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
- 187
- duration
- 50m
- recorded
- 2026-08-03
run iddclm-nano-curation__XWHDKVK
Everything gpt-5.6-sol did on this task, in order.
download JSON ↗encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "33",
"yield_time_ms": 30000,
"max_tokens": 2000
}wait result
Script completed
Wall time 16.4 seconds
Output:
Token indices sequence length is longer than the specified maximum sequence length for this model (1340 > 1024). Running this sequence through the model will result in indexing errors
packed 12000000 tokens from 153249 ids -> /tmp/dev_train.npy
SESSION_ID=21118encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({session_id:21118,chars:\"\",yield_time_ms\":30000,max_output_tokens:2000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}exec result
Script failed
Wall time 0.0 seconds
Output:
Script error:
SyntaxError: Invalid or unexpected tokenencrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({session_id:21118,chars:\"\",yield_time_ms:30000,max_output_tokens:2000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}exec result
Script running with cell ID 35
Wall time 11.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "35",
"yield_time_ms": 30000,
"max_tokens": 2000
}wait result
Script completed
Wall time 16.1 seconds
Output:
SESSION_ID=21118encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({session_id:21118,chars:\"\",yield_time_ms:30000,max_output_tokens:2000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}exec result
Script completed
Wall time 3.5 seconds
Output:
HELDOUT_PPL 431.458 loss 6.0672 train_s 50 /tmp/dev_train.npy
(dev PPL on multi_dev; official uses a hidden disjoint sample of the same HQ domain)
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "let{output,...rest}=await tools.exec_command({cmd:\"python - <<'PY'\\nimport numpy as np,json\\nr=np.loadtxt('/tmp/scores.tsv'); r=r[(r[:,1]>900)&(r[:,1]<30000)]\\n# z-ish residual domain\\ntexts={}\\nfor j,n in enumerate(['wiki','web','news','qa']):\\n ds=r[:,3+j]-np.max(np.delete(r[:,3:7],j,axis=1),axis=1)\\n score=r[:,2]+.55*ds\\n ids=r[np.argsort(score)[-20:],0].astype(int)[::-1]\\n want=set(ids)\\n for line in open('data/pool.jsonl'):\\n d=json.loads(line)\\n if d['id'] in want:texts[d['id']]=d['text'].replace('\\\\n',' ')\\n print('\\\\n',n)\\n for i in ids[:15]:\\n z=r[r[:,0]==i][0]; print(i,'q%.2f'%z[2], 'ds',np.round(z[3:],2),repr(texts[i][:180]))\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":12000});text(rest);text(output)\n"
}exec result
Script running with cell ID 37
Wall time 11.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "37",
"yield_time_ms": 30000,
"max_tokens": 12000
}wait result
Script completed
Wall time 0.0 seconds
Output:
{"chunk_id":"9e0a5a","wall_time_seconds":11.844808767,"exit_code":0,"original_token_count":3383}
wiki
3475 q0.47 ds [ 0.88 -0.01 0.21 -0.41] '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'
76107 q0.43 ds [ 0.85 0.03 0.28 -0.53] 'Major Bhupinder Singh In sept. 1965, Major Bhupinder Singh commanded the "B" squadron of the 4 Horse against Pakistani forces. On the 11th Sept. he successfully led his forces in c'
14644 q0.37 ds [ 0.71 0.01 0.16 -0.18] 'The War In 1861 In response to popular cries of On to Richmond, a Union army under Brigadier General Irvin McDowell began on July 16 a slow advance from near Washington toward the '
2166 q0.28 ds [ 0.9 -0.02 0.17 -0.36] 'Miranda Leigh Lambert (born November 10, 1983) is an American country music/Texas Country artist who gained fame as a finalist on the 2003 season of Nashville Star, where she finis'
65721 q0.30 ds [ 0.77 0.02 0.16 -0.34] 'Jeanette MacDonald was an American singer and actress best remembered for her musical films of the 1930s with Maurice Chevalier and Nelson Eddy. During the 1930s and 1940s she star'
20692 q0.28 ds [ 0.76 0.02 0.12 -0.26] "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 G"
53096 q0.31 ds [ 0.76 0.05 0.19 -0.2 ] "Born: Feb 03, 1916 AD Died: 2004 AD, at 88 years of age. 1884 - Born in Nashville, Tennessee on the 3rd of February. 1901 - He graduated from the city's Montgomery Bell Academy. 19"
