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
- 285
- duration
- 1h 22m
- recorded
- 2026-08-04
run iddclm-nano-curation__NqS7udZ
Everything gpt-5.6-sol did on this task, in order.
download JSON ↗codexgpt-5.6-sol294 turns9 narration285 reasoning285 action285 observation1 final
#151
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.exec_command({cmd:\"ps -o pid,etime,pcpu,rss,args -C python; ls -l work/generic_scores.npy 2>/dev/null || true; cat .timer/remaining_secs\",workdir:\"/workspace\",yield_time_ms:10000,max_output_tokens:1000}); text(r);\n"
}exec result
Script completed
Wall time 0.1 seconds
Output:
{"chunk_id":"a15d01","wall_time_seconds":0.000033974,"exit_code":0,"original_token_count":26,"output":" PID ELAPSED %CPU RSS COMMAND\n 3845 06:09 95.4 5412876 python work/generic_score.py\n3097\n"}#152
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport json,numpy as np\\nids=json.load(open('work/neural_equal.json'));D=np.load('work/domain_scores2.npy').argmax(1);L=np.zeros(182016,dtype=np.int32)\\nfor line in open('data/pool.jsonl'):\\n r=json.loads(line);L[r['id']]=len(r['text'])\\nlists=[[i for i in ids if D[i]==d] for d in range(4)]\\ndef make(name,w):\\n p=[0]*4;load=[0.]*4;out=[]\\n while 1:\\n av=[d for d in range(4) if p[d]<len(lists[d])]\\n if not av:break\\n d=min(av,key=lambda x:load[x]/w[x]);i=lists[d][p[d]];p[d]+=1;out.append(i);load[d]+=L[i]/(3.25 if d==3 else 4.05)\\n json.dump(out,open('work/'+name+'.json','w'));print(name,p,load)\\nmake('neural_taskheavy',[1,.75,1.1,1.15])\\nmake('neural_techheavy',[.95,.85,1.05,1.15])\\nPY\",workdir:\"/workspace\",yield_time_ms:10000,max_output_tokens:2000}); text(r);\n"
}exec result
Script completed
Wall time 4.5 seconds
Output:
{"chunk_id":"72fde0","wall_time_seconds":4.323620427,"exit_code":0,"original_token_count":62,"output":"neural_taskheavy [13898, 115804, 9565, 3754] [14134799.012345666, 118442804.69135758, 8033258.765432101, 5881447.076923066]\nneural_techheavy [13898, 115804, 9565, 3754] [14134799.012345666, 118442804.69135758, 8033258.765432101, 5881447.076923066]\n"}#153
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.exec_command({cmd:\"python work/pack_fast.py data/pool.jsonl work/neural_taskheavy.json work/neural_taskheavy.npy\",workdir:\"/workspace\",yield_time_ms:1000,max_output_tokens:5000}); text(r);\n"
}exec result
Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"6bf723","wall_time_seconds":1.001485802,"session_id":87302,"original_token_count":0,"output":""}#154
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:49869,chars:\"\",yield_time_ms:30000,max_output_tokens:10000}); text(r);\n"
}exec result
Script completed
Wall time 0.0 seconds
Output:
{"chunk_id":"4e0472","wall_time_seconds":0.000003818,"exit_code":0,"original_token_count":50,"output":"train 0 10.862281799316406\ntrain 350 6.445008277893066\ntrain 700 5.867949485778809\ntrain 1050 5.7358856201171875\n[ 0. 4.11754284 5.05396152 5.95612693 6.77291107 7.59471333\n 14.39473343]\n"}#155
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:87302,chars:\"\",yield_time_ms:30000,max_output_tokens:5000}); text(r);\n"
}exec result
Script running with cell ID 99
Wall time 11.0 seconds
Output:
#156
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolwait
args
{
"cell_id": "99",
"yield_time_ms": 30000,
"max_tokens": 5000
}wait result
Script completed
Wall time 0.0 seconds
Output:
{"chunk_id":"ff8731","wall_time_seconds":13.367537639,"exit_code":0,"original_token_count":57,"output":"Token indices sequence length is longer than the specified maximum sequence length for this model (1043 > 1024). Running this sequence through the model will result in indexing errors\npacked 12000000 tokens from 13810 documents\n"}#157
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport json,re,numpy as np\\nt=np.load('work/neural_scores.npz')['loss'];g=np.load('work/generic_scores.npy');ds=np.load('work/domain_scores2.npy');D=ds.argmax(1);texts=[json.loads(x)['text'] for x in open('data/pool.jsonl')]\\nprint('corr',np.corrcoef(t[g>0],g[g>0])[0,1],'diffq',np.quantile((t-g)[g>0],[0,.01,.1,.5,.9,.99,1]))\\nfor d in range(4):\\n ix=np.where((D==d)&(g>0)&(np.array([len(x) for x in texts])>700))[0]; ix=ix[np.argsort((t-g)[ix])];print('\\\\nD',d)\\n for i in ix[:20]:print(i,round(float(t[i]),2),round(float(g[i]),2),round(float(t[i]-g[i]),2),re.sub(r'\\\\s+',' ',texts[i][:220]))\\nPY\",workdir:\"/workspace\",yield_time_ms:10000,max_output_tokens:30000}); text(r);\n"
}exec result
Script completed
Wall time 7.3 seconds
Output:
{"chunk_id":"2e3125","wall_time_seconds":7.094066986,"exit_code":0,"original_token_count":4916,"output":"corr 0.15420510592581338 diffq [-3.97369742 0.27446012 0.88017492 1.93579006 4.59852829 6.07870219\n 11.91064644]\n\nD 0\n1183 5.6 6.45 -0.85 Renewable electricity production, from sources such as wind power and solar power, is sometimes criticized for being variable or intermittent, but is not true for concentrated solar, geothermal and biofuels, that have co\n77930 6.57 6.98 -0.41 <|endoftext|>In Europe, the European Commission (EC) took action on complaints from EU ProSun, a group representing 20 EU solar companies and the majority of European solar industrial capacity. In May 2013, the EC issued\n57397 6.23 6.6 -0.38 <|endoftext|>http://mmajunkie.com Ultimate Fighting Championship executives today made official three additional bouts for the March 27 UFC 111 event in New Jersey, and one of them is set to air on the pay-per-view main \n40114 7.3 7.57 -0.26 Bengal Police Written Exam Syllabus 2013 for Excise Constable/Lady Excise Constable posts WB Excise Recruitment 2013 / West Bengal Police Recruitment 2013 Notification has been released by west Bengal police recruitment\n98906 6.84 7.05 -0.21 D Day landing Back Story: It’s Tuesday 6th of June 1944 the largest amphibious, air and land invasion the world has ever seen is commencing with Allied forces heading for the Normandy coast under the code name of ‘Operat\n12888 6.45 6.66 -0.21 Chile’s efforts to diversify its energy matrix recieved a huge boost last month, as renewable energy company Enel Green Power (EGP) won a public tender to develop a giant wind farm in the Antofagasta region. EGP has been\n8767 6.05 6.26 -0.21 The Napoleonic Wars: A Global History - Napoleon dominated European and global affairs for more than a decade while leading France against a series of coalitions in the Napoleonic Wars. He won most of these wars and the \n39957 6.52 6.7 -0.18 More U.S. coal going to Europe for power generation () - Low U.S. natural gas prices and weak prices for carbon permits in Europe are pushing more polluting coal into Europe where it is being burned to make electricity, \n88534 6.58 6.73 -0.16 Russell Crowe has stepped up to defend Les Misérables after American Idol finalist Adam Lambert skewered the movie via Twitter. Over the weekend, Lambert released a multi-tweet review of the film in which he said while “\n53413 6.96 7.09 -0.13 AY<|endoftext|>A helicopter has crashed in central London after hitting a crane on top of a tower block by the River Thames. The stricken aircraft cartwheeled to the ground and exploded into flames before crashing into a\n16768 6.24 6.36 -0.12 Xbox One Edition Digital - Marketplace Minecraft: Xbox One Edition is the Xbox One version of Minecraft developed by 4J Studios. An announcement trailer was shown during Microsoft's press conference at E3 2013. This vers\n167708 7.54 7.65 -0.11 with JavaScript enabled<|endoftext|>/// System.Int32 /// /// /// return this._invoke(this._get_path(), 'GetAllResolutions',false,{prefixText:prefixText,count:count},succeededCallback,failedCallback,userContext); }} Page\n98125 5.12 5.23 -0.11 stratosphere is a layer of Earth’s atmosphere. The stratosphere is the second layer, as one moves upward from Earth’s surface, of the atmosphere. The stratosphere is above the troposphere and below the mesosphere. The t\n57736 6.74 6.84 -0.1 multi-partisan activist group established to expose and resist US imperialism, corpora-terrorism, and the New World Order For CIA chief, Obama taps adviser who defended drone strikes --Brennan withdrew his name from con\n11259 6.92 7.01 -0.09 CLIFF Bishop is to be inducted into Taunton Deane’s ‘hall of fame’ in recognition of half a century as a councillor. Mr Bishop joins fellow long-serving councillor John Meikle, ex Taunton MP Sir Edward du Cann, 40 Comman\n86846 5.76 5.85 -0.09 new battery has been developed that is free of toxic materials and longer lasting than its more expensive competitors. One of the biggest hurdles to improving the usefulness of renewable energy such as solar and wind po\n47569 6.58 6.65 -0.07 |Rediff India Abroad Home | All the sections| India plans to strengthen mountain warfare machinery N C Bipindra in New Delhi | June 13, 2008 13:52 IST In a move that could raise the hackles of neighbouring Pakistan and C\n10987 7.14 7.13 0.01 Grace Solar won the Newcastle 633 kW rooftop PV power plant18. July 2012 | By: Echo Liang Newcastle rooftop solar photovoltaic power plant is formally complete the installation work, and ready to connect the grid. Recent\n85076 6.09 6.08 0.02 George H. W. Bush improving, spokesman says (Reuters) - Former President George H. W. Bush remained in the intensive care unit of a Houston hospital on Friday, but \"continues to improve\" and his exchanges with medical s\n112349 6.42 6.41 0.02 country - By industry - By topic - Top 100 By Maria Nikolova, ADPnews The Black Sea region has a big potential for economic development with growth prospects getting closer to the pre-crisis estimates, Ambassador Leonid\n\nD 1\n64710 7.11 8.13 -1.02 <|endoftext|>You are here nārāyaṇo nara ṛṣi-pravaraḥ praśāntaḥ naiṣkarmya-lakṣaṇam uvāca cacāra karma yo ’dyāpi cāsta ṛṣi-varya-niṣevitāṅghriḥ It is understood that Nara-Nārāyaṇa Ṛṣi spoke transcendental knowledge to gre\n94933 5.5 6.31 -0.82 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 th\n45019 6.27 7.08 -0.81 Blaugrana coach believes his side will bounce back swiftly from their Champions League disappointment, and described Eric Abidal's return to fitness as \"important\"Barcelona side to move on from their defeat to AC Milan,\n45062 6.52 7.29 -0.77 -area residents cheered for police driving down the street after bombing suspect Dzhokar Tsarnaev was caught. A makeshift memorial was started on Friday at the Boston University Martin Luther King Jr. memorial for a BU s\n1931 6.8 7.38 -0.58 Shick came to Pittsburgh a few months earlier as a graduate biology student at Duquesne University, before he was banned from that campus for harassing female students and withdrew from school. In the months before the s\n23318 5.51 6.07 -0.57 While Jeb Bush has been known to be a little more more liberal-minded than most GOP leaders, he makes the argument that conservatives have been making every time amnesty has been pushed by Democrats and even some liberal\n107108 6.9 7.44 -0.54 AZ Alkmaar chairman rules out van Gaal departure AZ Alkmaar chairman Dirk Scheringa has dismissed talk of Louis van Gaal walking out on the newly-crowned Dutch champions to join Bayern Munich after describing him as \"a m\n47806 4.75 5.29 -0.54 The 30-year-old former Barcelona and Santos striker who is the most nominated Brazilian player in Ballon d’Or history spoke about the prestigious individual award in a candid interview last year. “The Ballon d’Or is some\n90122 5.09 5.62 -0.52 John Isner, now it is Roger Federer. The world number one wants to see Rafael Nadal back on court again this year itself despite the Spaniard is suffering from a career threatening knee injury. Eleven-time Grand Slam wi\n32710 5.51 6.03 -0.52 Martin Jol was delighted that Fulham took control of their Europa League play-off tie against Dnipro with a 3-0 first leg victory at Craven Cottage. Defender Aaron Hughes and a brace from American Clint Dempsey, who star\n103385 7.55 8.06 -0.51 .<|endoftext|>Obama says, “Terrorists are not Islamic.” If jihadis are not Moslems then why did he have the Navy give Osama bin Laden Islamic funeral rites? If the Jihad is not Islamic then why did Muhammad wage Jihad (H\n41670 5.79 6.28 -0.48 \"The Walking Dead\" comic creator and executive producer Robert Kirkman recently appeared on EW's Sirius radio program where he spoke about the upcoming fifth season of AMC's hit zombie drama series. He spoke about the pr\n88004 6.25 6.73 -0.48 Guardiola insisted on Thursday that he has complete confidence in his bosses at Manchester City ahead of UEFA's ruling on their participation in the Champions League, as his side prepare for this weekend's FA Cup final \n73850 6.21 6.69 -0.47 <|endoftext|>Well duhhhh…read on A top UN human rights official says Israel’s policies towards Palestinians amount to a “crime against humanity” and should be stopped by international action. Human Rights rapporteur Rich\n34502 7.04 7.49 -0.45 Rupa goswami describes the limbs of bhakti, he writes the first limb as: guru-pādāśrayas tasmāt kṛṣṇa-dīkṣādi-śikṣaṇam | Guru-pādāśraya means taking shelter of the guru. This is followed by kṛṣṇa-dīkṣā, which means taki\n90988 6.47 6.92 -0.44 �<|endoftext|>BuzzFeed News Investigation Leads To US Admission It Caused Civilian Deaths In Mosul The US-led coalition fighting ISIS has admitted responsibility for the deaths of 36 civilians in three military strikes i\n43320 6.65 7.09 -0.44 to president, congressional leadership calls Fannie Mae and Freddie Mac an \"obstacle to progress\" for nation's homeowners; stresses the need for principal write-downs New York Attorney General Eric T. Schneiderman has j\n107124 6.41 6.85 -0.44 YORK (CBSNewYork) – A man who used his art to help Staten Island heal after superstorm Sandy is trying to do the same for Newtown, Connecticut following the massacre at Sandy Hook Elementary School. On a lawn are 20 glo\n21151 6.26 6.69 -0.43 Jessica Hawkins spent the 2019 season racing in W Series. That helped her reignite a racing career which had taken an unexpected diversion into Fast & Furious live shows and setting the lawnmower world record for Top Gea\n48108 5.37 5.8 -0.43 Ledley is not getting carried away with Celtic's historic Champions League win over Spartak Moscow in Russia on Tuesday night. The 3-2 victory, thanks to a late header from Georgios Samaras, was the Hoops' first triumph\n\nD 2\n6400 5.4 6.61 -1.2 Lucknow (Uttar Pradesh),[India]: A day after he was declared the rightful owner of the Samajwadi Party’s ‘cycle’ symbol, Uttar Pradesh Chief Minister Akhilesh Yadav on Tuesday rubbished reports suggesting an increasing r\n36207 5.4 6.59 -1.19 <|endoftext|>The Congress is a dystic political party as everyone knows. The party has always had as its leader in Parliament someone from the Nehru-Gandhi family. Whenever it has been in power, it has had someone from t\n28976 5.53 6.71 -1.18 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\n58452 5.33 6.46 -1.13 <|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, De\n64023 6.87 7.99 -1.12 *Hindu Rights to Survive with Dignity & Sovereignty *Join Hindu Freedom Movement to make Bharat Hindu Rashtra within 2025 *Jai Shri Ram *Jayatu Jayatu Hindu Rashtram *Editor: Upananda Brahmachari. Upendra Bharti | HENB |\n37064 5.98 7.01 -1.03 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 Trina\n66093 5.48 6.32 -0.85 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 whi\n85987 6.13 6.95 -0.83 .<|endoftext|>Last year, Rajesh Gupta, Bharatiya Janata Party MLA from Jammu East, demanded to know in the Jammu and Kashmir assembly how much money the Government of India spends every year on providing security to Kash\n54876 5.94 6.76 -0.82 <|endoftext|>The Gujarat High Court on Tuesday held that the special CBI court here is competent to take cognisance of the charge sheet filed by the investigating agency in the fake encounter case of Tulsi Prajapati. The\n107305 5.67 6.45 -0.78 <|endoftext|>Bharatiya Janata Party (BJP) has started a statewide campaign to keep intact the support of Dalit and Yadav communities that supported it in the recent Lok Sabha elections leading to party’s landslide victor\n106309 5.79 6.55 -0.76 <|endoftext|>US President Donald Trump claimed on Money that discussions on a trade agreement with Beijing have restarted following a weekend truce struck with Xi Jinping of China on the sidelines of the Group of 20 summ\n52589 6.09 6.85 -0.76 rinagar: Political parties in Kashmir on Wednesday condemned the killing of a civilian by CRPF personnel in Budgam district and called for an impartial enquiry to punish the guilty. Peer Mehrajuddin was killed when CRPF \n18843 5.48 6.22 -0.74 This is Modi’s ‘Start-up India’, ‘Make in India’, he says on charges against Jay Shah Congress vice president Rahul Gandhi on Monday questioned Prime Minister Narendra Modi’s “silence” on a media report alleging that a c\n103973 5.86 6.6 -0.74 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 hav\n8046 6.13 6.85 -0.72 Some senators expressed shock — while others reacted cautiously — to a report Monday evening alleging that President Donald Trump revealed highly classified information about Islamic State plots gleaned by a U.S. ally to\n54165 5.54 6.25 -0.71 Delhi: Former Prime Minister Manmohan Singh today asked Prime Minister Narendra Modi to apologise to the nation for alleging that he was conspiring with Pakistan for the Bharatiya Janata Party’s defeat in the Gujarat po\n6218 6.25 6.96 -0.71 www.ibps.in – IBPS Clerk Result 2017 Declared For CWE 5 Main Exam at @ibps.in & ibps.sifyitest.com: Institute of Banking Personnel Selection recently announced their IBPS Clerk Results (CWE V Prelims) as well IBPS score \n97467 6.8 7.51 -0.71 <|endoftext|>Weeks after the striker finally said he was happy to stay at Eastlands, Serie A club want him to replace Ibrahimovic Carlos Tevez could finally be heading for the Manchester City exit door after AC Milan lau\n43758 6.28 6.98 -0.7 vel (Maharashtra), June 14 (ANI): A magistrate's court in Panvel, Maharashtra, on Sunday extended suspended senior Nationalist Congress Party (NCP) leader Padamsinh Patil's CBI custody to June 20. Patil has been declared\n63926 5.77 6.47 -0.69 Former Bayern Munich president UliHoeness has stated that Pep Guardiola has turned the Bayern Munich team into a global player. Hoeness was the president when Guardiola signed for the club. He said that the Spanish manag\n\nD 3\n126551 5.94 7.24 -1.3 aspbian/pool/main/libj/libjs-bootswatch -.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.- FTP.UNI-STUTTGART.DE Official file server of the University of Stuttgart Contact: ftpmaster@ftp.uni-stuttga\n149207 6.29 7.13 -0.84 ums.org<|endoftext|>Index of /raspbian/pool/main/libj/libjs-bootswatch -.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.- FTP.UNI-STUTTGART.DE Official file server of the University of Stuttgart Cont\n66490 7.43 8.02 -0.59 .<|endoftext|>App::Chart::Gtk2::Ex::ListModelPos -- position within a list type tree model use App::Chart::Gtk2::Ex::ListModelPos; my $listpos = App::Chart::Gtk2::Ex::ListModelPos->new (model => $my_model); my $index = $\n69077 6.58 7.15 -0.57 you landed on this article, then you most likely know that temp tables can cause recompilation. This happens because temp tables are treated just like regular tables by the SQL Server Engine. When the tables (in which u\n165117 2.49 2.99 -0.5 items}}<|endoftext|>MediaWiki API <?xml version=\"1.0\"?> <api> <error code=\"nouser\" info=\"The user parameter must be set\" xml:space=\"preserve\"> *****************************************************************************\n109330 6.98 7.47 -0.49 ! 😊<|endoftext|>Code Inspection: Cannot resolve symbol in text argument This code inspection validates identifier names used in string literals according to various .NET Framework contracts — for example, constructor par\n92766 5.7 6.17 -0.48 <|endoftext|>While working with Silverlight applications, we may face some scenarios where we may need to embed Silverlight as a component, like for e.g in Sharepoint Webpars or simple we can have the same with ASP.NET. \n65868 5.74 6.09 -0.36 on the spreadsheet is great. I the best way to do it all would be a web form. With Excel on a remote PC is possible. But I have problems with that. Microsoft Excel works well with M$Sql, its possible to do an odbc conne\n67614 5.78 6.06 -0.29 i have a servlet that is using the request objects getParameter() method to retrieve a string. The string contains a double quote (\") and is therefore truncated somewhere between the client and the servlet. Is there anyw\n180425 2.83 3.07 -0.24 of stores. Updated on 25th April, 2019.<|endoftext|>rfc2584 HPR-IP.mib -- Network Working Group B. Clouston, Ed. -- Request for Comments: 2584 Cisco Systems --\n40205 6.36 6.6 -0.24 few days ago, I noticed something very troubling after using the Maven release plugin to publish a release artifact to an internal Maven repository: my git password was exposed in the Maven build output as well as a git\n119980 6.35 6.59 -0.24 with user submissions.<|endoftext|>TECHNOVERGENCE: mai 2011 TECHNOVERGENCE samedi 21 mai 2011 Why I prefer Hibernate Session API to JPA EntityManager In one of my projects, I needed to integrate @prePersist and @PreUpda\n142636 6.29 6.53 -0.23 VERGENCE: mai 2011 TECHNOVERGENCE samedi 21 mai 2011 Why I prefer Hibernate Session API to JPA EntityManager In one of my projects, I needed to integrate @prePersist and @PreUpdate to take care of LastModified field (ins\n92246 5.73 5.93 -0.2 in C#, I'm learning C++, and naturally I often turn to Stack Overflow to help me figure out how to do things. Many common Stack Overflow C++ questions have answers from the site's beginning in 2008. These naturally come\n98054 6.2 6.37 -0.17 .<|endoftext|>Applets are Java programs that run on java enabled web browser. Java applets can run on client servers with some restrictions. Applets are embedded into HTML pages to make a website more dynamic. One of the\n45266 4.85 5.01 -0.16 '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 ca\n167070 6.64 6.78 -0.14 – nryn \\n \\n keyCode: \" + event.keyCode + \"\\n \\n shiftKey: \" + event.shiftKey + \"\\n \\n altKey: \" + event.altKey + \"\\n \\n ctrlKey: \" + event.ctrlKey + \"\\n \\n metaKey: \" + event.metaKey + \"\\n \"; if(event.shiftKey){ event \n6948 5.73 5.86 -0.13 Automatically test your dirty Grails classes When refactoring code in bulk, I occasionally run into a scenario where it’s simpler to make the change all at once and run the tests afterwards than it is to test after every\n6138 5.33 5.45 -0.12 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\n61195 5.89 5.98 -0.09 vel<|endoftext|>Try calling 'set global max_allowed_packet = 500 * 1024 * 1024' from the mysql command line (or whatever you wish your max to be). I've had this problem with MySQL in the past and was able to do this thro\n"}#158
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.exec_command({cmd:\"PYTHONPATH=. python work/train_diag.py --train_npy work/neural_taskheavy.npy --out_json work/neural_taskheavy_result.json\",workdir:\"/workspace\",yield_time_ms:1000,max_output_tokens:5000}); text(r);\n"
}exec result
Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"2c5663","wall_time_seconds":1.001927265,"session_id":41108,"original_token_count":0,"output":""}#159
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const patch = \"*** Begin Patch\\n*** Update File: /workspace/work/make_candidates.py\\n@@\\n loss=np.load('work/neural_scores.npz')['loss']\\n+generic=np.load('work/generic_scores.npy')\\n@@\\n- q=loss[i]\\n+ # Cross-entropy difference discounts text that is merely predictable in\\n+ # generic raw web, while retaining the target-LM quality signal.\\n+ q=loss[i] - .25*(generic[i]-6.0)\\n*** End Patch\";\nconst a = await tools.apply_patch(patch);\nconst r = await tools.exec_command({cmd:\"python work/make_candidates.py && cp work/neural_equal.json work/contrast_equal.json && cp work/neural_wiki.json work/contrast_wiki.json\",workdir:\"/workspace\",yield_time_ms:1000,max_output_tokens:5000});\ntext(a); text(r);\n"
}exec result
Script completed
Wall time 1.2 seconds
Output:
{}{"chunk_id":"6607ad","wall_time_seconds":1.000992387,"session_id":14749,"original_token_count":0,"output":""}#160
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:41108,chars:\"\",yield_time_ms:30000,max_output_tokens:5000}); text(r);\n"
}exec result
Script running with cell ID 103
Wall time 11.0 seconds
Output:
#161
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolwait
args
{
"cell_id": "103",
"yield_time_ms": 30000,
"max_tokens": 5000
}wait result
Script completed
Wall time 11.5 seconds
Output:
{"chunk_id":"aba359","wall_time_seconds":29.206672388,"exit_code":0,"original_token_count":67,"output":"{'losses': [6.792516270621878, 5.7290194777191665, 5.746292403486908, 5.313742176431124], 'ppls': [891.1531254040011, 307.66744564409396, 313.02792489794706, 203.10887725727738], 'mean_loss': 5.895392582064769, 'ppl': 363.35945630757146, 'train_s': 55.01755213737488}\n"}#162
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:14749,chars:\"\",yield_time_ms:30000,max_output_tokens:5000}); text(r);\n"
}exec result
Script running with cell ID 104
Wall time 11.0 seconds
Output:
#163
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolwait
args
{
"cell_id": "104",
"yield_time_ms": 30000,
"max_tokens": 5000
}wait result
Script completed
Wall time 15.6 seconds
Output:
{"chunk_id":"5a20af","wall_time_seconds":30.001929826,"session_id":14749,"original_token_count":0,"output":""}#164
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:14749,chars:\"\",yield_time_ms:30000,max_output_tokens:5000}); text(r);\n"
}exec result
Script completed
Wall time 0.0 seconds
Output:
{"chunk_id":"1f5211","wall_time_seconds":0.000005014,"exit_code":0,"original_token_count":66,"output":"neural_equal 143021 [13898, 115804, 9565, 3754] [14134799, 118442805, 8033259, 5881447]\nneural_mix 143021 [13898, 115804, 9565, 3754] [14134799, 118442805, 8033259, 5881447]\nneural_wiki 143021 [13898, 115804, 9565, 3754] [14134799, 118442805, 8033259, 5881447]\n"}#165
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.exec_command({cmd:\"python work/pack_fast.py data/pool.jsonl work/contrast_equal.json work/contrast_equal.npy && PYTHONPATH=. python work/train_diag.py --train_npy work/contrast_equal.npy --out_json work/contrast_equal_result.json\",workdir:\"/workspace\",yield_time_ms:1000,max_output_tokens:10000}); text(r);\n"
}exec result
Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"efb162","wall_time_seconds":1.001386669,"session_id":27951,"original_token_count":0,"output":""}#166
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:27951,chars:\"\",yield_time_ms:30000,max_output_tokens:10000}); text(r);\n"
}exec result
Script running with cell ID 107
Wall time 11.0 seconds
Output:
#167
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolwait
args
{
"cell_id": "107",
"yield_time_ms": 30000,
"max_tokens": 10000
}wait result
Script completed
Wall time 11.8 seconds
Output:
{"chunk_id":"aff761","wall_time_seconds":30.00174441,"session_id":27951,"original_token_count":57,"output":"Token indices sequence length is longer than the specified maximum sequence length for this model (5830 > 1024). Running this sequence through the model will result in indexing errors\npacked 12000000 tokens from 13943 documents\n"}#168
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:27951,chars:\"\",yield_time_ms:30000,max_output_tokens:10000}); text(r);\n"
}exec result
Script running with cell ID 108
Wall time 11.0 seconds
Output:
#169
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolwait
args
{
"cell_id": "108",
"yield_time_ms": 30000,
"max_tokens": 10000
}wait result
Script completed
Wall time 15.2 seconds
Output:
{"chunk_id":"629b4c","wall_time_seconds":30.000810477,"session_id":27951,"original_token_count":0,"output":""}#170
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:27951,chars:\"\",yield_time_ms:30000,max_output_tokens:10000}); text(r);\n"
}exec result
Script running with cell ID 109
Wall time 11.0 seconds
Output:
#171
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolwait
args
{
"cell_id": "109",
"yield_time_ms": 30000,
"max_tokens": 10000
}wait result
Script completed
Wall time 3.9 seconds
Output:
{"chunk_id":"78ca23","wall_time_seconds":18.643360625,"exit_code":0,"original_token_count":67,"output":"{'losses': [6.7834944334186495, 5.693398342757929, 5.728672582595075, 5.271689071029913], 'ppls': [883.1494452205318, 296.9008791187025, 307.5607358169877, 194.74462230209548], 'mean_loss': 5.869313607450392, 'ppl': 354.0059098374129, 'train_s': 55.142189741134644}\n"}#172
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const patch = \"*** Begin Patch\\n*** Update File: /workspace/work/make_candidates.py\\n@@\\n- q=loss[i] - .25*(generic[i]-6.0)\\n+ q=loss[i] - .50*(generic[i]-6.0)\\n*** End Patch\";\nconst a = await tools.apply_patch(patch);\nconst r = await tools.exec_command({cmd:\"python work/make_candidates.py\",workdir:\"/workspace\",yield_time_ms:1000,max_output_tokens:5000});\ntext(a); text(r);\n"
}exec result
Script completed
Wall time 1.2 seconds
Output:
{}{"chunk_id":"8bb901","wall_time_seconds":1.000953612,"session_id":62713,"original_token_count":0,"output":""}#173
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:62713,chars:\"\",yield_time_ms:30000,max_output_tokens:5000}); text(r);\n"
}exec result
Script running with cell ID 111
Wall time 11.0 seconds
Output:
#174
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolwait
args
{
"cell_id": "111",
"yield_time_ms": 30000,
"max_tokens": 5000
}wait result
Script completed
Wall time 15.2 seconds
Output:
{"chunk_id":"9d3ea2","wall_time_seconds":30.002381611,"session_id":62713,"original_token_count":0,"output":""}#175
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:62713,chars:\"\",yield_time_ms:30000,max_output_tokens:5000}); text(r);\n"
}exec result
Script running with cell ID 112
Wall time 11.0 seconds
Output: