ver Sep2ndv2

updated README with contents about the open world set

Changelog

@@ -1,3 +1,9 @@
+2025-09-02 Danyang Zhang <[email protected]>
+
+	v1.6
+
+	Released the Open World Set
+
 2024-12-08 Danyang Zhang <[email protected]>
 
 	v1.5

README.md

@@ -8,8 +8,8 @@ license: apache-2.0
 
 WikiHow task set is an InfoUI interaction task set based on
 [Mobile-Env](https://github.com/X-LANCE/Mobile-Env) proposed in [*Mobile-Env:
-An Evaluation Platform and Benchmark for Interactive Agents in LLM
-Era*](https://arxiv.org/abs/2305.08144).
+Building Qualified Evaluation Benchmarks for LLM-GUI
+Interaction*](https://arxiv.org/abs/2305.08144).
 [WikiHow](https://www.wikihow.com/Main-Page) is a collaborative wiki site about
 various real-life tips with more than 340,000 online articles. To construct the
 task set, 107,448 pages are crawled, and the dumped website data occupy about
@@ -159,6 +159,81 @@ canonical set are list in the following table:
 | 11     | `home-search-ingredients`                | 5      |
 | 12     | `home-search-summary`                    | 10     |
 
+### The Open World Tasks
+
+As supplementary to WikiHow task set, we define 74 open world tasks on a wider
+range of apps. The task definitions are stored under `open-world-set/`. The
+online data for these tasks are not fixed, thus, these tasks will not be
+expected to be reproducible to serve as qualified benchmarks.
+
+#### Download the Open World Set
+
+To test with the open world set, clone this repo or download
+`open-world-set.tar.xz` and unpack it. Then download
+`open-world-set-avd.tar.xz` and unpack it into a directory, *e.g.*,
+`android-avds`. This Android AVD contains the necessary apps needed by the open
+world set.
+
+#### Set Up the Runtime Environment
+
+The offered AVD is supposed to work in [Mobile-Env Docker
+Image](https://hub.docker.com/r/zdy023/mobile-env). To use this image, you need
+first clone Mobile-Env repository (>=v4.2). Then launch the container with the command:
+
+```sh
+docker run -it --device /dev/kvm --gpus all -v $PWD/android-avds:/root/.android -v $PWD/Mobile-Env:/root/mobile-env -v $PWD/open-world-set:/root/open-world-set zdy023/mobile-env:e928cf1-ubuntu20.04-cu121-android30-torch241
+```
+
+Run in the container:
+
+```sh
+cd mobile-env && pip install -e . # the dependences have been already installed, this command is to compile the proto files locally in the docker environment
+```
+
+Then you can run experiments within this docker image.
+
+#### Additional Setup to AVD before Launching Experiments
+
+Before experiments, you may need to sign in in Ele.me app in the AVD. To launch
+the AVD in docker with a GUI interface using the host display, we recommend to
+use [Distrobox](https://distrobox.it/).
+
+```sh
+distrobox create --root --hostname mobile-env --volume $PWD/android-avds:/root/.android --volume $PWD/Mobile-Env:/root/mobile-env -n mobile-env -i zdy023/mobile-env:e928cf1-ubuntu20.04-cu121-android30-torch241
+distrobox enter --root mobile-env
+
+# in the container
+sudo -i --preserve-env=ANDROID_HOME,ADB_MDNS
+
+# in `sudo -i`
+export PATH=$ANDROID_HOME/platform-tools:$ANDROID_HOME/emulator:$ANDROID_HOME/cmdline-tools/bin:$PATH
+emulator @Pixel_2_ga_30_op -verbose -no-snapshot
+```
+
+#### Other Notices
+
+1. Mobile-Env environment should be launched with `restart_simulator_at_reset`
+   option, *e.g.*:
+
+```python
+env = android_env.load( "/root/open-world-set", "Pixel_2_ga_30_op"
+                      , run_headless=True, text_model=EasyOCRWrapper(lang_list=["en", "ch_sim"])
+                      , coordinator_args={"restart_simulator_at_reset": True}
+                      )
+```
+
+2. "Today Weather" app may require proxy to work normally in mainland China. To
+   pass the proxy information to Mobile-Env, use `mitm_config` parameter,
+   *e.g.*:
+
+```python
+env = android_env.load( "/root/open-world-set", "Pixel_2_ga_30_op"
+                      , run_headless=True, text_model=EasyOCRWrapper(lang_list=["en", "ch_sim"])
+                      , mitm_config={"method": "syscert", "address": "a.b.c.d", "port": "8000"}
+                      , coordinator_args={"restart_simulator_at_reset": True}
+                      )
+```
+
 ### About
 
 This task set is developed and maintained by [SJTU
@@ -170,10 +245,16 @@ using the following BibTeX:
 
 ```bibtex
 @article{DanyangZhang2023_MobileEnv_WikiHow,
-  title     = {{Mobile-Env}: An Evaluation Platform and Benchmark for LLM-GUI Interaction},
+  title     = {{Mobile-Env}: Building Qualified Evaluation Benchmarks for LLM-GUI Interaction},
   author    = {Danyang Zhang and
-               Lu Chen and
+               Zhennan Shen and
+               Rui Xie and
+               Situo Zhang and
+               Tianbao Xie and
                Zihan Zhao and
+               Siyuan Chen and
+               Lu Chen and
+               Hongshen Xu and
                Ruisheng Cao and
                Kai Yu},
   journal   = {CoRR},
@@ -184,3 +265,4 @@ using the following BibTeX:
   eprint    = {2305.08144},
 }
 ```
+

open-world-set.tar.xz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:17dd14734e2e49661d71d8f63995b32810917e2ca26b11f94ec6051c6905eaaa
+size 118563144