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
- 164
- duration
- 47m
- recorded
- 2026-08-03
run iddclm-nano-curation__8WDjnVr
Everything gpt-5.6-sol did on this task, in order.
download JSON ↗encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({session_id:23647,chars:\"\",yield_time_ms:30000,max_output_tokens:10000});\ntext(JSON.stringify(r));"
}exec result
Script running with cell ID 40
Wall time 11.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "40",
"yield_time_ms": 30000,
"max_tokens": 10000
}wait result
Script completed
Wall time 0.0 seconds
Output:
{"chunk_id":"6904db","wall_time_seconds":12.15367014,"exit_code":0,"original_token_count":9,"output":"scored 182016 sec 69.68367624282837\n"}encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport numpy as np\\nz=np.load('work/scores.npz'); print(z.files)\\nfor k in ['chars','words','quality']:\\n x=z[k];print(k,np.quantile(x,[0,.01,.05,.25,.5,.75,.9,.95,.99,1]))\\nD=z['decisions']\\nfor j in range(4): print('d',j,np.quantile(D[:,j],[0,.01,.05,.25,.5,.75,.9,.95,.99,.999,1]))\\nprint('corr');print(np.corrcoef(np.c_[z['quality'],D].T))\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":10000});\ntext(r.output);"
}exec result
Script completed
Wall time 0.4 seconds
Output:
['ids', 'chars', 'words', 'quality', 'decisions']
chars [2.000000e+00 1.600000e+02 4.080000e+02 1.050000e+03 2.246000e+03
4.500000e+03 8.458000e+03 1.306425e+04 3.487400e+04 5.225730e+05]
words [0.0000e+00 2.2000e+01 6.4000e+01 1.6700e+02 3.5500e+02 7.1100e+02
1.3230e+03 2.0280e+03 5.3620e+03 9.4015e+04]
quality [-260.44628906 -0.80760017 2.62256843 6.32745147 8.77674913
9.94535804 10.64019346 10.68161464 10.71634946 10.76245975]
d 0 [-3.5 -2.19202836 -1.9136626 -1.5355757 -1.28363162 -1.01376669
-0.79200876 -0.67172286 -0.46645517 -0.17666608 1.012135 ]
d 1 [-3.5 -1.83222641 -1.57240428 -1.14005994 -0.89407445 -0.73232263
-0.62826574 -0.57132158 -0.47035879 -0.33095208 1.54659953]
d 2 [-3.5 -2.08348468 -1.80247289 -1.39305769 -1.14861374 -0.95365091
-0.77646756 -0.66666534 -0.43638163 -0.02897259 1.24716956]
d 3 [-3.5 -2.57060566 -2.28671265 -1.93939094 -1.74905672 -1.56104063
-1.36521916 -1.1892298 -0.70072946 -0.04870235 1.27063903]
corr
[[ 1. 0.50391438 0.65947542 0.59671242 0.28485954]
[ 0.50391438 1. 0.69198879 0.81765429 -0.0789742 ]
[ 0.65947542 0.69198879 1. 0.84180377 0.3952826 ]
[ 0.59671242 0.81765429 0.84180377 1. 0.13578125]
[ 0.28485954 -0.0789742 0.3952826 0.13578125 1. ]]
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport numpy as np,json\\nz=np.load('work/scores.npz'); D=z['decisions']; w=z['words']; q=z['quality']; c=z['chars']\\nok=(w>=250)&(w<=6000)&(q>8)&(c<50000)\\nwant=[]\\nfor j in range(4):\\n ix=np.where(ok)[0]; ix=ix[np.argsort(D[ix,j])[-20:][::-1]]; want += list(ix)\\n want += list(ix)\\nsel=set(want); texts={}\\nfor line in open('data/pool.jsonl'):\\n d=json.loads(line)\\n if d['id'] in sel:texts[d['id']]=d['text']\\nfor j in range(4):\\n print('\\\\n\\\\n######## DOMAIN',j)\\n ix=np.where(ok)[0]; ix=ix[np.argsort(D[ix,j])[-12:][::-1]]\\n for i in ix:\\n x=texts[int(i)].replace('\\\\n',' ')[:280]\\n print(i,'w',w[i],'q',round(float(q[i]),1),'D',np.round(D[i],2),repr(x))\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":30000});\ntext(r.output);"
}exec result
Script completed
Wall time 4.1 seconds
Output:
######## DOMAIN 0
143847 w 1350 q 9.3 D [ 0.23 -0.7 -0.66 -1.71] ' Conditions<|endoftext|>1st Battalion, 26th Infantry Regiment  Subscribe Now ! Sign In Sign Out Home :: Military :: Agencies :: Army :: FORSCOM :: 1st Infantry Division :: 3rd Brigade Combat Team :: SITREP Military Menu Introduction Systems Facilities Agencies Industry Operati'
121191 w 1350 q 9.3 D [ 0.23 -0.7 -0.66 -1.71] ' Conditions<|endoftext|>1st Battalion, 26th Infantry Regiment  Subscribe Now ! Sign In Sign Out Home :: Military :: Agencies :: Army :: FORSCOM :: 1st Infantry Division :: 3rd Brigade Combat Team :: SITREP Military Menu Introduction Systems Facilities Agencies Industry Operati'
82269 w 3823 q 10.2 D [ 0.19 -0.47 -0.38 -1.61] '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'
3475 w 513 q 10.5 D [ 0.16 -0.57 -0.44 -1.83] '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'
54931 w 497 q 10.5 D [ 0.1 -0.63 -0.7 -2.01] '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.'
20692 w 837 q 10.6 D [ 0.09 -0.67 -0.67 -1.87] "The Battle of Upperville, which took place on June 21, 1863, was one of the engagements during Robert E. Lee's Gettysburg Campaign. Lee Heads North In early May 1863, Confederate General Robert E. Lee’s Army of Northern Virginia soundly defeated Major General Joseph Hooker’s Army"
86014 w 953 q 10.6 D [ 0.09 -0.66 -0.7 -1.85] "<|endoftext|>6th Ranger Battalion |6th Ranger Battalion| WWII Ranger Battalions' shoulder sleeve insignia |Country||United States of America| |Branch||United States Army| |Type||Special operations and Light infantry| |Engagements||World War II| |Lt. Col. Henry Mucci| The 6th Rang"
39794 w 295 q 9.4 D [ 0.08 -0.75 -0.64 -1.86] "Fabian of Rome The Hieromartyr Fabian II of Rome was the bishop of Rome of the Church of Rome from 236 to 250. The remarkable feature of his episcopate was the manner of his election as related by Eusebius of Caesarea . His feast day is August 5. Nothing is known of Bp. Fabian's "
94043 w 1150 q 10.7 D [ 0.08 -0.64 -0.65 -1.74] '….<|endoftext|>Kingdom of Mauretania, presen-day Algeria & Morocco. Influenced Roman Empire [225 BC] The Kingdom of Mauretania was founded in the third century BC, approximately 225 BC. According to modern ethnic taxonomies, its inhabitants are of Berber descent, and it is today '
50793 w 556 q 10.7 D [ 0.06 -0.68 -0.59 -2.1 ] ' 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 '
95713 w 345 q 9.9 D [ 0.02 -0.74 -0.68 -1.82] ': Persian Empire From 539 BC to 331 BC, the Persian Empire was the most powerful state in the world. Ruled from Persia (now Iran), it stretched from Egypt to India. It had rich resources of water, fertile farmland, and gold. The Persians followed the Zoroastrian religion. Persian'
46611 w 516 q 10.2 D [ 0.02 -0.47 -0.46 -1.61] "<|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"
######## DOMAIN 1
81027 w 351 q 10.0 D [-0.49 -0.12 -0.31 -1.77] 'uador’s president has lashed out at WikiLeaks founder Julian Assange even as he says his government is working behind the scenes to help him out of the Ecuadorean embassy in London. Lenin Moreno said in a televised interview Sunday that Assange had become “more than a nuisance” a'
94695 w 516 q 10.6 D [-0.55 -0.17 -0.36 -1.76] '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'
47889 w 369 q 10.1 D [-0.83 -0.2 -0.61 -1.57] "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"
38776 w 511 q 10.5 D [-0.6 -0.23 -0.22 -1.78] '<|endoftext|>Tillerson, Dunford to Meet with Russian Counterpart CNN/Stylemagazine.com Newswire | 2/15/2017, 10:19 a.m. Tillerson, Dunford to meet with Russian counterpart By Laura Koran and Ryan Browne WASHINGTON (CNN) -- Secretary of State Rex Tillerson and Chairman of the Join'
10004 w 591 q 10.6 D [-0.5 -0.25 -0.25 -1.8 ] 'The EU demanded Monday the “immediate” halt of Russian air strikes against moderate Syrian rebel groups and warned a lasting peace was impossible under Moscow-backed President Bashar al-Assad. EU foreign policy chief Federica Mogherini called Russia’s military intervention in Syr'
154091 w 1207 q 8.2 D [-1.66 -0.25 -1.49 -1.5 ] ' studio<|endoftext|>crownoverlawfirm<|endoftext|>Resume Format Tips - dscmstat.us - dscmstat.us dscmstat.us Home › Resume Format Tips Resume Format Tips resume format tips. Many thanks for stopping by here. Below is a terrific image for resume format tips. We have been looking fo'
86822 w 378 q 10.1 D [-0.36 -0.25 -0.52 -1.63] 'January 4, 2010 Dreamer release now official By JON WALDMAN -- SLAM! Wrestling After one of the most memorable sendoffs in WWE history, Tommy Dreamer was officially released by WWE today. The news broke in a release today, with a note on WWE.com stating, "World Wrestling Entertai'
54294 w 342 q 9.3 D [-0.71 -0.25 -0.53 -1.91] 'Democrats and the anti-Trump media pushed a narrative that Russia meddled in the 2016 election to defeat Hillary Clinton. And they also claim the Trump campaign colluded with Moscow to ensure victory. But the truth just came out and it’s so shocking no one could believe it. Repre'
65832 w 325 q 9.6 D [-0.41 -0.26 0.19 -1.32] '<|endoftext|>In a U-turn, the Gorkha Janamukti Morcha on Sunday said it was withdrawing its proposal for an interim set-up, scheduled to be taken up at the next tripartite meeting and wanted a separate state. GJM chief Bimal Gurung told a rally at a school campus, five km from he'
61757 w 526 q 10.3 D [-0.69 -0.26 -0.41 -1.77] '�The United States will encourage a peace and really a great peace deal” between Israel and the Palestinians, but they have to negotiate it themselves, Trump said at a joint press conference with Netanyahu in Washington, DC on Wednesday.“Both sides will have to make compromises.”'
97673 w 338 q 10.0 D [-0.49 -0.26 -0.34 -1.94] ' President Barack Obama says the time has come for Syrian President Bashar Assad to resign for the sake of his brutally repressed people. In a stinging written statement, Obama said Assad has overseen a vicious onslaught of his people as they protest for freedoms. He said the Syr'
38082 w 466 q 10.5 D [-0.63 -0.26 -0.34 -1.89] ' (AP) - The leaders of a congressional inquiry into Russia\'s efforts to sway the U.S. election called on the Justice Department Wednesday to produce any evidence that supports President Donald Trump\'s explosive wiretapping allegation. Declaring that Congress "must get to the bott'
######## DOMAIN 2
108673 w 570 q 9.2 D [-0.57 -0.7 0.49 -1.49] 'Here are the list of players included in each of the eight playing team in IPL 2007-08. The tournament will begin on April 18, when Bangalore takes on Kolkata at the Chinnaswamy Stadium in Bangalore. The tournament will feature 59 matches in total, the teams playing each other on'
41186 w 510 q 10.1 D [-0.3 -0.52 0.42 -1.72] '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 Kashm'
8106 w 695 q 9.8 D [-0.5 -0.45 0.37 -1.16] "Video Analysis for REPLY TO SHIV SENA May 30, 2014 600 x 360 5 / 5 (0 ratings) 5 / 5 EST. TOTAL REVENUE $0 - $0 EST. MONTHLY REVENUE $0 - $0 EST. YEARLY REVENUE AVG. DAILY VIEWS AVG. DAILY LIKES AVG. DAILY DISLIKES * We try our best to gather the video's growth rate. This is an e"
