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·
ad1e2c5
1
Parent(s):
13ffe23
init
Browse files- .gitattributes +19 -0
- README.md +7 -7
- app.py +290 -0
- examples/accweather.jpg +3 -0
- examples/amazon.jpg +3 -0
- examples/apple_music.png +3 -0
- examples/arxiv.jpg +3 -0
- examples/finder.png +3 -0
- examples/football_live.png +3 -0
- examples/health.jpg +3 -0
- examples/ios_setting.png +3 -0
- examples/map.png +3 -0
- examples/paint_3d.png +3 -0
- examples/safari_google.png +3 -0
- examples/semantic.jpg +3 -0
- examples/solitaire.png +3 -0
- examples/wallet.png +3 -0
- examples/weather_ui.png +3 -0
- examples/web_forum.png +3 -0
- examples/web_shopping.png +3 -0
- examples/windows_panel.png +3 -0
- examples/word.png +3 -0
- requirements.txt +3 -0
.gitattributes
CHANGED
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@@ -33,3 +33,22 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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+
examples/amazon.jpg filter=lfs diff=lfs merge=lfs -text
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examples/arxiv.jpg filter=lfs diff=lfs merge=lfs -text
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examples/health.jpg filter=lfs diff=lfs merge=lfs -text
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examples/semantic.jpg filter=lfs diff=lfs merge=lfs -text
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examples/accweather.jpg filter=lfs diff=lfs merge=lfs -text
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examples/apple_music.png filter=lfs diff=lfs merge=lfs -text
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examples/safari_google.png filter=lfs diff=lfs merge=lfs -text
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examples/weather_ui.png filter=lfs diff=lfs merge=lfs -text
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examples/word.png filter=lfs diff=lfs merge=lfs -text
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examples/ios_setting.png filter=lfs diff=lfs merge=lfs -text
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examples/map.png filter=lfs diff=lfs merge=lfs -text
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examples/paint_3d.png filter=lfs diff=lfs merge=lfs -text
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examples/web_shopping.png filter=lfs diff=lfs merge=lfs -text
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examples/finder.png filter=lfs diff=lfs merge=lfs -text
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examples/football_live.png filter=lfs diff=lfs merge=lfs -text
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examples/solitaire.png filter=lfs diff=lfs merge=lfs -text
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examples/wallet.png filter=lfs diff=lfs merge=lfs -text
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examples/web_forum.png filter=lfs diff=lfs merge=lfs -text
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examples/windows_panel.png filter=lfs diff=lfs merge=lfs -text
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README.md
CHANGED
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@@ -1,13 +1,13 @@
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| 1 |
---
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-
title: UI
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emoji:
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-
colorFrom:
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colorTo:
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sdk: gradio
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sdk_version:
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app_file: app.py
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pinned: false
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license:
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---
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-
Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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---
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title: UI-TARS
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emoji: 🌖
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colorFrom: blue
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colorTo: red
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sdk: gradio
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sdk_version: 4.41.0
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app_file: app.py
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pinned: false
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license: other
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---
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+
Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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app.py
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+
import base64
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+
import json
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| 3 |
+
import ast
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import os
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+
import re
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import io
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+
import math
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import gradio as gr
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| 9 |
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import oss2
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from oss2.credentials import EnvironmentVariableCredentialsProvider
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| 11 |
+
from openai import OpenAI
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| 12 |
+
from datetime import datetime
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| 13 |
+
from PIL import ImageDraw
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| 14 |
+
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| 15 |
+
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+
# Define constants
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| 17 |
+
DESCRIPTION = "[UI-TARS](https://github.com/bytedance/UI-TARS)"
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+
client = OpenAI(
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| 19 |
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base_url=os.environ.get("ENDPOINT_URL"),
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api_key=os.environ.get("API_KEY")
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)
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+
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+
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+
prompt = "Output only the coordinate of one box in your response. "
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+
auth = oss2.ProviderAuthV4(EnvironmentVariableCredentialsProvider())
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+
endpoint = 'oss-us-east-1.aliyuncs.com'
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region = "us-east-1"
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bucket = os.environ.get("BUCKET")
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bucket = oss2.Bucket(auth, endpoint, bucket, region=region)
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+
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+
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| 32 |
+
def draw_point_area(image, point):
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| 33 |
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radius = min(image.width, image.height) // 15
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x, y = round(point[0]/1000 * image.width), round(point[1]/1000 * image.height)
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ImageDraw.Draw(image).ellipse((x - radius, y - radius, x + radius, y + radius), outline='red', width=2)
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ImageDraw.Draw(image).ellipse((x - 2, y - 2, x + 2, y + 2), fill='red')
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return image
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+
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| 39 |
+
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+
def resize_image(image):
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| 41 |
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max_pixels = 6000 * 28 * 28
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| 42 |
+
if image.width * image.height > max_pixels:
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max_pixels = 2700 * 28 * 28
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| 44 |
+
else:
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+
max_pixels = 1340 * 28 * 28
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+
resize_factor = math.sqrt(max_pixels / (image.width * image.height))
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+
width, height = int(image.width * resize_factor), int(image.height * resize_factor)
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+
image = image.resize((width, height))
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+
return image
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| 50 |
+
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| 51 |
+
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+
def upload_images(session_id, image, result_image, query):
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img_path = f"{session_id}.png"
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result_img_path = f"{session_id}-draw.png"
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metadata = dict(
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query=query,
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resize_image=img_path,
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result_image=result_img_path,
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session_id=session_id
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)
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img_bytes = io.BytesIO()
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image.save(img_bytes, format="png")
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img_bytes = img_bytes.getvalue()
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bucket.put_object(img_path, img_bytes)
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| 65 |
+
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rst_img_bytes = io.BytesIO()
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result_image.save(rst_img_bytes, format="png")
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rst_img_bytes = rst_img_bytes.getvalue()
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bucket.put_object(result_img_path, rst_img_bytes)
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bucket.put_object(f"{session_id}.json", json.dumps(metadata))
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print("end upload images")
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| 72 |
+
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| 73 |
+
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| 74 |
+
def run_ui(image, query, session_id, is_example_image):
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| 75 |
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click_xy = None
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| 76 |
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images_during_iterations = [] # List to store images at each step
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| 77 |
+
width, height = image.width, image.height
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| 78 |
+
image = resize_image(image)
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| 79 |
+
bytes = io.BytesIO()
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| 80 |
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image.save(bytes, format="png")
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| 81 |
+
base64_image = base64.standard_b64encode(bytes.getvalue()).decode("utf-8")
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| 82 |
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messages = [
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| 83 |
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{
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| 84 |
+
"role": "user",
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| 85 |
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"content": [
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| 86 |
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{"type": "image_url", "image_url": {"url": f"data:image/png;base64,{base64_image}"}},
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| 87 |
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{"type": "text", "text": prompt + query},
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| 88 |
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],
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| 89 |
+
}
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| 90 |
+
]
|
| 91 |
+
response = client.chat.completions.create(model="tgi", messages=messages, temperature=1.0, top_p=0.7, max_tokens=128, frequency_penalty=1, stream=False)
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| 92 |
+
output_text = response.choices[0].message.content
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| 93 |
+
pattern = r"\((\d+,\d+)\)"
|
| 94 |
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match = re.search(pattern, output_text)
|
| 95 |
+
if match:
|
| 96 |
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coordinates = match.group(1)
|
| 97 |
+
click_xy = ast.literal_eval(coordinates)
|
| 98 |
+
result_image = draw_point_area(image, click_xy)
|
| 99 |
+
images_during_iterations.append(result_image)
|
| 100 |
+
click_xy = round(click_xy[0]/1000 * width), round(click_xy[1]/1000 * height)
|
| 101 |
+
# TODO: async
|
| 102 |
+
if is_example_image == "False":
|
| 103 |
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upload_images(session_id, image, result_image, query)
|
| 104 |
+
|
| 105 |
+
return images_during_iterations, str(click_xy)
|
| 106 |
+
|
| 107 |
+
|
| 108 |
+
def update_vote(vote_type, image, click_image, prompt, is_example):
|
| 109 |
+
"""upload bad cases to somewhere"""
|
| 110 |
+
if vote_type == "upvote":
|
| 111 |
+
return "Everything good"
|
| 112 |
+
|
| 113 |
+
if is_example == "True":
|
| 114 |
+
return "Do nothing for example"
|
| 115 |
+
click_img_path = click_image[0] # webp format
|
| 116 |
+
image.size
|
| 117 |
+
# TODO: upload to some where
|
| 118 |
+
return f"Thank you for your feedback!"
|
| 119 |
+
|
| 120 |
+
|
| 121 |
+
examples = [
|
| 122 |
+
["./examples/solitaire.png", "Play the solitaire collection", True],
|
| 123 |
+
["./examples/weather_ui.png", "Open map", True],
|
| 124 |
+
["./examples/football_live.png", "click team 1 win", True],
|
| 125 |
+
["./examples/windows_panel.png", "switch to documents", True],
|
| 126 |
+
["./examples/paint_3d.png", "rotate left", True],
|
| 127 |
+
["./examples/finder.png", "view files from airdrop", True],
|
| 128 |
+
["./examples/amazon.jpg", "Search bar at the top of the page", True],
|
| 129 |
+
["./examples/semantic.jpg", "Home", True],
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| 130 |
+
["./examples/accweather.jpg", "Select May", True],
|
| 131 |
+
["./examples/arxiv.jpg", "Home", True],
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| 132 |
+
["./examples/health.jpg", "text labeled by 2023/11/26", True],
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| 133 |
+
["./examples/ios_setting.png", "Turn off Do not disturb.", True],
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| 134 |
+
]
|
| 135 |
+
|
| 136 |
+
|
| 137 |
+
|
| 138 |
+
title_markdown = ("""
|
| 139 |
+
# UI-TARS Pioneering Automated GUI Interaction with Native Agents
|
| 140 |
+
[[🤗Model](https://huggingface.co/bytedance-research/UI-TARS-7B-SFT)] [[⌨️Code](https://github.com/bytedance/UI-TARS)] [[📑Paper](https://github.com/bytedance/UI-TARS/blob/main/UI_TARS_paper.pdf)] [🏄[Midscene (Browser Automation)](https://github.com/web-infra-dev/Midscene)] [🫨[Discord](https://discord.gg/txAE43ps)]
|
| 141 |
+
""")
|
| 142 |
+
|
| 143 |
+
|
| 144 |
+
tos_markdown = ("""
|
| 145 |
+
### Terms of use
|
| 146 |
+
This demo is governed by the original license of UI-TARS. We strongly advise users not to knowingly generate or allow others to knowingly generate harmful content, including hate speech, violence, pornography, deception, etc. (注:本演示受UI-TARS的许可协议限制。我们强烈建议,用户不应传播及不应允许他人传播以下内容,包括但不限于仇恨言论、暴力、色情、欺诈相关的有害信息。)
|
| 147 |
+
""")
|
| 148 |
+
|
| 149 |
+
|
| 150 |
+
learn_more_markdown = ("""
|
| 151 |
+
### License
|
| 152 |
+
Apache License 2.0
|
| 153 |
+
""")
|
| 154 |
+
|
| 155 |
+
|
| 156 |
+
code_adapt_markdown = ("""
|
| 157 |
+
### Acknowledgments
|
| 158 |
+
The app code is modified from [ShowUI](https://huggingface.co/spaces/showlab/ShowUI)
|
| 159 |
+
""")
|
| 160 |
+
|
| 161 |
+
|
| 162 |
+
block_css = """
|
| 163 |
+
#buttons button {
|
| 164 |
+
min-width: min(120px,100%);
|
| 165 |
+
}
|
| 166 |
+
|
| 167 |
+
#chatbot img {
|
| 168 |
+
max-width: 80%;
|
| 169 |
+
max-height: 80vh;
|
| 170 |
+
width: auto;
|
| 171 |
+
height: auto;
|
| 172 |
+
object-fit: contain;
|
| 173 |
+
}
|
| 174 |
+
"""
|
| 175 |
+
|
| 176 |
+
|
| 177 |
+
def build_demo():
|
| 178 |
+
