gpt-5.6-sol

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{"chunk_id":"eafcbb","wall_time_seconds":11.418815856,"exit_code":0,"original_token_count":14,"output":"documents 179200 tokens 194942628\ndone 182016 200093788\n"}

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{"chunk_id":"2af24a","wall_time_seconds":1.001634379,"session_id":59484,"original_token_count":0,"output":""}

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{"chunk_id":"761c48","wall_time_seconds":30.001968314,"session_id":59484,"original_token_count":11,"output":"quality 25000\nquality 50000\nquality 75000\n"}

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{"chunk_id":"c64adc","wall_time_seconds":30.002161286,"session_id":59484,"original_token_count":8,"output":"quality 100000\nquality 125000\n"}

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{"chunk_id":"0ef707","wall_time_seconds":30.001178612,"session_id":59484,"original_token_count":4,"output":"quality 150000\n"}

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{"chunk_id":"cd42a4","wall_time_seconds":10.043470097,"exit_code":0,"original_token_count":41,"output":"quality 175000\ndistribution 25000\ndistribution 50000\ndistribution 75000\ndistribution 100000\ndistribution 125000\ndistribution 150000\ndistribution 175000\ndone 182016\n"}

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ratio05 selected 182016 prefix docs 12046 tokens/q [3125282, 3126112, 3124757, 3124781] quality prefix 2.7003877230079265
ratio10 selected 182016 prefix docs 11874 tokens/q [3125113, 3125367, 3125257, 3124841] quality prefix 2.48634198262998
ratio20 selected 182016 prefix docs 12208 tokens/q [3123928, 3124101, 3123835, 3128151] quality prefix 2.2072876232827516
nll10 selected 182016 prefix docs 12841 tokens/q [3124681, 3125973, 3125439, 3124766] quality prefix 2.469445508755222
quality [-100.           -5.46742818   -3.38995767   -2.03933585   -0.17419954
    1.07616228    2.66443717    3.07133996    3.77363992]
wiki ratio [-6.67123079 -2.85813808 -2.05622005 -1.61429578 -1.07030261 -0.737792
 -0.5169166  -0.20640398  0.91249847] nll [ 5.34722042  7.96305056  8.31515694  8.97409201 10.09359598 11.21434951
 13.86454582]
web ratio [-6.66100883 -1.65167742 -1.07728314 -0.71457142 -0.21448427  0.04535738
  0.17929602  0.32480432  0.61464006] nll [ 3.42642331  7.06026933  7.45941663  8.17518473  9.20108652 10.43000984
 13.86454582]
news ratio [-6.66369247e+00 -2.04653218e+00 -1.41251832e+00 -9.81549039e-01
 -4.16523099e-01 -1.51863448e-01 -6.06539950e-04  2.37721955e-01
  1.51348627e+00] nll [ 4.18186569  7.33208663  7.67596841  8.36874723  9.51353264 10.62574496
 13.86454582]
tech ratio [-6.66961145 -2.017327   -1.44662094 -1.27551389 -1.09315968 -0.90364636
 -0.71361512 -0.14922632  3.14140224] nll [ 3.34315538  7.79074459  8.33833504  8.99573994  9.64785671 10.83771734
 13.86454582]
domains [  7922 157699   4868  11527]

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{"chunk_id":"882144","wall_time_seconds":1.001283252,"session_id":25326,"original_token_count":0,"output":""}

