littlebird13 commited on
Commit
a99513a
1 Parent(s): c579c5e

Update app.py

Browse files
Files changed (1) hide show
  1. app.py +89 -35
app.py CHANGED
@@ -7,11 +7,15 @@ from pathlib import Path
7
  import secrets
8
  import dashscope
9
  from dashscope import MultiModalConversation, Generation
 
10
 
 
 
11
  YOUR_API_TOKEN = os.getenv('YOUR_API_TOKEN')
12
  dashscope.api_key = YOUR_API_TOKEN
13
  math_messages = []
14
- def process_image(image):
 
15
  global math_messages
16
  math_messages = [] # reset when upload image
17
  uploaded_file_dir = os.environ.get("GRADIO_TEMP_DIR") or str(
@@ -19,12 +23,17 @@ def process_image(image):
19
  )
20
  os.makedirs(uploaded_file_dir, exist_ok=True)
21
 
 
22
  name = f"tmp{secrets.token_hex(20)}.jpg"
23
  filename = os.path.join(uploaded_file_dir, name)
 
 
 
 
 
24
  image.save(filename)
25
-
26
 
27
- # Use qwen-vl-max-0809 for OCR
28
  messages = [{
29
  'role': 'system',
30
  'content': [{'text': 'You are a helpful assistant.'}]
@@ -38,6 +47,7 @@ def process_image(image):
38
 
39
  response = MultiModalConversation.call(model='qwen-vl-max-0809', messages=messages)
40
 
 
41
  os.remove(filename)
42
 
43
  return response.output.choices[0]["message"]["content"]
@@ -46,7 +56,7 @@ def get_math_response(image_description, user_question):
46
  global math_messages
47
  if not math_messages:
48
  math_messages.append({'role': 'system', 'content': 'You are a helpful math assistant.'})
49
- math_messages = math_messages[:1] + math_messages[1:][-4:]
50
  if image_description is not None:
51
  content = f'Image description: {image_description}\n\n'
52
  else:
@@ -72,11 +82,18 @@ def get_math_response(image_description, user_question):
72
  math_messages.append({'role': 'assistant', 'content': answer})
73
 
74
 
75
- def math_chat_bot(image, question):
76
- if image is not None:
77
- image_description = process_image(image)
78
- else:
79
- image_description = None
 
 
 
 
 
 
 
80
  yield from get_math_response(image_description, question)
81
 
82
  css = """
@@ -85,31 +102,68 @@ css = """
85
  #qwen-md .katex-display>.katex>.katex-html { display: inline; }
86
  """
87
 
88
- # Create interface
89
- iface = gr.Interface(
90
- css=css,
91
- fn=math_chat_bot,
92
- inputs=[
93
- gr.Image(type="pil", label="upload image"),
94
- gr.Textbox(label="input your question")
95
- ],
96
- outputs=gr.Markdown(label="answer", latex_delimiters=[
97
- {"left": "\\(", "right": "\\)", "display": True},
98
- {"left": "\\begin\{equation\}", "right": "\\end\{equation\}", "display": True},
99
- {"left": "\\begin\{align\}", "right": "\\end\{align\}", "display": True},
100
- {"left": "\\begin\{alignat\}", "right": "\\end\{alignat\}", "display": True},
101
- {"left": "\\begin\{gather\}", "right": "\\end\{gather\}", "display": True},
102
- {"left": "\\begin\{CD\}", "right": "\\end\{CD\}", "display": True},
103
- {"left": "\\[", "right": "\\]", "display": True}
104
- ], elem_id="qwen-md"),
105
- # title="📖 Qwen2 Math Demo",
106
- allow_flagging='never',
107
- description="""\
108
  <p align="center"><img src="https://modelscope.oss-cn-beijing.aliyuncs.com/resource/qwen.png" style="height: 60px"/><p>"""
109
- """<center><font size=8>📖 Qwen2 Math Demo</center>"""
110
- """\
111
  <center><font size=3>This WebUI is based on Qwen2-VL for OCR and Qwen2-Math for mathematical reasoning. You can input either images or texts of mathematical or arithmetic problems.</center>"""
112
- )
113
-
114
- # Launch gradio application
115
- iface.launch()
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7
  import secrets
8
  import dashscope
9
  from dashscope import MultiModalConversation, Generation
10
+ from PIL import Image
11
 
12
+
13
+ # 设置API密钥
14
  YOUR_API_TOKEN = os.getenv('YOUR_API_TOKEN')
15
  dashscope.api_key = YOUR_API_TOKEN
16
  math_messages = []
17
+ def process_image(image, shouldConvert):
18
+ # 获取上传文件的目录
19
  global math_messages
20
  math_messages = [] # reset when upload image
21
  uploaded_file_dir = os.environ.get("GRADIO_TEMP_DIR") or str(
 
23
  )
24
  os.makedirs(uploaded_file_dir, exist_ok=True)
25
 
26
+ # 创建临时文件路径
27
  name = f"tmp{secrets.token_hex(20)}.jpg"
28
  filename = os.path.join(uploaded_file_dir, name)
29
+ # 保存上传的图片
30
+ if shouldConvert:
31
+ new_img = Image.new('RGB', size=(image.width, image.height), color=(255, 255, 255))
32
+ new_img.paste(image, (0, 0), mask=image)
33
+ image = new_img
34
  image.save(filename)
 
35
 
36
+ # 调用qwen-vl-max-0809模型处理图片
37
  messages = [{
38
  'role': 'system',
39
  'content': [{'text': 'You are a helpful assistant.'}]
 
47
 
48
  response = MultiModalConversation.call(model='qwen-vl-max-0809', messages=messages)
49
 
50
+ # 清理临时文件
51
  os.remove(filename)
52
 
53
  return response.output.choices[0]["message"]["content"]
 
56
  global math_messages
57
  if not math_messages:
58
  math_messages.append({'role': 'system', 'content': 'You are a helpful math assistant.'})
59
+ math_messages = math_messages[:1]
60
  if image_description is not None:
61
  content = f'Image description: {image_description}\n\n'
62
  else:
 
82
  math_messages.append({'role': 'assistant', 'content': answer})
83
 
84
 
85
+ def math_chat_bot(image, sketchpad, question, state):
86
+ current_tab_index = state["tab_index"]
87
+ image_description = None
88
+ # Upload
89
+ if current_tab_index == 0:
90
+ if image is not None:
91
+ image_description = process_image(image)
92
+ # Sketch
93
+ elif current_tab_index == 1:
94
+ print(sketchpad)
95
+ if sketchpad and sketchpad["composite"]:
96
+ image_description = process_image(sketchpad["composite"], True)
97
  yield from get_math_response(image_description, question)
98
 
99
  css = """
 
102
  #qwen-md .katex-display>.katex>.katex-html { display: inline; }
103
  """
104
 
105
+ def tabs_select(e: gr.SelectData, _state):
106
+ _state["tab_index"] = e.index
107
+
108
+
109
+ # 创建Gradio接口
110
+ with gr.Blocks(css=css) as demo:
111
+ gr.HTML("""\
 
 
 
 
 
 
 
 
 
 
 
 
 
112
  <p align="center"><img src="https://modelscope.oss-cn-beijing.aliyuncs.com/resource/qwen.png" style="height: 60px"/><p>"""
113
+ """<center><font size=8>📖 千问数学解题机器人</center>"""
114
+ """\
115
  <center><font size=3>This WebUI is based on Qwen2-VL for OCR and Qwen2-Math for mathematical reasoning. You can input either images or texts of mathematical or arithmetic problems.</center>"""
116
+ )
117
+ state = gr.State({"tab_index": 0})
118
+ with gr.Row():
119
+ with gr.Column():
120
+ with gr.Tabs() as input_tabs:
121
+ with gr.Tab("Upload"):
122
+ input_image = gr.Image(type="pil", label="Upload"),
123
+ with gr.Tab("Sketch"):
124
+ input_sketchpad = gr.Sketchpad(type="pil", label="Sketch", layers=False)
125
+ input_tabs.select(fn=tabs_select, inputs=[state])
126
+ input_text = gr.Textbox(label="input your question")
127
+ with gr.Row():
128
+ with gr.Column():
129
+ clear_btn = gr.ClearButton(
130
+ [*input_image, input_sketchpad, input_text])
131
+ with gr.Column():
132
+ submit_btn = gr.Button("Submit", variant="primary")
133
+ with gr.Column():
134
+ output_md = gr.Markdown(label="answer",
135
+ latex_delimiters=[{
136
+ "left": "\\(",
137
+ "right": "\\)",
138
+ "display": True
139
+ }, {
140
+ "left": "\\begin\{equation\}",
141
+ "right": "\\end\{equation\}",
142
+ "display": True
143
+ }, {
144
+ "left": "\\begin\{align\}",
145
+ "right": "\\end\{align\}",
146
+ "display": True
147
+ }, {
148
+ "left": "\\begin\{alignat\}",
149
+ "right": "\\end\{alignat\}",
150
+ "display": True
151
+ }, {
152
+ "left": "\\begin\{gather\}",
153
+ "right": "\\end\{gather\}",
154
+ "display": True
155
+ }, {
156
+ "left": "\\begin\{CD\}",
157
+ "right": "\\end\{CD\}",
158
+ "display": True
159
+ }, {
160
+ "left": "\\[",
161
+ "right": "\\]",
162
+ "display": True
163
+ }],
164
+ elem_id="qwen-md")
165
+ submit_btn.click(
166
+ fn=math_chat_bot,
167
+ inputs=[*input_image, input_sketchpad, input_text, state],
168
+ outputs=output_md)
169
+ demo.launch()