with gr.Blocks(title="UI-TARS Demo", theme=gr.themes.Default(), css=block_css) as demo:
|
| 179 |
+
state_session_id = gr.State(value=None)
|
| 180 |
+
gr.Markdown(title_markdown)
|
| 181 |
+
|
| 182 |
+
|
| 183 |
+
with gr.Row():
|
| 184 |
+
with gr.Column(scale=3):
|
| 185 |
+
imagebox = gr.Image(type="pil", label="Input Screenshot")
|
| 186 |
+
|
| 187 |
+
textbox = gr.Textbox(
|
| 188 |
+
show_label=True,
|
| 189 |
+
placeholder="Enter an instruction and press Submit",
|
| 190 |
+
label="Instruction",
|
| 191 |
+
)
|
| 192 |
+
submit_btn = gr.Button(value="Submit", variant="primary")
|
| 193 |
+
|
| 194 |
+
with gr.Column(scale=6):
|
| 195 |
+
output_gallery = gr.Gallery(label="Output with click", object_fit="contain", preview=True)
|
| 196 |
+
# output_gallery = gr.Gallery(label="Iterative Refinement")
|
| 197 |
+
gr.HTML(
|
| 198 |
+
"""
|
| 199 |
+
<p><strong>Notice:</strong> The <span style="color: red;">red point</span> with a circle on the output image represents the predicted coordinates for a click.</p>
|
| 200 |
+
"""
|
| 201 |
+
)
|
| 202 |
+
with gr.Row():
|
| 203 |
+
output_coords = gr.Textbox(label="Final Coordinates")
|
| 204 |
+
image_size = gr.Textbox(label="Image Size")
|
| 205 |
+
|
| 206 |
+
gr.HTML(
|
| 207 |
+
"""
|
| 208 |
+
<p><strong>Expected result or not? help us improve! ⬇️</strong></p>
|
| 209 |
+
"""
|
| 210 |
+
)
|
| 211 |
+
with gr.Row(elem_id="action-buttons", equal_height=True):
|
| 212 |
+
upvote_btn = gr.Button(value="👍 Looks good!", variant="secondary")
|
| 213 |
+
downvote_btn = gr.Button(value="👎 Wrong coordinates!", variant="secondary")
|
| 214 |
+
clear_btn = gr.Button(value="🗑️ Clear", interactive=True)
|
| 215 |
+
|
| 216 |
+
with gr.Column(scale=3):
|
| 217 |
+
gr.Examples(
|
| 218 |
+
examples=[[e[0], e[1]] for e in examples],
|
| 219 |
+
inputs=[imagebox, textbox],
|
| 220 |
+
outputs=[textbox], # Only update the query textbox
|
| 221 |
+
examples_per_page=3,
|
| 222 |
+
)
|
| 223 |
+
|
| 224 |
+
is_example_dropdown = gr.Dropdown(
|
| 225 |
+
choices=["True", "False"],
|
| 226 |
+
value="False",
|
| 227 |
+
visible=False,
|
| 228 |
+
label="Is Example Image",
|
| 229 |
+
)
|
| 230 |
+
|
| 231 |
+
def set_is_example(query):
|
| 232 |
+
for _, example_query, is_example in examples:
|
| 233 |
+
if query.strip() == example_query.strip():
|
| 234 |
+
return str(is_example) # Return as string for Dropdown compatibility
|
| 235 |
+
return "False"
|
| 236 |
+
|
| 237 |
+
textbox.change(
|
| 238 |
+
set_is_example,
|
| 239 |
+
inputs=[textbox],
|
| 240 |
+
outputs=[is_example_dropdown],
|
| 241 |
+
)
|
| 242 |
+
|
| 243 |
+
def on_submit(image, query, is_example_image):
|
| 244 |
+
if image is None:
|
| 245 |
+
raise ValueError("No image provided. Please upload an image before submitting.")
|
| 246 |
+
|
| 247 |
+
session_id = datetime.now().strftime("%Y%m%d_%H%M%S")
|
| 248 |
+
images_during_iterations, click_coords = run_ui(image, query, session_id, is_example_image)
|
| 249 |
+
return images_during_iterations, click_coords, session_id, f"{image.width}x{image.height}"
|
| 250 |
+
|
| 251 |
+
submit_btn.click(
|
| 252 |
+
on_submit,
|
| 253 |
+
[imagebox, textbox, is_example_dropdown],
|
| 254 |
+
[output_gallery, output_coords, state_session_id, image_size],
|
| 255 |
+
)
|
| 256 |
+
|
| 257 |
+
clear_btn.click(
|
| 258 |
+
lambda: (None, None, None, None, None, None),
|
| 259 |
+
inputs=None,
|
| 260 |
+
outputs=[imagebox, textbox, output_gallery, output_coords, state_session_id, image_size],
|
| 261 |
+
queue=False
|
| 262 |
+
)
|
| 263 |
+
|
| 264 |
+
upvote_btn.click(
|
| 265 |
+
lambda image, click_image, prompt, is_example: update_vote("upvote", image, click_image, prompt, is_example),
|
| 266 |
+
inputs=[imagebox, output_gallery, textbox, is_example_dropdown],
|
| 267 |
+
outputs=[],
|
| 268 |
+
queue=False
|
| 269 |
+
)
|
| 270 |
+
|
| 271 |
+
downvote_btn.click(
|
| 272 |
+
lambda image, click_image, prompt, is_example: update_vote("downvote", image, click_image, prompt, is_example),
|
| 273 |
+
inputs=[imagebox, output_gallery, textbox, is_example_dropdown],
|
| 274 |
+
outputs=[],
|
| 275 |
+
queue=False
|
| 276 |
+
)
|
| 277 |
+
|
| 278 |
+
gr.Markdown(tos_markdown)
|
| 279 |
+
gr.Markdown(learn_more_markdown)
|
| 280 |
+
gr.Markdown(code_adapt_markdown)
|
| 281 |
+
|
| 282 |
+
return demo
|
| 283 |
+
|
| 284 |
+
if __name__ == "__main__":
|
| 285 |
+
demo = build_demo()
|
| 286 |
+
demo.queue(api_open=False).launch(
|
| 287 |
+
server_name="0.0.0.0",
|
| 288 |
+
server_port=7860,
|
| 289 |
+
debug=True,
|
| 290 |
+
)
|
examples/accweather.jpg
ADDED
|
Git LFS Details
|
examples/amazon.jpg
ADDED
|
Git LFS Details
|
examples/apple_music.png
ADDED
|
Git LFS Details
|
examples/arxiv.jpg
ADDED
|
Git LFS Details
|
examples/finder.png
ADDED
|
Git LFS Details
|
examples/football_live.png
ADDED
|
Git LFS Details
|
examples/health.jpg
ADDED
|
Git LFS Details
|
examples/ios_setting.png
ADDED
|
Git LFS Details
|
examples/map.png
ADDED
|
Git LFS Details
|
examples/paint_3d.png
ADDED
|
Git LFS Details
|
examples/safari_google.png
ADDED
|
Git LFS Details
|
examples/semantic.jpg
ADDED
|
Git LFS Details
|
examples/solitaire.png
ADDED
|
Git LFS Details
|
examples/wallet.png
ADDED
|
Git LFS Details
|
examples/weather_ui.png
ADDED
|
Git LFS Details
|
examples/web_forum.png
ADDED
|
Git LFS Details
|
examples/web_shopping.png
ADDED
|
Git LFS Details
|
examples/windows_panel.png
ADDED
|
Git LFS Details
|
examples/word.png
ADDED
|
Git LFS Details
|
requirements.txt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
openai==1.59.3
|
| 2 |
+
gradio==4.44.1
|
| 3 |
+
oss2==2.19.1
|