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 0  66114 q= 3.23 ratios=[ 0.18  0.38  0.19 -1.07] '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 196'
 1  40136 q= 3.53 ratios=[-0.24  0.48  0.51 -1.02] "OTTAWA - Foreign Affairs Minister John Baird condemned Syria's fatal shelling of a Turkish border town that left five civilians dead Wednesday, joining NATO allies in sto"
 2  47959 q= 3.25 ratios=[-0.36  0.28  0.69 -1.05] 'LUCKNOW, India (Reuters) - Thousands of youngsters in India have burned down empty train coaches and blocked rail traffic this week in protest against what they call irre'
 3   6138 q= 2.82 ratios=[-1.99 -0.5  -1.04  0.91] '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'
 4  41846 q= 3.53 ratios=[-0.23  0.4   0.44 -1.04] "- Egypt's army chief Gen. Abdel Fattah el-Sisi says he may run for president - But only if the people want him to, he says - A referendum on a new constitution could ushe"
 5  68884 q= 3.49 ratios=[-0.38  0.49  0.42 -0.99] "Lawmakers emerged from a classified administration briefing expressing concern about administration policy on Syria and the legal justification for last week's military s"
 6  12246 q= 3.59 ratios=[-1.78 -0.36 -0.97  0.42] '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'
 7  37499 q= 3.22 ratios=[-0.43 -0.05  0.57 -1.29] 'Uttar Pradesh Special Task Force (STF) on Saturday arrested a wanted animal smuggler, carrying a reward of Rs 50,000, who is allegedly involved in the murder case of thre'
 8  41186 q= 2.75 ratios=[-0.24 -0.15  0.81 -1.17] '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 arrest'
 9  14810 q= 3.05 ratios=[-2.05 -0.44 -0.86  0.53] "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"
10   2579 q= 2.87 ratios=[ 0.27  0.18  0.05 -1.27] 'The Earliest Examples Of Cargo Cults A cargo cult is a religious movement usually practiced in remote island nations where believers link prosperity with the return of a '
11  57711 q= 3.45 ratios=[-0.24  0.31  0.43 -1.01] 'The talks were another sign of a thaw in relations with North Korea, once described by President George W Bush as a member of the "Axis of Evil". North Korea tested an at'
12  47889 q= 3.25 ratios=[-0.5   0.57  0.24 -0.84] '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'
13   9544 q= 2.07 ratios=[-2.02 -0.67 -1.17  0.68] "I'm not sure if I worded my topic title properly, which is probably why I haven't been able to search for the answer to my problem just yet (oh, have I tried, just can't "
14  39891 q= 3.66 ratios=[-0.19  0.32  0.26 -1.11] "WASHINGTON (AP)—Counterterrorism officials have issued security bulletins to police around the nation about terrorists' desire to attack stadiums, entertainment complexes"
15  18553 q= 3.39 ratios=[-0.59  0.48  0.3  -1.36] '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 administ'
16  66344 q= 3.42 ratios=[-0.4   0.32  0.42 -1.05] '(CNN) Ukraine Ukrainian Prime Minister Mykola Azarov said Tuesday the government was "open to dialogue" with the opposition demanding his ouster, but that if the offer is'
17   3188 q= 2.81 ratios=[-1.13 -0.18 -0.85  0.43] 'Data sent to the database When calling Recordset.SaveChanges(), the runtime will go through all the records in the resultsets of the recordset to collect modified, new an'
18   2505 q= 2.71 ratios=[-1.85 -0.53 -0.89  0.44] '!! SOS !! Problem Background: I have a file which contains some page titles and corresponding URLs. I am reading this file dynamically and generating a table with each ro'
19  32168 q= 3.21 ratios=[ 0.04  0.26  0.14 -1.25] 'An internal Pentagon study has found that most U.S. troops and their families don\'t care whether gays are allowed to serve openly and think the policy of "don\'t ask, don\''
20 105389 q= 3.34 ratios=[-1.52 -0.24 -0.5   0.28] '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 2.0.5'
21  70898 q= 3.40 ratios=[-0.3   0.2   0.43 -1.09] "The United Nations has expressed concern about the most recent outbreak of communal violence in five townships in Burma's Northern Rakhine region. The spokesperson for U."
22  18070 q= 3.32 ratios=[-1.47 -0.29 -0.74  0.22] 'Node.JS Easy 3rd party OAuth & REST API Consumer Make consuming RESTful apis waaaaay easier in Node.js Ever notice how all of these APIs seem to have a high degree of con'
23  20382 q= 3.23 ratios=[-0.68  0.49  0.13 -1.2 ] 'Another major leak of top secret materials has again put America’s top spies in hot water — while delivering a coup for anti-secrecy group WikiLeaks. The group left the C'
24 113591 q= 3.22 ratios=[-0.17  0.29  0.51 -1.08] "The United Nations has condemned Nepal's appointment of a former communist rebel commander as information minister while he is still a suspect in a kidnapping and murder "
25  36835 q= 3.30 ratios=[-0.01  0.02  0.02 -1.31] 'Sir Thomas Jones Woodward, KBE (born 7 June 1940), best known by his stage name, Tom Jones, is a Welsh pop singer particularly noted for his powerful voice. He was born i'
26  17109 q= 3.35 ratios=[-0.52  0.38  0.43 -1.12] 'China pushing for cooperation on graft, terrorism China will push for greater international cooperation in the fight against corruption and terrorism when it hosts Interp'
27  23391 q= 3.30 ratios=[-1.32 -0.19 -0.61  0.21] '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. W'
28   4591 q= 3.22 ratios=[-0.62  0.5   0.15 -1.22] 'Former FBI Director James Comey has been one of the most controversial public figures in Washington. Perhaps not since the days of J. Edgar Hoover has the FBI Director ga'
29   4201 q= 3.51 ratios=[-0.29  0.34  0.34 -0.98] 'Appeals panel rejects lower court ruling on NJ police force The decision is unlikely to roll back the Metro Division of the Camden County-run police department By Darran '
30  10003 q= 3.39 ratios=[-0.48  0.41  0.2  -1.29] 'A few weeks after the election, Gary Cohn, the president of Goldman Sachs, was summoned to Trump Tower for a discussion about the economy. It would be the first of many s'
31  50905 q= 3.22 ratios=[ 0.03  0.17  0.16 -1.29] 'The 13th August 2010 marks the 100th anniversary of the death of Florence Nightingale. Florence was an English nurse who became famous while looking after injured soldier'
32  41938 q= 3.59 ratios=[-1.44 -0.2  -0.61  0.14] "Manpage of MALLOC MALLOCSection: Linux Programmer's Manual (3) NAMEmalloc, free, calloc, realloc - allocate and free dynamic memory #include <stdlib.h>void *malloc(size_t"
33  20171 q= 3.08 ratios=[-0.08  0.24  0.57 -1.11] '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-wille'
34  18380 q= 2.72 ratios=[-1.4  -0.2  -0.63  0.33] '[rspec-users] Foreign key constraints, fixtures, and rake task tils-rspec at tils.net Mon Aug 27 04:54:28 EDT 2007 * Jay Levitt <lists-rspec at shopwatch.org> [20070827 0'
35   8001 q= 3.49 ratios=[-0.13  0.26  0.29 -1.11] "France's gutsy verdict. Abdallah sentence marks turning point for France. Life term signals new French toughness on terror, despite threat of more violence Paris — In the"
36  22455 q= 3.46 ratios=[-0.39  0.36  0.26 -1.05] "Some Justice Department officials are concerned that acting attorney general Matt Whitaker may have violated federal guidelines and his department's own guidance on the g"
37  13090 q= 3.40 ratios=[-1.13 -0.13 -0.42  0.14] "Process the data in delimited files more easily than with string parsing | Executive Summary:| Although you can use a TextStream object to open a plain-text file, it's no"
38   5185 q= 3.30 ratios=[-0.41  0.37  0.45 -1.17] 'TOKYO (AP) — In an apparent contradiction of his national security adviser, President Donald Trump on Sunday downplayed recent North Korean missile tests, tweeting from T'
39  46298 q= 2.90 ratios=[ 0.18  0.33  0.2  -1.2 ] "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 "