43758 w 278 q 9.6 D [-0.25 -0.49 0.32 -1.59] "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 a prime accused in the 2006 murder of Congress leader Pavan"
73993 w 946 q 8.9 D [-0.28 -0.63 0.28 -1.6 ] '|PREDECESSORS AND SHORT HISTORY: in the 16th century by Rao Gopalji fl.1550, 4th son of Raja Prithviraj Singhji I of Jaipur. Rulers were… - Rao GOPAL SINGH, Thakur Saheb of Chomu fl.1550, married and had issue. - Thakur NATHU SINGH, Thakur Saheb of Chomu, founder of - Thakur KARA'
103973 w 288 q 9.7 D [-0.61 -0.51 0.27 -1.69] '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'
27366 w 270 q 9.5 D [-0.68 -0.77 0.23 -1.67] ' 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.'
3196 w 344 q 9.6 D [-0.27 -0.45 0.22 -1.77] 'DMK chief MK Stalin on Sunday hit out at the Election Commission for not announcing by-elections to two Tamil Nadu assembly constituencies citing monsoon as the reason and said it was not a ‘justifiable’ decision. Expressing ‘surprise’ at the Election Commission’s decision, he sa'
102696 w 254 q 8.4 D [-0.46 -0.4 0.21 -1.67] ' 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 Manmoha'
76950 w 379 q 10.1 D [-0.3 -0.45 0.2 -1.41] '<|endoftext|>The Ranji Trophy series which is been commencing from 2019 December, had Bengal Vs Delhi in the Eden Garden, Kolkata on 27th January 2020. Bengal batted the first innings where Delhi won the toss and decided to field, A Raman and KB Gosh opened for the team. Raman le'
65832 w 325 q 9.6 D [-0.41 -0.26 0.19 -1.32] '<|endoftext|>In a U-turn, the Gorkha Janamukti Morcha on Sunday said it was withdrawing its proposal for an interim set-up, scheduled to be taken up at the next tripartite meeting and wanted a separate state. GJM chief Bimal Gurung told a rally at a school campus, five km from he'
6827 w 1303 q 10.7 D [-0.45 -0.49 0.17 -1.52] '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'
######## DOMAIN 3
166690 w 2187 q 8.5 D [-1.07 -0.8 -0.9 0.22] 'irts My Shopping Cart Checkout<|endoftext|>HttpClient Class (System.Net.Http) | Microsoft Docs 結束焦點模式 內容 語言 C# VB F# C++ 意見反應 編輯 共用 Twitter LinkedIn Facebook 電子郵件 WeChat 佈景主題 閱讀英文 登入 設定檔 登出 Contents 本文內容 HttpClient HttpClient HttpClient HttpClient Class 定義 命名空間: System.Net.Http S'
172882 w 545 q 8.1 D [-1.64 -0.95 -1.4 -0.07] ' AutoComplete : How to get the selected items id?_编程问答_动力学知识库 动力学知识库 主页 编程 软件 设计 生活 游戏 作文 当前位置: 动力学知识库 > 问答 > 编程问答 > javascript - Jquery AutoComplete : How to get the selected items id? 问题描述: I have an auto complete field which is working perfectly, and fetch the data from the da'
6138 w 583 q 10.4 D [-1.59 -1. -1.33 -0.11] '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'
14810 w 382 q 9.9 D [-1.71 -0.99 -1.33 -0.11] 'If you are building a website and need to sign people in, you can use IndieAuth.com to handle web sign-in so that you don\'t have to implement OAuth code for each provider. <form action="https://indieauth.com/auth" method="get"> <label for="indie_auth_url">Web Address:</label> <in'
92766 w 718 q 10.7 D [-1.47 -0.71 -1. -0.12] '<|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'
12246 w 609 q 10.3 D [-1.66 -0.99 -1.47 -0.13] '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 '
105389 w 292 q 9.1 D [-1.56 -0.88 -1.25 -0.15] '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 '