63484 q0.28 ds [ 0.79 0.01 -0.06 0.2 ] "What is a solar engineer solar engineers create solar cells that collect and store the sun's rays the solar energy industries association. Photovoltaic (pv) cells (sometimes called"
15137 q0.27 ds [ 0.75 0.14 0.16 -0.2 ] 'International aid to southern Europe in the early post-war period: The cases of Greece and Italy After the Second World War, both Greece and Italy experienced a Left-Right politica'
15098 q0.26 ds [ 0.71 0.1 0.02 -0.16] 'New England Interstate route 12 Route 12 descends from NE-12, an early "New England Interstate" created in 1922. Originally NE-12 followed the west bank of the Thames between Norwi'
39794 q0.26 ds [ 0.77 0.11 0.16 -0.38] '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 electi'
50793 q0.19 ds [ 0.95 0.04 0.21 -0.41] ' 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 wer'
11892 q0.22 ds [ 0.8 0.08 0.13 -0.19] 'Western Reserve Northern Ohio Historical Society On May 28, 1867, the predecessor to the Western Reserve Historical Society, the Western Reserve & Northern Ohio History Connection,'
68804 q0.30 ds [ 0.76 0.1 0.25 -0.21] 'This article analyses the historical evolution of the migration relations between France and Italy from the aftermath of the Second World War to the outbreak of the European Migran'
34972 q0.28 ds [ 0.76 0.13 0.21 -0.26] '5 Best Movie Stars Born In The 1940s The five best movie stars born in the 1940s have all won an Oscar, been nominated multiple times for Golden Globe Awards and have managed to ke'
web
66305 q0.37 ds [ 0.06 0.6 0.39 -0.18] 'Bradford West Respect MP George Galloway has defended his controversial claim that a sex assault allegation against WikiLeaks campaigner Julian Assange amounted to no more than bad'
40000 q0.27 ds [ 0.04 0.6 0.27 -0.27] 'Observers give first round to Romney Just as people started filing into the University of Denver’s Ritchie Center to witness the first presidential debate of the 2012 election Wedn'
101472 q0.19 ds [0.08 0.55 0.06 0.07] 'Like most nineties kids, I’ve been a Pokémon fan since generation one. Admittedly, I lost touch with the series after a while, but I can probably recite all 151 of the original Pok'
12306 q0.27 ds [ 0.02 0.58 0.27 -0.02] 'Details regarding what Donald Trump calls his “Deal of the Century” on Israel-Palestine have reportedly been leaked. Not surprisingly, Palestinians find themselves the subject of a'
74014 q0.23 ds [-0.01 0.55 0.17 -0.01] 'A long-time reader asks a reasonable question: if we assume Herman Cain is out of the race–not official as of this evening, but looking like the probably outcome, soon–then where t'
47889 q0.29 ds [ 0.04 0.57 0.3 -0.1 ] '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 fr'
4591 q0.34 ds [ 0.21 0.43 0.26 -0.16] '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 garnered so '
7625 q0.23 ds [ 0.17 0.59 0.25 -0.21] 'President Obama would visit Israel in a second term, a top campaign surrogate said. “We can expect him to visit Israel in a second term, should he be reelected,” Colin Kahl, a form'
1241 q0.28 ds [ 0. 0.55 0.3 -0.1 ] 'After the firing of FBI Director James Comey by President Trump back in May of 2017, senior officials with the FBI considered the possibility that the president may have been actin'
76021 q0.28 ds [ 0.02 0.57 0.34 -0.09] 'An Israeli official well versed in the matter told Ynet that "there was a crack among the block of states that were supposed to prevent the Palestinian declaration in the UN Securi'
16077 q0.27 ds [-0.05 0.49 0.25 0.03] 'The sequence of spin and dissimulation in the great Trump wiretapping affair has been a master class in…something. I’m not quite sure what yet. But it’s worth setting out for futur'
5403 q0.21 ds [ 0. 0.55 0.21 -0.01] "Ben Mendelsohn is riding a late-career wave of international success, and it's built on being menacing. After gaining international attention for his role as Pope — the most violen"
44748 q0.15 ds [-0. 0.59 0.13 0.05] 'Noam Scheiber doesn’t understand why Ben Bernanke doesn’t show a little more savvy: Having said that, Bernanke needs to understand the political backdrop for his confirmation vote.'
97046 q0.15 ds [-0.08 0.56 0.12 0.04] 'Ron Dooby Ron, Wayne, Yellowstone Park discussed on Pursue the Hunt Live About two thousand four couple years yet, two, thousand, four, two, thousand, five, a few years after nine '
79831 q0.18 ds [-0.12 0.64 0.25 0.05] 'There are reports coming out that the NSA was recently hacked and coincidentally Edward Snowden fell off the map and was presumed dead. Online, hackers who say they broke into the '
news
37064 q0.48 ds [ 0.18 -0.01 0.93 -0.21] '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 headq'
37522 q0.46 ds [ 0.16 0.01 0.92 -0.21] 'Prime Minister Imran Khan on Thursday congratulated India’s premier Narendra Modi on his victory in the country\'s national elections. "I congratulate Prime Minister Modi on the ele'
41186 q0.51 ds [ 0.17 0.04 0.8 -0.2 ] '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 '
4620 q0.43 ds [ 0.06 0.07 0.81 -0.27] 'Agartala, Sep 15 (IANS) The BJP on Tuesday said it would soon launch a stir if Tripura’s Left Front government evicted tribals to set up a firing range for a paramilitary force in '
3196 q0.51 ds [ 0.24 0.09 0.79 -0.35] '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 '
1703 q0.38 ds [ 0.14 -0.08 0.89 -0.1 ] 'Chennai, April 22 (IANS) In the order issued by the Government of Tamil Nadu, a coordinating committee headed by Chief Minister M.K Stalin has been set up to host the 44th Chess Ol'
58452 q0.41 ds [ 0.32 -0. 0.99 -0.58] '<|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,'
57336 q0.49 ds [ 0.23 0.06 0.76 -0.32] 'Islamabad, December 25: Indian death row prisoner Kulbhushan Jadhav’s wife and mother arrived in Islamabad for a meeting with him at the Pakistan foreign affairs ministry, official'
35773 q0.36 ds [ 0.13 0.08 0.88 -0.25] 'Hindustan Copper eyes Rs 10,000 crore turnover by FY24 The company earlier this month had also announced its plans to spend Rs 5,500 crore to expand its production capacity by six '
6400 q0.45 ds [ 0.11 0.19 0.77 -0.21] '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 rubb'
102696 q0.29 ds [ 0.08 -0.02 0.91 -0.21] ' 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. Ne'
88388 q0.42 ds [ 0.14 0.17 0.74 -0.24] 'Will the Bharatiya Janata Party (BJP) lose Gopinath Munde, one of its seniormost leaders in Maharashtra, to the Congress? Political circles are abuzz with speculation that Munde, t'
13265 q0.38 ds [ 0.15 0.16 0.79 -0.35] 'US NSA to visit Pak days after cancellation of its talks in India The United States national security adviser, Susan E Rice, will discuss the regional security situation as she arr'
18843 q0.44 ds [ 0.12 0.23 0.73 -0.29] '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 “sile'
101287 q0.36 ds [ 0.11 0.16 0.79 -0.37] 'New Delhi, March 1 (IANS) The body of a 33-year-old labourer who was allegedly murdered was found on the premises of a Municipal Corporation of Delhi school under construction here'
qa
6138 q0.29 ds [-0.49 -0.04 -0.28 1.34] '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 '
163002 q0.12 ds [-0.38 -0.18 -0.21 1.49] ' 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 '
14810 q0.21 ds [-0.57 -0.03 -0.3 1.41] "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 ac"
155292 q0.06 ds [-0.38 -0.14 -0.28 1.55] 'Generics Base class constraints, C# - rextester Run Code | Code Wall | Users | Misc | Feedback | About | Login | Theme | Privacy Generics Base class constraints //Title of this cod'
132636 q0.06 ds [-0.38 -0.14 -0.28 1.55] 'Generics Base class constraints, C# - rextester Run Code | Code Wall | Users | Misc | Feedback | About | Login | Theme | Privacy Generics Base class constraints //Title of this cod'
12246 q0.24 ds [-0.49 0.09 -0.28 1.42] '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 enable “a'
23391 q0.31 ds [-0.3 0.14 -0.18 1.28] '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 serv'
42329 q0.16 ds [-0.33 -0.19 -0.23 1.13] 'AndroChef Java Decompiler is Windows decompiler for class, jar, apk and dex files. It reconstructs the original source code from the compiled binary CLASS files (for example Java a'
21547 q0.18 ds [-0.83 0.03 -0.14 1.29] 'In this article, I will explain curve fitting using the Lagrange interpolation polynomial. Curve fitting is used in a wide spectrum in engineering applications such as cars and air'
170699 q-0.10 ds [-0.24 -0.05 -0.12 1.69] '<|endoftext|>PHP Create And Drop A DB Tutorial | Cramerz ASP.NET C++ CSS HTML Java JavaScript Photoshop PHP SQL WordPress Other Courses Computer Basics Database Concepts Dreamweave'
4097 q0.24 ds [-0.44 0.12 -0.24 1.19] 'Flat File Source The Flat File source reads data from a text file. The text file can be in delimited, fixed width, or mixed format. Delimited format uses column and row delimiters '
79858 q0.23 ds [-0.38 0.08 -0.21 1.17] 'How to extract charts from an excel spreadsheet whit VB.NET In this article I am going to show you a VB.NET script that allows you to extract charts from an excel file. You have to'
181295 q-0.14 ds [-0.64 -0.77 -0.39 1.36] ' - Links - Disclaimer<|endoftext|>object(PDOException)#3 (8) { ["message":protected]=> string(96) "SQLSTATE[42S02]: Base table or view not found: 1146 Table \'geopassage.Attractions'
174869 q-0.09 ds [-0.23 -0.24 -0.25 1.41] '<|endoftext|>dbChannel.dbIOa Overview Package Class Use Tree Deprecated Index PREV CLASS NEXT CLASS FRAMES NO FRAMES All Classes SUMMARY: NESTED | FIELD | CONSTR | METHOD DETAIL: F'
115857 q-0.06 ds [-0.29 -0.2 -0.27 1.37] " Pinterest<|endoftext|>Calling PRC Methods Defined in WSDL 1.1 Documents WSDL Tutorials - Herong's Tutorial Examples - Version 2.03, by Dr. Herong Yang WSDL Tutorials - Herong's Tu"
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport numpy as np,json,heapq\\nr=np.loadtxt('/tmp/scores.tsv'); r=r[(r[:,1]>=900)&(r[:,1]<=30000)]\\nlists=[]\\nfor j in range(4):\\n residual=r[:,3+j]-np.max(np.delete(r[:,3:7],j,axis=1),axis=1)\\n score=r[:,2]+.55*residual\\n # extra minimum generic quality, softly; score handles most\\n order=np.argsort(-score)\\n lists.append([(int(r[k,0]),r[k,1],score[k]) for k in order])\\npos=[0]*4; used=set(); totals=[0.0]*4; out=[]; owner=[]\\n# choose next domain furthest behind estimated tokens; token-per-char factors\\nfac=[.27,.27,.27,.34]\\nwhile len(out)<50000:\\n j=min(range(4),key=lambda x:totals[x])\\n while pos[j]<len(lists[j]) and lists[j][pos[j]][0] in used:pos[j]+=1\\n if pos[j]>=len(lists[j]):break\\n i,ch,s=lists[j][pos[j]];pos[j]+=1; used.add(i);out.append(i);owner.append(j);totals[j]+=ch*fac[j]\\njson.dump(out,open('/tmp/bal.json','w'))\\njson.dump(dict(zip(map(str,out),owner)),open('/tmp/owner.json','w'))\\nprint(len(out),totals,out[:20])\\nPY\\nbash dev_eval.sh /tmp/bal.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":2500}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}exec result
Script completed
Wall time 1.2 seconds
Output:
50000 [12420922.320000015, 12419408.159999995, 12419208.630000064, 12420698.780000022] [3475, 66305, 37064, 6138, 37522, 40000, 41186, 76107, 14644, 163002, 101472, 2166, 4620, 3196, 65721, 12306, 1703, 20692, 58452, 74014]
SESSION_ID=6530encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({session_id:6530,chars:\"\",yield_time_ms:30000,max_output_tokens:2500}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}exec result
Script running with cell ID 39
Wall time 11.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "39",
"yield_time_ms": 30000,
"max_tokens": 2500
}wait result
Script completed
Wall time 16.3 seconds
Output:
Token indices sequence length is longer than the specified maximum sequence length for this model (2000 > 1024). Running this sequence through the model will result in indexing errors
packed 12000000 tokens from 50000 ids -> /tmp/dev_train.npy
SESSION_ID=6530encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({session_id:6530,chars:\"\",yield_time_ms:30000,max_output_tokens:2500}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}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": 2500
}wait result
Script completed
Wall time 16.2 seconds
Output:
SESSION_ID=6530encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({session_id:6530,chars:\"\",yield_time_ms:30000,max_output_tokens:2500}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}exec result
Script running with cell ID 41
Wall time 11.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "41",
"yield_time_ms": 30000,
"max_tokens": 2500
}wait result
Script completed
Wall time 4.2 seconds
Output:
HELDOUT_PPL 316.445 loss 5.7571 train_s 50 /tmp/dev_train.npy
(dev PPL on multi_dev; official uses a hidden disjoint sample of the same HQ domain)
The balanced selector is decisively better: dev perplexity fell from 449.4 random and 431.5 quality-only to 316.4. The domain likelihood signal is working. I’m adding per-quarter diagnostics now so the next adjustments target the weakest register instead of guessing from the aggregate.
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({cmd:\"cp 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:
encrypted chain-of-thought — recorded, not exposed
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+for q in range(4):\\n+ sub = ho[q*250000:(q+1)*250000]\\n+ nw = (len(sub)-1)//a.block\\n+ sl = 0.0; sn = 0\\n+ with torch.no_grad():\\n+ for ii in range(0,nw,a.batch):\\n+ ss = [j*a.block for j in range(ii,min(ii+a.batch,nw))]\\n+ xx=torch.stack([sub[s:s+a.block] for s in ss]).to(dev)\\n+ yy=torch.stack([sub[s+1:s+1+a.block] for s in ss]).to(dev)\\n+ with torch.autocast('cuda',dtype=torch.bfloat16): _,ll=model(xx,yy)\\n+ sl += ll.item()*len(ss); sn += len(ss)\\n+ print('QUARTER',q,'PPL',math.exp(sl/sn),'LOSS',sl/sn)\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\n"
}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 /tmp/train_diag.py --train_npy /tmp/dev_train.npy --heldout_npy data/multi_dev.npy --out_json /tmp/diag.json --max_iters 3000 --seed 1337\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":3000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}exec result
Script completed
Wall time 1.2 seconds
Output:
SESSION_ID=87711encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({session_id:87711,chars:\"\",yield_time_ms:30000,max_output_tokens:3000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}exec result
Script completed
Wall time 0.0 seconds
Output:
Traceback (most recent call last):
File "/tmp/train_diag.py", line 4, in <module>
from model import GPT, GPTConfig
ModuleNotFoundError: No module named 'model'
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({cmd:\"PYTHONPATH=/workspace python /tmp/train_diag.py --train_npy /tmp/dev_train.npy --heldout_npy data/multi_dev.npy --out_json /tmp/diag.json --max_iters 3000 --seed 1337\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":3000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}exec result
Script completed
Wall time 1.2 seconds
Output:
SESSION_ID=75319encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({session_id:75319,chars:\"\",yield_time_ms:30000,max_output_tokens:3000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}exec result
Script running with cell ID 47
Wall time 11.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "47",
"yield_time_ms": 30000,
"max_tokens": 3000
}wait result
Script completed
Wall time 14.7 seconds
Output:
SESSION_ID=75319encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({session_id:75319,chars:\"\",yield_time_ms:30000,max_output_tokens:3000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}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": 3000
}wait result
Script completed
Wall time 4.9 seconds
Output:
QUARTER 0 PPL 746.4084186360944 LOSS 6.6152729284567915
QUARTER 1 PPL 266.699892820737 LOSS 5.586124029315886
QUARTER 2 PPL 293.45633292091264 LOSS 5.68172884769127
QUARTER 3 PPL 171.6289174291706 LOSS 5.145334689343562
HELDOUT_PPL 316.445 loss 5.7571 train_s 50 /tmp/dev_train.npy
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport json\\nfrom transformers import GPT2TokenizerFast\\nt=GPT2TokenizerFast.from_pretrained('gpt2',local_files_only=True);sel=json.load(open('/tmp/bal.json')); own={int(k):v for k,v in json.load(open('/tmp/owner.json')).items()}; want=set(sel); texts={}\\nfor line in open('data/pool.jsonl'):\\n d=json.loads(line)\\n if d['id'] in want:texts[d['id']]=d['text']\\ntot=[0]*4;s=0;n=0\\nfor i in sel:\\n z=len(t(texts[i],add_special_tokens=False).input_ids)+1;j=own[i];tot[j]+=z;s+=z;n+=1\\n if s>=12000000:break\\nprint(n,s,tot,[x/s for x in tot])\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":1000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}exec result
Script completed
Wall time 1.2 seconds
Output:
SESSION_ID=61909