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{"chunk_id":"d39e11","wall_time_seconds":30.002001387,"session_id":25326,"original_token_count":0,"output":""}

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{"chunk_id":"7f5bc8","wall_time_seconds":5.511334451,"exit_code":0,"original_token_count":16,"output":"HELDOUT_PPL 347.000  loss 5.8493  train_s 53  /tmp/ratio05.npy\n"}

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{"chunk_id":"83ce66","wall_time_seconds":1.001196946,"session_id":55241,"original_token_count":0,"output":""}

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ratio025 selected 182016 prefix docs 12238 tokens/q [3124325, 3125512, 3129242, 3124197] quality prefix 2.843435219700751
ratio075 selected 182016 prefix docs 11894 tokens/q [3124916, 3125304, 3125066, 3124800] quality prefix 2.57923317682708
ratio150 selected 182016 prefix docs 11983 tokens/q [3123710, 3123291, 3123557, 3130190] quality prefix 2.344439579892821

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{"chunk_id":"3b8b1d","wall_time_seconds":30.001053214,"session_id":55241,"original_token_count":0,"output":""}

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{"chunk_id":"c7f31a","wall_time_seconds":4.14304582,"exit_code":0,"original_token_count":16,"output":"HELDOUT_PPL 334.281  loss 5.8120  train_s 53  /tmp/ratio10.npy\n"}

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{"chunk_id":"9644ce","wall_time_seconds":1.001520389,"session_id":45686,"original_token_count":0,"output":""}

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ratio30 selected 182016 prefix docs 12443 tokens/q [3124702, 3125571, 3125967, 3124867] quality prefix 1.9895206154445086
ratio40 selected 182016 prefix docs 12546 tokens/q [3124952, 3125192, 3125337, 3124550] quality prefix 1.8437630980921764
ratio60 selected 182016 prefix docs 12750 tokens/q [3123458, 3123881, 3124198, 3129034] quality prefix 1.6617977191454922