| { |
| "checks": [ |
| { |
| "detail": "59 files hashed; 0 changed, 0 added, 0 removed", |
| "id": "A1", |
| "numbers": { |
| "changed": 0, |
| "changed_paths": [], |
| "files": 59 |
| }, |
| "seconds": 253.0, |
| "status": "PASS", |
| "title": "Rebuild is byte-identical" |
| }, |
| { |
| "detail": "59/59 files verified against v1.json (0 mismatched, 0 missing)", |
| "id": "A2", |
| "numbers": { |
| "bad": [], |
| "missing": [], |
| "ok": 59 |
| }, |
| "seconds": 0.4, |
| "status": "PASS", |
| "title": "`data.fetch --verify-only` passes" |
| }, |
| { |
| "detail": "every Pile subject exactly 27,000,000 in train.bin; every held-out half within 1% of 2,500,000 per subject", |
| "id": "A3", |
| "numbers": { |
| "bio": 15142237, |
| "heldout": { |
| "label": { |
| "FreeLaw": 2501133, |
| "Github": 2500326, |
| "Pile-CC": 2501942, |
| "PubMed Central": 2503922, |
| "USPTO Backgrounds": 2500388, |
| "Wikipedia (en)": 2500790 |
| }, |
| "test": { |
| "FreeLaw": 2502989, |
| "Github": 2502662, |
| "Pile-CC": 2501855, |
| "PubMed Central": 2502199, |
| "USPTO Backgrounds": 2500283, |
| "Wikipedia (en)": 2500584 |
| } |
| }, |
| "train": { |
| "FreeLaw": 27000000, |
| "Github": 27000000, |
| "Pile-CC": 27000000, |
| "PubMed Central": 27000000, |
| "Wikipedia (en)": 27000000 |
| } |
| }, |
| "seconds": 0.0, |
| "status": "PASS", |
| "title": "Token counts per subject and half" |
| }, |
| { |
| "detail": "worst deviation 0.416 points across 598 overlapping windows (stride 250,000), tolerance 2.0", |
| "id": "A4", |
| "numbers": { |
| "n_windows": 598, |
| "worst": { |
| "FreeLaw": { |
| "at_token": 85000000, |
| "target_share": 0.179829, |
| "worst_deviation_points": 0.3938, |
| "worst_share": 0.175892 |
| }, |
| "Github": { |
| "at_token": 71750000, |
| "target_share": 0.179829, |
| "worst_deviation_points": 0.3518, |
| "worst_share": 0.176311 |
| }, |
| "Pile-CC": { |
| "at_token": 15500000, |
| "target_share": 0.179829, |
| "worst_deviation_points": 0.416, |
| "worst_share": 0.17567 |
| }, |
| "PubMed Central": { |
| "at_token": 110750000, |
| "target_share": 0.179829, |
| "worst_deviation_points": 0.4143, |
| "worst_share": 0.175687 |
| }, |
| "Wikipedia (en)": { |
| "at_token": 128000000, |
| "target_share": 0.179829, |
| "worst_deviation_points": 0.3908, |
| "worst_share": 0.183737 |
| }, |
| "bio": { |
| "at_token": 147000000, |
| "target_share": 0.100853, |
| "worst_deviation_points": 0.168, |
| "worst_share": 0.102533 |
| } |
| } |
| }, |
| "seconds": 2.9, |
| "status": "PASS", |
| "title": "Shares in every 1,000,000-token window" |
| }, |
| { |
| "detail": "train.bin: 150,475,264 tokens, 332,886 segments, 333,027 EOT separator/pad tokens, max id 50256 | label.bin: 15,021,806 tokens, 13,306 segments, 13,305 EOT separator/pad tokens, max id 50256 | test.bin: 15,023,952 tokens, 13,381 segments, 13,380 EOT separator/pad tokens, max id 50256", |
| "id": "A5", |
| "numbers": { |
| "label.bin": { |
| "covered": 15008501, |
| "eot_gap_tokens": 13305, |
| "max_id": 50256, |
| "segments": 13306, |
| "tokens": 15021806 |
| }, |
| "test.bin": { |
| "covered": 15010572, |
| "eot_gap_tokens": 13380, |
| "max_id": 50256, |
| "segments": 13381, |
| "tokens": 15023952 |
| }, |
| "train.bin": { |
| "covered": 150142237, |
| "eot_gap_tokens": 333027, |
| "max_id": 50256, |
| "segments": 332886, |
| "tokens": 150475264 |
| } |
| }, |
| "seconds": 0.3, |
| "status": "PASS", |
| "title": "Format: dtype, vocab bound, EOT, index tiling" |
| }, |
| { |
| "detail": "1,000 random segments checked token for token (820 of them whole documents, also compared as text); 0 mismatches", |
| "id": "A6", |
| "numbers": { |
| "mismatches": [], |
| "sampled": 1000, |
| "whole_documents": 820 |
| }, |
| "seconds": 2.8, |
| "status": "PASS", |
| "title": "Decoding index segments reproduces the source" |
| }, |
| { |
| "detail": "ids disjoint across train/label/test; 0 exact-hash matches; 0 documents over 50%; worst single document 50.0%; aggregates Pile-CC=0.64%, Github=14.35%, PubMed=2.93%, FreeLaw=9.21%, Wikipedia=2.14%, USPTO=0.00%", |
| "id": "A7", |
| "numbers": { |
| "documents_over_threshold": 0, |
| "exact_duplicates": 0, |
| "ids": { |
| "label": 13306, |
| "test": 13381, |
| "train": 113247 |
| }, |
| "ngram": { |
| "FreeLaw": { |
| "aggregate": 0.092085, |
| "ceiling": 0.15, |
| "max_document": 0.5, |
| "train_13grams": 28718183 |
| }, |
| "Github": { |
| "aggregate": 0.143485, |
| "ceiling": 0.25, |
| "max_document": 0.5, |
| "train_13grams": 22467753 |
| }, |
| "Pile-CC": { |
| "aggregate": 0.006409, |
| "ceiling": 0.05, |
| "max_document": 0.495238, |
| "train_13grams": 30818919 |
| }, |
| "PubMed Central": { |
| "aggregate": 0.029253, |
| "ceiling": 0.05, |
| "max_document": 0.492899, |
| "train_13grams": 30670380 |
| }, |
| "USPTO Backgrounds": { |
| "aggregate": 0.0, |
| "ceiling": 0.05, |
| "max_document": 0.0, |
| "note": "no training text" |
| }, |
| "Wikipedia (en)": { |
| "aggregate": 0.021441, |
| "ceiling": 0.05, |
| "max_document": 0.5, |
| "train_13grams": 31062799 |
| } |
| } |
| }, |
| "seconds": 88.3, |
| "status": "PASS", |
| "title": "Leaks: ids, exact hashes, 13-gram overlap" |
| }, |
| { |
| "detail": "halves share 0 documents; smallest half/subject is 708 documents (minimum 500); longest document 4096 tokens (cap 4096)", |
| "id": "A8", |
| "numbers": { |
| "documents": { |
| "label": { |
| "FreeLaw": 943, |
| "Github": 1762, |
| "Pile-CC": 3042, |
| "PubMed Central": 708, |
| "USPTO Backgrounds": 3029, |
| "Wikipedia (en)": 3822 |
| }, |
| "test": { |
| "FreeLaw": 995, |
| "Github": 1815, |
| "Pile-CC": 3087, |
| "PubMed Central": 713, |
| "USPTO Backgrounds": 3084, |
| "Wikipedia (en)": 3687 |
| } |
| }, |
| "shared": 0 |
| }, |
| "seconds": 0.0, |
| "status": "PASS", |
| "title": "Halves: disjoint, >=500 docs, <=4096 tokens" |
| }, |
| { |
| "detail": "['USPTO Backgrounds'] appear in 0 train.bin segments by document id and 0 by subject label; train.bin carries ['FreeLaw', 'Github', 'Pile-CC', 'PubMed Central', 'Wikipedia (en)', 'bio']", |
| "id": "A9", |
| "numbers": { |
| "heldout_only": [ |
| "USPTO Backgrounds" |
| ], |
| "segments": 0 |
| }, |
| "seconds": 0.0, |
| "status": "PASS", |
| "title": "No held-out-only subject in train.bin" |
| }, |
| { |
| "detail": "142,886 Pile segments: index subject == raw-archive meta.pile_set_name == the document id's slug; 190,000 biography segments all labelled `bio` with a known person id", |
| "id": "A10", |
| "numbers": { |
| "bio_segments": 190000, |
| "pile_segments": 142886, |
| "problems": [], |
| "raw_documents": 177718 |
| }, |
| "seconds": 4.9, |
| "status": "PASS", |
| "title": "Subject labels agree with the source" |
| }, |
| { |
| "detail": "accuracy 94.87% on 13,381 test-half documents (threshold 90%); per subject Pile-CC=89.7%, Github=97.8%, PubMed=97.6%, FreeLaw=99.1%, Wikipedia=95.0%, USPTO=96.2%", |
| "id": "A11", |
| "numbers": { |
| "accuracy": 0.948733, |
| "confusion": [ |
| [ |
| 2769, |
| 14, |
| 29, |
| 18, |
| 210, |
| 47 |
| ], |
| [ |
| 13, |
| 1775, |
| 22, |
| 2, |
| 2, |
| 1 |
| ], |
| [ |
| 12, |
| 2, |
| 696, |
| 0, |
| 3, |
| 0 |
| ], |
| [ |
| 4, |
| 3, |
| 0, |
| 986, |
| 0, |
| 2 |
| ], |
| [ |
| 86, |
| 3, |
| 40, |
| 9, |
| 3503, |
| 46 |
| ], |
| [ |
| 25, |
| 0, |
| 91, |
| 0, |
| 2, |
| 2966 |
| ] |
| ], |
| "documents": 13381, |
| "per_subject_recall": { |
| "FreeLaw": 0.991, |
| "Github": 0.978, |
| "Pile-CC": 0.897, |
| "PubMed Central": 0.9762, |
| "USPTO Backgrounds": 0.9617, |
| "Wikipedia (en)": 0.9501 |
| }, |
| "subjects": [ |
| "Pile-CC", |
| "Github", |
| "PubMed Central", |
| "FreeLaw", |
| "Wikipedia (en)", |
| "USPTO Backgrounds" |
| ] |
| }, |
| "seconds": 0.5, |
| "status": "PASS", |
| "title": "Bag-of-words subject classifier (sanity)" |
| }, |
| { |
| "detail": "2,500 people, names unique and absent from the Pile, genders {'female': 1250, 'male': 1250}, 5 facts each; first-token uniqueness holds per list (first two for birth_date, which has only 12 distinct first tokens); chi-square p birth_date=0.124, birth_city=0.877, university=0.183, major=0.940, employer=0.347", |
| "id": "A12", |
| "numbers": { |
| "by_gender": { |
| "female": 1250, |
| "male": 1250 |
| }, |
| "chisquare_p": { |
| "birth_city": 0.876588, |
| "birth_date": 0.123935, |
| "employer": 0.347052, |
| "major": 0.940421, |
| "university": 0.182991 |
| }, |
| "missing_values_in_rewordings": 0, |
| "names_in_pile": 0, |
| "people": 2500, |
| "tokens": { |
| "birth_city": { |
| "distinct_first": 200, |
| "prefix_tokens": 1, |
| "unique": true, |
| "values": 200 |
| }, |
| "birth_date": { |
| "distinct_first": 12, |
| "prefix_tokens": 2, |
| "unique": true, |
| "values": 200 |
| }, |
| "employer": { |
| "distinct_first": 250, |
| "prefix_tokens": 1, |
| "unique": true, |
| "values": 250 |
| }, |
| "major": { |
| "distinct_first": 100, |
| "prefix_tokens": 1, |
| "unique": true, |
| "values": 100 |
| }, |
| "university": { |
| "distinct_first": 300, |
| "prefix_tokens": 1, |
| "unique": true, |
| "values": 300 |
| } |
| } |
| }, |
| "seconds": 0.0, |
| "status": "PASS", |
| "title": "Biography facts" |
| }, |
| { |
| "detail": "100,000 rows: **0** leak the value verbatim (0), **0** via the person's name (0), **0** via another of the person's values (0); 50,000 training prompts are exact prefixes of their biography; 50,000 paraphrase prompts, 200 of them searched in full against train.bin and absent; held-out markers inside biography text: 'Question:'=0, 'When it comes to'=0, 'is on record as'=0, 'reads as follows'=0 (the same markers occur 571 times in ordinary Pile text, which is not a leak); REPORTED: 48 rows whose ranking key is a TEMPLATE word (birth_city=Thessaloniki, Greece, employer=Heineken, major=Theology, university=Aalborg University)", |
| "id": "A13", |
| "numbers": { |
| "bio_marker_hits": { |
| "Question:": 0, |
| "When it comes to": 0, |
| "is on record as": 0, |
| "reads as follows": 0 |
| }, |
| "leak_value_verbatim": [], |
| "leak_via_name": [], |
| "leak_via_other_value": [], |
| "n_leak_value_verbatim": 0, |
| "n_leak_via_name": 0, |
| "n_leak_via_other_value": 0, |
| "paraphrase_prompts": 50000, |
| "pile_marker_hits": { |
| "Question:": 102, |
| "When it comes to": 275, |
| "is on record as": 2, |
| "reads as follows": 192 |
| }, |
| "rows": 100000, |
| "template_word_rows": 48, |
| "template_word_values": { |
| "birth_city=Thessaloniki, Greece": 6, |
| "employer=Heineken": 17, |
| "major=Theology": 20, |
| "university=Aalborg University": 5 |
| }, |
| "train_prompts": 50000 |
| }, |
| "seconds": 8.0, |
| "status": "PASS", |
| "title": "Fact prompts: no answer leaks" |
| }, |
| { |
| "detail": "190,000 copies over 2,000 trained people, every count equal to its tier target and spread over the 4 rewordings; 0 cross a 512-token boundary; 0 of 500 control names appear in train text", |
| "id": "A14", |
| "numbers": { |
| "control_names_found": [], |
| "copies": 190000, |
| "crossing": 0, |
| "people_with_copies": 2000 |
| }, |
| "seconds": 3.4, |
| "status": "PASS", |
| "title": "Exposure counts and control isolation" |
| }, |
| { |
| "detail": "random scorer: mean rank fraction 0.502, top-1 0.558% over 36,000 prompts; untrained model: 0.501, top-1 0.525% over 4,000; mean candidate list 210", |
| "id": "A15", |
| "numbers": { |
| "random": { |
| "candidates_mean": 210.0, |
| "mean_margin": -2.7352, |
| "mean_rank": 105.448, |
| "mean_rank_fraction": 0.502106, |
| "median_rank": 92.0, |
| "n": 36000, |
| "top1": 0.005583 |
| }, |
| "rank_fraction_by_attribute": { |
| "random/birth_city": 0.50306, |
| "random/birth_date": 0.504117, |
| "random/employer": 0.502423, |
| "random/major": 0.5004, |
| "random/university": 0.50053, |
| "untrained/birth_city": 0.505019, |
| "untrained/birth_date": 0.484719, |
| "untrained/employer": 0.499975, |
| "untrained/major": 0.519098, |
| "untrained/university": 0.49444 |
| }, |
| "untrained": { |
| "candidates_mean": 210.0, |
| "mean_margin": -1.1695, |
| "mean_rank": 104.635, |
| "mean_rank_fraction": 0.500638, |
| "median_rank": 92.0, |
| "n": 4000, |
| "top1": 0.00525 |
| } |
| }, |
| "seconds": 10.0, |
| "status": "PASS", |
| "title": "Probe floor: random and untrained sit mid-list" |
| }, |
| { |
| "detail": "293,896 sequences of 512; same seed reproduces the order, a different seed does not, the order is a permutation, and a resume from (seed, position) matches an unbroken run", |
| "id": "A16", |
| "numbers": { |
| "n_sequences": 293896, |
| "resume_position": 12 |
| }, |
| "seconds": 0.1, |
| "status": "PASS", |
| "title": "Loader: order, resume, shapes" |
| }, |
| { |
| "detail": "Pile-CC: model 6.7886 vs unigram 7.559; Github: model 5.7371 vs unigram 6.3888; PubMed: model 6.5792 vs unigram 7.4554; FreeLaw: model 5.8735 vs unigram 6.8493; Wikipedia: model 7.0163 vs unigram 7.72; USPTO: model 7.0021 vs unigram 7.9605", |
| "id": "A17", |
| "numbers": { |
| "FreeLaw": { |
| "counts_from": "own training text", |
| "smoke_run_loss": 5.8735, |
| "tokens": 2502989, |
| "unigram_cross_entropy": 6.8493 |
| }, |
| "Github": { |
| "counts_from": "own training text", |
| "smoke_run_loss": 5.7371, |
| "tokens": 2502662, |
| "unigram_cross_entropy": 6.3888 |
| }, |
| "Pile-CC": { |
| "counts_from": "own training text", |
| "smoke_run_loss": 6.7886, |
| "tokens": 2501855, |
| "unigram_cross_entropy": 7.559 |
| }, |
| "PubMed Central": { |
| "counts_from": "own training text", |
| "smoke_run_loss": 6.5792, |
| "tokens": 2502199, |
| "unigram_cross_entropy": 7.4554 |
| }, |
| "USPTO Backgrounds": { |
| "counts_from": "pooled 5 subjects", |
| "smoke_run_loss": 7.0021, |
| "tokens": 2500283, |
| "unigram_cross_entropy": 7.9605 |
| }, |
| "Wikipedia (en)": { |
| "counts_from": "own training text", |
| "smoke_run_loss": 7.0163, |
| "tokens": 2500584, |
| "unigram_cross_entropy": 7.72 |
| } |
| }, |
| "seconds": 7.0, |
| "status": "PASS", |
| "title": "Model beats the per-subject unigram baseline" |
| }, |
| { |
| "detail": "5,830 steps / 96M tokens in 2.03 h of training. test top-1: frequent 40.5%, normal 3.1%, rare 0.8%, control 0.6% (frequent/control = 64.003x, needs 2x; monotone yes). paraphrase top-1: frequent 2.2%, control 0.4%", |
| "id": "A18", |
| "numbers": { |
| "steps": 5830, |
| "tokens_seen": 95518720, |
| "verdict": { |
| "checks": { |
| "frequent_at_least_twice_control": { |
| "control": 0.006333, |
| "frequent": 0.405333, |
| "pass": true, |
| "ratio": 64.003 |
| }, |
| "monotone_frequent_normal_rare": { |
| "frequent": 0.405333, |
| "normal": 0.031, |
| "pass": true, |
| "rare": 0.008 |
| } |
| }, |
| "paraphrase_top1": { |
| "control": 0.004, |
| "frequent": 0.021667, |
| "normal": 0.006833, |
| "rare": 0.006333 |
| }, |
| "pass": true, |
| "test_top1": { |
| "control": 0.006333, |
| "frequent": 0.405333, |
| "normal": 0.031, |
| "rare": 0.008 |
| } |
| } |
| }, |
| "seconds": 0.0, |
| "status": "PASS", |
| "title": "Biography facts are learnable" |
| } |
| ], |
| "fingerprints": { |
| "bios": "7a8c48a96792d725205138dc31b1291033e6e18521603c6b6e987da2f2bb5ec4", |
| "pack": "15643c90477c31a7cbc5e394b1f353d795bb417ad6a5ef656b772ebbc1e91e81", |
| "pile": "3f4303d9b926b730d8d9bd9269084c6052df66b63aece15a07af100866aa2984" |
| }, |
| "revision": "3be90335b66f24456a5d6659d9c8d208c0357119", |
| "version": "v1" |
| } |
|
|
