gpt-5.6-sol
nano-gpt-data-curation — graded by the task's verifier against a measured baseline.
- backend
- modal
- variant
- codex azure_ai/gpt-5.6-sol
- metric
- held-out multi-domain perplexity
- actions
- 280
- duration
- 1h 13m
- recorded
- 2026-08-03
run iddclm-nano-curation__vzTkueh
Everything gpt-5.6-sol did on this task, in order.
download JSON ↗encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({\"cmd\":\"python /workspace/submission/curate.py\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":5000});\ntext(r.output); if (r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}exec result
Script running with cell ID 51
Wall time 11.1 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "51",
"yield_time_ms": 30000,
"max_tokens": 5000
}wait result
Script completed
Wall time 15.5 seconds
Output:
SESSION_ID=74354encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({\"cmd\":\"pgrep -af 'submission/curate.py'; free -h\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":1000});\ntext(r.output);\n"
}exec result
Script completed
Wall time 0.6 seconds
Output:
Warning: truncated output (original token count: 6081)
Total output lines: 10
223 bash -c rm -f /tmp/ri-exec-e3287205fea24aa4848f291d2a1c8c75.pid setsid bash -c 'set -o pipefail; export PATH="$HOME/.local/bin:/usr/local/bin:$PATH" if [ -s ~/.nvm/nvm.sh ]; then . ~/.nvm/nvm.sh; fi OUT=/logs/agent/codex.txt mkdir -p "$(dirname "$OUT")" : > "$OUT" ATT="$(mktemp /tmp/codex-attempt.XXXXXX)" trap '"'"'rm -f "$ATT"'"'"' EXIT read_remaining() { local r="" if [ -r /workspace/.timer/remaining_secs ]; then r="$(cat /workspace/.timer/remaining_secs 2>/dev/null)" fi if ! [ "$r" -ge 0 ] 2>/dev/null; then r="${TASK_BUDGET_SECS:-}"; fi if ! [ "$r" -ge 0 ] 2>/dev/null; then r=86400; fi echo "$r" } MIN_REM=90 MAX_RESUMES=15 BASE=20 CAP=240 JIT=25 N=0 rc=1 while : ; do REM="$(read_remaining)" if [ "$REM" -le "$MIN_REM" ] 2>/dev/null; then echo "=== codex: budget exhausted (remaining=${REM}s); stopping ===" | tee -a "$OUT" break fi : > "$ATT" if [ "$N" -eq 0 ]; then codex exec --dangerously-bypass-approvals-and-sandbox --skip-git-repo-check --model azure_ai/gpt-5.6-sol --json --enable unified_exec -c model_reasoning_effort=high -c model_reasoning_effort=high -c request_max_retries=12 -c stream_max_retries=12 -c stream_idle_timeout_ms=600000 -- '"'"'# Task: Curate a raw web corpus to train the best small language model ## Context You are assembling the pretraining data for a small language model. You have a large pool of **raw web documents** at `/workspace/data/pool.jsonl` — one JSON object per line: `{"id": <int>, "text": "..."}`. The documents are unlabeled. The pool holds **182,016 documents (~200M GPT-2 tokens total)**. Compute is fixed: the model is trained on a **fixed budget of 12,000,000 tokens** — only ~6% of the pool, far smaller than the whole thing. So you cannot train on everything: you must decide *which* documents are worth training on. The training pipeline tokenizes your selection (GPT-2 BPE) in priority order and stops once it has accumulated 12M tokens. ## Goal Curate the pool: choose the docume…5081 tokens truncated…euristics, a model, etc.). - Your session ends when the wall-clock budget runs out — check `/workspace/.timer/remaining_secs` at any point for the authoritative time left (don't assume a fixed number of hours). Every training run you do comes out of that budget. - No internet. The pool's documents are freshly assembled; you cannot look up any quality labels — any quality signal must come from your own analysis. ## How you are scored Official: your selection fills the fixed token budget, the frozen script trains the 30M GPT from scratch, and the verifier measures the **absolute held-out perplexity on the hidden high-quality target** (a different sample from the disclosed domain than the dev set). That perplexity is your score. **Lower is better** — the goal is simply to push held-out perplexity as low as you can. The verifier reports the raw perplexity and does no normalization. For reference and for a separate downstream normalization step, the benchmark records two fixed anchors: a **baseline** of held-out perplexity from a random selection (the do-nothing reference), and a **theoretical best** of perplexity 1 (the perplexity floor, unreachable in practice). Aim to get your held-out perplexity well below the random baseline. ## Constraints - `selection.json` must be produced by `curate.py` from a stated criterion; an opaque hand-picked id list fails the publishability check even if it scores well. - A selection with duplicate or out-of-range ids, or too few tokens to fill the budget, is marked invalid (no score recorded) and excluded from ranking, so it can't win and doesn't distort averages.
