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  1. LICENSE +2 -200
  2. Makefile +1 -0
  3. README.md +100 -12
  4. pyproject.toml +12 -2
  5. src/proxy_lite/environments/webbrowser.py +5 -2
LICENSE CHANGED
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+ Creative Commons Attribution-NonCommercial 4.0 International
 
 
2
 
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+ This work is licensed under the Creative Commons Attribution-NonCommercial 4.0 International License. To view a copy of this license, visit https://creativecommons.org/licenses/by-nc/4.0/ or send a letter to Creative Commons, PO Box 1866, Mountain View, CA 94042, USA.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Makefile CHANGED
@@ -1,6 +1,7 @@
1
  .PHONY: proxy
2
 
3
  proxy:
 
4
  uv venv --python 3.11 --python-preference managed
5
  uv sync
6
  uv pip install -e .
 
1
  .PHONY: proxy
2
 
3
  proxy:
4
+ pip install uv
5
  uv venv --python 3.11 --python-preference managed
6
  uv sync
7
  uv pip install -e .
README.md CHANGED
@@ -1,14 +1,46 @@
1
- ![Proxy-Lite Logo](assets/proxy-lite.png)
2
 
3
- A mini, open-weights version of our Proxy assistant.
4
 
5
- ![Proxy-Lite Demo](assets/demo.gif)
 
 
6
 
7
- ---
8
 
9
- ## Getting Started
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
10
 
11
- ### Installation
 
 
 
 
 
 
 
 
 
 
 
12
 
13
  Clone the repository:
14
 
@@ -25,6 +57,7 @@ make proxy
25
  Or do it manually:
26
 
27
  ```bash
 
28
  uv venv --python 3.11 --python-preference managed
29
  uv sync
30
  uv pip install -e .
@@ -32,22 +65,21 @@ playwright install
32
  ```
33
 
34
 
35
- ### Usage
36
 
37
  ```bash
38
  proxy --help
39
  ```
40
-
41
- You can directly run the proxy with:
42
 
43
  ```bash
44
  proxy "Book a table for 2 at an Italian restaurant in Kings Cross tonight at 7pm."
45
  ```
46
 
47
 
48
- ### Proxy-Lite Endpoint
49
 
50
- By default, Proxy-Lite will point to an endpoint set up on HuggingFace spaces. This is a demo endpoint and is not suitable for production use; it may be very slow when under heavy load.
51
 
52
  We recommend hosting your own endpoint with vLLM, you can use the following command:
53
 
@@ -59,7 +91,11 @@ vllm serve --model convergence-ai/proxy-lite-7b \
59
  --port 8008 \
60
  ```
61
 
62
- You can set the `api_base` to point to your local endpoint when calling Proxy-Lite:
 
 
 
 
63
 
64
  ```bash
65
  proxy --api-base http://localhost:8008/v1 "Book a table...
@@ -70,6 +106,58 @@ or by setting the environment variable:
70
  export PROXY_LITE_API_BASE=http://localhost:8008/v1
71
  ```
72
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
73
 
74
 
75
 
 
1
+ <div align="center">
2
 
3
+ <img src="assets/proxy-lite.png" alt="Proxy Lite logo" width="400" height="auto" style="margin-bottom: 20px;" />
4
 
5
+ <h2>
6
+ A mini, open-weights, version of our Proxy assistant.
7
+ </h2>
8
 
 
9
 
10
+ <!-- Badges -->
11
+ <p>
12
+ <a href="https://github.com/convergence-ai/proxy-lite/contributors">
13
+ <img src="https://img.shields.io/github/contributors/convergence-ai/proxy-lite" alt="contributors" />
14
+ </a>
15
+ <a href="">
16
+ <img src="https://img.shields.io/github/last-commit/convergence-ai/proxy-lite" alt="last update" />
17
+ </a>
18
+ <a href="https://github.com/convergence-ai/proxy-lite/network/members">
19
+ <img src="https://img.shields.io/github/forks/convergence-ai/proxy-lite" alt="forks" />
20
+ </a>
21
+ <a href="https://github.com/convergence-ai/proxy-lite/stargazers">
22
+ <img src="https://img.shields.io/github/stars/convergence-ai/proxy-lite" alt="stars" />
23
+ </a>
24
+ <a href="https://github.com/convergence-ai/proxy-lite/issues/">
25
+ <img src="https://img.shields.io/github/issues/convergence-ai/proxy-lite" alt="open issues" />
26
+ </a>
27
+ <a href="https://github.com/convergence-ai/proxy-lite/blob/master/LICENSE">
28
+ <img src="https://img.shields.io/github/license/convergence-ai/proxy-lite.svg" alt="license" />
29
+ </a>
30
+ </p>
31
 
32
+ </div>
33
+
34
+
35
+
36
+
37
+ <div align="center">
38
+ <img src="assets/demo.gif" alt="Proxy Lite Demo" />
39
+ </div>
40
+
41
+
42
+
43
+ ## Installation
44
 
45
  Clone the repository:
46
 
 
57
  Or do it manually:
58
 
59
  ```bash
60
+ pip install uv
61
  uv venv --python 3.11 --python-preference managed
62
  uv sync
63
  uv pip install -e .
 
65
  ```
66
 
67
 
68
+ ## Usage
69
 
70
  ```bash
71
  proxy --help
72
  ```
73
+ You can directly run Proxy Lite on a task with:
 
74
 
75
  ```bash
76
  proxy "Book a table for 2 at an Italian restaurant in Kings Cross tonight at 7pm."
77
  ```
78
 
79
 
80
+ ### Proxy Lite Endpoint
81
 
82
+ By default, Proxy Lite will point to an endpoint set up on HuggingFace spaces. This is a demo endpoint and is not suitable for production use; it may be very slow when under heavy load.
83
 
84
  We recommend hosting your own endpoint with vLLM, you can use the following command:
85
 
 
91
  --port 8008 \
92
  ```
93
 
94
+ The tool arguments are **very important** for parsing the tool calls from the model appropriately.
95
+
96
+ > **Important:** To run this, install vLLM and transformers with `uv sync --all-extras`. `Qwen-2.5-VL` Support in `transformers` is not yet available in the latest release so is done from source.
97
+
98
+ You can set the `api_base` to point to your local endpoint when calling Proxy Lite:
99
 
100
  ```bash
101
  proxy --api-base http://localhost:8008/v1 "Book a table...
 
106
  export PROXY_LITE_API_BASE=http://localhost:8008/v1
107
  ```
108
 
109
+ ### Scaffolding Proxy Lite in Python
110
+
111
+ We use the `RunnerConfig` to control the setup of the task.
112
+ The library is designed to be modular and extendable, you can easily swap the environment, solver, or agent.
113
+
114
+ Example:
115
+ ```python
116
+ import asyncio
117
+ from proxy_lite import Runner, RunnerConfig
118
+
119
+ config = RunnerConfig.from_dict(
120
+ {
121
+ "environment": {
122
+ "name": "webbrowser",
123
+ "homepage": "https://www.google.com",
124
+ "headless": True, # Don't show the browser
125
+ },
126
+ "solver": {
127
+ "name": "simple",
128
+ "agent": {
129
+ "name": "proxy_lite",
130
+ "client": {
131
+ "name": "convergence",
132
+ "model_id": "convergence-ai/proxy-lite",
133
+ "api_base": "https://convergence-ai-demo-api.hf.space/v1",
134
+ },
135
+ },
136
+ },
137
+ "max_steps": 50,
138
+ "action_timeout": 1800,
139
+ "environment_timeout": 1800,
140
+ "task_timeout": 18000,
141
+ "logger_level": "DEBUG",
142
+ },
143
+ )
144
+
145
+ proxy = Runner(config=config)
146
+ result = asyncio.run(
147
+ proxy.run("Book a table for 2 at an Italian restaurant in Kings Cross tonight at 7pm.")
148
+ )
149
+ ```
150
+
151
+ ### Webbrowser Environment
152
+
153
+ The `webbrowser` environment is a simple environment that uses the `playwright` library to navigate the web.
154
+
155
+ We launch a Chromium browser and navigate to the `homepage` provided in the `RunnerConfig`.
156
+
157
+ Actions in an environment are defined through available tool calls, which in the browser case are set as default in the `BrowserTool` class. This allows the model to click, type, etc. at relevant `mark_id` elements on the page. These elements are extracted using JavaScript injected into the page in order to make interaction easier for the models.
158
+
159
+ If you want to not use this set-of-marks approach, you can set the `no_pois_in_image` flag to `True`, and the `include_poi_text` flag to `False` in the `EnvironmentConfig`. This way the model will only see the original image, and not the annotated image with these points-of-interest (POIs). In this case, you would want to update the `BrowserTool` to interact with pixel coordinates instead of the `mark_id`s.
160
+
161
 
162
 
163
 
pyproject.toml CHANGED
@@ -8,20 +8,27 @@ dependencies = [
8
  "omegaconf>=2.3.0",
9
  "openai>=1.61.1",
10
  "opencv-python>=4.11.0.86",
 
11
  "playwright-stealth>=1.0.6",
12
  "playwright>=1.50.0",
13
  "pydantic>=2.10.6",
14
  "rich>=13.9.4",
15
  "setuptools>=75.8.0",
16
  "tenacity>=9.0.0",
17
- "torch>=2.6.0",
18
- "torchvision>=0.21.0",
19
  "streamlit>=1.40.2",
20
  ]
21
 
22
  [project.scripts]
23
  proxy = "proxy_lite.cli:main"
24
 
 
 
 
 
 
 
25
  [build-system]
26
  requires = ["setuptools"]
27
  build-backend = "setuptools.build_meta"
@@ -52,3 +59,6 @@ extend-immutable-calls = [
52
  "fastapi.params.Query",
53
  ]
54
 
 
 
 
 
8
  "omegaconf>=2.3.0",
9
  "openai>=1.61.1",
10
  "opencv-python>=4.11.0.86",
11
+ "opencv-python-headless>=4.11.0.86",
12
  "playwright-stealth>=1.0.6",
13
  "playwright>=1.50.0",
14
  "pydantic>=2.10.6",
15
  "rich>=13.9.4",
16
  "setuptools>=75.8.0",
17
  "tenacity>=9.0.0",
18
+ "torch>=2.5.1",
19
+ "torchvision>=0.20.1",
20
  "streamlit>=1.40.2",
21
  ]
22
 
23
  [project.scripts]
24
  proxy = "proxy_lite.cli:main"
25
 
26
+ [project.optional-dependencies]
27
+ serving = [
28
+ "transformers",
29
+ "vllm==0.7.2",
30
+ ]
31
+
32
  [build-system]
33
  requires = ["setuptools"]
34
  build-backend = "setuptools.build_meta"
 
59
  "fastapi.params.Query",
60
  ]
61
 
62
+ [tool.uv.sources]
63
+ transformers = { git = "https://github.com/huggingface/transformers.git", rev = "336dc69d63d56f232a183a3e7f52790429b871ef" }
64
+
src/proxy_lite/environments/webbrowser.py CHANGED
@@ -28,6 +28,7 @@ class WebBrowserEnvironmentConfig(BaseEnvironmentConfig):
28
  browserbase_timeout: int = 7200
29
  headless: bool = True
30
  keep_original_image: bool = False
 
31
 
32
 
33
  @Environments.register_environment("webbrowser")
@@ -78,8 +79,10 @@ class WebBrowserEnvironment(BaseEnvironment):
78
  original_img, annotated_img = await self.browser.screenshot(
79
  delay=self.config.screenshot_delay,
80
  )
81
-
82
- base64_image = base64.b64encode(annotated_img).decode("utf-8")
 
 
83
 
84
  html_content = await self.browser.current_page.content() if self.config.include_html else None
85
 
 
28
  browserbase_timeout: int = 7200
29
  headless: bool = True
30
  keep_original_image: bool = False
31
+ no_pois_in_image: bool = False
32
 
33
 
34
  @Environments.register_environment("webbrowser")
 
79
  original_img, annotated_img = await self.browser.screenshot(
80
  delay=self.config.screenshot_delay,
81
  )
82
+ if self.config.no_pois_in_image:
83
+ base64_image = base64.b64encode(original_img).decode("utf-8")
84
+ else:
85
+ base64_image = base64.b64encode(annotated_img).decode("utf-8")
86
 
87
  html_content = await self.browser.current_page.content() if self.config.include_html else None
88