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: 241
duration: 1h 14m
recorded: 2026-08-04

run iddclm-nano-curation__V4TWBJJ

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

download JSON ↗

codexgpt-5.6-sol253 turns12 narration241 reasoning241 action241 observation1 final

#26

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:10995,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});\ntext(JSON.stringify(r));"
}

exec result

Script completed
Wall time 0.0 seconds
Output:
{"chunk_id":"94b264","wall_time_seconds":0.000004139,"exit_code":0,"original_token_count":16,"output":"HELDOUT_PPL 470.945  loss 6.1547  train_s 55  /tmp/random.npy\n"}

#27

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const patch = \"*** Begin Patch\\n*** Add File: /workspace/score_pool.py\\n+\\\"\\\"\\\"Exploratory target-aware scoring; final implementation will be in curate.py.\\\"\\\"\\\"\\n+import collections, json, math, re, sys, time\\n+import numpy as np\\n+from transformers import AutoTokenizer\\n+\\n+POOL='data/pool.jsonl'\\n+WORD_RE=re.compile(r\\\"[a-z]+(?:'[a-z]+)?\\\")\\n+STOP=set(('the of and to a in is it that for on was with as are be at by this from or an '\\n+          'have not but they you which his her their has had were will would can one all we '\\n+          'about there if more when who what so no been do into than its also may some other '\\n+          'how these our your my i he she them').split())\\n+BAD=('privacy policy','cookie policy','all rights reserved','skip to content','javascript is disabled',\\n+     'enable javascript','log in register','sign in register','terms and conditions','buy now',\\n+     'free shipping','shopping cart','click here','subscribe now','online casino','payday loan',\\n+     'erectile dysfunction','weight loss pills','viagra','porn','categories archives','menu home',\\n+     'search this site','website uses cookies','page not found','access denied')\\n+NEWS=set(('said says according government police president minister court officials city state country '\\n+          'reported report news spokesman spokeswoman investigation killed announced monday tuesday '\\n+          'wednesday thursday friday saturday sunday').split())\\n+TECH=set(('code function class error server database python java javascript linux windows file files '\\n+          'application program software using install user users variable array string method api '\\n+          'object command query data system issue problem solution').split())\\n+\\n+print('decode target',flush=True)\\n+tok=AutoTokenizer.from_pretrained('gpt2')\\n+a=np.load('data/multi_dev.npy')\\n+targets=[]\\n+for k in range(4):\\n+    s=tok.decode(a[k*250000:(k+1)*250000]).lower()\\n+    targets.append(collections.Counter(WORD_RE.findall(s)))\\n+agg=sum(targets,collections.Counter())\\n+vocab={w for w,c in agg.items() if c>=2}\\n+print('target vocab',len(vocab),'words',sum(agg.values()),flush=True)\\n+\\n+raw=collections.Counter(); raw_total=0\\n+t0=time.time()\\n+for j,line in enumerate(open(POOL)):\\n+    text=json.loads(line)['text'].lower()\\n+    words=WORD_RE.findall(text)\\n+    raw_total += len(words)\\n+    raw.update(w for w in words if w in vocab)\\n+    if j and j%30000==0: print('raw',j,round(time.time()-t0,1),flush=True)\\n+raw_known=sum(raw.values()); raw_unk=raw_total-raw_known\\n+print('raw totals',raw_total,raw_known,raw_unk,'sec',round(time.time()-t0,1),flush=True)\\n+\\n+# Dirichlet shrink target distributions toward the pool distribution.\\n+alpha=10000.0\\n+den_raw=raw_total\\n+domain_weight=[]\\n+for tc in targets:\\n+    nt=sum(tc.values())\\n+    d={}\\n+    for w in vocab:\\n+        pr=max(raw[w]/den_raw,1/den_raw)\\n+        pt=(tc[w]+alpha*pr)/(nt+alpha)\\n+        d[w]=max(-3.0,min(3.0,math.log(pt/pr)))\\n+    pr=raw_unk/den_raw\\n+    pt=alpha*pr/(nt+alpha)\\n+    d[None]=max(-3.0,min(3.0,math.log(pt/pr)))\\n+    domain_weight.append(d)\\n+\\n+n=182016\\n+scores=np.empty((n,4),np.float32); quality=np.empty(n,np.float32)\\n+chars=np.empty(n,np.int32); nwords=np.empty(n,np.int32); flags=np.empty((n,5),np.int16)\\n+t0=time.time()\\n+for j,line in enumerate(open(POOL)):\\n+    o=json.loads(line); i=o['id']; text=o['text']; low=text.lower(); words=WORD_RE.findall(low)\\n+    nw=len(words); L=max(1,len(text)); chars[i]=L;nwords[i]=nw\\n+    if nw:\\n+        for k,d in enumerate(domain_weight):\\n+            scores[i,k]=sum(d.get(w,d[None]) for w in words)/nw\\n+        known=sum(w in vocab for w in words)/nw\\n+        stop=sum(w in STOP for w in words)/nw\\n+        uniq=len(set(words))/nw\\n+        avg=sum(map(len,words))/nw\\n+    else:\\n+        scores[i,:]=-3;known=stop=uniq=0;avg=20\\n+    alpha_frac=sum(c.isalpha() for c in text)/L\\n+    digit_frac=sum(c.isdigit() for c in text)/L\\n+    lines=text.splitlines() or ['']; short=sum(len(x.strip())<40 for x in lines)/len(lines)\\n+    sent=(text.count('.')+text.count('!')+text.count('?'))/max(1,nw)*100\\n+    bad=sum(x in low for x in BAD)\\n+    q=(2.0*known + 1.2*min(stop/0.32,1.0) + 0.8*min(alpha_frac/0.72,1.0)\\n+       +0.25*min(sent/3.0,1.0) -0.8*max(0,short-0.35)-0.18*bad\\n+       -0.8*max(0,digit_frac-0.12)-0.12*abs(avg-4.8))\\n+    if nw<120: q-=1.0*(120-nw)/120\\n+    if L>30000: q-=min(1.0,(L-30000)/50000)\\n+    quality[i]=q\\n+    flags[i]=[bad, int(any(w in NEWS for w in words)), int(any(w in TECH for w in words)),\\n+              int('?' in text),int('<|endoftext|>' in text)]\\n+    if j and j%30000==0: print('score',j,round(time.time()-t0,1),flush=True)\\n+np.savez('/tmp/pool_scores.npz',scores=scores,quality=quality,chars=chars,nwords=nwords,flags=flags)\\n+print('saved sec',round(time.time()-t0,1),flush=True)\\n+\\n+valid=(nwords>=120)&(chars>=700)&(quality>=2.0)\\n+def show(order,name):\\n+ print('\\\\n###',name,flush=True)\\n+ want=set(order[:12]); found={}\\n+ for line in open(POOL):\\n+  o=json.loads(line)\\n+  if o['id'] in want: found[o['id']]=' '.join(o['text'].split())[:280]\\n+ for i in order[:12]: print(i,round(float(quality[i]),2),np.round(scores[i],2),found[i],flush=True)\\n+for k,name in enumerate(['wiki','web','news','tech']):\\n+ sc=scores[:,k]+0.35*quality\\n+ order=np.where(valid)[0][np.argsort(-sc[valid])]\\n+ show(order,name)\\n+np.save('/tmp/valid.npy',valid)\\n*** End Patch\";\ntext(await tools.apply_patch(patch));"
}

exec result

Script completed
Wall time 0.0 seconds
Output:
{}

#28

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"python score_pool.py\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":5000});\ntext(JSON.stringify(r));"
}

exec result

Script running with cell ID 21
Wall time 11.0 seconds
Output:

#29

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "21",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 16.5 seconds
Output:
{"chunk_id":"fb4c88","wall_time_seconds":30.001618766,"session_id":93859,"original_token_count":27,"output":"decode target\ntarget vocab 21787 words 675039\nraw 30000 5.2\nraw 60000 10.3\nraw 90000 15.0\nraw 120000 20.6\n"}

#30

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:93859,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(JSON.stringify(r));"
}

exec result

Script running with cell ID 22
Wall time 11.0 seconds
Output:

#31

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "22",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 12.6 seconds
Output:
{"chunk_id":"a50505","wall_time_seconds":30.001407454,"session_id":93859,"original_token_count":21,"output":"raw 150000 29.6\nraw 180000 38.7\nraw totals 120187192 106187786 13999406 sec 39.3\n"}

#32

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:93859,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(JSON.stringify(r));"
}

exec result

Script running with cell ID 23
Wall time 11.0 seconds
Output:

#33

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "23",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 16.8 seconds
Output:
{"chunk_id":"ee5520","wall_time_seconds":30.001538027,"session_id":93859,"original_token_count":9,"output":"score 30000 22.5\nscore 60000 44.5\n"}

#34

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:93859,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(JSON.stringify(r));"
}

exec result

Script running with cell ID 24
Wall time 11.0 seconds
Output:

#35

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "24",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 10.2 seconds
Output:
{"chunk_id":"22983a","wall_time_seconds":30.001426651,"session_id":93859,"original_token_count":5,"output":"score 90000 65.9\n"}

#36

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:93859,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(JSON.stringify(r));"
}

exec result

Script running with cell ID 25
Wall time 11.0 seconds
Output:

#37

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "25",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 11.9 seconds
Output:
{"chunk_id":"aff6dd","wall_time_seconds":30.001169966,"session_id":93859,"original_token_count":5,"output":"score 120000 91.2\n"}

#38

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:93859,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(JSON.stringify(r));"
}

exec result

Script running with cell ID 26
Wall time 11.0 seconds
Output:

#39

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "26",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 8.8 seconds
Output:
{"chunk_id":"fb276f","wall_time_seconds":30.001465795,"session_id":93859,"original_token_count":5,"output":"score 150000 132.5\n"}

#40

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:93859,chars:\"\",yield_time_ms\":30000,max_output_tokens:8000});\ntext(JSON.stringify(r));"
}

exec result

Script failed
Wall time 0.0 seconds
Output:
Script error:
SyntaxError: Invalid or unexpected token

#41

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:93859,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(JSON.stringify(r));"
}

exec result

Script running with cell ID 28
Wall time 11.0 seconds
Output:

#42

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "28",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 3.7 seconds
Output:
{"chunk_id":"718e9e","wall_time_seconds":28.892230867,"exit_code":0,"original_token_count":3851,"output":"score 180000 177.2\nsaved sec 179.8\n\n### wiki\n3475 4.11 [ 0.46 -0.13 -0.01 -1.1 ] Anglo-Dutch Wars, also called Dutch Wars, Dutch Engelse Oorlogen, four 17th- and 18th-century naval conflicts between England and the Dutch Republic. The first three wars, stemming from commercial rivalry, established England’s naval might, and the last, arising from Dutch interf\n82269 4.03 [ 0.48 -0.14 -0.12 -1.13] Hill 303 massacre |Hill 303 massacre| Bodies of massacre victims gathered near Waegwan, South Korea, many with their hands still bound |Location||Hill 303, Waegwan, South Korea| |Date||August 17, 1950 |Target||U.S. Army prisoners of war| |Deaths||42 prisoners executed| |4–5 priso\n50793 4.11 [ 0.45 -0.3  -0.24 -1.39] Majesty King Peter II of Yugoslavia was the firstborn son of King Alexander I and Queen Maria of Yugoslavia. King Peter II was born in Belgrade 6 September 1923 his Godparents were King George VI and Queen Elizabeth (later Queen Mother of Great Britain). His education commenced a\n92788 4.21 [ 0.36  0.04  0.17 -0.97] Journalism) Obama lied to every American and the rest of the world about the date of the alleged Osama Bin Laden killing, according to recently released Department of Defense emails. According to a live speech given to the country late night on May 1, 2011, Obama stated “Today at\n71744 4.1 [ 0.4   0.07  0.13 -1.22] .<|endoftext|>The United States presidential election of 1816 came at the end of the two-term presidency of Democratic-Republican James Madison. With the opposition Federalist Party in collapse, Madison's Secretary of State, James Monroe, had an advantage in winning the nominatio\n54931 4.11 [ 0.38 -0.3  -0.38 -1.44] ade, Paul William, born on 16-04-1889, four days before Adolf Hitler (did you know ) in Fort Wayne, Indiana, served with the 322nd Infantry Division in France during World War I. With the 322nd Infantry Division in the occupancy of the St. Die sector, the Vosges and on to Verdun.\n87750 4.01 [ 0.39 -0.49 -0.44 -1.01] oun(1) a medium size square-rigged warship of the 18th and 19th centuries(2) a United States warship larger than a destroyer and smaller than a cruiser (1) The Royal Navy group, which will include a submarine, a frigate , a destroyer and two support vessels, will set out from Por\n68804 4.16 [ 0.34 -0.12  0.04 -0.96] This article analyses the historical evolution of the migration relations between France and Italy from the aftermath of the Second World War to the outbreak of the European Migrant Crisis. Adopting a long-term perspective, it shows that migration has been more a source of tensio\n54856 4.2 [ 0.32 -0.04 -0.12 -1.21] Happy Birthday Kirk Douglas! Douglas, best known for his roles in movies such as “Spartacus,” “Out of the Past” and “Lust for Life” and for being father to actor/director Michael Douglas, turns 95 on Friday. Douglas was born to Russian-Jewish parents in Amsterdam, N.Y., in 1916. \n46611 4.07 [ 0.35 -0.25 -0.26 -1.14] <|endoftext|>The Grass Crown (novel) First US edition |Publisher||William Morrow (US) |Media type||Print (Hardback & Paperback)| |Preceded by||The First Man in Rome| |Followed by||Fortune's Favourites| The novel opens shortly after the action of The First Man in Rome. Gaius Mariu\n83413 4.02 [ 0.37 -0.07  0.01 -1.09] <|endoftext|>Gallup: U.S. Approval Down Across the Region On Sept. 24, Gallup released a poll showing that U.S. approval in the Middle East was already waning before the “Innocence of Muslims” film provoked widespread anti-U.S. demonstrations. The organization surveyed 12 countri\n98204 3.88 [ 0.41 -0.17  0.02 -1.21] .<|endoftext|>Black Hawk War facts The Black Hawk War was a war between the Indians under command of Chief Black Hawk and American settlers on the frontier in 1832. It took place mostly in Illinois and Wisconsin. Several small battles were fought, including the Battle of Stillman\n\n### web\n47889 4.18 [-0.41  0.36 -0.16 -0.82] GAINESVILLE, Fla. (AP) — Tim Kaine is shrugging off any possibility that he could be embarrassed by the release of hacked emails. WikiLeaks, which has been posting stolen emails from Hillary Clinton's campaign manager John Podesta, has twice taunted the Democratic vice presidenti\n84173 4.2 [-0.31  0.31  0.17 -0.6 ] <|endoftext|>Donald Trump said in an interview Monday the message of Black Lives Matter has fueled attacks against police and, if elected president, his administration would monitor the group for threats against law enforcement. The comments come in the wake of the fatal shooting\n94933 4.22 [-0.05  0.3   0.11 -1.02] Stockholm: Sweden said it did not agree with a UN panel which ruled Friday that WikiLeaks founder Julian Assange's stay in Ecuador's London embassy amounted to \"unlawful detention\". \"The government does not agree with the assessment made by the majority of the Working Group,\" the\n80856 4.14 [ 0.    0.32 -0.1  -1.14] Republican presidential hopeful Mitt Romney will visit Israel in the coming weeks to meet Prime Minister Benjamin Netanyahu. The two first met in 1976 when they both worked for The Boston Consulting Group, and have remained friendly since. Mr Romney is also expected to meet the P\n23875 4.22 [-0.19  0.28  0.17 -0.84] Don Trump Jr. Is \"Miserable,\" According To Report Having your family in the White House might seem cool, but Donald Trump Jr. is apparently not exactly enjoying life as a member of the first family of the United States. At least, that's just about the only conclusion one could dr\n72419 4.18 [-0.19  0.29 -0.08 -0.94] !<|endoftext|>What a difference five years makes. Last week, Mitt Romney accused Newt Gingrich of proposing “amnesty” for illegal immigrants, but in 2006, Romney endorsed an immigration policy almost identical to the one Gingrich backs now, Bloomberg reported on Monday. “Law-abid\n48861 4.15 [-0.06  0.29  0.4  -1.38] full support behind embattled Alabama Republican Roy Moore President Donald Trump has offered his full support to embattled Republican Roy Moore in the Alabama Senate race. Trump tweeted early Monday that “Democrats refusal to give even one vote for massive Tax Cuts is why we nee\n76836 4.18 [-0.01  0.28  0.11 -0.9 ] war in Syria is a vast catastrophe; what began as a peaceable resistance movement against the Assad regime, one among many in the “Arab Spring” of 2011, has devolved into a brutal war in which at least 300,000 have been killed and as many as 96,000 Syrian civilians have died, inc\n66305 4.14 [-0.27  0.28 -0.01 -0.95] Bradford West Respect MP George Galloway has defended his controversial claim that a sex assault allegation against WikiLeaks campaigner Julian Assange amounted to no more than bad \"sexual etiquette\". Mr Galloway provoked a furious response from women's groups after he said in a \n45958 4.2 [-0.08  0.26  0.27 -0.9 ] investigations into Russian interference in the presidential election continue, the revelation that Donald Trump Jr. and other senior members of the Trump campaign met with a Kremlin-affiliated lawyer last year has plagued the White House in recent weeks. Here’s how the story fro\n7625 4.16 [-0.13  0.26 -0.1  -1.03] President Obama would visit Israel in a second term, a top campaign surrogate said. “We can expect him to visit Israel in a second term, should he be reelected,” Colin Kahl, a former deputy assistant secretary of defense for the Middle East, who is now a campaign spokesman on the\n94695 4.15 [-0.17  0.27  0.   -1.13] ian Assange: Costs of policing Wikileaks founder reach £10m - 6 February 2015 - From the section UK Scotland Yard has spent about £10m providing a 24-hour guard at the Ecuadorean embassy in London since Wikileaks founder Julian Assange claimed asylum there, figures show. Mr Assan\n\n### news\n102696 4.2 [-0.   -0.03  0.6  -1.07] Chief age row: PM meets Antony Against the backdrop of the age controversy of Army Chief V K Singh, PM Manmohan Singh held a half hour meeting with Defence Minister A K Antony. New Delhi: Against the backdrop of the age controversy of Army Chief V K Singh, Prime Minister Manmohan\n37522 4.08 [ 0.02 -0.19  0.64 -1.45] Prime Minister Imran Khan on Thursday congratulated India’s premier Narendra Modi on his victory in the country's national elections. \"I congratulate Prime Minister Modi on the electoral victory of BJP and allies. Look forward to working with him for peace, progress and prosperit\n58452 4.11 [-0.03 -0.27  0.62 -1.4 ] <|endoftext|>New Delhi: Five new Supreme Court judges were today sworn in, taking the top court’s strength to 28, including the Chief Justice of India. Justices Sanjay Kishan Kaul, Navin Sinha, Mohan M Shantanagoudar, Deepak Gupta and S Abdul Nazeer were administered the oath of \n27366 4.2 [-0.4  -0.53  0.56 -1.23] Delhi 1 Oct, 2015 : Diesel price was Wednesday hiked by 50 paise per litre but there will be no change in petrol rates. Diesel will cost Rs 44.95 per litre with effect from midnight tonight as against Rs 44.45 currently, Indian Oil Corp, the nation’s largest fuel retailer, said. \n101287 4.18 [-0.08  0.05  0.56 -1.16] New Delhi, March 1 (IANS) The body of a 33-year-old labourer who was allegedly murdered was found on the premises of a Municipal Corporation of Delhi school under construction here Tuesday, police said. One man has been detained for questioning. The dead man was identified as Dev\n105515 4.18 [-0.03 -0.12  0.54 -1.1 ] CNN) -- Pakistan's Prime Minister Nawaz Sharif hailed his first one-on-one meeting Tuesday with India's newly elected Prime Minister Narendra Modi as a \"historic opportunity\" for the two nations. A firm but simple handshake had sent a message to the world on Monday that the heads\n37064 4.11 [-0.14 -0.41  0.56 -1.28] The Bharatiya Janata Party (BJP) leaders of the West Bengal unit will meet Union Home Minister Rajnath Singh on Thursday to lodge protest against the vandalising of its party headquarters office in the state by the Trinamool Congress (TMC) workers. BJP leaders Siddharth Nath Sing\n103973 4.16 [-0.22 -0.19  0.54 -1.1 ] pur: Prime Minister Manmohan Singh on Friday kicked off the Congress campaign from Kanpur on Friday. Addressing the crowds, he said, \"We have sent funds under various national schemes to Uttar Pradesh. Rs 24000 crore have been given to Uttar Pradesh government for roads alone. Ho\n61734 4.22 [-0.1  -0.05  0.52 -1.05] soon for consecutive two years, coupled with farmer-friendly policies and decisions of the Modi government, is going to result into highest-ever production of foodgrain in the country this year, said Union Agriculture Minister Radha Mohan Singh on Monday. Total foodgrain producti\n26299 4.21 [-0.07 -0.12  0.52 -1.28] India revised its fiscal deficit target to 3.5 per cent of GDP from an earlier 3.2 per cent of GDP for 2017-18 fiscal year. New Delhi: India’s economic affairs secretary on Monday said that the country’s fiscal and revenue deficits would be lower than the revised estimates for th\n28976 4.14 [-0.25 -0.23  0.54 -1.05] umbai: Seventy days after they parted ways, the BJP and the Shiv Sena have once again come together and formed an alliance to share power in Maharashtra. Addressing a press conference, Maharashtra Chief Minister Devendra Fadnavis announced that Shiv Sena will join his ministry. F\n66093 4.15 [-0.39 -0.08  0.51 -1.  ] interesting survey, done by the Punjab College of Technical Education, Baddowal to check awareness among college students, revealed that 76 per cent of students have their voter ID cards. The survey report says that while 37 per cent students want BJP’s Narendra Modi to be the ne\n\n### tech\n163002 3.32 [-1.08 -0.41 -1.36  1.06] gPowered byeMuseum<|endoftext|>Instantiate Java Way2Java a blog for Java Responsive Menu Home Table Of Contents Search Instantiate Java Java General Instantiate Java S. Nageswara Rao, Corporate Trainer August 18, 2013 2 Comments In Java, object creation is known as instantiation \n170699 3.07 [-1.61 -1.22 -1.48  1.06] <|endoftext|>PHP Create And Drop A DB Tutorial | Cramerz ASP.NET C++ CSS HTML Java JavaScript Photoshop PHP SQL WordPress Other Courses Computer Basics Database Concepts Dreamweaver English Agency Law English Company Law Flash MCSE Networking Basics XML Select Page PHP Create and\n6138 4.12 [-1.08 -0.52 -0.82  0.62] 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 na\n45266 4.17 [-0.39  0.03 -0.4   0.56] 'm interested in approaches that avoids code in the code behind. In my opinion, there are some cases where code must be placed in the code behind. For example: I have a grid with an undefined count of columns. Columns can't be binded. So the easiest way would be to generate the c\n92766 4.16 [-0.98 -0.36 -0.6   0.56] <|endoftext|>While working with Silverlight applications, we may face some scenarios where we may need to embed Silverlight as a component, like for e.g in Sharepoint Webpars or simple we can have the same with ASP.NET. The biggest challenge comes when we have to pass the paramet\n23391 4.19 [-0.93 -0.34 -0.76  0.54] Intended audience: script developers (PHP, JSP, etc.), webmasters, Web project managers, and anyone who wants to understand how to set or send HTTP charset information. When a server sends a document to a user agent (eg. a browser) it also sends information in the Content-Type fi\n21210 4.22 [-0.51  0.01 -0.77  0.52] Automation Anywhere provides powerful pre-defined system variables that you can use to design Logic Blocks. Note: Though similar, not to be confused with System Variables available in Task Editor. System Variable types that can be used in the Logic Block include: - Date/Time: Sys\n18076 4.11 [-0.97 -0.55 -0.88  0.56] Copyright © tutorialspoint.com These are functions dealing with error handling and logging. They allow you to define your own error handling rules, as well as modify the way the errors can be logged. This allows you to change and enhance error reporting to suit your needs. Using \n105389 4.1 [-1.03 -0.51 -0.76  0.56] I have a problem getting PHP 5.0.3 to talk to mySQL 4.1.10. I am building a new server, with the following software: - Windows 2003 Server Standard Edition - Apache 2.0.53 (Running as local_system) - PHP 5.0.3 - mySQL 4.1.10 (running as local_system) - mySQL Administrator 1.0.19 \n12246 4.14 [-1.05 -0.51 -0.9   0.53] Connecting to your Database¶ There are two ways to connect to a database: The “auto connect” feature will load and instantiate the database class with every page load. To enable “auto connecting”, add the word database to the library array, as indicated in the following file: If \n99767 4.03 [-0.92 -0.2  -0.78  0.57] Using CMake with GNU Make: How can I see the exact commands? It is convenient to set the option in the CMakeLists.txt file as: I use CMake with GNU Make and would like to see all commands exactly (for example how the compiler is executed, all the flags etc.). GNU make has --debug\n77301 4.13 [-0.67 -0.09 -0.82  0.53] System variables and user-defined variables can be used in stored programs, just as they can be used outside stored-program context. In addition, stored programs can use define local variables, and stored routines (procedures and functions) can be declared to take parameters that\n"}

#43

narration

The target-aware scorer is now separating the intended registers cleanly: its encyclopedia leaders are Britannica/Wikipedia-like histories, its news leaders are wire-style Indian political reports matching the news register, and its technical leaders are programming questions/tutorials. I’m turning those four independent rankings into a token-balanced curriculum so that topical abundance (especially news) cannot crowd out technical or encyclopedic coverage.

#44

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport numpy as np,json\\nz=np.load('/tmp/pool_scores.npz');s=z['scores'];q=z['quality'];c=z['chars'];nw=z['nwords'];f=z['flags']\\nfor lo,hi in [(0,100000),(100000,182016)]:\\n x=q[lo:hi]\\n print(lo,hi,'q',np.percentile(x,[1,10,25,50,75,90,99]),'nwords',np.percentile(nw[lo:hi],[25,50,75]))\\nvalid=(nw>=150)&(c>=700)&(c<=30000)&(q>=3.5)\\nprint('valid',valid.sum(),'regions',valid[:100000].sum(),valid[100000:].sum())\\n\\ndef make(path,qweight,qmin=3.5):\\n v=(nw>=150)&(c>=700)&(c<=30000)&(q>=qmin)\\n ranks=[]\\n for k in range(4):\\n  x=s[:,k]+qweight*q\\n  ids=np.where(v)[0]; ranks.append(ids[np.argsort(-x[ids])].tolist())\\n pos=[0]*4;cum=[0.0]*4;used=set();out=[]\\n while sum(cum)<40_000_000 and any(pos[k]<len(ranks[k]) for k in range(4)):\\n  k=min(range(4),key=lambda x:cum[x])\\n  while pos[k]<len(ranks[k]) and ranks[k][pos[k]] in used:pos[k]+=1\\n  if pos[k]>=len(ranks[k]): cum[k]=1e99;continue\\n  i=ranks[k][pos[k]];pos[k]+=1;used.add(i);out.append(int(i));cum[k]+=c[i]/4+1\\n json.dump(out,open(path,'w'))\\n print(path,len(out),'cum',cum,'first id regions',sum(x<100000 for x in out[:10000]))\\nfor w in [0.2,0.35,0.55,0.8]: make(f'/tmp/eq{w}.json',w)\\n# quality-only with weak target-mixture tie breaker\\nx=q+0.10*np.max(s,axis=1);ids=np.where(valid)[0];order=ids[np.argsort(-x[ids])]\\njson.dump(order.astype(int).tolist(),open('/tmp/qtop.json','w'))\\nPY\\ncat .timer/remaining_secs\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":5000});\ntext(r.output);"
}

exec result

Script completed
Wall time 1.0 seconds
Output:
0 100000 q [2.83334982 3.52744763 3.84077448 4.01381111 4.08855319 4.13533082
 4.19347382] nwords [148. 297. 578.]
100000 182016 q [1.10748926 2.0259217  2.50351524 3.07110262 3.60770422 4.00333095
 4.15689418] nwords [206. 447. 891.]
valid 93381 regions 72287 21094
/tmp/eq0.2.json 42304 cum [10000097.75, 9999418.0, 10001119.75, 9999618.5] first id regions 8497
/tmp/eq0.35.json 42531 cum [10002514.5, 10001513.0, 9998265.5, 9999452.25] first id regions 8537
/tmp/eq0.55.json 42714 cum [10002092.75, 9999893.25, 9999634.0, 9998972.0] first id regions 8578
/tmp/eq0.8.json 42862 cum [10001294.25, 9999861.25, 9999398.75, 9999784.0] first id regions 8613
4689

#45

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"python fastpack.py /tmp/eq0.35.json /tmp/eq035.npy\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":2000});\ntext(JSON.stringify(r));"
}

exec result

Script running with cell ID 30
Wall time 11.0 seconds
Output:

#46

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "30",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}

wait result

Script completed
Wall time 9.9 seconds
Output:
{"chunk_id":"4b208f","wall_time_seconds":29.237394497,"exit_code":0,"original_token_count":52,"output":"Token indices sequence length is longer than the specified maximum sequence length for this model (5414 > 1024). Running this sequence through the model will result in indexing errors\npacked 12000000 tokens\n"}

#47

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"python train_nano.py --train_npy /tmp/eq035.npy --heldout_npy data/multi_dev.npy --out_json /tmp/eq035.json --max_iters 3000 --seed 1337\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":2000});\ntext(JSON.stringify(r));"
}

exec result

Script running with cell ID 31
Wall time 11.0 seconds
Output:

#48

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "31",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}

wait result

Script completed
Wall time 16.7 seconds
Output:
{"chunk_id":"efd7a1","wall_time_seconds":30.001451773,"session_id":34971,"original_token_count":0,"output":""}

#49

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:34971,chars:\"\",yield_time_ms:30000,max_output_tokens:2000});\ntext(JSON.stringify(r));"
}

exec result

Script running with cell ID 32
Wall time 11.0 seconds
Output:

#50

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "32",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}

wait result

Script completed
Wall time 3.5 seconds
Output:
{"chunk_id":"e972bb","wall_time_seconds":16.890847847,"exit_code":0,"original_token_count":16,"output":"HELDOUT_PPL 358.965  loss 5.8832  train_s 55  /tmp/eq035.npy\n"}