2069 python /workspace/submission/curate.py
2250 python /workspace/submission/curate.py
2325 /bin/bash -c pgrep -af 'submission/curate.py'; free -h
total used free shared buff/cache available
Mem: 1.0Ti 2.3Gi 1.0Ti 0B 4.4Gi 1.0Ti
Swap: 0B 0B 0B
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({\"cmd\":\"ps -p 2069,2250 -o pid,etime,%cpu,rss,stat\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":1000});\ntext(r.output);\n"
}exec result
Script completed
Wall time 0.5 seconds
Output:
PID ELAPSED %CPU RSS STAT
2069 02:31 96.0 5762600 Rsl
2250 00:43 99.0 4884232 Rsl
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({\"cmd\":\"kill 2250; sleep 20; ps -p 2069 -o etime,%cpu,rss,stat || true; stat -c '%y' /workspace/submission/selection.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":1000});\ntext(r.output);\n"
}exec result
Script running with cell ID 54
Wall time 11.1 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "54",
"yield_time_ms": 20000,
"max_tokens": 1000
}wait result
Script completed
Wall time 0.0 seconds
Output:
ELAPSED %CPU RSS STAT
02:55 96.2 5958576 Rsl
2026-08-03 23:37:27.920842595 +0000
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({\"cmd\":\"sleep 30; ps -p 2069 -o etime,%cpu,rss,stat || true; stat -c '%y' /workspace/submission/selection.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":1000});\ntext(r.output); if (r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}exec result
Script running with cell ID 55
Wall time 11.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "55",
"yield_time_ms": 25000,
"max_tokens": 1000
}wait result
Script completed
Wall time 10.8 seconds
Output:
ELAPSED %CPU RSS STAT
2026-08-03 23:45:18.769660436 +0000
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({\"session_id\":37445,\"chars\":\"\",\"yield_time_ms\":1000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}exec result
Script completed
Wall time 0.0 seconds
Output:
{
"documents": 7863,
"tokens_by_domain": {
"encyclopedic": 3461392,
"general": 3451354,
"news": 3450221,
"tech": 3450700
}
}
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({\"cmd\":\"python - <<'PY'\\nimport json,re\\ns=json.load(open('/workspace/submission/selection.json'));need=set(s[:60]);D={}\\nfor l in open('/workspace/data/pool.jsonl'):\\n d=json.loads(l)\\n if d['id'] in need:D[d['id']]=d['text']\\nfor j,i in enumerate(s[:60]):print(f'{j:2} {i:6} {len(D[i]):6}',re.sub(r'\\\\s+',' ',D[i])[:170])\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":12000});\ntext(r.output);\n"
}exec result
Script completed
Wall time 3.0 seconds
Output:
0 49958 5477 Ronald Mickens -- Research Physicist and Mathematician A leading authority on oscillations (repetitive, vibrating motions that occur in cycles) and in developing mathemat
1 94205 6311 Krista Espelien finds her musical voice ASPEN Early on, Krista Espeliens musical track looked to be a short one. In the middle school band, she was not considered to be a
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3 86221 7192 Intel, Microsoft Collaborate With Universities on Parallel Computing Initiative - By David Nagel - March 18, 2008 For Microsoft and Intel, the computing universe is going
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5 96187 10810 Phillies outfielder Matt Stairs: "If you know the stuff is not on the list, why take it? I'm not very smart, but I know I can figure that one out. People are going to hav
6 6458 6957 For the new year, if you've been struggling with your weight, you might turn to a new diet for help with shedding pounds. So what will it be in 2018? Weight Watchers? Pal
7 47076 7327 <|endoftext|>All too often, I see researchers carefully defining presentation times of stimuli in milliseconds, but programming a script that fails to deliver these exact
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11 69106 7013 iological tissue by definition is tied to cellularity. To start this post, it might be useful to include important definitions: A definition from wikipedia: Tissue is a c
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14 59282 19175 <|endoftext|>Sustainability & CSR Onshore's second wind? Onshore wind energy has received little attention in recent years but with no end in sight to the chronic shortag
15 26990 6862 <|endoftext|>Here is a question that has come up again and again in recent years: Question: How can I avoid re-starting Revit after every change to my add-in code? It is
16 77047 21812 <|endoftext|>Should vice-chancellors seek donations from others if they haven't dipped into their own pockets? By Erica Cervini. How would you spend £100,000 ($A180,000)?
