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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
233
duration
1h 13m
recorded
2026-08-04

run iddclm-nano-curation__aTQyfVE

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

download JSON ↗
codexgpt-5.6-sol243 turns10 narration233 reasoning233 action233 observation1 final
#76
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:74288,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});text(JSON.stringify(r));\n"
}
exec result
Script running with cell ID 45
Wall time 11.0 seconds
Output:
#77
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "45",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 12.7 seconds
Output:
{"chunk_id":"99c69a","wall_time_seconds":27.171490981,"exit_code":0,"original_token_count":38,"output":"HELDOUT_PPL 607.496  loss 6.4093  train_s 55  /tmp/dev_train.npy\n(dev PPL on multi_dev; official uses a hidden disjoint sample of the same HQ domain)\n"}
#78
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({\n  cmd: \"python3 - <<'PY'\\nimport numpy as np\\nz=np.load('/tmp/pool_scores.npz'); b=z['basic'];r=z['rel'];ce=z['ce'];u=z['uniq'];n=z['ntok'];ids=z['ids']\\nel=(n>=300)&(n<=10000)&(b[:,1]>.68)&(b[:,2]>.92)&(b[:,3]>.10)&(b[:,4]>.012)&(b[:,6]==0)&(b[:,9]<.25)\\nbase=2*np.clip((b[:,3]-.12)/.18,0,1)+np.clip((b[:,1]-.65)/.15,0,1)+.5*np.clip((b[:,2]-.9)/.1,0,1)+np.clip((b[:,4]-.015)/.05,0,1)+.7*np.clip((u-5)/12,0,1)-.25*b[:,5]-2*np.maximum(0,b[:,8]-.65)-5*b[:,9]+.15*np.clip(ce+9,-2,2)\\nmed=np.median(r[el],0);sd=np.std(r[el],0);aff=(r-med)/sd*np.sqrt(n[:,None]/(n[:,None]+1000)); scores=base[:,None]+2.0*aff;scores[~el]=-99\\nfor d in range(4):\\n ix=np.argsort(scores[:,d])[-25:][::-1];print('D',d,list(zip(ids[ix[:15]].tolist(),np.round(scores[ix[:15],d],2).tolist(),n[ix[:15]].tolist())))\\nopen('/tmp/top2','w').write(' '.join(map(str,set(ids[np.argsort(scores,axis=0)[-15:,:].ravel()].tolist()))))\\nPY\\npython3 - <<'PY'\\nimport json,re\\nw=set(map(int,open('/tmp/top2').read().split()))\\nfor line in open('/workspace/data/pool.jsonl'):\\n r=json.loads(line)\\n if r['id'] in w: print('\\\\n###',r['id'],re.sub(r'\\\\s+',' ',r['text'])[:430])\\nPY\",\n  workdir: \"/workspace\",\n  yield_time_ms: 30000,\n  max_output_tokens: 16000\n});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 3.4 seconds
Output:
D 0 [(24067, 9.59, 1680), (66114, 9.54, 1956), (46298, 9.46, 1688), (68995, 9.36, 3470), (109194, 9.3, 4766), (86842, 9.28, 3964), (19912, 9.27, 1886), (82269, 9.24, 5415), (11604, 9.2, 1923), (64497, 9.2, 4213), (39904, 9.2, 3135), (20313, 9.15, 5168), (20022, 9.05, 7866), (85346, 9.05, 1933), (94672, 9.05, 2689)]
D 1 [(88433, 8.21, 3088), (66114, 7.89, 1956), (99853, 7.87, 2890), (4131, 7.86, 2431), (18553, 7.85, 2095), (67873, 7.83, 3265), (54741, 7.79, 1571), (77325, 7.73, 1757), (112392, 7.7, 1493), (61892, 7.69, 6786), (3839, 7.67, 871), (57248, 7.62, 3896), (111935, 7.61, 1313), (47714, 7.6, 8094), (59753, 7.6, 1230)]
D 2 [(5629, 8.45, 3852), (98733, 8.34, 6337), (54741, 8.34, 1571), (96455, 8.27, 2404), (6827, 8.26, 1831), (20171, 8.2, 1341), (103336, 8.19, 7886), (39904, 8.19, 3135), (48550, 8.18, 9357), (41186, 8.17, 731), (49902, 8.17, 1740), (48187, 8.14, 1471), (89871, 8.07, 1560), (35969, 8.06, 2441), (88433, 8.04, 3088)]
D 3 [(6138, 15.33, 942), (161102, 15.19, 3642), (130831, 15.11, 2123), (153487, 15.08, 2123), (116119, 14.71, 900), (138775, 14.71, 900), (167180, 13.36, 8107), (163247, 13.31, 4036), (170049, 13.28, 6884), (180425, 13.26, 5831), (124640, 12.23, 2054), (147296, 12.2, 2054), (163002, 11.98, 2001), (116189, 11.94, 1165), (133914, 11.92, 4728)]