53152 w 483 q 9.8 D [-1.35 -0.74 -1.18 -0.18] ' is a small tool I wrote that will scan a selected folder for all the .sql files and generate a MS-DOS batch script that will execute the scripts on a selected server/database. In my work, I often find myself writing an assortment of stored procedures, user defined functions and '
23391 w 700 q 10.6 D [-1.41 -0.77 -1.21 -0.19] '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'
127283 w 351 q 8.7 D [-1.45 -1.25 -1.58 -0.19] ": mysql_pconnect() [function.mysql-pconnect]: Access denied for user 'ironx'@'localhost' (using password: YES) in /home/ironx/domains/ironx.lt/public_html/photo1/lib/adodb/drivers/adodb-mysql.inc.php on line 366 Warning: mysql_pconnect() [function.mysql-pconnect]: Access denied f"
130555 w 597 q 8.6 D [-1.28 -0.85 -1.06 -0.2 ] ' Ok<|endoftext|>Find the length of the longest string in MySQL - Electric Toolbox Search: Find the length of the longest string in MySQL Posted in MySql - Last updated May. 09, 2008 There are a number of string functions in MySQL for extracting text, working out the position of a'
149939 w 351 q 8.6 D [-1.43 -1.24 -1.58 -0.21] "Lit History Shakespeare<|endoftext|>Warning: mysql_pconnect() [function.mysql-pconnect]: Access denied for user 'ironx'@'localhost' (using password: YES) in /home/ironx/domains/ironx.lt/public_html/photo1/lib/adodb/drivers/adodb-mysql.inc.php on line 366 Warning: mysql_pconnect()"
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nfrom transformers import AutoTokenizer\\nt=AutoTokenizer.from_pretrained('gpt2')\\nfor x in ['a<|endoftext|>b','a <|endoftext|> b']:\\n try: print(x,t(x).input_ids)\\n except Exception as e:print(type(e),e)\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":10000});\ntext(r.output);"
}exec result
Script completed
Wall time 5.1 seconds
Output:
a<|endoftext|>b [64, 50256, 65]
a <|endoftext|> b [64, 220, 50256, 275]
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({cmd:\"rg -c '<\\\\|endoftext\\\\|>' data/pool.jsonl; python - <<'PY'\\nimport numpy as np\\nz=np.load('work/scores.npz');w=z['words'];q=z['quality'];D=z['decisions'];ok=(w>=200)&(w<=10000)&(q>7)\\nfor j in range(4):\\n for frac in [.01,.025,.05,.1,.2]:\\n x=D[ok,j];print(j,frac,round(float(np.quantile(x,1-frac)),3),end=' | ')\\n print()\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":10000});\ntext(r.output);"
}exec result
Script completed
Wall time 0.6 seconds
Output:
125536
0 0.01 -0.451 | 0 0.025 -0.552 | 0 0.05 -0.632 | 0 0.1 -0.733 | 0 0.2 -0.862 |
1 0.01 -0.455 | 1 0.025 -0.5 | 1 0.05 -0.541 | 1 0.1 -0.59 | 1 0.2 -0.651 |
2 0.01 -0.404 | 2 0.025 -0.523 | 2 0.05 -0.614 | 2 0.1 -0.712 | 2 0.2 -0.828 |
3 0.01 -0.82 | 3 0.025 -1.077 | 3 0.05 -1.258 | 3 0.1 -1.381 | 3 0.2 -1.496 |
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const patch = \"*** Begin Patch\\n*** Add File: work/make_candidates.py\\n+import json,re,hashlib\\n+import numpy as np\\n+\\n+z=np.load('work/scores.npz'); D=z['decisions']; q=z['quality']; w=z['words']; c=z['chars']; n=len(w)\\n+\\n+# Exact/format-normalized duplicate groups. Many crawl records are mirrors.\\n+h=np.zeros(n,dtype=np.uint64); eos=np.zeros(n,dtype=np.int16)\\n+space=re.compile(r'\\\\s+')\\n+for line in open('data/pool.jsonl'):\\n+ d=json.loads(line); x=d['text']; i=d['id']\\n+ norm=space.sub(' ',x).strip().lower().encode('utf8')\\n+ h[i]=int.from_bytes(hashlib.blake2b(norm,digest_size=8).digest(),'little')\\n+ eos[i]=x.count('<|endoftext|>')\\n+\\n+def make(name,qweight,min_words=180,max_words=9000,minq=7.0,simweight=1.0):\\n+ ok=(w>=min_words)&(w<=max_words)&(q>=minq)&(c<=65000)\\n+ lists=[]\\n+ for k in range(4):\\n+ u=simweight*D[:,k]+qweight*q - .015*np.minimum(eos,20)\\n+ ix=np.where(ok)[0]; ix=ix[np.argsort(u[ix])[::-1]]\\n+ lists.append(ix.tolist())\\n+ ptr=[0]*4; mass=[0.0]*4; out=[]; used=set(); seenh=set()\\n+ # Token-balanced round robin (chars/4 is only used for scheduling; packing is exact).\\n+ while sum(ptr)<sum(map(len,lists)):\\n+ k=min(range(4),key=lambda j:mass[j])\\n+ found=False\\n+ while ptr[k]<len(lists[k]):\\n+ i=lists[k][ptr[k]];ptr[k]+=1\\n+ if i in used or int(h[i]) in seenh:continue\\n+ used.add(i);seenh.add(int(h[i]));out.append(int(i));mass[k]+=max(1,c[i]/4);found=True;break\\n+ if not found: mass[k]=float('inf')\\n+ if len(out)>=60000:break\\n+ # Valid fallback tail, also ranked and deduplicated.\\n+ tail=np.where(~np.isin(np.arange(n),np.fromiter(used,dtype=int)))[0]\\n+ tail=tail[np.argsort(q[tail]+.15*np.max(D[tail],axis=1))[::-1]]\\n+ for i in tail:\\n+ if int(h[i]) not in seenh:\\n+ out.append(int(i));seenh.add(int(h[i]))\\n+ if len(out)>=90000:break\\n+ json.dump(out,open('work/'+name+'.json','w'))\\n+ print(name,len(out),'first approximate M tokens',sum(c[out[:12000]])/4e6,'mass',mass)\\n+\\n+make('balanced_sim',.08)\\n+make('balanced_clean',.20)\\n+make('target_loose',.12,min_words=120,max_words=15000,minq=5.5)\\n*** End Patch\";\ntext(await tools.apply_patch(patch));"
}exec result
Script completed
Wall time 0.0 seconds
Output:
{}encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({cmd:\"python work/make_candidates.py && python pack_selection.py work/balanced_sim.json /tmp/sim.npy\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":10000});\ntext(JSON.stringify(r));"
}exec result
Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"62cc30","wall_time_seconds":1.001804762,"session_id":95147,"original_token_count":0,"output":""}encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({session_id:95147,chars:\"\",yield_time_ms:30000,max_output_tokens:10000});\ntext(JSON.stringify(r));"
}exec result
Script running with cell ID 47
Wall time 11.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "47",
"yield_time_ms": 30000,
"max_tokens": 10000
}wait result
Script completed
Wall time 9.3 seconds
Output:
{"chunk_id":"8d96f9","wall_time_seconds":30.002645908,"session_id":95147,"original_token_count":0,"output":""}encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({session_id:95147,chars:\"\",yield_time_ms:30000,max_output_tokens:10000});\ntext(JSON.stringify(r));"
}exec result
Script running with cell ID 48
Wall time 11.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "48",
"yield_time_ms": 30000,
"max_tokens": 10000
}wait result
Script completed
Wall time 16.3 seconds
Output:
{"chunk_id":"d1d073","wall_time_seconds":30.000999827,"session_id":95147,"original_token_count":132,"output":"balanced_sim 90000 first approximate M tokens 13.98875825 mass [17259210.25, 17258560.0, 17259308.25, 17259014.0]\nbalanced_clean 90000 first approximate M tokens 15.418048 mass [17545936.25, 17546055.0, 17546941.0, 17546388.75]\ntarget_loose 90000 first approximate M tokens 13.83691475 mass [16813640.0, 16814370.75, 16814171.25, 16814104.5]\nToken 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\n"}encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({session_id:95147,chars:\"\",yield_time_ms:30000,max_output_tokens:10000});\ntext(JSON.stringify(r));"
