Feature Extraction
Transformers
Safetensors
English
multilingual
laya_browser
laya
custom_code
system-1
browser-agent
web-navigation
decision-model
mmbert
mind2web
tilelang
Instructions to use cklxx/laya-browser with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use cklxx/laya-browser with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("feature-extraction", model="cklxx/laya-browser", trust_remote_code=True)# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("cklxx/laya-browser", trust_remote_code=True, device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download results/v10s.log from cklxx/laya-browser: direct link, hf CLI and curl.
- Browser
- Download file 5.45 kB
-
https://huggingface.co/cklxx/laya-browser/resolve/main/results/v10s.log
- Command line
-
hf download hf://cklxx/laya-browser/results/v10s.log
-
curl -L -o v10s.log https://huggingface.co/cklxx/laya-browser/resolve/main/results/v10s.log
5.45 kB
| == 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 | |