### 3839 A senior Republican senator on Sunday accused President Barack Obama's aides of deliberately covering up the details of the Sept. 11 attack in Libya that killed a U.S. ambassador so that voters wouldn't question Obama's handling of the war on terror. Sen. Lindsey Graham of South Carolina, a long-time point man for the GOP on national security issues, said he believes the administration knew within 24 hours of the assault that 

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### 5629 In Soul Society, Rin Tsubokura receives a message that transmitter swords will be placed at every battlefield, so that Rin can send direct messages to the fighters when they are ready. Rin then sends out a message to all Shinigami in Seireitei that Ichigo is currently heading to Soul Society. He then divulges that the Quincy are unable to steal his Bankai, as confirmed by the Research and Development Institute. Various Shiniga

### 6138 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. This is the case when an application has a configuration file in a known location (either absolute or fixed relative to the XFor

### 6827 Slippers were hurled at RJD leader Tejashwi Yadav during a poll rally in Bihar’s Aurangabad. The leader was sitting with party workers when the incident happened. Two slippers were hurled at the leader. One of the slipper missed Yadav while the second one landed in his lap. Yadav has been campaigning in Bihar ahead of the assembly polls in the state. The leader has also challenged BJP, JDU and Bihar CM Nitish Kumar over work d

### 11604 - Education and Science» - Life Sciences Historical Analysis of Guadalquivir Valley, Spain Guadalquivir valley is a rich agricultural landscape that reveals a Romanized archeological site in traditional Baetis. The valley has an excellent water and transport system characterized by a Mediterranean climate and productive lands. All these features have sustained a favorable economy in the region. Some of the crops grown in this 

### 18553 President Trump’s ouster of national security adviser Michael Flynn, and the circumstances leading up to it, have quickly become a major crisis for the fledgling administration, forcing the White House on the defensive and precipitating the first significant breach in relations between Trump and an increasingly restive Republican Congress. Even as the White House described Trump’s “immediate, decisive” action in demanding Flyn

### 19912 How to Use Reading 2: The Battle of Bunker Hill The first shots in the Battle of Bunker Hill came from the British sloop-of-war Lively. They landed far short of the men on Breedís Hill and caused no damage, but they frightened the militiamen to such a degree that many dropped their shovels and axes and tried to hide behind the redoubt. Colonel Prescott assured them that the shipís cannon could not reach their position and that

### 20022 In 1846 the United States moved against its neighbor to the south and in so doing launched a land war resulting in changes which were already underway and likely to occur without the bloodshed which was to follow. At issue, viewing with the advantage of hindsight, were the highly desired lands of Texas and Alta California, properties which then stood between the then existing U. S. frontier and the Pacific Ocean, and unrestric

### 20171 If Speeches Can Win Wars, Modi Alone Can Beat Pak - Rhetoric In Place of Action! Is there a change in the attitude of Prime Minister Narendra Modi? Is he the strong-willed, daring politician that the Indians believed that he was when they voted him and his party to power in 2014? Is the job of the prime minister sitting on his head heavily making it difficult for him to take risky decisions? Is he the same Modi that accused th

### 20313 Kaiser Wilhelm II Kaiser Wilhelm II (Friedrich Wilhelm Viktor Albert von Preußen, 27 January 1859 – 4 June 1941) was king of Prussia and German emperor from June 1888 to November 1918. He was the eldest child of Emperor Frederick III and Vicky, the eldest child of Britain's Queen Victoria. Wilhelm was a constitutional monarch and shared power with his ministers and an elected parliament, or Reichstag. However, the kaiser had t

### 24067 ’s not an easy task to weave historical facts with imagination to build up a story . Often the venture on the part of the author goes awry. But Nandini Bajpai ‘s Starcursed is an exception. Set on the backdrop of twelfth-century India it is a story where historical facts get mingled flawlessly with imagination giving rise to a sweeping tale , the tale of a girl who has that intelligence and knowledge to challenge and change th

### 35969 <|endoftext|>Sen. Lindsey Graham warned President Donald Trump on Sunday not to reduce U.S. troop levels in Afghanistan below 8,600, arguing that maintaining a military presence there is key to defending the American homeland. Asked by CBS host Margaret Brennan how many U.S. troops should remain in Afghanistan, Graham said: “The number is gonna be around 8,600. Graham also said he's planning legislation that would require the 

### 39904 U.S. and Pakistan: Afghan Strategies By George Friedman U.S. President Barack Obama will give a speech on Afghanistan on June 22. Whatever he says, it is becoming apparent that the United States is exploring ways to accelerate the drawdown of its forces in the country. It is also clear that U.S. relations with Pakistan are deteriorating to a point where cooperation -- whatever level there was -- is breaking down. These are two

### 41186 Amarnath Yatra 2017 Amarnath Yatra 2017 News Jammu and Kashmir police said three people, alleged conspirators in the 10 July attack on Amarnath pilgrims, have been arrested by its SIT As many as 813 pilgrims on Thursday paid obeisance at the cave shrine of Amarnath in south Kashmir hills, an official said. Over 300 pilgrims left Jammu for the 3,888-metre-high Amarnath cave shrine of Lord Shiva in south Kashmir Himalayas, amid 

