2_BUCKET}/scorevision/index.json"
async def ensure_index_exists() -> None:
""" """
s = get_settings()
index_key = "scorevision/index.json"
async with get_s3_client() as c:
try:
await c.head_object(Bucket=s.R2_BUCKET, Key=index_key)
return
except c.exceptions.NoSuchKey:
pass
await c.put_object(
Bucket=s.R2_BUCKET,
Key=index_key,
Body="[]",
ContentType="application/json",
)
|