Add pool_build/: removed document indices and a standalone script that rebuilds the final training pool (sha256 ecfd0a40) from ARC-MIX

pool_build/final_arcmix_pool.py

@@ -0,0 +1,39 @@
+#!/usr/bin/env python3
+"""final_arcmix_pool.py — pula koncowych runow = caly arcmix (e87f594f) bez dokumentow z trafieniem wiki test/val lub ARC val/test
+(skany scan_arcmix_valall_v6 + scan_arcmix_test_v6, ta sama regula co pula C), BEZ losowania, kolejnosc dokumentow zachowana.
+Kompaktowanie W MIEJSCU (dysk 30 GB nie miesci dwoch kopii 18.8 GB): zapis zawsze <= odczyt, potem truncate. sha calosci w manifescie.
+Uzycie: final_arcmix_pool.py ARCMIX.bin arcmix_index.npz arc_id_split.json scan_valall.json scan_test.json OUT.json [EXTRA.json EXP_REM EXP_TOK]
+EXTRA.json (opcjonalnie): {"arcmix_doc_idx":[...]} z nc_scan.py (regula: tekst zawiera CC BY-NC-SA), wtedy asserty rem/tokenow z argumentow."""
+import numpy as np, json, hashlib, os, sys
+binp, idxp, splp, sv, stst, outj = sys.argv[1:7]
+extra = sys.argv[7] if len(sys.argv)>7 else None
+EXP_REM = int(sys.argv[8]) if extra else 4362
+EXP_TOK = int(sys.argv[9]) if extra else 9_401_283_628
+h=hashlib.sha256()
+with open(binp,'rb') as f:
+    for ch in iter(lambda: f.read(1<<24), b''): h.update(ch)
+assert h.hexdigest().startswith('e87f594f'), 'arcmix sha'
+idx=np.load(idxp); st,ln=idx['starts'],idx['lens']; split=json.load(open(splp))
+assert int(st[-1]+ln[-1])*2==os.path.getsize(binp)
+assert st[0]==0 and bool(np.all(st[1:]==st[:-1]+ln[:-1])), 'indeks nieciagly'
+rem=set()
+for f in (sv, stst):
+    for off,n,src in json.load(open(f))['all_hits']:
+        if any(k.startswith('wiki:') or (k.startswith('arc') and split.get(k.split(':',1)[1]) in ('validation','test')) for k in src):
+            rem.add(int(np.searchsorted(st, off, 'right')-1))
+nscan=len(rem)
+if extra: rem |= set(int(i) for i in json.load(open(extra))['arcmix_doc_idx'])
+assert len(rem)==EXP_REM, ('usuniete dok.', len(rem), EXP_REM)
+keep=np.ones(len(st),bool); keep[sorted(rem)]=False
+a=np.memmap(binp,dtype=np.uint16,mode='r+'); w=0; sha=hashlib.sha256(); nd=0
+for i in range(len(st)):
+    if not keep[i]: continue
+    s,l=int(st[i]),int(ln[i])
+    if s!=w: a[w:w+l]=a[s:s+l]      # w <= s zawsze, wiec nie nadpisujemy nieprzeczytanych danych
+    sha.update(a[w:w+l].tobytes()); w+=l; nd+=1
+a.flush(); del a
+if w!=EXP_TOK: print('STOP: tokenow', w, '!=', EXP_TOK, 'bez truncate i manifestu', flush=True); sys.exit(4)
+os.truncate(binp, w*2)
+man={'pool':'final_arcmix','src':'arcmix train.bin (e87f594f)','removed_docs':len(rem),'removed_by_scan':nscan,'removed_by_nc_sa_rule':len(rem)-nscan,'extra':os.path.basename(extra) if extra else None,'docs':nd,'tokens':int(w),'sha256':sha.hexdigest(),
+     'rule':'removed: wiki test/val and ARC validation/test hits (scan_arcmix_valall_v6 + scan_arcmix_test_v6)'+('; documents whose text contains CC BY-NC-SA (nc_scan)' if extra else '')+'; no sampling; order kept'}
+json.dump(man, open(outj,'w'), indent=1); print('FINAL-POOL', json.dumps(man), flush=True)

pool_build/rebuild_final_pool.py

@@ -0,0 +1,63 @@
+#!/usr/bin/env python3
+"""Rebuild the training pool of the final GoLLeM-v5 runs (sha256 ecfd0a40...) from ARC-MIX.
+
+Usage: python rebuild_final_pool.py ARCMIX_train.bin removed_documents.json OUT.bin
+
+ARCMIX_train.bin: SlayerLab/gollem-ui-mirror arcmix/train.bin (commit 486a3af3c48d), uint16 tokens.
+Documents are the EOS-terminated spans (EOS id 12285), numbered from 0 in file order. The script drops the
+documents listed in removed_documents.json, keeps the order of all others, writes OUT.bin and checks the
+document count, the token count and the sha256 of the result. It reads the source in fixed-size blocks
+(peak memory about 0.5 GB) and needs about 19 GB of free disk for OUT.bin.
+This is the same removal as final_arcmix_pool.py (the script used for the runs), written as a standalone
+tool that does not need the scan files.
+"""
+import hashlib
+import json
+import sys
+
+import numpy as np
+
+EOS = 12285
+BLOCK_TOKENS = 16 * 1024 * 1024  # 32 MB per read
+SOURCE_SHA256 = "e87f594f7866fae7e671200a1d73f2b0cf14423da7dcae5a41e540480c629a82"
+
+
+def main():
+    src, removed_json, out = sys.argv[1:4]
+    spec = json.load(open(removed_json, encoding="utf-8"))
+    removed = np.array(sorted(set(spec["removed_by_scan"]) | set(spec["removed_by_licence_rule"])), dtype=np.int64)
+    assert len(removed) == spec["counts"]["removed_total"]
+
+    src_sha, out_sha = hashlib.sha256(), hashlib.sha256()
+    doc = 0            # index of the document that the next token belongs to
+    tokens = docs = 0
+    with open(src, "rb") as f, open(out, "wb") as g:
+        while True:
+            raw = f.read(BLOCK_TOKENS * 2)
+            if not raw:
+                break
+            src_sha.update(raw)
+            arr = np.frombuffer(raw, dtype=np.uint16)
+            eos_pos = np.flatnonzero(arr == EOS)
+            # document index of every token in this block
+            doc_of = doc + np.searchsorted(eos_pos, np.arange(len(arr)), side="left")
+            keep = ~np.isin(doc_of, removed)
+            kept = arr[keep]
+            kept.tofile(g)
+            out_sha.update(kept.tobytes())
+            tokens += len(kept)
+            ends_here = doc + np.arange(len(eos_pos))
+            docs += int(np.count_nonzero(~np.isin(ends_here, removed)))
+            doc += len(eos_pos)
+    if src_sha.hexdigest() != SOURCE_SHA256:
+        sys.exit("source sha256 does not match ARC-MIX e87f594f...")
+    expected = spec["result"]
+    print(json.dumps({"source_documents": doc, "documents": docs, "tokens": tokens, "sha256": out_sha.hexdigest()}))
+    assert docs == expected["documents"], "document count"
+    assert tokens == expected["tokens"], "token count"
+    assert out_sha.hexdigest() == expected["sha256"], "sha256 of the pool"
+    print("POOL-OK")
+
+
+if __name__ == "__main__":
+    main()

pool_build/removed_documents.json

@@ -0,0 +1,5556 @@
+{
+ "source": "ARC-MIX train.bin, sha256 e87f594f7866fae7e671200a1d73f2b0cf14423da7dcae5a41e540480c629a82 (SlayerLab/gollem-ui-mirror arcmix/train.bin, commit 486a3af3c48d)",
+ "document_numbering": "documents are the EOS-terminated spans (EOS id 12285) of the uint16 token stream, numbered from 0 in file order; ARC-MIX has 7094454 documents",
+ "removed_by_scan": [
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+ "counts": {
+  "removed_by_scan": 4362,
+  "removed_by_licence_rule": 1175,
+  "removed_total": 5537
+ },
+ "result": {
+  "documents": 7088917,
+  "tokens": 9391706576,
+  "sha256": "ecfd0a4040a0ece6f07f728f092a1b373b6d253b4adfbe259c5107c1fc16681d"
+ },
+ "notes": "Indices only: no document text, no n-grams, no per-document benchmark labels. Scan: WikiText-2 test/validation and ARC validation/test, normalized 13-gram index plus exact matching for short questions. Licence rule: document text contains the exact marker \"CC BY-NC-SA\"."
+}