17 45094 8685 <|endoftext|>Wednesday, 23 January 2013 Silent Hill (PSX) So today I'm finally getting around to another requested game: the original Silent Hill on the original PlayStat
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20 15214 5697 LARS SJOBERG dates his obsession with old Swedish houses to 1951, when, at age 10, his mother gave him a book from his grandfather's library on manors and villas from cen
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22 28982 6480 undercover police sedans arrived about noon in a bustling section of downtown Los Angeles. FOR THE RECORD: In the Jan. 30 Section A, an article about former Mexican Mafi
23 89721 8976 It's always kind of nice to go back to the basics. I've always enjoyed re-reading basic programming practices and patterns. I tend to forget the things I don't use on a d
24 56393 5744 to sociology can best be understood as a self-conscious attempt to reject the organicist theories of Comte and Spencer, as well as the historical description of unique e
25 111129 13743 Tether<|endoftext|>As "The Crowd" begins, a boy is born in an anonymous town on July 4th. His proud father says, "There's a little man the world is going to hear from al
26 13886 17449 Wednesday, 10 December 2008, 07:52 S E C R E T KYIV 002414 DEPT FOR EUR/UMB EEB/ESC/IEC FOR SGALLOGLY AND LWRIGHT DOE FOR LEKIMOFF, CCALIENDO, RBOUDREAU USDOC FOR 4231/IT
27 27986 8654 Completely uprooted and shoddily recommented due to Blatant Cut-and-paste Infringement from Wiretap's Treasure Chest =) The Ten Commandments for C Programmers was written
28 11178 5197 Depression can affect almost every aspect of life, but some of the changes brought about by the disorder can be downright dangerous for those with diabetes. New research
29 25486 5758 Saturday, May 17, 2008 There is an inherent risk with everything in life, especially when the stakes are high. But, the greater the risk, the greater the reward, especial
30 69938 29327 Fifty people were killed and 53 injured after a gunman opened fire at the Pulse gay nightclub in the early hours of Sunday morning. By Sunday afternoon, the city of Orlan
31 160568 14199 ock' (2)<|endoftext|>Apache httpd Tutorial: Introduction to Server Side Includes - Apache HTTP Server Version 2.4 Modules | Directives | FAQ | Glossary | Sitemap Apache H
32 51844 5461 How Hereditary Can Intelligence Be? Studies Show Nurture at Least as Important as Nature Researchers have long overestimated the role our genes play in determining intell
33 829 5086 I pride myself on being independent and objective and have explored the policies and planks of the three UFT caucuses and have come to some decisions on who I will be vot
34 69327 4966 DUBAI (Reuters) - Indian fishermen who survived a hail of gunfire from a U.S. navy boat off the coast of the United Arab Emirates disputed U.S. claims that their boat dre
35 24770 6765 is the blood in your system; it sits in its comfortable home of a database, and camps out in the tent of XML, but it deserves to be worked with in a reliable and consist
36 53855 12962 This regulation is currently under review as a result of the passage of Fla. Stat. s. 1004.097, the campus Free Expression Act. Any portions of the regulation which are i
37 74053 4672 March 10, 2005 I'm Kureyon Your Love With Me I'm Kureyon Your Love With Me West Virginia down to Tennessee And I'm movin' with the Good Lord's Speed Kureyon your love wit
38 51103 18979 Responding last June to Iraqi denials that it possessed weapons of mass destruction, Defense Secretary Donald Rumsfeld told U.S. troops in Bahrain that Saddam Hussein was