}exec result
Script completed
Wall time 3.2 seconds
Output:
{"chunk_id":"87af51","wall_time_seconds":3.199325145,"exit_code":0,"original_token_count":14,"output":"packed 12000000 tokens from 90000 ids -> /tmp/sim.npy\n"}encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({cmd:\"python train_nano.py --train_npy /tmp/sim.npy --heldout_npy data/multi_dev.npy --out_json work/sim_result.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":10000});\ntext(JSON.stringify(r));"
}exec result
Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"c13efc","wall_time_seconds":1.00184134,"session_id":12132,"original_token_count":0,"output":""}encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport json,numpy as np,collections\\nz=np.load('work/scores.npz');D=z['decisions'];q=z['quality'];w=z['words'];c=z['chars']\\ns=json.load(open('work/balanced_sim.json'))\\ntot=0;cut=[]\\nfor i in s:\\n tot+=c[i]/4+1;cut.append(i)\\n if tot>=12e6:break\\nprint('approx cutoff',len(cut),'chars/tok',tot/12e6,'words',sum(w[cut]),'chars',sum(c[cut]))\\nprint('q',np.quantile(q[cut],[0,.1,.5,.9,1]),'w',np.quantile(w[cut],[0,.1,.5,.9,1]))\\nprint('argmax raw D',collections.Counter(np.argmax(D[cut],axis=1)))\\nprint('mean D',D[cut].mean(0),'mean q',q[cut].mean())\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":10000});\ntext(r.output);"
}exec result
Script completed
Wall time 0.4 seconds
Output:
approx cutoff 10323 chars/tok 1.0000566875 words 7894980 chars 47961429
q [ 7.00767088 9.16481514 10.36180496 10.68478527 10.75107193] w [ 180. 241. 535. 1382.8 8978. ]
argmax raw D Counter({1: 4469, 2: 2657, 0: 2254, 3: 943})
mean D [-0.85906686 -0.64489144 -0.76332984 -1.57018661] mean q 10.065996
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({cmd:\"python pack_selection.py work/balanced_clean.json /tmp/clean.npy\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":10000});\ntext(JSON.stringify(r));"
}exec result
Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"4b59df","wall_time_seconds":1.001248298,"session_id":53951,"original_token_count":0,"output":""}encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const results = await Promise.all([\n tools.write_stdin({session_id:12132,chars:\"\",yield_time_ms:1000,max_output_tokens:10000}),\n tools.write_stdin({session_id:53951,chars:\"\",yield_time_ms:1000,max_output_tokens:10000})\n]);\nfor (const r of results) text(JSON.stringify(r));\n"
}exec result
Script completed
Wall time 5.0 seconds
Output:
{"chunk_id":"bebbd1","wall_time_seconds":5.001469352,"session_id":12132,"original_token_count":0,"output":""}{"chunk_id":"4dbc8a","wall_time_seconds":5.001245514,"session_id":53951,"original_token_count":46,"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\n"}encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const results = await Promise.all([\n tools.write_stdin({session_id:12132,chars:\"\",yield_time_ms:10000,max_output_tokens:10000}),\n tools.write_stdin({session_id:53951,chars:\"\",yield_time_ms:10000,max_output_tokens:10000})\n]);\nfor (const r of results) text(JSON.stringify(r));\n"
}exec result
Script completed
Wall time 10.0 seconds
Output:
{"chunk_id":"c3a515","wall_time_seconds":10.00220027,"session_id":12132,"original_token_count":0,"output":""}{"chunk_id":"583f45","wall_time_seconds":10.001966705,"session_id":53951,"original_token_count":0,"output":""}encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const results = await Promise.all([\n tools.write_stdin({session_id:12132,chars:\"\",yield_time_ms:10000,max_output_tokens:10000}),\n tools.write_stdin({session_id:53951,chars:\"\",yield_time_ms:10000,max_output_tokens:10000})\n]);\nfor (const r of results) text(JSON.stringify(r));\n"
}exec result
Script completed
Wall time 10.0 seconds
Output:
{"chunk_id":"923291","wall_time_seconds":10.001748584,"session_id":12132,"original_token_count":0,"output":""}{"chunk_id":"bcb628","wall_time_seconds":3.472093646,"exit_code":0,"original_token_count":14,"output":"packed 12000000 tokens from 90000 ids -> /tmp/clean.npy\n"}encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({session_id:12132,chars:\"\",yield_time_ms:30000,max_output_tokens:10000});\ntext(JSON.stringify(r));"
}exec result
Script completed
Wall time 0.0 seconds
Output:
{"chunk_id":"59247c","wall_time_seconds":0.000004487,"exit_code":0,"original_token_count":15,"output":"HELDOUT_PPL 328.258 loss 5.7938 train_s 56 /tmp/sim.npy\n"}encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({cmd:\"python train_nano.py --train_npy /tmp/clean.npy --heldout_npy data/multi_dev.npy --out_json work/clean_result.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":10000});\ntext(JSON.stringify(r));"
}exec result
Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"fe905a","wall_time_seconds":1.002065007,"session_id":35852,"original_token_count":0,"output":""}encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport json,numpy as np,collections\\nz=np.load('work/scores.npz');D=z['decisions'];q=z['quality'];w=z['words'];c=z['chars']\\nfor name in ['balanced_sim','balanced_clean','target_loose']:\\n s=json.load(open('work/'+name+'.json')); tot=0;cut=[]\\n for i in s:\\n tot+=c[i]/4+1;cut.append(i)\\n if tot>=12e6:break\\n print(name,len(cut),'meanq',q[cut].mean(),'D',np.round(D[cut].mean(0),3),'words',sum(w[cut]),'arg',collections.Counter(np.argmax(D[cut],axis=1)))\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":10000});\ntext(r.output);"
}exec result
Script completed
Wall time 0.4 seconds
Output:
balanced_sim 10323 meanq 10.065996 D [-0.859 -0.645 -0.763 -1.57 ] words 7894980 arg Counter({1: 4469, 2: 2657, 0: 2254, 3: 943})
balanced_clean 9481 meanq 10.296811 D [-0.888 -0.639 -0.78 -1.543] words 7979080 arg Counter({1: 4738, 2: 2131, 0: 1856, 3: 756})
target_loose 10435 meanq 9.990797 D [-0.87 -0.65 -0.77 -1.535] words 7866364 arg Counter({1: 4265, 2: 2693, 0: 2236, 3: 1241})
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({session_id:35852,chars:\"\",yield_time_ms:30000,max_output_tokens:10000});\ntext(JSON.stringify(r));"
}exec result
Script running with cell ID 59
Wall time 11.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "59",
"yield_time_ms": 30000,
"max_tokens": 10000
}wait result
Script completed
Wall time 15.9 seconds
Output:
{"chunk_id":"2018d7","wall_time_seconds":30.002270346,"session_id":35852,"original_token_count":0,"output":""}encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({session_id:35852,chars:\"\",yield_time_ms:30000,max_output_tokens:10000});\ntext(JSON.stringify(r));"
}exec result
Script completed
Wall time 1.8 seconds
Output:
{"chunk_id":"2fc1a2","wall_time_seconds":1.7830224860000001,"exit_code":0,"original_token_count":16,"output":"HELDOUT_PPL 331.113 loss 5.8025 train_s 56 /tmp/clean.npy\n"}