### 46298 Robert Kennedy's United States History Class Lecture LO III Learning Objective III: Discuss the results of World War II and show how (1) conflicts in ideologies, (2) war time politics (3) and America’s new economic and military position led to the Cold War and the Atomic Age. Ideology can be defined as a system of beliefs required to sustain some existing order. The central theme of American ideology since the eighteenth centu

### 47714 Created by Larry David, Jerry Seinfeld. Comedian He eventually quit the job and went into stand-up comedy. However, they slept together at least twice after breaking up: In "The Deal", they create a set of rules whereby they can sleep together but remain only friends. Tim Whatley | Jerry's snide greeting for him with "Hello Newman" becomes a trademark of their relationship. ", Jerry as himself, in the television show Seinfeld,

### 48187  Continue<|endoftext|>A suicide attack and roadside bombings killed six American soldiers, the U.S. command said Wednesday, as U.S. and Iraqi troops staged raids in Ramadi and Baqouba, stepping up pressure on Sunni insurgents before this week's start of the Islamic holy month of Ramadan. A suicide driver plowed into a U.S. convoy and blew up his car Wednesday in the northern city of Mosul, killing two American soldiers and wou

### 48550 ashtra: A Language, Region, Culture & Community. Dr. Vrajlal K. Sapovadia Director, SBS Jaipur Saurashtra is primarily known as a region in western part of India and people in the region speaks Gujarati language. Saurashtra is a language in South India spoken by Suarshtrian community. Suarshtrian community might have migrated Saurshtra region of Gujarat many centuries ago, but have similarities in culture till date. Saurashtra

### 49902  Abdel Kouddous is an independent journalist based in Cairo. He is a Democracy Now! correspondent and a fellow at The Nation Institute. Last week's presidential elections in Egypt were supposed to mark the final step in what has been an arduous transition from military rule to an elected civilian government. Instead, sixteen months after President Hosni Mubarak was ousted in a popular uprising calling for freedom and social ju

### 54741 <|endoftext|>A local morgue official said many of the detainees had bullet wounds to the head and chest, though the Iraqi military insisted the Sunni inmates were killed by mortar shells in the attack on the facility outside the city of Baqouba. In Baghdad, meanwhile, the bullet-riddled bodies of four men in their late 20s or early 30s, presumably Sunnis, were found at different locations in the Shiite neighborhood of Benouk, 

### 57248 <|endoftext|>Three years after the narrative we call Russiagate was framed and incessantly promoted, it crumbles into rubble as we speak. The mini-empire of allegations, presuppositions, fallacious syllogisms, leaps of logic, imagined connections and mis– and disinformation marshaled to support charges of Russian interference in the 2016 elections is more or less a ruin. The total collapse of the Russiagate orthodoxy now appea

### 59753 ENIX (AP) — As defiant as ever, get-tough Arizona Sheriff Joe Arpaio faces a federal court showdown over charges that deputies on his trademark immigration patrols racially profiled Latinos in violation of civil rights law. After months of negotiations failed to reach a settlement over the allegations, the U.S. Justice Department took the rare step Thursday of suing. "We have invariably been able to work collaboratively with l

### 61892 Saul Bellow’s Seize the Day is one of the most deeply sad novels to be written since Tender is the Night. On this twenty-four hours of thinking. during the seven hours or so that comprise the action of the novel. all the problems that constitute the present status of Wilhelm Adler descend upon him and oppress him. go forthing him hard up. entirely. and in such profound wretchedness that one can barely conceive of his traveling

### 64497 <|endoftext|>|Bloody Sunday (1972)| Banner and Crosses carried by the families of the victims on the annual commemoration march. |Location||Derry, Northern Ireland| |Date||30 January 1972 |Perpetrator(s)||British Army (Parachute Regiment)| Bloody Sunday (Irish: Domhnach na Fola)—sometimes called the Bogside Massacre—was an incident on 30 January 1972 in the Bogside area of Derry, Northern Ireland. Twenty-seven civil rights pro

### 66114 The study of military regimes rose to prominence within the social sciences during the latter half of the twentieth century, thanks in part to the presence during the 1960s, 1970s, and 1980s of a large number of military regimes around the globe. In 1979, fourteen military regimes held power in sub-Saharan Africa, nine in Latin America, five in the Arab states and North Africa, three in Southeast Asia, one in South Asia, and o

### 67873 <|endoftext|>by Michael Doliner Drury, Shadia B.: Leo Strauss and the American Right, Palgrave Macmillan, February 1999, ISBN 0-31221-783-8, 256 pages, $29.95 (hardcover) (Swans - October 10, 2005) Will the backlash from Katrina's destruction and the Bush Administration's woeful response to it finally do in the neocons? If you think so you don't know whom you are dealing with. Many have connected the name of Leo Strauss with t

### 68995 ||This article includes a list of references, but its sources remain unclear because it has insufficient inline citations. (February 2011)| Quintus Fabius Maximus Verrucosus Cunctator (ca. 280 BC – 203 BC) was a Roman politician and general, born in Rome around 280 BC and died in Rome in 203 BC. He was Roman Consul five times (233 BC, 228 BC, 215 BC, 214 BC and 209 BC) and was twice Dictator, in 221 and again in 217 BC. He rea

### 77325 at poured down the face of the thief as he fled in terror, desperately trying to out-distance the beast behind him. Limbs from nearby trees slashed and tore at his skin and clothing, but he felt no pain. Pain was last on his mind. Racing blindly through the forest, stumbling over logs and large rocks, fear clouding his sight, taking away all rational judgment, for the beast was growing closer. He could hear the footsteps getti

### 82269 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 prisoners wounded| |Perpetrators||North Korean army soldiers| The Hill 303 massacre (Korean: 303 고지 학살 사건) was a war crime that took place during the Korea

### 85346  same year Charles returned to Peoria and showed interest in starting an automobile manufacturing operations there. With some of the funds seemingly coming from his sale of shares in the Duryea Motor Wagon Company, the Duryea Manufacturing Company of Peoria Heights was incorporated in 1898. Charles developed a prototype of his firm's vehicle called the Duryea Motor Trap and proudly displayed it to the public in July 1898. The 

### 86842  Gilbert The premise of Summers' thesis has won favor among many military policy analysts, but is fraught with errors of fact as well as interpretation. Its devotees insist, admittedly without foundation, that Washington's fears of a Soviet and/or Chinese intervention in the war that led to limited war in Southeast Asia were groundless. However, Sinologist John Garver has proven that Washington's concerns were fully justified,

### 88433 A ceasefire between Israel and Hamas may have been reached on paper, but evidence already indicates that it is unlikely to hold. A top Palestinian Islamic Jihad leader has already warned that the ceasefire would be short and that a “new, more savage round” of fighting with Israel lies ahead. The agreement establishes Egypt as the guarantor of peace between Israel and Hamas even though President Mohammed Morsi and members of hi

### 89871 .<|endoftext|>FAISALABAD, Pakistan — Even the Pakistan army conducts military operations against Taliban guerrillas in northwest tribal areas bordering Afghanistan, banned al Qaida-linked groups are operating openly in the Pakistani heartland of Punjab, which itself has been the target of dozens of terror attacks. The province on Pakistan's eastern border with India is home to more than half the country's population and functi

### 94672 BLIC HEALTH ASSESSMENT WESTBOROUGH, WORCESTER COUNTY, MASSACHUSETTS The Hocomonco Pond NPL site is located in Westborough, Massachusetts approximately 30 miles west of Boston and ten miles east of Worcester. A wood treatment facility was situated on the site from 1928 to 1946. Creosote wastes containing potentially carcinogenic Polynuclear Aromatic Hydrocarbons (PAHs) were disposed in a lagoon immediately south of Hocomonco Po

### 96455 's Hindu community has once again been brutally attacked. Following the recent general election, hundreds of Hindus including women and children all over the country were forced to flee their homes because of the fresh round of attacks on them. Some of them even swam across rivers in the shivering cold to escape the mindless cruelty inflicted on them. The Star Magazine explores the reasons behind this continuous violence again

### 98733 araj, Bennix case is not the first gruesome custodial murder case in Tamil Nadu, this state has a long history and a terrible record, just as every other state in India. The gruesome torture and murder of the father and son by the police attached to the Sattankulam police station and higher officials in Tuticorin district between 19 and 22 June was one of administrative lapses and police excesses. However, the Sattankulam murd

### 99853 <|endoftext|>The enactment of new sanctions against Russia and Iran – with the support of nearly all Democrats and Republicans in Congress – shows how the warmongering neocons again have come out on top, reports Robert Parry. By Robert Parry A savvy Washington observer once told me that the political reality about the neoconservatives is that they alone couldn’t win you a single precinct in the United States. But both Republic

### 103336 <|endoftext|>First came the tanks, a line of hulking Soviet-built T-72s, adorned with black Islamic flags. Then, the anti-aircraft guns, the armored troop carriers, and a line of flatbed trucks with automatic cannons. Finally, platoon after platoon of soldiers marched onto the scene, lining up before a stern, black-bearded figure watching the parade from a viewing stand—their leader, Zahran Alloush. It was March 18, 2015, in t

### 109194  a cleanup to meet Zeldapedia's quality standards.| Please this page to improve it. Feel free to discuss this cleanup on the article's talk page. The Scourges of the Divine Beasts are a group of Bosses from The Legend of Zelda: Breath of the Wild. They are phantoms of Calamity Ganon created by him during the Great Calamity to kill the four Champions that piloted the four Divine Beasts. Background and History 10,000 years befor

### 111935  disclosure policy.<|endoftext|>GAZA CITY, Gaza Strip — A Gaza cease-fire quickly unraveled Friday as violence erupted in and around the southern town of Rafah, with 35 Palestinians killed by Israeli shelling and the military saying one of its soldiers may have been abducted. Israel and Hamas accused each other of breaking the cease-fire, which had been announced by the U.S. and the U.N. and took effect at 8:00 a.m. (0500 GMT)

### 112392  President Vladimir Putin’s main stated motivation for intervening in the Syria crisis has alternated between supporting what he claims is the legitimate government of Bashar al-Assad and pursuing the fight against international terrorism—a threat he accused the West of neglecting in a speech this week. Putin may be careless in his statements, but it is likely that he sees no contradiction between these two goals, both of whic

### 116119  Now<|endoftext|>Re: god-mode color help-gnu-emacs [Top][All Lists] Advanced [Date Prev][Date Next][Thread Prev][Thread Next][Date Index][Thread Index] Re: god-mode color From: Michael Heerdegen Subject: Re: god-mode color Date: Fri, 29 Aug 2014 00:03:38 +0200 User-agent: Gnus/5.13 (Gnus v5.13) Emacs/24.3.92 (gnu/linux) BP <address@hidden> writes: > I'm trying to make some cosmetic changes of my emacs depending on > god-mode s

### 116189 .4.10 released | Apache Wicket Quick Start Download Documentation Support Contribute Community Apache Wicket 1.4.10 released 11 Aug 2010 This is the tenth maintenance release of the 1.4.x series and brings over thirty bug fixes and improvements. As well as bringing bug fixes and small improvements, 1.4.10 brings two major new features: Delayed component initialization Component configuration Delayed component initialization al

### 124640  by Webpundits<|endoftext|>CSS Float and Clear - Float Left, Float Right, Clear Both CSS Tutorial CSS Selectors CSS Color Codes CSS For Text CSS Font Properties CSS Box Model CSS Float and Clear CSS Background Properties Pseudo Selectors Navigation Menu Div Based Fixed Layout CSS Display Property Fixed Vs Liquid Layouts CSS Positions CSS Dropdown Menu CSS Float and Clear Written By: Avinash Malhotra Updated on 09-Dec-2018 ← CS

### 130831 Date Thread<|endoftext|>backtrace(3) - Linux manual page man7.org > Linux > man-pages Linux/UNIX system programming training NAME | SYNOPSIS | DESCRIPTION | RETURN VALUE | VERSIONS | ATTRIBUTES | CONFORMING TO | NOTES | EXAMPLE | SEE ALSO | COLOPHON BACKTRACE(3) Linux Programmer's Manual BACKTRACE(3) NAME top backtrace, backtrace_symbols, backtrace_symbols_fd - support for application self-debugging SYNOPSIS top #include <exec

### 133914 :<|endoftext|>Microservice Communication Using Consul, Ribbon, and Feign - A Step-by-Step Guide - DZone Microservices Like ({{ status.score }}) D / Microservices Zone Over a million developers have joined DZone. Log In / Sign Up {{node.title}} {{node.type}} · {{ node.urlSource.name }} · by {{node.authors[0].realName }} Download {{node.downloads}} {{totalResults}} search results Refcardz Guides Zones | Agile AI Big Data Cloud D

### 138775  Now<|endoftext|>Re: god-mode color help-gnu-emacs [Top][All Lists] Advanced [Date Prev][Date Next][Thread Prev][Thread Next][Date Index][Thread Index] Re: god-mode color From: Michael Heerdegen Subject: Re: god-mode color Date: Fri, 29 Aug 2014 00:03:38 +0200 User-agent: Gnus/5.13 (Gnus v5.13) Emacs/24.3.92 (gnu/linux) BP <address@hidden> writes: > I'm trying to make some cosmetic changes of my emacs depending on > god-mode s

### 147296  and Clear - Float Left, Float Right, Clear Both CSS Tutorial CSS Selectors CSS Color Codes CSS For Text CSS Font Properties CSS Box Model CSS Float and Clear CSS Background Properties Pseudo Selectors Navigation Menu Div Based Fixed Layout CSS Display Property Fixed Vs Liquid Layouts CSS Positions CSS Dropdown Menu CSS Float and Clear Written By: Avinash Malhotra Updated on 09-Dec-2018 ← CSS Box Model CSS Background Image → C

### 153487 ) - Linux manual page man7.org > Linux > man-pages Linux/UNIX system programming training NAME | SYNOPSIS | DESCRIPTION | RETURN VALUE | VERSIONS | ATTRIBUTES | CONFORMING TO | NOTES | EXAMPLE | SEE ALSO | COLOPHON BACKTRACE(3) Linux Programmer's Manual BACKTRACE(3) NAME top backtrace, backtrace_symbols, backtrace_symbols_fd - support for application self-debugging SYNOPSIS top #include <execinfo.h> int backtrace(void **buffer

### 161102 ii Leaderboard × Create New...<|endoftext|>Configuration Sections - Apache HTTP Server Version 2.4 Modules | Directives | FAQ | Glossary | Sitemap Apache HTTP Server Version 2.4 Apache > HTTP Server > Documentation > Version 2.4 Configuration Sections Available Languages: en | fr | ja | ko | tr Directives in the configuration files may apply to the entire server, or they may be restricted to apply only to particular directorie

### 163002  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 because an instance of a class is object. Let us explain more through Instantiate Java. Java public class Demo { public static void main(String args[

### 163247  uses cookies No problem More info<|endoftext|>conkeror and zotero librelist archives home // archives // « back to archive conkeror and zotero conkeror and zotero by Andreas Goesele Re: [conkeror] conkeror and zotero by Raimon Grau Re: [conkeror] conkeror and zotero by Andreas Goesele Re: [conkeror] conkeror and zotero by Andreas Goesele Re: [conkeror] conkeror and zotero by Andreas Goesele conkeror and zotero From: Andreas G

### 167180  792-9377 Non-Discrimination Notice<|endoftext|>Apache Performance Tuning - Apache HTTP Server Version 2.4 Modules | Directives | FAQ | Glossary | Sitemap Apache HTTP Server Version 2.4 Apache > HTTP Server > Documentation > Version 2.4 > Miscellaneous Documentation Apache Performance Tuning Available Languages: en | fr | ko | tr Apache 2.x is a general-purpose webserver, designed to provide a balance of flexibility, portabili

### 170049  Cancel<|endoftext|>mod_include - Apache HTTP Server Version 2.4 Modules | Directives | FAQ | Glossary | Sitemap Apache HTTP Server Version 2.4 Apache > HTTP Server > Documentation > Version 2.4 > Modules Apache Module mod_include Available Languages: en | fr | ja Description: Server-parsed html documents (Server Side Includes) Status: Base Module Identifier: include_module Source File: mod_include.c Summary This module provid

### 180425  of stores. Updated on 25th April, 2019.<|endoftext|>rfc2584 HPR-IP.mib -- Network Working Group B. Clouston, Ed. -- Request for Comments: 2584 Cisco Systems -- Category: Standards Track B. Moore, Ed. -- IBM Corporation -- May 1999 -- -- -- Definitions of Managed Objects -- for APPN/HPR in IP Networks HPR-IP-MIB DEFINITIONS ::= BEGIN IMPORTS MODULE-IDENTITY,OBJECT-TYPE, Counter32 FROM SNMPv2-SMI DisplayString, RowStatus, TEXTU
#79
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({\n  cmd: \"python3 - <<'PY'\\nimport json,re,hashlib,numpy as np\\nz=np.load('/tmp/pool_scores.npz');b=z['basic'];r=z['rel'];ce=z['ce'];u=z['uniq'];n=z['ntok'];ids=z['ids']\\nel=(n>=300)&(n<=10000)&(b[:,1]>.68)&(b[:,2]>.92)&(b[:,3]>.10)&(b[:,4]>.012)&(b[:,6]==0)&(b[:,9]<.25)\\nbase=2*np.clip((b[:,3]-.12)/.18,0,1)+np.clip((b[:,1]-.65)/.15,0,1)+.5*np.clip((b[:,2]-.9)/.1,0,1)+np.clip((b[:,4]-.015)/.05,0,1)+.7*np.clip((u-5)/12,0,1)-.25*b[:,5]-2*np.maximum(0,b[:,8]-.65)-5*b[:,9]+.15*np.clip(ce+9,-2,2)\\nmed=np.median(r[el],0);sd=np.std(r[el],0);aff=(r-med)/sd*np.sqrt(n[:,None]/(n[:,None]+1000)); scores=base[:,None]+2*aff;scores[~el]=-99\\nqueues=[np.argsort(-scores[:,d]).tolist() for d in range(4)];ptr=[0]*4;tot=[0]*4;order=[];used=set();seen=set()\\n# exact normalized-text hashes\\nhs=[]\\nfor line in open('/workspace/data/pool.jsonl'):\\n s=json.loads(line)['text']; hs.append(hashlib.blake2b(re.sub(r'\\\\\\\\s+',' ',s.strip().lower()).encode(),digest_size=12).digest())\\nwhile min(tot)<4_000_000:\\n d=min(range(4),key=lambda x:tot[x])\\n while True:\\n  i=queues[d][ptr[d]];ptr[d]+=1\\n  if i in used or hs[i] in seen: continue\\n  break\\n used.add(i);seen.add(hs[i]);order.append(int(ids[i]));tot[d]+=int(n[i])\\njson.dump(order,open('/tmp/q2.json','w'))\\nprint('docs',len(order),'domain tokens',tot,'ids>110k',np.mean(np.array(order)>110000),'overall',sum(n[i] for i in used))\\nPY\\nbash /workspace/dev_eval.sh /tmp/q2.json\",\n  workdir: \"/workspace\",\n  yield_time_ms: 30000,\n  max_output_tokens: 3000\n});\ntext(JSON.stringify(r));\n"
}
exec result
Script running with cell ID 47
Wall time 11.0 seconds
Output:
#80
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "47",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 12.7 seconds
Output:
{"chunk_id":"d06e07","wall_time_seconds":30.000846576,"session_id":48212,"original_token_count":73,"output":"docs 10256 domain tokens [4000636, 4004673, 4001697, 4000005] ids>110k 0.08824102964118564 overall 16007011\nToken indices sequence length is longer than the specified maximum sequence length for this model (1679 > 1024). Running this sequence through the model will result in indexing errors\n"}
#81
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:48212,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});text(JSON.stringify(r));\n"
}
exec result
Script running with cell ID 48
Wall time 11.0 seconds
Output:
#82
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "48",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 15.7 seconds
Output:
{"chunk_id":"96e245","wall_time_seconds":30.000672341,"session_id":48212,"original_token_count":15,"output":"packed 12000000 tokens from 10256 ids -> /tmp/dev_train.npy\n"}
#83
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:48212,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});text(JSON.stringify(r));\n"
}
exec result
Script running with cell ID 49
Wall time 11.0 seconds
Output:
#84
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "49",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 15.8 seconds
Output:
{"chunk_id":"379177","wall_time_seconds":30.002168988,"session_id":48212,"original_token_count":0,"output":""}
#85
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:48212,chars:\"\",yield_time_ms:10000,max_output_tokens:3000});text(JSON.stringify(r));\n"
}
exec result
Script completed
Wall time 5.3 seconds
Output:
{"chunk_id":"cf967f","wall_time_seconds":5.288219955,"exit_code":0,"original_token_count":38,"output":"HELDOUT_PPL 324.269  loss 5.7816  train_s 55  /tmp/dev_train.npy\n(dev PPL on multi_dev; official uses a hidden disjoint sample of the same HQ domain)\n"}
#86
narration

The balanced candidate cuts dev perplexity from 476.7 (random) to 324.3. The gain is specifically from enforcing equal token mass across target-relative encyclopedia, general-web, news, and technical queues; an unbalanced “best prose” rank was much worse. I’m now tuning how strongly topical/register affinity should trade off against generic cleanliness, while keeping the four-way budget fixed.

#87
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"cp /workspace/train_nano.py /tmp/train_diag.py\",workdir:\"/workspace\",yield_time_ms:10000,max_output_tokens:1000});text(r.output);\n"
}
exec result
Script completed
Wall time 0.1 seconds
Output:
#88
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const patch = \"*** Begin Patch\\n*** Update File: /tmp/train_diag.py\\n@@\\n mean_loss = sum_loss / max(1, nseen)\\n ppl = math.exp(mean_loss)\\n+# Diagnostic only: the official script remains untouched.  Report the same\\n+# window-weighted loss separately for the four contiguous dev quarters.\\n+quarter = []\\n+with torch.no_grad():\\n+    for q in range(4):\\n+        lo, hi = q * (len(ho) // 4), (q + 1) * (len(ho) // 4)\\n+        qs = list(range(lo, hi - a.block, a.block))\\n+        sl, sn = 0.0, 0\\n+        for i in range(0, len(qs), a.batch):\\n+            bs = qs[i:i+a.batch]\\n+            x = torch.stack([ho[s:s+a.block] for s in bs]).to(dev)\\n+            y = torch.stack([ho[s+1:s+1+a.block] for s in bs]).to(dev)\\n+            with torch.autocast(\\\"cuda\\\", dtype=torch.bfloat16):\\n+                _, l = model(x, y)\\n+            sl += l.item() * len(bs); sn += len(bs)\\n+        quarter.append(math.exp(sl / sn))\\n@@\\n print(f\\\"HELDOUT_PPL {ppl:.3f}  loss {mean_loss:.4f}  train_s {train_s:.0f}  {a.train_npy}\\\")\\n+print(\\\"QUARTER_PPL\\\", \\\" \\\".join(f\\\"{x:.3f}\\\" for x in quarter))\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\n"
}
exec result
Script completed
Wall time 0.0 seconds
Output:
{}
#89
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const patch = \"*** Begin Patch\\n*** Add File: /tmp/make_sel.py\\n+import sys, json, re, hashlib, numpy as np\\n+w=float(sys.argv[1]); out=sys.argv[2]\\n+z=np.load('/tmp/pool_scores.npz');b=z['basic'];r=z['rel'];ce=z['ce'];u=z['uniq'];n=z['ntok'];ids=z['ids']\\n+el=(n>=300)&(n<=10000)&(b[:,1]>.68)&(b[:,2]>.92)&(b[:,3]>.10)&(b[:,4]>.012)&(b[:,6]==0)&(b[:,9]<.25)\\n+base=2*np.clip((b[:,3]-.12)/.18,0,1)+np.clip((b[:,1]-.65)/.15,0,1)+.5*np.clip((b[:,2]-.9)/.1,0,1)+np.clip((b[:,4]-.015)/.05,0,1)+.7*np.clip((u-5)/12,0,1)-.25*b[:,5]-2*np.maximum(0,b[:,8]-.65)-5*b[:,9]+.15*np.clip(ce+9,-2,2)\\n+med=np.median(r[el],0);sd=np.std(r[el],0);aff=(r-med)/sd*np.sqrt(n[:,None]/(n[:,None]+1000));scores=base[:,None]+w*aff;scores[~el]=-99\\n+queues=[np.argsort(-scores[:,d]).tolist() for d in range(4)];ptr=[0]*4;tot=[0]*4;order=[];used=set();seen=set();hs=[]\\n+for line in open('/workspace/data/pool.jsonl'):\\n+ s=json.loads(line)['text'];hs.append(hashlib.blake2b(re.sub(r'\\\\s+',' ',s.strip().lower()).encode(),digest_size=12).digest())\\n+while min(tot)<4_000_000:\\n+ d=min(range(4),key=lambda x:tot[x])\\n+ while True:\\n+  i=queues[d][ptr[d]];ptr[d]+=1\\n+  if i not in used and hs[i] not in seen:break\\n+ used.add(i);seen.add(hs[i]);order.append(int(ids[i]));tot[d]+=int(n[i])\\n+json.dump(order,open(out,'w'))\\n+print(out,len(order),tot,np.mean(np.array(order)>110000))\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\n"
}
exec result
Script completed
Wall time 0.0 seconds
Output:
{}
#90
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({\n  cmd: \"python3 /tmp/make_sel.py 3.0 /tmp/q3.json && python3 /workspace/pack_selection.py /tmp/q3.json /tmp/q3.npy && python3 /tmp/train_diag.py --train_npy /tmp/q3.npy --heldout_npy /workspace/data/multi_dev.npy --out_json /tmp/q3.out --max_iters 3000 --seed 1337\",\n  workdir: \"/workspace\",\n  yield_time_ms: 30000,\n  max_output_tokens: 3000\n});\ntext(JSON.stringify(r));\n"
}
exec result
Script running with cell ID 54
Wall time 11.0 seconds
Output:
#91
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "54",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 16.3 seconds
Output:
{"chunk_id":"a38e0f","wall_time_seconds":30.000591938,"session_id":47074,"original_token_count":0,"output":""}
#92
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:47074,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});text(JSON.stringify(r));\n"
}
exec result
Script running with cell ID 55
Wall time 11.0 seconds
Output:
#93
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "55",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 15.3 seconds
Output:
{"chunk_id":"283831","wall_time_seconds":30.002075391,"session_id":47074,"original_token_count":65,"output":"/tmp/q3.json 10464 [4000015, 4001178, 4001748, 4000199] 0.10015290519877676\nToken indices sequence length is longer than the specified maximum sequence length for this model (1679 > 1024). Running this sequence through the model will result in indexing errors\n"}
#94
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:47074,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});text(JSON.stringify(r));\n"
}
exec result
Script completed
Wall time 10.1 seconds
Output:
{"chunk_id":"02ea25","wall_time_seconds":10.071038929,"exit_code":1,"original_token_count":55,"output":"packed 12000000 tokens from 10464 ids -> /tmp/q3.npy\nTraceback (most recent call last):\n  File \"/tmp/train_diag.py\", line 4, in <module>\n    from model import GPT, GPTConfig\nModuleNotFoundError: No module named 'model'\n"}
#95
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"PYTHONPATH=/workspace python3 /tmp/train_diag.py --train_npy /tmp/q3.npy --heldout_npy /workspace/data/multi_dev.npy --out_json /tmp/q3.out --max_iters 3000 --seed 1337\",workdir:\"/workspace\",yield_time_ms:30000,max_output_tokens:3000});text(JSON.stringify(r));\n"
}
exec result
Script running with cell ID 57
Wall time 11.0 seconds
Output:
#96
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "57",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 13.1 seconds
Output:
{"chunk_id":"3afe3f","wall_time_seconds":30.001570113,"session_id":21265,"original_token_count":0,"output":""}
#97
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:21265,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});text(JSON.stringify(r));\n"
}
exec result
Script running with cell ID 58
Wall time 11.0 seconds
Output:
#98
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "58",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 10.4 seconds
Output:
{"chunk_id":"6a7416","wall_time_seconds":25.859460602,"exit_code":0,"original_token_count":26,"output":"HELDOUT_PPL 320.224  loss 5.7690  train_s 55  /tmp/q3.npy\nQUARTER_PPL 648.790 270.197 319.362 187.667\n"}
#99
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const patch = \"*** Begin Patch\\n*** Update File: /tmp/make_sel.py\\n@@\\n-w=float(sys.argv[1]); out=sys.argv[2]\\n+w=float(sys.argv[1]); out=sys.argv[2]\\n+prop=np.asarray(list(map(float,sys.argv[3].split(','))) if len(sys.argv)>3 else [1,1,1,1])\\n+prop=prop/prop.sum()\\n@@\\n-while min(tot)<4_000_000:\\n- d=min(range(4),key=lambda x:tot[x])\\n+while min(np.asarray(tot)/prop)<16_000_000:\\n+ d=min(range(4),key=lambda x:tot[x]/prop[x])\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\n"
}
exec result
Script completed
Wall time 0.0 seconds
Output:
{}
#100
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({\n  cmd: \"python3 /tmp/make_sel.py 3.0 /tmp/q5.json 0.4,0.2,0.25,0.15 && python3 /workspace/pack_selection.py /tmp/q5.json /tmp/q5.npy && PYTHONPATH=/workspace python3 /tmp/train_diag.py --train_npy /tmp/q5.npy --heldout_npy /workspace/data/multi_dev.npy --out_json /tmp/q5.out --max_iters 3000 --seed 1337\",\n  workdir: \"/workspace\",\n  yield_time_ms: 30000,\n  max_output_tokens: 3000\n});\ntext(JSON.stringify(r));\n"
}
exec result
Script running with cell ID 60
Wall time 11.0 seconds
Output: