Skip to content
nano-gpt-data-curation

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
115
duration
43m
recorded
2026-08-03

run iddclm-nano-curation__u7ZtWPZ

Everything gpt-5.6-sol did on this task, in order.

download JSON ↗
codexgpt-5.6-sol122 turns7 narration115 reasoning115 action115 observation1 final
#1
narration

I’ll first profile the corpus, frozen pipeline, and remaining time, then build a reproducible multi-domain quality ranker and use dev training runs to tune only the highest-impact choices.

#2
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"pwd && cat .timer/remaining_secs && sed -n '1,240p' train_nano.py && du -h data/pool.jsonl data/multi_dev.npy && head -n 3 data/pool.jsonl\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":20000}); text(r.output)\n"
}
exec result
Script completed
Wall time 0.6 seconds
Output:
/workspace
5390
"""From-scratch nano-GPT (30M) LM training on a 1D token .npy; report held-out perplexity.
Frozen recipe — the ONLY thing that varies between runs is the training token set."""
import argparse, math, time, numpy as np, torch
from model import GPT, GPTConfig

ap = argparse.ArgumentParser()
ap.add_argument("--train_npy", required=True)
ap.add_argument("--heldout_npy", required=True)
ap.add_argument("--out_json", required=True)
ap.add_argument("--max_iters", type=int, default=3000)
ap.add_argument("--warmup", type=int, default=150)
ap.add_argument("--batch", type=int, default=32)
ap.add_argument("--block", type=int, default=256)
ap.add_argument("--lr", type=float, default=6e-4)
ap.add_argument("--seed", type=int, default=1337)
a = ap.parse_args()

torch.manual_seed(a.seed); np.random.seed(a.seed)
dev = "cuda"
tr = np.load(a.train_npy); ho = np.load(a.heldout_npy)
tr = torch.from_numpy(tr.astype(np.int64)); ho = torch.from_numpy(ho.astype(np.int64))
rng = np.random.default_rng(a.seed)

model = GPT(GPTConfig(block_size=a.block, vocab_size=50257, n_layer=6, n_head=6,
                      n_embd=384, dropout=0.0, bias=False)).to(dev)
opt = model.configure_optimizers(0.1, a.lr, (0.9, 0.95), "cuda")

def lr_at(it):
    if it < a.warmup: return a.lr * (it + 1) / (a.warmup + 1)
    r = (it - a.warmup) / max(1, a.max_iters - a.warmup)
    return 0.1 * a.lr + 0.5 * (1 + math.cos(math.pi * r)) * (a.lr - 0.1 * a.lr)

def get_batch(src):
    ix = rng.integers(0, len(src) - a.block - 1, size=a.batch)
    x = torch.stack([src[i:i+a.block] for i in ix]).to(dev)
    y = torch.stack([src[i+1:i+1+a.block] for i in ix]).to(dev)
    return x, y

t0 = time.time()
model.train()
for it in range(a.max_iters):
    for g in opt.param_groups: g["lr"] = lr_at(it)
    x, y = get_batch(tr)
    with torch.autocast("cuda", dtype=torch.bfloat16):
        _, loss = model(x, y)
    opt.zero_grad(set_to_none=True); loss.backward()
    torch.nn.utils.clip_grad_norm_(model.parameters(), 1.0); opt.step()
train_s = time.time() - t0

# held-out perplexity: mean next-token CE over non-overlapping windows (window-weighted)
import json
model.eval()
nwin = (len(ho) - 1) // a.block
starts = [j * a.block for j in range(nwin)]
sum_loss, nseen = 0.0, 0
with torch.no_grad():
    for i in range(0, nwin, a.batch):
        bs = starts[i:i+a.batch]
        x = torch.stack([ho[s:s+a.block] for s in bs]).to(dev)
        y = torch.stack([ho[s+1:s+1+a.block] for s in bs]).to(dev)
        with torch.autocast("cuda", dtype=torch.bfloat16):
            _, l = model(x, y)
        sum_loss += l.item() * len(bs); nseen += len(bs)
mean_loss = sum_loss / max(1, nseen)
ppl = math.exp(mean_loss)
out = {"train_npy": a.train_npy, "heldout_ppl": ppl, "mean_loss": mean_loss,
       "max_iters": a.max_iters, "seed": a.seed, "train_s": round(train_s, 1)}
json.dump(out, open(a.out_json, "w"))
print(f"HELDOUT_PPL {ppl:.3f}  loss {mean_loss:.4f}  train_s {train_s:.0f}  {a.train_npy}")
773M	data/pool.jsonl
2.0M	data/multi_dev.npy
{"id": 0, "text": "|Viewing Single Post From: Spoilers for the Week of February 11th|\n|Lil||Feb 1 2013, 09:58 AM|\nDon't care about Chloe/Taniel/Jen-Jen. Don't care about Sami, really, but hoping that we get some good \"SAMANTHA GENE!!\" Marlena Death-Stares out of it. And \"newfound\" feelings. Please. If only.\nSTEFANO!! STEFANO, STEFANO, STEFANO!!!! :cheer:\n|Spoilers for the Week of February 11th \u00b7 DAYS: News, Spoilers & Discussion|"}
{"id": 1, "text": "*sigh* Fundamentalist community, let me pass on some advice to you I learned from the atheistic community:\nIf you have set yourself on fire, do not run.\nOkay? Okay?? Please?\nLook, D, you had two months to say to Harvard in private emails, \"Im sorry, I shouldnt have been using that animation in my paid presentations. I wont use it again. I really do like 'Inner Life', though, and would love to use it in classroom presentations, from the BioVisions site, if that is acceptable.\"\nI sat here, for two months, waiting for that to happen, anything to happen, and it didnt. Two months, on your own terms, you could have written a similar post to yesterdays. I would have given you the benefit of the doubt-- maybe you didnt know the credits werent visible to the audience, and I wouldnt have said a word beyond this, as its Harvards problem, not mine. This would have been a funny joke to those of us involved in dealing with you people, but it would have been a PR non-issue for you.\nBut after you set yourself on fire, you didnt douse it out with a bucket of ice cold reality and accountability. You ran. And youre still running.\nWhy not just state \"I screwed up. Sorry everyone.\" and move on? Why the excuses? Why the denial? Why the passive language? Why the vague words and cryptic capitalizations? Why the writes and rewrites of your 'press release'? We know it wasnt written of your own volition, or it would have been done *before* Harvard had to take action. And, your behavior before this, regarding this issue, is not indicative of someone who made an innocent mistake. Its weird.\nSo what with this frantic running? Is the inability to say \"I was wrong\" a pathological feature of Creationists? Or are you hiding something? Or is it both? Or is it more?\nAnd now we get Casey weighing in on the issue, according to cre8id at AboveTopSecret.com-- PBS/NOVA online - Intelligent Design on trial:\n...to my knowledge, Discovery Institute has neither authorized nor received nor is making use of any presentation that used that animation. We have had nothing to do with creating or selling a DVD of that animation, nor do we have anything to do with placing that presentation on Google Video.I dont know what he is talking about with that last part, but the first part sounds similar to DIs claims post-Dover (\"WE HAD NOTHING TO DO WITH DOVER!\"). Maybe Luskin is telling the truth. Maybe this was a magic non-science Creation-friendly narration with convenient edits that AiG or ICR would have killed for... but only Dembski could find it... but he cant tell us where... and he didnt share it with anyone... and its subsequently disappeared from the Internet...\nBut that simply isnt what Ive been told. Maybe this was all a silly Dembski mistake, blown out of proportion due to his decision to remain silent... But what if we find more videos of more DI fellows, presenting this animation?\n*shrug* If youve set yourself on fire, do not run, DI. If youve done it, better admit it to Harvard now, apologize, and move on."}
{"id": 2, "text": "A novel two-step immunotherapy approach has shown clinically beneficial responses in patients with advanced ovarian cancer. Following Lifestyle Recommendations Reduces Risk of Cancer Death\nPeople who follow the diet and lifestyle recommendations laid out by the WCRF and the AICR have a 20 percent reduced risk of dying from cancer. UCSF Launches Social Networking Site for Patients and Families with Hereditary Cancers\nFor Immediate Release May 14, 2013 UCSF Launches Social Networking Site for Patients and Families... Genomic Test May Help Guide Prostate Cancer Treatment\nThe Oncotype DX\u00ae Prostate Cancer Test strongly predicts aggressiveness of disease. Statins Linked to Lower Risk of Liver Cancer in Hepatitis C\nPeople infected with chronic hepatitis C are less likely to develop liver cancer if they are taking statins.\nRadioimmunotherapy (RIT) is a type of targeted therapy that delivers radiation directly to cancer cells.... Urinary Incontinence\nOverview The urinary tract includes the kidneys, the ureters, the bladder, and the urethra. The kidneys... Advanced Directives\nLiving Wills Every competent adult has, in most cases, the freedom to accept or refuse medical treatment.... Caregivers\nWhat is Caregiving and Who are Caregivers? Caregivers are individuals who provide care to chronically... Chemotherapy for Older Patients: What You Should Know About the Risk of Infection\nAs you may already know, chemotherapy works by attacking the rapidly dividing cells it finds in the body,...\nAn ongoing series highlighting complementary therapies, adapted from The Complete Guide to Complementary... Clear and precise\nMohs surgery provides a tissue-sparing approach to skin cancer surgery. By Eleanor Mayfield Michele Kelsey... Chemical Reaction\nChemicals may be disrupting our hormones\u2014and our health. By Laurie Wertich Exposure to synthetic chemicals... College Kids Kick Cancer\nBy Diana Price College kids and cancer\u2014not two topics most of us would immediately connect. And yet... Cooking with Fruits and Vegetables\nIn the introduction to Ripe: A Fresh, Colorful Approach to Fruits and Vegetables (Running Press, 2011;...\nAnnual meeting brings together cancer experts from around the world. Kari Bohlke, ScD The 2011 Annual... Bone Fractures in Breast Cancer Patients More Frequent with Femara than with Tamoxifen\nResearchers affiliated with the BIG I-98 Collaborative and International Breast Study Groups... Single Treatment with High-intensity Focused Ultrasound Effective for Localized Prostate Cancer\nResearchers from McMaster University in Canada have reported that high-intensity focused... Marital Separation Impacts Cancer Survival\nResearchers from the University of Indiana and the Fox Chase Cancer Center... 2009 Oncology Conference Coverage View up-to-date coverage of the 2009 Oncology Conference here."}
#3
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"rg --files -g '!data/pool.jsonl' | sort && nvidia-smi --query-gpu=name,memory.total --format=csv,noheader && python - <<'PY'\\nimport json,random,re,statistics,collections\\np='data/pool.jsonl'; random.seed(3)\\nres=[]\\nfor i,l in enumerate(open(p)):\\n d=json.loads(l)\\n if len(res)<300: res.append(d)\\n else:\\n  j=random.randrange(i+1)\\n  if j<300: res[j]=d\\nfor d in res[:40]:\\n t=d['text'].replace('\\\\n',' ')[:180]\\n print(d['id'],len(d['text']),repr(t))\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":12000}); text(r.output)\n"
}
exec result
Script completed
Wall time 4.6 seconds
Output:
data/multi_dev.npy
dev_eval.sh
model.py
pack_selection.py
timer.sh
train_nano.py
NVIDIA H100 80GB HBM3, 81559 MiB
50324 3703 '<|endoftext|>I mentioned that Zion was enjoying his Reading Eggs subscription last post, well today, a friend posted on Facebook that she found a whole bunch of coupon code for it '
127276 1233 '<|endoftext|>Key Food Stores Recipes Circulars | Recipes | Shopping List | Sign In Find Recipes Appetizers Appetizers Cold Appetizers Dips & Spreads Hot Appetizers Barbecue Beverag'
124894 5615 'Ko Home About What We Do Vispop Media Team Contact ABOUT US ARTIST KO is a cooperative with artists, musicians, and entrepreneurs as members. We are registered under the Cooperativ'
112881 4047 "'m curious as to what the A/N community thinks about this form of advertising. personally, i like it. no doubt, they tend to incite controversy, and many people misunderstand the i"
39483 2758 'London is the premier international city. You can walk down Oxford Street and easily hear 10 languages in 10 steps, because people come from everywhere and anywhere. (I used to thi'
126662 988 'RHLMC Online Reservation System Online Reservation System (Return To Home ) 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 Jan Feb Mar Apr May '
25816 1469 '<|endoftext|>(Founder of Inky Punk and Creator of Analog Farm) Originally known as “Goulds”, this comic has been a passion project of mine for well over 5 years. Through that time '
53821 3986 ' thing you will need to do is formally accept your room offer – and you will need to do so by the deadline you are given. If you miss the deadline, your room will be given to anoth'
57084 5665 '?<|endoftext|>Over the course of the past several years, RPG Vault and the entire Vault Network have had occasion to witness rapid, continuing growth within the persistent state ga'
40125 2004 " With Sheldon Brown sitting out the current OTAs, the Eagles do not have any defensive starters from the 2004 season Super Bowl team on the field. Is it that long ago? ** I'm buyin"
38361 1636 'George T. Downing George Downing came to the Capitol a well-known restaurateur, with establishments in New York City and Newport, Rhode Island. As a second generation member of the'
96300 428 'ents: 2 - There is no known route history. Located in Roche Lake approx: Route Grade Citations |5.10b||Community registered grade| Overall quality score: 67% Learn about creating c'
21874 2285 'I’ve been thinking a lot about this aspect of my MIFF experience. Why can my husband go paragliding every year – sometimes for four weeks at a time in Europe, often for a week in B'
82852 1472 'Again, court stops FG from removing CJN Justice Edward Ekwo gave the order on Monday in Abuja while ruling on an ex parte motion brought by the Action Peoples Party. Defendants in '
163446 3056 ' BRZ Forum | Toyota 86 GT 86 Forum | AS1 Forum - FT86CLUB follow ft86club on our blog, twitter or facebook. User Name Remember Me? Password Register Garage Garage Garages Help Memb'
122357 8672 " 'Tourism' | 10 daily News Entertainment Lifestyle Views Shows Video WIN 10 play Advertisement #Tourism World World Dozens Dead In Tourist Bus Crash In Portugal 1 min read A bus cr"
114570 4980 ' Market<|endoftext|>How many backlinks per day for new site? | BlackHatWorld Log in or Sign up BlackHatWorld Home Forums > Black Hat SEO > Black Hat SEO > This website uses cookies'
14325 3491 'The privatisation of the employment system is one of the classic examples of failure. Private employment agencies work well as an opt-in system – you want a job, you go to an agenc'
151485 2541 "oraesa | Stripes Korea Skip to main content MORE STRIPES [X] DIGITAL ISSUE This month's Whats Up COMMUNITY SITES Stripes Europe Stripes Guam Stripes Japan Stripes Korea Stripes Oki"
151012 8096 '© 2017 - Steinerparents.com<|endoftext|>Nominations open next week for Hyndburn Business Awards - LancsLive accringtonLoad mobile navigation News Latest news Lancashire News Local '
100428 24705 'Ai, Robotics, And The Future Of Jobs The operator specifies solely the task and the robotic manages itself to finish it. A human specifies common strikes or position modifications '
425 1079 'Comment current news topics here. Sorry if already posted. http://www.vanityfair.com/online/oscars ... udd-apatow To God, every living being is beautiful... Except for you. Jim was'
175342 2745 ' Humidifier - Bed Bath & Beyond<|endoftext|>Maid/Bai Jobs Near Sector 27, Noida| Helper4U Employer नौकरी चाहिए support@helper4u.in Login Employer नौकरी चाहिए Select Helpers Process'
54141 3547 '.<|endoftext|>|Hubs saying tata to his "friend" of 10 yrs.| We are hoping this was God\'s plan, since we found the vehicle that was at the top of my list for our next car, used with'
105547 567 ' World 2011<|endoftext|>A quick update to let you know that uploads to Shapeways are currently disabled as we deal with some gremlins on our server. This means you cannot upload mo'
119095 3645 '1261<|endoftext|>28" 3 Mil Poly Tubing on Roll - 1100 ft./roll Call 800.820.4722 Custom Printed Packaging Custom Poly Bags & Liners Custom Reclosable Zip Bags Custom Merchandise Ba'
26009 913 'This panoramic view encompasses the entire sky and reveals the distribution of galaxies beyond the Milky Way galaxy, which astronomers call extended sources, as observed by Two Mic'
68053 779 " Adela doesn't have any Goodies to view right now. and we'll let her know you're interested in seeing her Goody Bags on NiteFlirt. Thanks, we've let Angel Adela know you're interes"
129417 11969 'Saudi’s Shoura Council Seeks Probe Into Haramain Rail Project Delays - railmeds JimdoPage! RAILMED A Project for MEDA 2020 Saudi’s Shoura Council Seeks Probe Into Haramain Rail Pro'
154243 21054 ' advertise with us? Contact Us ×<|endoftext|>Congress preps Round 2 of payroll tax-cut fight - CBS News News US World Politics Entertainment Health MoneyWatch Technology Science Cr'
54664 1267 'While condemning the violence sparked by a video made in California that depicts the Prophet Mohammad as a womanizer, fool and child abuser, several Muslim leaders called for inter'
20850 2770 'A Vendor Due Diligence Checklist A vendor is any third-party individual or corporate entity that is engaged by a business for the purpose of providing goods or services. Examples i'
101953 1378 ' Yeung<|endoftext|>The City of Scottsdale is investigating an accident over the weekend at a Scottsdale fire station that resulted in the death of a child. City officials confirmed'
162241 2335 '.<|endoftext|>wisdom – WATB.tv Headlines News from Washington DC! WATB.tv The Voice of the True Bride of Christ Follow us! View WATB.tv’s profile on Facebook View WATB.tv’s profile'
93794 7245 ' the 20 players that suited up for more than 40 games through a disappointing 2009-10 season with the Adirondack Phantoms, only 11 will return for another go, and a few of those pl'
31397 2824 'CEED 2020 Result has been released on 1st March 2020 through the online mode. CEED Result 2020 is going to be released in the first week of March 2020 through the online mode. The '
15558 478 'Write from the Deep (June 2018) Haters. They’re out there, lurking. Waiting to attack. All it takes is for you to write something that they dislike, and they strike with vicious wo'
120642 5272 'imonials : Summer Schools : Universität Hamburg Metanavigation Universität Hamburg For journalists Staff Service Portal0 STiNE https://www.kus.uni-hamburg.de/en/aktuelles.json?rece'
25654 1426 'th. Floor Conference Center, 1900 East. Golf Road Schaumburg, Tuesday, September 10, 2013 at 8:30 AM - Wednesday, September 11, 2013 at 4:30 PM Dealers Technology will bring to aut'
87024 3803 '<|endoftext|>Writer/Director Taylor Sheridan is a wonderful screenwriter in his own right, however, he’s a terrible writer of film titles. Think Sicario, Hell or High Water or this'
#4
narration

The sample confirms a noisy crawl with strong source-quality variation (forums, navigation/product pages, and clean articles mixed together). I’m now extracting signals from the disclosed dev distribution itself—especially vocabulary/register fit—while keeping explicit diversity controls so the ranker does not collapse onto one domain.

#5
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"sed -n '1,220p' pack_selection.py; python - <<'PY'\\nfrom transformers import GPT2TokenizerFast\\nimport numpy as np\\nx=np.load('data/multi_dev.npy')\\nt=GPT2TokenizerFast.from_pretrained('gpt2',local_files_only=True)\\ns=t.decode(x[:20000])\\nprint(repr(s[:12000]))\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":15000}); text(r.output)\n"
}
exec result
Script completed
Wall time 7.6 seconds
Output:
"""Solver-side: pack a selection.json (ordered ids) into a 12M-token train array from pool.jsonl."""
import json, sys, numpy as np
from transformers import AutoTokenizer

POOL = "/workspace/data/pool.jsonl"
SEL = sys.argv[1] if len(sys.argv) > 1 else "/workspace/submission/selection.json"
OUT = sys.argv[2] if len(sys.argv) > 2 else "/tmp/dev_train.npy"
BUDGET = 12_000_000

tok = AutoTokenizer.from_pretrained("gpt2"); EOS = tok.eos_token_id
text = {}
for line in open(POOL):
    r = json.loads(line); text[r["id"]] = r["text"]
sel = json.load(open(SEL))
parts, tot = [], 0
for i in sel:
    ids = tok(text[i], add_special_tokens=False).input_ids
    parts.extend(ids); parts.append(EOS); tot += len(ids) + 1
    if tot >= BUDGET: break
arr = np.array(parts[:BUDGET], dtype=np.uint16)
np.save(OUT, arr)
print(f"packed {len(arr)} tokens from {len(sel)} ids -> {OUT}")
' Beardmore was sufficiently impressed with Shackleton to offer financial support , but other donations proved hard to come by . Nevertheless , in February 1907 , Shackleton presented to the Royal Geographic Society his plans for an Antarctic expedition , the details of which , under the name British Antarctic Expedition , were published in the Royal Society \'s newsletter , Geographic Journal . The aim was the conquest of both the geographical South Pole and the South Magnetic Pole . Shackleton then worked hard to persuade others of his wealthy friends and acquaintances to contribute , including Sir Philip Lee Brocklehurst , who subscribed £ 2 @,@ 000 ( 2011 equivalent £ 157 @,@ 000 ) to secure a place on the expedition ; author Campbell Mackellar ; and Guinness baron Lord Iveagh , whose contribution was secured less than two weeks before the departure of the expedition ship Nimrod . On 4 August 1907 , Shackleton was appointed a Member of the Royal Victorian Order , 4th Class ( MVO ; the present @-@ day grade of Lieutenant ) . \n<|endoftext|> On 1 January 1908 , Nimrod sailed for the Antarctic from Lyttelton Harbour , New Zealand . Shackleton \'s original plans had envisaged using the old Discovery base in McMurdo Sound to launch his attempts on the South Pole and South Magnetic Pole . However , before leaving England , he had been pressured to give an undertaking to Scott that he would not base himself in the McMurdo area , which Scott was claiming as his own field of work . Shackleton reluctantly agreed to look for winter quarters at either the Barrier Inlet ( which Discovery had briefly visited in 1902 ) or King Edward VII Land . \n<|endoftext|> To conserve coal , the ship was towed 1 @,@ 650 miles ( 2 @,@ 655 km ) by the steamer Koonya to the Antarctic ice , after Shackleton had persuaded the New Zealand government and the Union Steamship Company to share the cost . In accordance with Shackleton \'s promise to Scott , the ship headed for the eastern sector of the Great Ice Barrier , arriving there on 21 January 1908 . They found that the Barrier Inlet had expanded to form a large bay , in which were hundreds of whales , which led to the immediate christening of the area as the Bay of Whales . It was noted that ice conditions were unstable , precluding the establishment of a safe base there . An extended search for an anchorage at King Edward VII Land proved equally fruitless , so Shackleton was forced to break his undertaking to Scott and set sail for McMurdo Sound , a decision which , according to second officer Arthur Harbord , was " dictated by common sense " in view of the difficulties of ice pressure , coal shortage and the lack of any nearer known base . \n<|endoftext|> Nimrod arrived at McMurdo Sound on 29 January , but was stopped by ice 16 miles ( 26 km ) north of Discovery \'s old base at Hut Point . After considerable weather delays , Shackleton \'s base was eventually established at Cape Royds , about 24 miles ( 39 km ) north of Hut Point . The party was in high spirits , despite the difficult conditions ; Shackleton \'s ability to communicate with each man kept the party happy and focused . \n<|endoftext|> The " Great Southern Journey " , as Frank Wild called it , began on 29 October 1908 . On 9 January 1909 , Shackleton and three companions ( Wild , Eric Marshall and Jameson Adams ) reached a new Farthest South latitude of 88 ° 23 \' S , a point only 112 miles ( 180 km ) from the Pole . En route the South Pole party discovered the Beardmore Glacier ( named after Shackleton \'s patron ) and became the first persons to see and travel on the South Polar Plateau . Their return journey to McMurdo Sound was a race against starvation , on half @-@ rations for much of the way . At one point , Shackleton gave his one biscuit allotted for the day to the ailing Frank Wild , who wrote in his diary : " All the money that was ever minted would not have bought that biscuit and the remembrance of that sacrifice will never leave me " . They arrived at Hut Point just in time to catch the ship . \n<|endoftext|> The expedition \'s other main accomplishments included the first ascent of Mount Erebus , and the discovery of the approximate location of the South Magnetic Pole , reached on 16 January 1909 by Edgeworth David , Douglas Mawson , and Alistair Mackay . Shackleton returned to the United Kingdom as a hero , and soon afterwards published his expedition account , Heart of the Antarctic . Emily Shackleton later recorded : " The only comment he made to me about not reaching the Pole was \' a live donkey is better than a dead lion , isn \'t it ? \' and I said \' Yes darling , as far as I am concerned \' " . \n<|endoftext|> In 1910 , Shackleton made a series of three recordings describing the expedition using an Edison Phonograph . \n<|endoftext|> Several mostly intact cases of whisky and brandy left behind in 1909 were recovered in 2010 , for analysis by a distilling company . A revival of the vintage ( and since lost ) formula for the particular brands found has been offered for sale with a portion of the proceeds to benefit the New Zealand Antarctic Heritage Trust which discovered the lost spirits . \n<|endoftext|> On Shackleton \'s return home , public honours were quickly forthcoming . King Edward VII received him on 10 July and raised him to a Commander of the Royal Victorian Order ( CVO ) ; in the King \'s Birthday Honours list in November , he was made a knight , becoming Sir Ernest Shackleton . He was honoured by the Royal Geographical Society , who awarded him a Gold Medal ; a proposal that the medal be smaller than that earlier awarded to Captain Scott was not acted on . All the members of the Nimrod Expedition shore party received silver Polar Medals on 23 November , with Shackleton receiving a clasp to his earlier medal . Shackleton was also appointed a Younger Brother of Trinity House , a significant honour for British mariners . \n<|endoftext|> Besides the official honours , Shackleton \'s Antarctic feats were greeted in Britain with great enthusiasm . Proposing a toast to the explorer at a lunch given in Shackleton \'s honour by the Royal Societies Club , Lord Halsbury , a former Lord Chancellor , said : " When one remembers what he had gone through , one does not believe in the supposed degeneration of the British race . One does not believe that we have lost all sense of admiration for courage [ and ] endurance " . The heroism was also claimed by Ireland : the Dublin Evening Telegraph \'s headline read " South Pole Almost Reached By An Irishman " , while the Dublin Express spoke of the " qualities that were his heritage as an Irishman " . Shackleton \'s fellow @-@ explorers expressed their admiration ; Roald Amundsen wrote , in a letter to RGS Secretary John Scott Keltie , that " the English nation has by this deed of Shackleton \'s won a victory that can never be surpassed " . Fridtjof Nansen sent an effusive private letter to Emily Shackleton , praising the " unique expedition which has been such a complete success in every respect " . The reality was , however , that the expedition had left Shackleton deeply in debt , unable to meet the financial guarantees he had given to backers . Despite his efforts , it required government action , in the form of a grant of £ 20 @,@ 000 ( 2008 : £ 1 @.@ 5 million ) to clear the most pressing obligations . It is likely that many debts were not pressed and were written off . \n<|endoftext|> In the period immediately after his return , Shackleton engaged in a strenuous schedule of public appearances , lectures and social engagements . He then sought to cash in on his celebrity by making a fortune in the business world . Among the ventures which he hoped to promote were a tobacco company , a scheme for selling to collectors postage stamps overprinted " King Edward VII Land " ( based on Shackleton \'s appointment as Antarctic postmaster by the New Zealand authorities ) , and the development of a Hungarian mining concession he had acquired near the city of Nagybanya , now part of Romania . None of these enterprises prospered , and his main source of income was his earnings from lecture tours . He still harboured thoughts of returning south , even though in September 1910 , having recently moved with his family to Sheringham in Norfolk , he wrote to Emily : " I am never again going South and I have thought it all out and my place is at home now " . He had been in discussions with Douglas Mawson about a scientific expedition to the Antarctic coast between Cape Adare and Gaussberg , and had written to the RGS about this in February 1910 . \n<|endoftext|> Any future resumption by Shackleton of the quest for the South Pole depended on the results of Scott \'s Terra Nova Expedition , which left from Cardiff in July 1910 . By the spring of 1912 , the world was aware that the pole had been conquered , by the Norwegian Roald Amundsen . The fate of Scott \'s expedition was not then known . Shackleton \'s mind turned to a project that had been announced , and then abandoned , by the Scottish explorer William Speirs Bruce , for a continental crossing , from a landing in the Weddell Sea , via the South Pole to McMurdo Sound . Bruce , who had failed to acquire financial backing , was happy that Shackleton should adopt his plans , which were similar to those being followed by the German explorer Wilhelm Filchner . Filchner had left Bremerhaven in May 1911 ; in December 1912 , the news arrived from South Georgia that his expedition had failed . The transcontinental journey , in Shackleton \'s words , was the " one great object of Antarctic journeyings " remaining , now open to him . \n<|endoftext|> Shackleton published details of his new expedition , grandly titled the " Imperial Trans @-@ Antarctic Expedition " , early in 1914 . Two ships would be employed ; Endurance would carry the main party into the Weddell Sea , aiming for Vahsel Bay from where a team of six , led by Shackleton , would begin the crossing of the continent . Meanwhile , a second ship , the Aurora , would take a supporting party under Captain Aeneas Mackintosh to McMurdo Sound on the opposite side of the continent . This party would then lay supply depots across the Great Ice Barrier as far as the Beardmore Glacier , these depots holding the food and fuel that would enable Shackleton \'s party to complete their journey of 1 @,@ 800 miles ( 2 @,@ 900 km ) across the continent . \n<|endoftext|> Shackleton used his considerable fund @-@ raising skills , and the expedition was financed largely by private donations , although the British government gave £ 10 @,@ 000 ( about £ 680 @,@ 000 in 2008 terms ) . Scottish jute magnate Sir James Caird gave £ 24 @,@ 000 , Midlands industrialist Frank Dudley Docker gave £ 10 @,@ 000 and tobacco heiress Janet Stancomb @-@ Wills gave an undisclosed but reportedly " generous " sum . Public interest in the expedition was considerable ; Shackleton received more than 5 @,@ 000 applications to join it . His interviewing and selection methods sometimes seemed eccentric ; believing that character and temperament were as important as technical ability , he would ask unconventional questions . Thus physicist Reginald James was asked if he could sing ; others were accepted on sight because Shackleton liked the look of them , or after the briefest of interrogations . Shackleton also loosened some traditional hierarchies , expecting all men , including the scientists , to take their share of ship \'s chores . He ultimately selected a crew of 56 , twenty @-@ eight on each ship . \n<|endoftext|> Despite the outbreak of the First World War on 3 August 1914 , Endurance was directed by the First Lord of the Admiralty , Winston Churchill , to " proceed " , and left British waters on 8 August . Shackleton delayed his own departure until 27 September , meeting the ship in Buenos Aires . \n<|endoftext|> While Shackleton led the expedition , the Endurance was captained by Cpt . F. Worsley DSO . The'
#6
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nfrom transformers import GPT2TokenizerFast\\nimport numpy as np\\nx=np.load('data/multi_dev.npy'); t=GPT2TokenizerFast.from_pretrained('gpt2',local_files_only=True)\\nprint(len(x))\\nfor p in [0,.25,.5,.75,.9]:\\n i=int(len(x)*p); print('\\\\n###',p,repr(t.decode(x[i:i+2500])[:5000]))\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":10000}); text(r.output)\n"
}
exec result
Script completed
Wall time 5.4 seconds
Output:
1000000

### 0 ' Beardmore was sufficiently impressed with Shackleton to offer financial support , but other donations proved hard to come by . Nevertheless , in February 1907 , Shackleton presented to the Royal Geographic Society his plans for an Antarctic expedition , the details of which , under the name British Antarctic Expedition , were published in the Royal Society \'s newsletter , Geographic Journal . The aim was the conquest of both the geographical South Pole and the South Magnetic Pole . Shackleton then worked hard to persuade others of his wealthy friends and acquaintances to contribute , including Sir Philip Lee Brocklehurst , who subscribed £ 2 @,@ 000 ( 2011 equivalent £ 157 @,@ 000 ) to secure a place on the expedition ; author Campbell Mackellar ; and Guinness baron Lord Iveagh , whose contribution was secured less than two weeks before the departure of the expedition ship Nimrod . On 4 August 1907 , Shackleton was appointed a Member of the Royal Victorian Order , 4th Class ( MVO ; the present @-@ day grade of Lieutenant ) . \n<|endoftext|> On 1 January 1908 , Nimrod sailed for the Antarctic from Lyttelton Harbour , New Zealand . Shackleton \'s original plans had envisaged using the old Discovery base in McMurdo Sound to launch his attempts on the South Pole and South Magnetic Pole . However , before leaving England , he had been pressured to give an undertaking to Scott that he would not base himself in the McMurdo area , which Scott was claiming as his own field of work . Shackleton reluctantly agreed to look for winter quarters at either the Barrier Inlet ( which Discovery had briefly visited in 1902 ) or King Edward VII Land . \n<|endoftext|> To conserve coal , the ship was towed 1 @,@ 650 miles ( 2 @,@ 655 km ) by the steamer Koonya to the Antarctic ice , after Shackleton had persuaded the New Zealand government and the Union Steamship Company to share the cost . In accordance with Shackleton \'s promise to Scott , the ship headed for the eastern sector of the Great Ice Barrier , arriving there on 21 January 1908 . They found that the Barrier Inlet had expanded to form a large bay , in which were hundreds of whales , which led to the immediate christening of the area as the Bay of Whales . It was noted that ice conditions were unstable , precluding the establishment of a safe base there . An extended search for an anchorage at King Edward VII Land proved equally fruitless , so Shackleton was forced to break his undertaking to Scott and set sail for McMurdo Sound , a decision which , according to second officer Arthur Harbord , was " dictated by common sense " in view of the difficulties of ice pressure , coal shortage and the lack of any nearer known base . \n<|endoftext|> Nimrod arrived at McMurdo Sound on 29 January , but was stopped by ice 16 miles ( 26 km ) north of Discovery \'s old base at Hut Point . After considerable weather delays , Shackleton \'s base was eventually established at Cape Royds , about 24 miles ( 39 km ) north of Hut Point . The party was in high spirits , despite the difficult conditions ; Shackleton \'s ability to communicate with each man kept the party happy and focused . \n<|endoftext|> The " Great Southern Journey " , as Frank Wild called it , began on 29 October 1908 . On 9 January 1909 , Shackleton and three companions ( Wild , Eric Marshall and Jameson Adams ) reached a new Farthest South latitude of 88 ° 23 \' S , a point only 112 miles ( 180 km ) from the Pole . En route the South Pole party discovered the Beardmore Glacier ( named after Shackleton \'s patron ) and became the first persons to see and travel on the South Polar Plateau . Their return journey to McMurdo Sound was a race against starvation , on half @-@ rations for much of the way . At one point , Shackleton gave his one biscuit allotted for the day to the ailing Frank Wild , who wrote in his diary : " All the money that was ever minted would not have bought that biscuit and the remembrance of that sacrifice will never leave me " . They arrived at Hut Point just in time to catch the ship . \n<|endoftext|> The expedition \'s other main accomplishments included the first ascent of Mount Erebus , and the discovery of the approximate location of the South Magnetic Pole , reached on 16 January 1909 by Edgeworth David , Douglas Mawson , and Alistair Mackay . Shackleton returned to the United Kingdom as a hero , and soon afterwards published his expedition account , Heart of the Antarctic . Emily Shackleton later recorded : " The only comment he made to me about not reaching the Pole was \' a live donkey is better than a dead lion , isn \'t it ? \' and I said \' Yes darling , as far as I am concerned \' " . \n<|endoftext|> In 1910 , Shackleton made a series of three recordings describing the expedition using an Edison Phonograph . \n<|endoftext|> Several mostly intact cases of whisky and brandy left behind in 1909 were recovered in 2010 , for analysis by a distilling company . A revival of the vintage ( and since lost ) formula f'

### 0.25 'Description of a very high speed transit (VHST) system operating in its own rarefied atmosphere in evacuated tubes in underground tunnels. Most cases considered took less time to go coast-to-coast (e.g., 21 min) than it takes an aircraft to climb to an efficient operating altitude. VHST\'s tubecraft ride on, and are driven by, electromagnetic (EM) waves. In accelerating, it employs the energy of the surrounding EM field; in decelerating, it returns most of this energy to the system. Tunnel systems would be shared by oil, water, and gas pipelines; channels for laser and microwave waveguides; electric power lines including superconducting ones; and freight systems. Environmental and economic benefits are substantial, and the technology for building and operating the system exists.\n\nThis report is part of the RAND Corporation paper series. The paper was a product of the RAND Corporation from 1948 to 2003 that captured speeches, memorials, and derivative research, usually prepared on authors\' own time and meant to be the scholarly or scientific contribution of individual authors to their professional fields. Papers were less formal than reports and did not require rigorous peer review.\n\nPermission is given to duplicate this electronic document for personal use only, as long as it is unaltered and complete. Copies may not be duplicated for commercial purposes. Unauthorized posting of RAND PDFs to a non-RAND Web site is prohibited. RAND PDFs are protected under copyright law. For information on reprint and linking permissions, please visit the RAND Permissions page.\n\nThe RAND Corporation is a nonprofit institution that helps improve policy and decisionmaking through research and analysis. RAND\'s publications do not necessarily reflect the opinions of its research clients and sponsors.<|endoftext|>Five of the leading commanders at the centre of Turkey’s failed military coup have reportedly ‘committed suicide’ as the investigation into the takeover continues.\n\nIstanbul’s former Security Branch Manager Mithat Aynacı, who was arrested after being pulled from a tank dressed in military camouflage, has reportedly killed himself while in prison.\n\n8 Mithat Aynacı being taunted by an angry mob after being pulled from his tank\n\nFETÖ\'cü Emniyet Müdürü Mithat Aynacı askeri darbe girişimi gecesi Vatan Caddesi\'nde kamuflajla tank içinde yakalandıhttps://t.co/7xUvPLroEf — Yeni Şafak (@yenisafak) July 19, 2016\n\nOn July 22, Lieutenant Colonel Levent Önder shot himself with a handgun after allegedly ‘blaming himself for not preventing the coup’.\n\nFollowing his tragic death a government statement was released saying Onder had “a nervous breakdown after the July 15 coup attempt as he could not prevent the plans of the coup terrorists.”\n\nFour days after the failed coup, District Governor Necmi Akman reportedly shot himself in the head with a handgun at his home in the Aegean province of Manisa.\n\nAkman, who had been suspended and was being investigated by President Recep Tayyip Erdoğan’s government, allegedly used his bodyguard’s weapon to take his own life.\n\nTwitter 8 Disturbing images show soldiers bound and on the floor\n\nLast week, Colonel İsmail Çakmak, who was one of the leading figures beind the coup, was found hanged by authorities in his cell in Istanbul’s Silivri Prison.\n\nReports in Turkey allege that former army officer Astsubay Ferhat Daş, who was detained after refusing to open fire on coup culprits at Instabul’s Sabiha Gökçen Airport, has also taken his own life.\n\nThe spate of high profile suicides follows an Amnesty International report that 10,000 detained Turkish troops have been raped, starved and left without water for days.\n\nThe group claim that the detainees, who were imprisoned after the failed military coup, are being held in stables and sports halls.\n\nGetty Images 8 Detained Turkish soldiers who allegedly took part in a military coup arrive with their hands bound behind their backs at the Istanbul Justice Palace\n\nIn a statement the Human Rights campaigners say they have ‘credible evidence’ that the detainees are being beaten and tortured, in official and unofficial detention centres across the country.\n\nAmnesty International’s Europe director, John Dalhuisen: “Reports of abuse including beatings and rape in detention are extremely alarming, especially given the scale of detentions that we have seen in the past week.\n\n“The grim details that we have documented are just a snapshot of the abuses that might be happening in places of detention.”\n\nThe group has called for immediate access to prisoners after the coup a week ago which sparked a brutal crackdown and a three-month state of emergency.\n\nMore than 200 died in the uprising which aimed to topple President Erdogan - and 1,500 were injured.\n\nDalhuisen said: "It is absolutely imperative that the Turkish authorities halt these abhorrent practices and allow international monitors to visit all these detainees in the places they are being held.”\n\n“Reports of abuse incl'

### 0.5 'I fucking hate when he does this shit pic.twitter.com/kpmcHnW4Cz — Miley Ray Cyrus (@MileyCyrus) April 22, 2018\nSinger-actress Miley Cyrus has shared a rare video of herself with her partner, actor Liam Hemsworth, on social media. She shared a video of them both in a car, which showed Hemsworth listening to rap music as he drove them to their destination.Cyrus captioned the image: "I f***ing hate it when he does this s**t."In the clip, she was sporting a top which had the word \'Sunday\' emblazoned across the front as she sat in the passenger seat. With his music blaring out, she filmed herself dancing and bopping her head to the music. Then all of a sudden, he made Cyrus jump as he suddenly screamed at her, causing to drop her phone in panic.(With IANS inputs)<|endoftext|>Uttar Pradesh chief minister Yogi Adityanath has maintained that 63 children in government-run Gorakhpur hospital died because of their ailments and not oxygen shortage, but grieving parents say their children were fine till the oxygen supply was cut.Some like Mohd Zahid, father of a five-year-old, alleged that BRD hospital authorities refused to declare their children dead, even as their bodies had turned ice cold as this would have further taken up the death toll.Another father said that while his son started bleeding from the nose, the hospital staff dismissed it saying, “Kachra nikal raha hai” (It’s just body waste that is coming out).In a harrowing tragedy exposing the sorry state of medical facilities in Uttar Pradesh, at least 32 children perished between August 10 and 11, allegedly due to no oxygen supply. A total of 63 children died within a span of five days, even as different ministers here could be seen making repeated tours of the BRD Medical College and passing the buck.The chief minister even dubbed the claim of oxygen shortage as fake news. Health Minister Sidharth Nath Singh attributed various other reasons to the tragedy. Yet, nothing can be done to ease the pain of these families.Zahid, who lives 7 kms from the Gorakhpur hospital, would have liked his daughter Khushi to become a doctor.Khushi was diagnosed with encephalitis and admitted to the hospital on August 10. Shreya DhoundialKhushi was diagnosed with encephalitis and admitted on August 10. While she was put on oxygen support on Thursday, hours later the supply was pulled out without any explanation. The family was handed an Ambu pump and asked to keep pumping to keep their child alive.Zahid insists his daughter was doing fine until the oxygen supply was cut and her health started deteriorating soon after.Mohd Zahid shows a photograph of Khushi. Shreya Dhoundial“The government is lying to cover up their mistake,” he says. “If there was enough oxygen, why was the mask removed? I have lost my daughter why would I lie?”The hospital, however, did not stop at that. Zahid says the doctors refused to declare Khushi dead for another four hours to keep the rising death toll under the wraps.“My daughter died at 6pm and I know that because her entire body had turned cold. But the doctors kept insisting that she was alive because mediapersons were waiting outside. They kept injecting needles into my dead child just to show that she was alive,” Zahid narrates.Khushi was finally declared dead at 10pm. Zahid, who had once hoped that his daughter would study at the BRD Medical College someday, now calls it a slaughterhouse.While Zahid was still nursing his child, 40 kms away, Srikusun Gupta was worried about one of his twin boys, who was detected with an irregular heartbeat and taken to a private clinic. The clinic referred the five-day-old to BRD Medical College because they didn\'t have a spare ventilator.The five-day-old boy was detected with irregular heartbeat and admitted to the government hospital, they were told that there was no ventilator that can be provided. Shreya DhoundialWhat they saw at the hospital’s neonatal ward on August 11 shocked them. “Four babies died in front of us while we were still settling down. And they kept dying all around us till the time we were there," Gupta says.While Gupta’s boy was admitted in ICU, there was no ventilator or oxygen available. For four hours, Gupta kept pumping an Ambu pump in the hope that a ventilator or an oxygen machine would be provided to them. Two others parents were doing the same to their babies on the same bed.“Each time I asked, I was told there are no arrangements right now,” he adds.Gupta is angry that the doctors refused to communicate with the families, fending them off every time someone approached the staff.“When blood started coming out of my child\'s nose they said \'kachra\' nikal raha hai. How is my child\'s blood kachra?” He rubbishes the government\'s claims that not a single child has died due to lack of oxygen.In Beriapar, Ramesh Yadav hasn\'t spoken to anyone in the last 72 hours. His 12-year-old daughter Vandana died at the ICU of the BRD Medical College on the morning of August 11, 10 hours after she was adm'

### 0.75 '<p>I found the platform module but it says it returns \'Windows\' and it\'s returning \'Microsoft\' on my machine. I notice in another thread here on stackoverflow it returns \'Vista\' sometimes.</p>\n<p>So, the question is, how do implemement?</p>\n<pre><code>if is_windows():\n  ...\n</code></pre>\n<p>In a forward compatible way? If I have to check for things like \'Vista\' then it will break when the next version of windows comes out.</p>\n<hr />\n<p>Note: The answers claiming this is a duplicate question do not actually answer the question <code>is_windows</code>. They answer the question &quot;what platform&quot;. Since many flavors of windows exist none of them comprehensively describe how to get an answer of <code>isWindows</code>.</p>\n\n<p>Python <a href="http://docs.python.org/library/os.html" rel="noreferrer">os</a> module</p>\n\n<p>Specifically for Python 3.6/3.7:</p>\n\n<blockquote>\n  <p><code>os.name</code>: The name of the operating\n  system dependent module imported. The\n  following names have currently been\n  registered: \'posix\', \'nt\', \'java\'.</p>\n</blockquote>\n\n<p>In your case, you want to check for \'nt\' as <code>os.name</code> output:</p>\n\n<pre><code>import os\n\nif os.name == \'nt\':\n     ...\n</code></pre>\n\n<p>There is also a note on <code>os.name</code>:</p>\n\n<blockquote>\n  <p>See also <a href="https://docs.python.org/3.5/library/sys.html#sys.platform" rel="noreferrer"><code>sys.platform</code></a> has a finer granularity. <a href="https://docs.python.org/3.5/library/os.html#os.uname" rel="noreferrer"><code>os.uname()</code></a> gives\n  system-dependent version information.</p>\n  \n  <p>The <a href="https://docs.python.org/3.5/library/platform.html#module-platform" rel="noreferrer">platform</a> module provides\n  detailed checks for the system’s identity.</p>\n</blockquote>\n <p>You should be able to rely on <a href="http://docs.python.org/library/os.html" rel="noreferrer">os</a>.name.</p>\n\n<pre><code>import os\nif os.name == \'nt\':\n    # ...\n</code></pre>\n\n<p>edit: Now I\'d say the clearest way to do this is via the <a href="http://docs.python.org/2/library/platform.html" rel="noreferrer">platform</a> module, as per the other answer.</p><|endoftext|><p>using the linqtemplates, I tried getting the linq syntax close to what is in the <a href="http://subsonicproject.com/docs/Linq_Select_Queries" rel="nofollow noreferrer">docs</a></p>\n\n<pre><code>        var query = from c in db.CountyLookups\n                    join s in db.StateLookUps on\n                    c.StateLookupID equals\n                    s.StateLookupID\n                    where c.Name2 == countyName &amp;&amp;\n                    s.Abbr == stateAbbr\n                    select new\n                    {\n                        Latitude = c.Latitude,\n                        Longitude = c.Longitude\n                    };\n\n        var result = query.SingleOrDefault();\n</code></pre>\n\n<p>but when .SingleOrDefault() is called, I get a yellow screen of darn that says:</p>\n\n<blockquote>\n  <p>System.NotSupportedException: The member \'StateLookupID\' is not supported</p>\n</blockquote>\n\n<p>the stack trace ends up at:</p>\n\n<pre><code>SubSonic.Linq.Structure.TSqlFormatter.VisitMemberAccess(MemberExpression m) \n</code></pre>\n\n<p>the StateLookupID column has underscores in the database and is a regular int pk/fk.</p>\n\n<p>what am I doing wrong?</p>\n\n<p>So apparently VisitMemberAccess has no idea what to do with an int, only string and datetime (starting on line 152 of SubSonic.Linq.Structure.TSqlFormatter). I don\'t know why this would be called on a join, since a join is usually between an int pk/fk (or guid if you like).</p>\n\n<p>I ended up scrapping the linq query in favor of SubSonic.Query.Select. Here is my new code that works:</p>\n\n<pre><code>        var query = db.Select.From&lt;CountyLookup&gt;()\n            .InnerJoin&lt;StateLookUp&gt;()\n            .Where(CountyLookupTable.Name2Column)\n            .IsEqualTo(countyName)\n            .And(StateLookUpTable.AbbrColumn)\n            .IsEqualTo(stateAbbr);\n</code></pre>\n\n<p>I then call ExecuteTypedList and map the results back to my model class. Works like buttah. Just wanted to use linq in this case.</p>\n <p>I get this error when I\'ve added properties to my models (the IsValid property as mentioned in ASP.Net MVC 1.0, thanks Rob).\nI\'ve had this problem on and off for a bit, and I think I\'ve got it nailed down to the query builder trying to build a query for something that should be done in code, not TSQL.  </p>\n\n<p>When it tries to generate the SQL, it descends down the path to generate the TSQL via VisitMemberAccess on a complex type (maybe a another model) but it only knows how to perform operations on datetimes and strings in VisitMemberAccess.  I\'m sorry if this is a bit incoherent, but I\'m trying to get my head around it.</p>\n\n<p>To get around this consider using something like LinqKit <a href="http://www.albahari.com/nutshell/linqkit.aspx" rel="nofollow noreferrer">AsExpandable</a> prior to any operation which will d'

### 0.9 ' application (not an applet) that needs to access a web service. Proxies for the web service have been generated with JAX-WS, and seem to work fine. In one scenario it needs to talk through a web proxy server (actually Squid 3.0), which is set to require NTLM authentication.</p>\n\n<p>Running on Sun\'s JRE 1.6.0_14, everything works fine for accessing HTTP URLs, without requiring any changes: the built-in NTLM authenticator kicks in and it all works seemlessly. If, however, the web service URL is a HTTPS URL, the web service call fails deep inside Sun\'s code:</p>\n\n<pre><code>com.sun.xml.internal.ws.client.ClientTransportException: HTTP transport error: java.lang.NullPointerException\n        at com.sun.xml.internal.ws.transport.http.client.HttpClientTransport.getOutput(HttpClientTransport.java:121)\n        at com.sun.xml.internal.ws.transport.http.client.HttpTransportPipe.process(HttpTransportPipe.java:142)\n        at com.sun.xml.internal.ws.transport.http.client.HttpTransportPipe.processRequest(HttpTransportPipe.java:83)\n        at com.sun.xml.internal.ws.transport.DeferredTransportPipe.processRequest(DeferredTransportPipe.java:105)\n        at com.sun.xml.internal.ws.api.pipe.Fiber.__doRun(Fiber.java:587)\n        at com.sun.xml.internal.ws.api.pipe.Fiber._doRun(Fiber.java:546)\n        at com.sun.xml.internal.ws.api.pipe.Fiber.doRun(Fiber.java:531)\n        at com.sun.xml.internal.ws.api.pipe.Fiber.runSync(Fiber.java:428)\n        at com.sun.xml.internal.ws.client.Stub.process(Stub.java:211)\n        at com.sun.xml.internal.ws.client.sei.SEIStub.doProcess(SEIStub.java:124)\n        at com.sun.xml.internal.ws.client.sei.SyncMethodHandler.invoke(SyncMethodHandler.java:98)\n        at com.sun.xml.internal.ws.client.sei.SyncMethodHandler.invoke(SyncMethodHandler.java:78)\n        at com.sun.xml.internal.ws.client.sei.SEIStub.invoke(SEIStub.java:107)\n        ... our web service call ...\nCaused by: java.lang.NullPointerException\n        at sun.net.www.protocol.http.NTLMAuthentication.setHeaders(NTLMAuthentication.java:175)\n        at sun.net.www.protocol.http.HttpURLConnection.doTunneling(HttpURLConnection.java:1487)\n        at sun.net.www.protocol.https.AbstractDelegateHttpsURLConnection.connect(AbstractDelegateHttpsURLConnection.java:164)\n        at sun.net.www.protocol.http.HttpURLConnection.getOutputStream(HttpURLConnection.java:896)\n        at sun.net.www.protocol.https.HttpsURLConnectionImpl.getOutputStream(HttpsURLConnectionImpl.java:230)\n        at com.sun.xml.internal.ws.transport.http.client.HttpClientTransport.getOutput(HttpClientTransport.java:109)\n        ... 16 more\n</code></pre>\n\n<p>Looking in Sun\'s bug database turns up a few exceptions in such classes, but all of them seem to have been fixed. Has anyone come across anything like this? Has anyone got this to work?</p>\n\n<p>Are you married to JAX-WS?  I use Apache Axis2, which uses the commons httpclient and has NTLM authentication built-in.  </p>\n\n<p>Example:</p>\n\n<pre><code>//Configure SOAP HTTP client to authenticate to server using NTLM\nHttpTransportProperties.Authenticator auth = new HttpTransportProperties.Authenticator();\n\n//TODO make report server credentials configurable\nauth.setUsername("jdoe");\nauth.setPassword("strongpass");\nauth.setDomain("WINDOWSDOMAIN");\nauth.setHost("host.mydomain.com");\nauth.setPort(443);\n\nOptions o = new Options();\no.setProperty(org.apache.axis2.transport.http.HTTPConstants.AUTHENTICATE,auth);\nmyWebServiceStub._getServiceClient().setOptions(o);\n</code></pre>\n <p>After some debugging, this seems to be a flaw in the JRE class libraries, specifically in <code>sun.net.www.protocol.http.HttpURLConnection</code>.</p>\n\n<p>Studying the HTTP requests and responses in the cases of HTTP and HTTPS endpoints showed that, in the successful HTTP case, the requests had a header <code>Proxy-Connection=keep-alive</code>, which was missing on the failing HTTPS case. Reading more generally, there seems to be some confusion on whether one should use "Proxy-Connection" or just "Connection", too ...</p>\n\n<p>Anyway, it is notable that in the HTTP case, the code goes through <code>HttpURLConnection.writeRequests()</code>, which contains the following code snippet</p>\n\n<pre><code>    /*\n     * For HTTP/1.1 the default behavior is to keep connections alive.\n     * However, we may be talking to a 1.0 server so we should set\n     * keep-alive just in case, except if we have encountered an error\n     * or if keep alive is disabled via a system property\n     */\n\n    // Try keep-alive only on first attempt\n    if (!failedOnce &amp;&amp; http.getHttpKeepAliveSet()) {\n    if (http.usingProxy) {\n        requests.setIfNotSet("Proxy-Connection", "keep-alive");\n    } else {\n        requests.setIfNotSet("Connection", "keep-alive");\n    }\n</code></pre>\n\n<p>There\'s no such code when creating a tunnel through the proxy for HTTPS, which causes Squid to get upset during the NTLM authentication conversation.</p>\n\n<p>To work around this, in <code>HttpURLConnection.sendC'
#7
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport json,re,heapq,collections,random\\nP='data/pool.jsonl'; pats=[' @,@ ',' @-@ ','<pre><code>','<p>','Reuters','Associated Press','By ']\\nfound={p:[] for p in pats}; counts=collections.Counter(); lens=[]\\nfor l in open(P):\\n d=json.loads(l); t=d['text']; lens.append(len(t))\\n for p in pats:\\n  if p in t:\\n   counts[p]+=1\\n   if len(found[p])<5: found[p].append((d['id'],len(t),t[:300].replace('\\\\n',' ')))\\nprint(counts, 'chars',sum(lens), 'median',sorted(lens)[len(lens)//2])\\nfor p,v in found.items(): print('\\\\n',p); [print(x) for x in v]\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":12000}); text(r.output)\n"
}
exec result
Script completed
Wall time 8.3 seconds
Output:
Counter({'By ': 24148, 'Associated Press': 809, 'Reuters': 777, '<p>': 96}) chars 770537151 median 2246

  @,@ 

  @-@ 

 <pre><code>

 <p>
(5799, 4224, 'What a sad sad day.<br>Progression my arse, this is just bullcrap made in China fking with indigenous landmarks! Surely the security will be costing a HUGE penny.<br><br>LAME.<br><br>TEOTIHUACAN, Mexico (Reuters) - U.S. retail powerhouse Wal-Mart refused on Wednesday to halt construction of a discou')
(6138, 3373, 'XForms/Read and write with get and put Sometimes all you need to do is to put a nice user friendly form that edits a single static XML file. In this case a static file is any file where you know the exact pathname to the file when the form is created and you know that the file name will never change')
(6628, 2862, "Портал Vveb.ws / Бесплатная CMS PHP-Fusion 7 Bogatyr / What you need to know for site administration What is site administration? Site administration is a set of measures for launching and maintaining the site's full functionality. In general, the site requires information support, and includes the ")
(13746, 4110, 'Scaling the Windows Stack George Beech @GABeech PICC ‘12. out of 23 Post on 27-Dec-2015 Embed Size (px) <p>PowerPoint Presentation</p> <p>Scaling the Windows StackGeorge Beech @GABeechPICC 12AgendaWhat is Stack Exchange?Growth this YearOur Technology StackHow we scaleDealing with Windows stack scali')
(14272, 7160, 'Best bulking steroids list, best steroids for bulking Best bulking steroids list The following is a short list of some of the best bulking steroids available: Any of these bulking steroids will work wonders, but there are other steroids that are better suited for off-season use. Creatine Monohydrate')

 Reuters
(38, 33891, 'Larry Kim, Founder and Chief Technology Officer Larry Kim founded WordStream in 2007. He bootstrapped the company by providing internet consulting services while funding/managing a team of engineers and marketers to develop and sell software for search engine marketing automation. In August of 2008 ')
(266, 6255, 'BAGHDAD: Iraq’s move to inspect Iranian aircraft flying to Syria may appease the United States but also shows how the crisis in Damascus has pushed Prime Minister Nouri al-Maliki into an ever more delicate balancing act between his two main allies. When Maliki’s faced a parliamentary revolt this yea')
(638, 5696, "DoJ to Brush Cobwebs Off Music Licensing Agreements The U.S. Department of Justice this week said it would review long-held agreements with two major performing-rights organizations with an eye to updating them to reflect the climate of the music industry more accurately. The DoJ's agreements with t")
(1100, 14033, 'Nearly a decade ago, California policymakers, facing a frightening future of shriveling snow packs and rising seas, created the nation’s most aggressive program to combat global warming. The 2006 law mandated broad reductions of greenhouse gas emissions by 2020. Now, as the deadline approaches, Gov.')
(1120, 3868, 'LONDON (Reuters) - Prime Minister Theresa May should stop misleading voters and admit that Brexit can be avoided if Britain decides unilaterally to scrap divorce talks, the man who drafted Article 50 of the Lisbon Treaty said on Friday. May, who formally notified the European Union of Britain’s inte')

 Associated Press
(105, 904, "News of Riverton, Lander and Fremont County, Wyoming, from the Ranger's award winning journalists. Yellowstone winter season ending Feb 28, 2013 - The Associated Press YELLOWSTONE NATIONAL PARK -- Yellowstone National Park's winter season is drawing to a close this week. Park roads that serve commer")
(119, 1006, 'MEXICO CITY (AP) - Authorities say 158 local police officers have been detained in northern Mexico for alleged ties to organized crime. Durango state prosecutors say the officers worked in the Durango cities of Gomez Palacio and Lerdo. They say soldiers and state police officers will patrol the citi')
(229, 6215, '- Current Issue SIGN IN to access the Harper’s archive ALERT: Usernames and passwords from the old Harpers.org will no longer work. To create a new password and add or verify your email address, please sign in to customer care and select Email/Password Information. (To learn about the change, please')
(404, 1638, 'The Baby Birds and Bees A recent article by Associated Press stated that a certain King Middle School in Portland, Maine decided to make birth control pills available for its students. That’s right, Middle School. The Apostolate of Being Words are not enough. In order to live sanctity we need living')
(419, 480, 'On the Point of Order S.Amdt. 29: Is the Gramm Point of Order well taken RE: Gramm S.Amdt.29; To provide various revenue provisions.Result: Sustained (80-20, 3/5 threshold)Details: [click here] United States Senate Democrats, Senate Democratic Leader Harry Reid. Government-produced materials appeari')

 By 
(2, 2825, 'A novel two-step immunotherapy approach has shown clinically beneficial responses in patients with advanced ovarian cancer. Following Lifestyle Recommendations Reduces Risk of Cancer Death People who follow the diet and lifestyle recommendations laid out by the WCRF and the AICR have a 20 percent re')
(3, 2467, 'Free the Cans! Working Together to Reduce Waste In a blog about how people share, it’s worth the occasional reference to the bizarre ways that people DON’T SHARE. Is it safe to say we live in a society that places great value on independence, private property, personal space, and privacy? Even somet')
(4, 3303, 'ORLANDO, Fla. — While the Rapid Recall Exchange, the 2-year-old industry recall portal, has signed up more than 600 manufacturer and retailer subscribers, it still lacks the “critical mass” of suppliers that would make it a primary source of recall information, according to trade association officia')
(38, 33891, 'Larry Kim, Founder and Chief Technology Officer Larry Kim founded WordStream in 2007. He bootstrapped the company by providing internet consulting services while funding/managing a team of engineers and marketers to develop and sell software for search engine marketing automation. In August of 2008 ')
(44, 2538, "Videos & Films Videos & Films Send As Email Browse By Genre/Topic Total Items = 10 A high school student's insightful perspective , Wednesday, December 10th, 2008 8:36:22 AM The Case Against Blue-State RINOs , Saturday, December 12th, 2009 7:57 PM Castle vs. O'Donnell: A Mythical Debate , Monday, Se")
#8
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"find /root/.cache/huggingface /tmp/codex-home/.cache/huggingface -maxdepth 4 -type f 2>/dev/null | head -50; find /workspace -maxdepth 2 -type f -printf '%p %s\\\\n' | sort\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":5000}); text(r.output)\n"
}
exec result
Script completed
Wall time 0.1 seconds
Output:
/root/.cache/huggingface/hub/.locks/models--gpt2/226b0752cac7789c48f0cb3ec53eda48b7be36cc.lock
/root/.cache/huggingface/hub/.locks/models--gpt2/be4d21d94f3b4687e5a54d84bf6ab46ed0f8defd.lock
/root/.cache/huggingface/hub/.locks/models--gpt2/4b988bccc9dc5adacd403c00b4704976196548f8.lock
/root/.cache/huggingface/hub/.locks/models--gpt2/10c66461e4c109db5a2196bff4bb59be30396ed8.lock
/root/.cache/huggingface/hub/.locks/models--gpt2/1f1d9aaca301414e7f6c9396df506798ff4eb9a6.lock
/root/.cache/huggingface/hub/models--gpt2/refs/main
/root/.cache/huggingface/hub/models--gpt2/blobs/226b0752cac7789c48f0cb3ec53eda48b7be36cc
/root/.cache/huggingface/hub/models--gpt2/blobs/1f1d9aaca301414e7f6c9396df506798ff4eb9a6
/root/.cache/huggingface/hub/models--gpt2/blobs/be4d21d94f3b4687e5a54d84bf6ab46ed0f8defd
/root/.cache/huggingface/hub/models--gpt2/blobs/10c66461e4c109db5a2196bff4bb59be30396ed8
/root/.cache/huggingface/hub/models--gpt2/blobs/4b988bccc9dc5adacd403c00b4704976196548f8
/workspace/.live/status.json 483
/workspace/.metrics/sampler.pid 3
/workspace/.metrics/sampler.sh 2795
/workspace/.metrics/system.jsonl 1224
/workspace/.timer/budget_secs 5
/workspace/.timer/elapsed_secs 3
/workspace/.timer/remaining_secs 5
/workspace/.timer/start_epoch 11
/workspace/.timer/timer.pid 3
/workspace/data/multi_dev.npy 2000128
/workspace/data/pool.jsonl 809679384
/workspace/dev_eval.sh 714
/workspace/model.py 5706
/workspace/pack_selection.py 869
/workspace/timer.sh 1509
/workspace/train_nano.py 2962
#9
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"cat .timer/remaining_secs .timer/budget_secs .timer/elapsed_secs; ls -l /root/.cache/huggingface/hub/models--gpt2/blobs\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":3000}); text(r.output)\n"
}
exec result
Script completed
Wall time 0.1 seconds
Output:
5330
5400
70
total 2789
-rw-r--r-- 1 root root     665 Aug  3 22:37 10c66461e4c109db5a2196bff4bb59be30396ed8
-rw-r--r-- 1 root root 1042301 Aug  3 22:37 1f1d9aaca301414e7f6c9396df506798ff4eb9a6
-rw-r--r-- 1 root root  456318 Aug  3 22:37 226b0752cac7789c48f0cb3ec53eda48b7be36cc
-rw-r--r-- 1 root root 1355256 Aug  3 22:37 4b988bccc9dc5adacd403c00b4704976196548f8
-rw-r--r-- 1 root root      26 Aug  3 22:37 be4d21d94f3b4687e5a54d84bf6ab46ed0f8defd
#10
narration

A key finding is that the dev set is visibly block-balanced: Wikipedia-like prose, curated web prose, news, then Stack Overflow HTML. I’ll mirror that mixture at the document level, using independent cleanliness/readability gates and domain indicators, and reserve a general-prose bucket rather than letting abundant news dominate.

#11
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const patch = \"*** Begin Patch\\n*** Add File: /workspace/submission/curate.py\\n+#!/usr/bin/env python3\\n+\\\"\\\"\\\"Rank a raw crawl for clean, broad-domain language-model pretraining.\\n+\\n+The criterion is entirely document-derived: hard English/cleanliness gates, a\\n+readability/information-density score, near-duplicate suppression, and a\\n+token-proxy-balanced mixture of encyclopedic, news, technical-Q&A, and general\\n+prose.  No document ids are embedded in this program.\\n+\\\"\\\"\\\"\\n+import json, math, re, hashlib\\n+from pathlib import Path\\n+\\n+POOL = Path('/workspace/data/pool.jsonl')\\n+OUT = Path('/workspace/submission/selection.json')\\n+\\n+word_re = re.compile(r\\\"[A-Za-z]+(?:'[A-Za-z]+)?\\\")\\n+sent_re = re.compile(r'[.!?](?:[\\\\\\\"\\\\')\\\\]]?)(?:\\\\s|$)')\\n+url_re = re.compile(r'https?://|www\\\\.|\\\\.com\\\\b', re.I)\\n+nav_re = re.compile(r'\\\\b(?:sign in|log in|register|privacy policy|cookie|terms of use|shopping cart|subscribe|follow us|all rights reserved|contact us)\\\\b', re.I)\\n+news_re = re.compile(r'\\\\b(?:Reuters|Associated Press|\\\\(AP\\\\)|\\\\(Reuters\\\\)|reported|according to|spokesman|spokeswoman|officials said|news agency)\\\\b')\\n+tech_re = re.compile(r'(?:<code>|</code>|<pre>|Stack Overflow|\\\\b(?:Python|JavaScript|Java|C\\\\+\\\\+|SQL|Linux|API|function|variable|database|server|compiler|exception|algorithm)\\\\b)', re.I)\\n+ency_re = re.compile(r'\\\\b(?:was born|is a species|is a genus|is located|is situated|refers to|consists of|population of|known as|history of|university|theory|century|scientific|research|published|established|founded)\\\\b', re.I)\\n+first_re = re.compile(r'\\\\b(?:I|we|my|our|me)\\\\b', re.I)\\n+stop = set('the of and to in a is was for that on as with by are from at it an be this which or were has have not but can their its they he she his her also into after between than'.split())\\n+\\n+def assess(d):\\n+    t=d['text']; n=len(t)\\n+    if n < 700 or n > 50000: return None\\n+    ws=word_re.findall(t); nw=len(ws)\\n+    if nw < 130: return None\\n+    letters=sum(c.isalpha() for c in t); printable=sum(c.isprintable() or c in '\\\\n\\\\t' for c in t)\\n+    ascii_letters=sum(('a'<=c.lower()<='z') for c in t)\\n+    if printable/n < .985 or letters/n < .54 or ascii_letters/max(1,letters) < .91: return None\\n+    uniq=len(set(w.lower() for w in ws))/nw\\n+    sw=sum(w.lower() in stop for w in ws)/nw\\n+    sents=max(1,len(sent_re.findall(t))); mean=nw/sents\\n+    lines=[x.strip() for x in t.splitlines() if x.strip()]\\n+    # Exact repeated lines and low lexical diversity expose templates/lists/spam.\\n+    rep=1-len(set(lines))/max(1,len(lines))\\n+    if uniq < .23 or sw < .24 or rep > .34 or mean > 85: return None\\n+    weird=sum(t.count(x) for x in ['|','{','}','___','>>>','!!!','???'])/n\\n+    nav=len(nav_re.findall(t)); urls=len(url_re.findall(t))\\n+    # Smooth quality score: coherent sentences, normal function-word rate,\\n+    # vocabulary breadth and substantial text; penalize crawl chrome/noise.\\n+    q=(2.5*min(uniq,.62) - 4.0*abs(sw-.43) - .018*abs(mean-22)\\n+       + .16*math.log1p(nw) - 2.2*rep - 18*weird - .13*nav - .08*urls)\\n+    low=t.lower()\\n+    # Simhash-like stable fingerprint of word 5-grams for coarse deduplication.\\n+    grams=[' '.join(ws[i:i+5]).lower() for i in range(0,min(nw-4,600),5)]\\n+    sig=hashlib.blake2b(' '.join(grams).encode(),digest_size=8).hexdigest()\\n+    tech=len(tech_re.findall(t)) + 2*('<pre' in low or '<code' in low) + 2*(t.count('?')>=2)\\n+    news=len(news_re.findall(t)) + 2*bool(re.search(r'\\\\b(?:Monday|Tuesday|Wednesday|Thursday|Friday|Saturday|Sunday)\\\\b',t))\\n+    enc=len(ency_re.findall(t)) - .5*len(first_re.findall(t))\\n+    # Assign the most characteristic specialized register; clean remainder is web.\\n+    if tech >= 4: dom='tech'\\n+    elif news >= 3: dom='news'\\n+    elif enc >= 5: dom='ency'\\n+    else: dom='web'\\n+    # Specialized evidence is useful, but quality remains the primary rank key.\\n+    bonus={'tech':min(tech,.8*10)*.035,'news':min(news,8)*.025,'ency':min(max(enc,0),10)*.025,'web':0}[dom]\\n+    return dom,q+bonus,n,sig\\n+\\n+def main():\\n+    buckets={x:[] for x in ('ency','web','news','tech')}\\n+    seen=set()\\n+    for line in POOL.open():\\n+        d=json.loads(line); a=assess(d)\\n+        if not a: continue\\n+        dom,score,n,sig=a\\n+        if sig in seen: continue\\n+        seen.add(sig); buckets[dom].append((score,d['id'],n))\\n+    for b in buckets.values(): b.sort(reverse=True)\\n+    # Weighted fair packing by characters (a tokenizer-free token proxy).  Emit\\n+    # ~24M-token proxy so the downstream exact tokenizer safely fills 12M.\\n+    target=100_000_000; quota=target/4\\n+    chosen=[]; used=set()\\n+    for dom in ('ency','web','news','tech'):\\n+        chars=0\\n+        for score,i,n in buckets[dom]:\\n+            if i not in used:\\n+                chosen.append((score,i,dom)); used.add(i); chars+=n\\n+            if chars>=quota: break\\n+    # Priority bands preserve mixture: sort primarily by rounded quality, then\\n+    # interleave domains deterministically within each band.\\n+    chosen.sort(key=lambda x:(round(x[0],1),x[0]),reverse=True)\\n+    ids=[i for _,i,_ in chosen]\\n+    OUT.parent.mkdir(parents=True,exist_ok=True)\\n+    OUT.write_text(json.dumps(ids))\\n+    print({k:len(v) for k,v in buckets.items()}, 'selected',len(ids))\\n+\\n+if __name__=='__main__': main()\\n*** End Patch\"; text(await tools.apply_patch(patch));\n"
}
exec result
Script completed
Wall time 0.0 seconds
Output:
{}
#12
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"ls submission && python submission/curate.py\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":3000}); text(r.output)\n"
}
exec result
Script running with cell ID 9
Wall time 11.0 seconds
Output:
#13
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "9",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 16.9 seconds
Output:
curate.py
#14
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"ls -lh submission; tail -5 submission/curate.py; cat .timer/remaining_secs\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":2000}); text(r.output)\n"
}
exec result
Script completed
Wall time 0.1 seconds
Output:
total 5.0K
-rw-r--r-- 1 root root 5.0K Aug  3 22:44 curate.py
    OUT.parent.mkdir(parents=True,exist_ok=True)
    OUT.write_text(json.dumps(ids))
    print({k:len(v) for k,v in buckets.items()}, 'selected',len(ids))

if __name__=='__main__': main()
5270
#15
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python -u submission/curate.py; echo status=$?; ls -lh submission/selection.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":3000}); text(r.output)\n"
}
exec result
Script running with cell ID 11
Wall time 11.0 seconds
Output:
#16
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "11",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 11.8 seconds
Output:
#17
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r=await tools.exec_command({cmd:\"python -u submission/curate.py\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":3000}); text(JSON.stringify(r))\n"
}
exec result
Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"e57f5e","wall_time_seconds":1.001655758,"session_id":39612,"original_token_count":0,"output":""}
#18
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r=await tools.write_stdin({session_id:39612,chars:\"\",yield_time_ms:30000,max_output_tokens:3000}); text(JSON.stringify(r))\n"
}
exec result
Script running with cell ID 13
Wall time 11.0 seconds
Output:
#19
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "13",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 11.7 seconds
Output:
{"chunk_id":"b7cf18","wall_time_seconds":30.000418326,"session_id":39612,"original_token_count":0,"output":""}
#20
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r=await tools.write_stdin({session_id:39612,chars:\"\",yield_time_ms:30000,max_output_tokens:3000}); text(JSON.stringify(r))\n"
}
exec result
Script running with cell ID 14
Wall time 11.0 seconds
Output:
#21
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "14",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 17.0 seconds
Output:
{"chunk_id":"cffa97","wall_time_seconds":30.000894761,"session_id":39612,"original_token_count":0,"output":""}
#22
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r=await tools.write_stdin({session_id:39612,chars:\"\",yield_time_ms:30000,max_output_tokens:3000}); text(JSON.stringify(r))\n"
}
exec result
Script running with cell ID 15
Wall time 11.0 seconds
Output:
#23
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "15",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 17.0 seconds
Output:
{"chunk_id":"12a6da","wall_time_seconds":30.001111422,"session_id":39612,"original_token_count":0,"output":""}
#24
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r=await tools.write_stdin({session_id:39612,chars:\"\",yield_time_ms:30000,max_output_tokens:3000}); text(JSON.stringify(r))\n"
}
exec result
Script running with cell ID 16
Wall time 11.0 seconds
Output:
#25
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "16",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 14.1 seconds
Output:
{"chunk_id":"6dc327","wall_time_seconds":30.00172462,"session_id":39612,"original_token_count":0,"output":""}