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== build v10s (format v3, mmBERT-base tokenizer)
operation label counts: {'TYPE_TEXT': 3990, 'CLICK': 10417, 'SELECT': 975, 'DONE': 3720}
train items 31174 (op 19102, target 12072), eval cases 2734, skipped 0, seq len mean 794 max 1024
== train v10s (4 epochs)
=== epoch 1/4 avg loss 0.9579  923s
=== epoch 2/4 avg loss 1.1214  1845s
=== epoch 3/4 avg loss 1.1182  2773s
=== epoch 4/4 avg loss 0.9524  3701s
saved finetune/out/laya-browser-v10s
== calibrate
n=2671 acc=0.758  T=1: nll 2.487 mean conf 0.904  |  T=4.74: nll 1.032 mean conf 0.759
wrote temperature 4.737765564273641 -> /home/ckl/projects/S/laya/finetune/out/laya-browser-v10s/rl_agent_config.json
== eval v10s
/home/ckl/projects/S/laya/finetune/out/laya-browser-v10s/: cases 2734  operation acc 0.887  target top-1 0.631 (n=2609, mean normalized rank 0.229)  43 ms/case
   live      CLICK     n=1050 op acc 0.96  target top-1 0.71
   live      DONE      n= 125 op acc 0.86
   live      SELECT    n=  32 op acc 0.94  target top-1 0.81
   live      TYPE_TEXT n= 117 op acc 0.84  target top-1 0.94
   mind2web  CLICK     n=1084 op acc 0.93  target top-1 0.51
   mind2web  SELECT    n= 126 op acc 0.38  target top-1 0.36
   mind2web  TYPE_TEXT n= 200 op acc 0.65  target top-1 0.83
== profile step
[laya] loaded /home/ckl/projects/S/laya/finetune/out/laya-browser-v10s in 8.4s
3 questions /  65 options / 2538 tokens: agent.predict   24.4 ms | fast   22.8 ms (tokenize 2.6 + forward 19.7 + post 0.1)
3 questions /  28 options / 1743 tokens: agent.predict   18.7 ms | fast   16.8 ms (tokenize 1.8 + forward 13.7 + post 0.1)
3 questions /  31 options / 1910 tokens: agent.predict   19.6 ms | fast   19.4 ms (tokenize 2.3 + forward 16.9 + post 0.2)
3 questions /  31 options / 1988 tokens: agent.predict   18.1 ms | fast   17.2 ms (tokenize 1.9 + forward 15.2 + post 0.1)
== suite v10s tau=0
FAIL  wiki-einstein    steps= 2 status=done        3.6s  https://en.wikipedia.org/wiki/Main_Page
FAIL  wiki-search      steps= 4 status=blocked     1.9s  https://en.wikipedia.org/wiki/Main_Page
PASS  hn-new           steps= 1 status=done        1.3s  https://news.ycombinator.com/newest
PASS  hn-login-page    steps= 1 status=done       14.1s  https://news.ycombinator.com/login?goto=news
FAIL  gh-issues        steps= 1 status=done        5.8s  https://github.com/tile-ai/tilelang
PASS  py-downloads     steps= 1 status=done       15.4s  https://www.python.org/downloads/
PASS  books-travel     steps= 1 status=done        0.3s  https://books.toscrape.com/catalogue/category/books/travel_2/index.htm
PASS  books-open-book  steps= 1 status=done        0.4s  https://books.toscrape.com/catalogue/a-light-in-the-attic_1000/index.h
FAIL  internet-dropdown steps= 1 status=done       28.0s  https://the-internet.herokuapp.com/dropdown
PASS  internet-checkbox steps= 1 status=done       21.4s  https://the-internet.herokuapp.com/checkboxes
FAIL  books-page2      steps= 1 status=done        0.2s  https://books.toscrape.com/catalogue/a-light-in-the-attic_1000/index.h
PASS  quotes-tag-love  steps= 1 status=done        2.1s  https://quotes.toscrape.com/tag/love/
PASS  hn-past          steps= 1 status=done        1.3s  https://news.ycombinator.com/front
PASS  ddg-search       steps= 3 status=error:ValueError  61.8s  https://duckduckgo.com/?ia=web&origin=funnel_home_website_measuresearc
FAIL  arxiv-search     steps= 2 status=error:ValueError  10.9s  https://arxiv.org/
FAIL  flights          steps=20 status=ready      78.7s  https://www.google.com/travel/flights?tfs=CBwQARocagwIAxIIL20vMDg5NjZy
== 9/16 passed (56%, 1 run(s) per task) | median wall 5.8s
   server calls=292 escalated=0 (0%)
== suite v10s tau=0.7
FAIL  wiki-einstein    steps= 2 status=done        3.4s  https://en.wikipedia.org/wiki/Main_Page
FAIL  wiki-search      steps= 4 status=blocked     3.2s  https://en.wikipedia.org/wiki/Main_Page
PASS  hn-new           steps= 1 status=done        2.9s  https://news.ycombinator.com/newest
PASS  hn-login-page    steps= 1 status=done        2.4s  https://news.ycombinator.com/login?goto=news
FAIL  gh-issues        steps= 1 status=done        5.4s  https://github.com/tile-ai/tilelang
PASS  py-downloads     steps= 1 status=done        0.9s  https://www.python.org/downloads/
PASS  books-travel     steps= 1 status=done        0.7s  https://books.toscrape.com/catalogue/category/books/travel_2/index.htm
PASS  books-open-book  steps= 1 status=done        0.9s  https://books.toscrape.com/catalogue/a-light-in-the-attic_1000/index.h
FAIL  internet-dropdown steps= 1 status=done        1.4s  https://the-internet.herokuapp.com/dropdown
PASS  internet-checkbox steps= 1 status=done        0.7s  https://the-internet.herokuapp.com/checkboxes
FAIL  books-page2      steps= 1 status=done        0.9s  https://books.toscrape.com/catalogue/a-light-in-the-attic_1000/index.h
PASS  quotes-tag-love  steps= 1 status=done        2.4s  https://quotes.toscrape.com/tag/love/
PASS  hn-past          steps= 1 status=done        2.3s  https://news.ycombinator.com/front
PASS  ddg-search       steps= 3 status=error:ValueError  23.5s  https://duckduckgo.com/?ia=web&origin=funnel_home_website_measuresearc
FAIL  arxiv-search     steps= 2 status=error:ValueError  30.6s  https://arxiv.org/
FAIL  flights          steps= 5 status=error:ValueError  62.5s  https://www.google.com/travel/flights?hl=en
== 9/16 passed (56%, 1 run(s) per task) | median wall 2.4s
   server calls=389 escalated=363 (93%)
V10S_DONE