39 103743 4996 see a qualitative difference between someone having the option to obtain an education and find meaningful work in something they enjoy versus having to work two or three
40 76222 13705 <|endoftext|>By Dr. Mercola Anxiety over a project at work… a marital spat… financial trouble… health problems… the list of potential stressors is endless, but wherever y
41 96133 5068 of speed, few could surpass him on the pitch. Korea Republic's Seo Jung-Won is remembered as the fastest forward of all time in his country. A typical winger, Seo would
42 68995 14695 ||This article includes a list of references, but its sources remain unclear because it has insufficient inline citations. (February 2011)| Quintus Fabius Maximus Verruco
43 41703 17214 , I'm still in a daze. Atlanta LinuxFest (ALF) was an incredible event. It was held at the IBM facility in Atlanta on Saturday. Wow, I'm still in a daze. Atlanta LinuxFes
44 48637 12681 <|endoftext|>[A short biography] FRANKLIN, Benjamin, (uncle of Franklin Davenport), a Delegate from Pennsylvania; born in Boston, Mass., January 17, 1706; attended the Bo
45 110083 7972 hero origins are traditionally moronic. Daredevil was hit by a radioactive truck, Black Condor learned to fly by trying until it worked and Batman was against bad people.
46 52 5463 HOULTON, Maine — A compliance check recently conducted in Aroostook County to ensure that businesses that sell alcohol are complying with Maine’s liquor laws produced dis
47 95890 9865 .<|endoftext|>"Doveriai no proveriai." (Trust but verify.) - Russian proverb, as quoted by Ronald Reagan Even as content becomes a public good, content creators (or at le
48 20022 37932 In 1846 the United States moved against its neighbor to the south and in so doing launched a land war resulting in changes which were already underway and likely to occur
49 96173 6312 President Obama first took office in 2009, he had an idea called the Social Innovation Fund. "We're going to use this fund to find the most promising nonprofits in Ameri
50 72375 3876 opened fire when he entered the kitchen at the Sikh Temple of Wisconsin in suburban Milwaukee at about 10:30 a.m. CDT (8:30 a.m. PDT) as women were preparing a Sunday me
51 3868 24334 Are there any particular incidents which are responsible for the low reputation Microsoft (and Bill Gates) has in the eyes of the open source community? Microsoft is clea
52 68462 10058 individualism is at the heart of the social assumptions that are part of many understandings of contemporary globalization, it is nonetheless a contested and sometimes c
53 104409 13601 really enjoyed this week's Impact Wrestling as we got the second part of Hardcore Justice. The wrestling was strong throughout most of the card, with some nice developme
54 61341 11061 <|endoftext|>For years, the mantra among legal departments has been, "Do more with less." Faced with a battered economy and pressure from the C-suite, law department oper
55 32892 6464 Solve the Problem of GRIN Withdrawal to Vite/ViteX wallet KhunSir_Vite last edited by KhunSir_Vite We recently received numerous questions about GRIN withdrawal from Pol
56 29859 11427 30 September 2010 | EN | ES Flickr/US Army Africa T.V. Padma shows you how to separate real progress from hype and challenge poor practice when you're reporting on the co
57 94738 4936 /02/06 7:30 PM ET Bay, Sanchez tabbed as NL All-Stars Outfielder earns starting role; infielder tops among write-ins By Ed Eagle / MLB.com The Bucs left fielder and third
58 75919 9242 On a warm day in May, students from Joseph Gale Elementary hopped off the bus at the Forest Grove Community School's garden on the corner of Main Street and 19th Avenue.
59 66094 13311 war for developer talent is hotter than ever. Whether you're trying to build mobile apps, redesign the user experience on your public website, or keep business-critical
The first trained candidate reached dev perplexity 434.9 versus 476.7 for an identically trained random selection—an 8.8% reduction. Corpus-learned boilerplate penalties have now removed obvious commerce/SEO pages from the top ranks (the leading documents are biographies, edited local/news reporting, research prose, and programming explanations). I’m testing whether that cleaner ranking yields a real model-level gain rather than trusting the filter proxy.
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({\"cmd\":\"cp /workspace/submission/selection.json /tmp/selection2.json; bash /workspace/dev_eval.sh /workspace/submission/selection.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":2000});\ntext(r.output); if (r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}exec result
Script completed
Wall time 1.3 seconds
Output:
SESSION_ID=69733encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({\"cmd\":\"python - <<'PY'\\nimport json,collections,statistics\\nfor p in ['/tmp/selection1.json','/tmp/selection2.json']:\\n s=json.load(open(p));print(p,len(s),sum(i<112000 for i in s),sum(i>=112000 for i in s),statistics.median(s),collections.Counter(i//20000 for i in s))\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":2000});\ntext(r.output);\n"
}exec result
Script completed
Wall time 0.4 seconds
Output:
/tmp/selection1.json 6552 5923 629 59937.0 Counter({0: 1188, 2: 1071, 3: 1042, 1: 1023, 4: 1010, 5: 778, 8: 147, 6: 145, 7: 137, 9: 11})
/tmp/selection2.json 7863 7345 518 59237 Counter({0: 1383, 2: 1331, 3: 1296, 4: 1294, 1: 1277, 5: 979, 8: 109, 6: 95, 7: 87, 9: 12})
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({\"session_id\":69733,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":2000});\ntext(r.output);\n"
}exec result
Script running with cell ID 60
Wall time 11.1 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "60",
"yield_time_ms": 30000,
"max_tokens": 2000
}wait result
Script completed
Wall time 12.2 seconds
Output:
Token indices sequence length is longer than the specified maximum sequence length for this model (1065 > 1024). Running this sequence through the model will result in indexing errors
packed 12000000 tokens from 7863 ids -> /tmp/dev_train.npy
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({\"session_id\":69733,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":2000});\ntext(r.output);\n"
}exec result
Script running with cell ID 61
Wall time 11.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "61",
"yield_time_ms": 30000,
"max_tokens": 2000
}wait result
Script completed
Wall time 11.1 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({\"session_id\":69733,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":2000});\ntext(r.output);\n"
}exec result
Script completed
Wall time 0.7 seconds
Output:
HELDOUT_PPL 416.238 loss 6.0313 train_s 54 /tmp/dev_train.npy
(dev PPL on multi_dev; official uses a hidden disjoint sample of the same HQ domain)
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({\"cmd\":\"python - <<'PY'\\nimport json,random,re\\ns=json.load(open('/tmp/selection2.json'));idx=list(range(0,7000,250))+random.Random(2).sample(range(5000,7000),30);need={s[j] for j in idx};D={}\\nfor l in open('/workspace/data/pool.jsonl'):\\n d=json.loads(l)\\n if d['id'] in need:D[d['id']]=d['text']\\nfor j in idx:\\n i=s[j];print(f'{j:4} {i:6} {len(D[i]):6}',re.sub(r'\\\\s+',' ',D[i])[:180])\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":16000});\ntext(r.output);\n"
}exec result
Script completed
Wall time 2.8 seconds
Output:
0 49958 5477 Ronald Mickens -- Research Physicist and Mathematician A leading authority on oscillations (repetitive, vibrating motions that occur in cycles) and in developing mathematical model
250 53317 7102 APA -- A day after a magnitude-6.0 quake shattered the tranquil lifestyle of the North Bay, families stood in line with buckets and coolers. Work crews inspected buildings for sign
500 59460 14273 <|endoftext|>Despite the very real progress achieved by medicine, researchers and doctors always seem to come up against the same obstacles: illnesses that are diagnosed too late,
750 413 10350 Ultracapacitors: the future of electric cars or the 'cold fusion' of autovation? ZENN Motors says its electric car will cruise for 250 miles on a single five-minute charge. Skeptic
1000 95499 6891 org<|endoftext|>The Stroum Center for Jewish Studies is excited to introduce the 2020-2021 cohort of graduate fellows in Jewish studies. Fellows receive mentorship from Stroum Cent
1250 86329 11414 and I do not wear a muzzle or other such "acceptable" dehumanizing and injurious respiratory impediment as a plastic bag or other symbolic neuter. For this, our landlord has been
1500 12058 4760 Open science – broadly, the idea that scientific papers, data and materials should be freely available and accessible to all – is an easy concept to talk about, but a difficult one
1750 51177 2905 .<|endoftext|>This jobless Japanese woman has been scamming people out of their money and collecting funds for her dog that has already passed away. According to a local news chann
2000 87907 2508 Lumb graduated from the University of Waterloo with a Bachelor of Applied Science in Engineering in 1982. He moved out to Alberta in 1993 to work as a senior consultant with Gellm
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2500 47129 10807 Overweight, often diagnosed as obesity, has become a major health issue in the United States as well as other countries. During the last four decades the prevalence of obesity has
2750 100002 2495 !").<|endoftext|>Updated at 11:35 a.m. Tuesday with information from arrest affidavit. The stepmother of a 4-year-old Corsicana girl is accused of leaving the child unattended and
3000 6363 33941 Østerbro is a mainly residential district of Copenhagen, just north of the inner city. With its quiet cobblestone and tree lined streets, and its excellent shopping and cafe life,
3250 64118 13307 C is delighted to announce that one of our five Professional Soccer Combines this winter will be held in Fort Lauderdale, Florida on December 10, 11 and 12, 2016. The event is aime
3500 45335 4145 <|endoftext|>Penn State and NYU to Launch Study to Investigate State of Urban Agriculture in US August 21, 2012 | Penn State University However, researchers in Penn State’s College
3750 98145 3078 system evaluation<|endoftext|>Australia's highest Test run-scorer and former captain Ricky Ponting has announced he will retire from international cricket. The 37-year-old former
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4500 100447 9483 reach new generations of consumers? That’s what many marketers of mature consumer product companies are asking themselves as younger customers in every age group are actively seek
4750 64769 4187 <|endoftext|>As the planet heats up and global warming becomes more and more a worrisome phenomenon, despite head in the sand tomfoolery from climate denialists and skeptics, Alask
5000 99317 2549 .<|endoftext|>RAIL strikes which threatened to cause chaos for thousands of travellers in the run-up to Christmas have been called off following an agreement between ScotRail and u
5250 36661 6425 ly News Roundup (2012 Roundup Edition) So as expected, it was a very quiet week. I took time out to do, well, basically as little as possible. And it was good. With the New Year ju
5500 114039 3729 is foundational to the work of Bible translation. We’ve seen lives changed, hearts transformed and entire communities impacted as a result of people praying specifically that God
5750 51522 1498 anglewood man finds snakes in pool Pool cleaners say call pest control A Tanglewood homeowner made a disturbing discovery while cleaning his pool and getting it ready for the summe
6000 93082 2253 New NJ Transit data shows buses even later than suspected For years, commuters have complained that NJ Transit buses run late. The evidence was flimsy, however, because data releas
6250 85623 3332 .<|endoftext|>Last night, California’s Governor Jerry Brown vetoed SB 835, a bill passed by the state legislature that would have replicated a flawed FDA policy for curbing some us
6500 40860 1786 The Rock 'n' Roll Life Kunaal has been travelling all over the country, shooting his films. And, he's made an important discovery - the rock 'n' roll has disappeared from an artist
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encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({\"cmd\":\"python - <<'PY'\\nimport re,json,numpy as np,statistics,collections\\nfrom transformers import AutoTokenizer\\nW=re.compile(r\\\"[A-Za-z]+(?:'[A-Za-z]+)?\\\"); STOP=set('a about after again against all also am an and any are as at be because been before being between both but by can could did do does doing down during each few for from further had has have having he her here hers herself him himself his how i if in into is it its itself just may more most must my myself no nor not now of off on once only or other our ours ourselves out over own same she should so some such than that the their theirs them themselves then there these they this those through to too under until up very was we were what when where which while who whom why will with would you your yours yourself themselves'.split())\\ndef f(s):\\n w=W.findall(s.lower());n=len(w);return len(s),n,sum(x in STOP for x in w)/n,sum(c.isalpha() for c in s)/len(s),sum(c in '.!?' for c in s)/n,len(set(w))/n\\nx=np.load('/workspace/data/multi_dev.npy');t=AutoTokenizer.from_pretrained('gpt2',local_files_only=True)\\nfor q in range(4):\\n s=t.decode(x[q*250000:(q+1)*250000]); chunks=[f(s[i:i+5000]) for i in range(0,len(s),5000) if len(W.findall(s[i:i+5000]))>100]\\n print(q, [round(statistics.mean(z[j] for z in chunks),3) for j in range(2,6)])\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}exec result
Script completed
Wall time 6.0 seconds
Output:
0 [0.402, 0.763, 0.051, 0.466]
1 [0.435, 0.788, 0.059, 0.462]
2 [0.419, 0.788, 0.061, 0.459]
3 [0.33, 0.699, 0.083, 0.373]
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const patch = \"*** Begin Patch\\n*** Update File: /workspace/submission/curate.py\\n@@\\n- q -= 7.0 * abs(f[\\\"stop\\\"] - 0.45)\\n@@\\n- q -= 6.0 * f[\\\"noise\\\"]\\n+ q -= 9.0 * f[\\\"noise\\\"]\\n@@\\n- \\\"news\\\": q + 0.27 * ns + 0.012 * quote - 0.08 * min(ts, 5),\\n- \\\"tech\\\": q + 0.25 * ts + (0.55 if (\\\"?\\\" in low and ts) else 0.0),\\n- \\\"encyclopedic\\\": q + 0.22 * es + 0.08 * min(low.count(\\\" was \\\") + low.count(\\\" is \\\"), 10)\\n+ \\\"news\\\": q - 7.0 * abs(f[\\\"stop\\\"] - 0.419) + 0.27 * ns + 0.012 * quote - 0.08 * min(ts, 5),\\n+ \\\"tech\\\": q - 5.0 * abs(f[\\\"stop\\\"] - 0.330) + 0.25 * ts + (0.55 if (\\\"?\\\" in low and ts) else 0.0),\\n+ \\\"encyclopedic\\\": q - 7.0 * abs(f[\\\"stop\\\"] - 0.402) + 0.22 * es + 0.08 * min(low.count(\\\" was \\\") + low.count(\\\" is \\\"), 10)\\n - 0.035 * min(first_person, 20),\\n- \\\"general\\\": q + 0.06 * min(first_person, 12) - 0.06 * min(ns + ts, 10),\\n+ \\\"general\\\": q - 7.0 * abs(f[\\\"stop\\\"] - 0.435) + 0.06 * min(first_person, 12) - 0.06 * min(ns + ts, 10),\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\n"
}exec result
Script completed
Wall time 0.1 seconds
Output:
{}encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const patch = \"*** Begin Patch\\n*** Update File: /workspace/submission/curate.py\\n@@\\n- noise = sum(counts[w] * weight for w, weight in noise_weights.items()) / nw\\n+ noise = sum(count * noise_weights.get(word, 0.0) for word, count in counts.items()) / nw\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\n"
}exec result
Script completed
Wall time 0.0 seconds
Output:
{}encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({\"cmd\":\"python /workspace/submission/curate.py\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":3000});\ntext(r.output); if (r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}exec result
Script completed
Wall time 1.3 seconds
Output:
SESSION_ID=78890encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({\"session_id\":78890,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}exec result
Script running with cell ID 68
Wall time 11.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "68",
"yield_time_ms": 30000,
"max_tokens": 3000
}wait result
Script completed
Wall time 15.3 seconds
Output: