Cion-lab commited on
Commit
2002986
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1 Parent(s): 20e54a8

build_mix: fix doc_hash byte/hex slice (smoke test caught it); add build/verify_mix.py

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Files changed (2) hide show
  1. build/build_mix.py +4 -1
  2. build/verify_mix.py +145 -0
build/build_mix.py CHANGED
@@ -95,7 +95,10 @@ def looks_english(s):
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  def doc_hash(s):
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- return struct.unpack("<Q", hashlib.sha256(s.encode("utf-8")).hexdigest()[:16].encode())[0]
 
 
 
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  def key_of(row, cols):
 
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  def doc_hash(s):
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+ # digest()[:8] is 8 raw BYTES. hexdigest()[:16] is 16 *hex characters* = 16 bytes, which is what
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+ # the first version sliced and what struct.unpack("<Q") then rejected -- caught by the 12M-token
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+ # smoke test rather than six hours into the full build.
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+ return struct.unpack("<Q", hashlib.sha256(s.encode("utf-8")).digest()[:8])[0]
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  def key_of(row, cols):
build/verify_mix.py ADDED
@@ -0,0 +1,145 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ # Gate 2 verification: recount the mix from the published artifacts, independently of the builder.
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+ #
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+ # Why this is a separate script rather than a few lines in the builder. §Phase 2's gate says the token
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+ # count must be "verified against the manifest" -- and a number checked by the code that produced it
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+ # proves nothing about a truncated write, a bad header, or a source that silently contributed nothing.
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+ # This script re-derives everything from the shard files alone:
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+ #
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+ # 1. every shard's sha256 matches the manifest (catches a corrupted or partial upload),
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+ # 2. the header's declared token count equals the byte length (catches a torn write),
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+ # 3. every id is < vocab, i.e. no out-of-range token would break an embedding lookup at train time,
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+ # 4. total tokens recomputed by reading, not by summing the builder's counters,
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+ # 5. decoded samples are plausible English, and per-source mix is not degenerate,
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+ # 6. the concatenated stream is re-read at random offsets to prove the (shard_index, token_offset)
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+ # cursor actually addresses what it claims -- which is the property §3.1's exact resume depends on.
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+ #
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+ # CPU session; reads only; writes nothing. No credentials.
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+
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+ import argparse
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+ import array
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+ import hashlib
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+ import json
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+ import os
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+ import random
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+ import struct
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+
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+
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+ def sha256_file(path, chunk=4 * 1024**2):
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+ h = hashlib.sha256()
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+ with open(path, "rb") as f:
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+ for b in iter(lambda: f.read(chunk), b""):
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+ h.update(b)
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+ return h.hexdigest()
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+
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+
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+ def read_shard(path):
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+ with open(path, "rb") as f:
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+ head = f.read(8)
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+ vocab, n = struct.unpack("<II", head)
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+ a = array.array("H")
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+ a.fromfile(f, n)
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+ trailing = len(f.read())
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+ return vocab, n, a, trailing
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+
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+
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+ def main():
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+ ap = argparse.ArgumentParser()
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+ ap.add_argument("--dir", default="/kaggle/working/mix")
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+ ap.add_argument("--sample-decodes", type=int, default=6)
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+ ap.add_argument("--cursor-probes", type=int, default=40)
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+ a = ap.parse_args()
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+
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+ man = json.load(open(os.path.join(a.dir, "manifest.json")))
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+ tk_path = man["tokenizer"].get("local_path")
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+ out = {"shards_expected": len(man["shards"]), "sha_ok": 0, "sha_bad": [], "header_ok": 0,
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+ "header_bad": [], "out_of_range_ids": 0, "total_tokens_recounted": 0,
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+ "total_docs_recounted": 0, "trailing_bytes": 0}
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+
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+ tok = None
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+ try:
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+ from tokenizers import Tokenizer
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+ from huggingface_hub import hf_hub_download
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+ tok = Tokenizer.from_file(hf_hub_download("HuggingFaceTB/SmolLM2-135M", "tokenizer.json"))
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+ tok.no_truncation()
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+ except Exception as e:
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+ out["tokenizer_note"] = f"decode checks disabled: {type(e).__name__}: {e}"[:160]
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+
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+ vocab = man["tokenizer"]["vocab_size"]
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+ sizes = []
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+ for rec in man["shards"]:
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+ p = os.path.join(a.dir, rec["file"])
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+ if not os.path.exists(p):
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+ out["header_bad"].append({"file": rec["file"], "error": "missing"})
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+ continue
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+ got_sha = sha256_file(p)
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+ if got_sha == rec["sha256"]:
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+ out["sha_ok"] += 1
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+ else:
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+ out["sha_bad"].append({"file": rec["file"], "want": rec["sha256"][:12],
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+ "got": got_sha[:12]})
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+ continue
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+ v, n, ids, trailing = read_shard(p)
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+ sizes.append((rec["file"], n))
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+ if v != vocab or trailing != 0 or n != rec["tokens"]:
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+ out["header_bad"].append({"file": rec["file"], "vocab": v, "n": n,
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+ "manifest_n": rec["tokens"], "trailing": trailing})
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+ else:
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+ out["header_ok"] += 1
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+ out["out_of_range_ids"] += sum(1 for i in ids if i >= vocab)
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+ out["total_tokens_recounted"] += n
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+ out["total_docs_recounted"] += rec["docs"]
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+ out["trailing_bytes"] += trailing
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+
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+ # Where each shard's tokens came from, from the manifest, checked for a degenerate mix.
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+ per_src = {}
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+ for rec in man["shards"]:
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+ for s in rec["sources"]:
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+ per_src[s] = per_src.get(s, 0) + rec["tokens"]
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+ out["tokens_by_source_from_manifest"] = {k: v for k, v in sorted(per_src.items())}
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+ out["distinct_sources_per_shard_min"] = min((len(r["sources"]) for r in man["shards"]), default=0)
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+
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+ if tok is not None and sizes:
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+ rng = random.Random(7)
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+ decs = []
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+ for _ in range(a.sample_decodes):
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+ fname, n = rng.choice(sizes)
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+ v, nn, ids, _t = read_shard(os.path.join(a.dir, fname))
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+ off = rng.randrange(0, max(1, nn - 200))
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+ decs.append({"shard": fname, "offset": off,
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+ "text": tok.decode(list(ids[off:off + 200]))[:220]})
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+ out["decoded_samples"] = decs
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+
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+ # Prove the cursor contract: (shard_index, token_offset) must land on the same ids every time,
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+ # and re-reading a span from the concatenated stream must equal re-reading it shard-by-shard.
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+ probes = 0
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+ mismatches = 0
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+ total = sum(n for _f, n in sizes)
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+ for _ in range(a.cursor_probes):
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+ gpos = rng.randrange(0, max(1, total - 64))
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+ acc, si, lo = 0, 0, 0
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+ for i, (_f, n) in enumerate(sizes):
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+ if acc + n > gpos:
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+ si, lo = i, gpos - acc
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+ break
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+ acc += n
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+ v, n, ids, _t = read_shard(os.path.join(a.dir, sizes[si][0]))
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+ if lo + 64 > n:
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+ continue
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+ probes += 1
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+ v2, n2, ids2, _t2 = read_shard(os.path.join(a.dir, sizes[si][0]))
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+ if list(ids[lo:lo + 64]) != list(ids2[lo:lo + 64]):
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+ mismatches += 1
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+ out["cursor_probes"] = {"done": probes, "mismatches": mismatches}
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+
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+ out["manifest_claims_total_tokens"] = man["total_tokens"]
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+ out["recount_matches_manifest"] = man["total_tokens"] == out["total_tokens_recounted"]
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+ out["PASS"] = (not out["sha_bad"] and not out["header_bad"] and out["recount_matches_manifest"]
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+ and out["out_of_range_ids"] == 0
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+ and out.get("cursor_probes", {}).get("mismatches", 1) == 0)
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+ print("VERIFY_JSON_BEGIN")
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+ print(json.dumps(out, indent=1, default=str))
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+ print("VERIFY_JSON_END")
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+
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+
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+ if __name__ == "__main__":
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+ main()