Rahatara commited on
Commit
80da2d2
1 Parent(s): 0c43aa5

Create app.py

Browse files
Files changed (1) hide show
  1. app.py +96 -0
app.py ADDED
@@ -0,0 +1,96 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import os
2
+ import time
3
+ from typing import List, Tuple, Optional
4
+
5
+ import google.generativeai as genai
6
+ import gradio as gr
7
+ from PIL import Image
8
+
9
+ print("google-generativeai:", genai.__version__)
10
+
11
+ GOOGLE_API_KEY = os.environ.get("GOOGLE_API_KEY")
12
+
13
+ TITLE = """<h1 align="center">👗 Gemini Personal Stylist Chatbot 🛍️</h1>"""
14
+ SUBTITLE = """<h2 align="center">Chat with Your Personal Stylist using Gemini Vision Pro 🖼️</h2>"""
15
+
16
+ IMAGE_WIDTH = 512
17
+
18
+ def preprocess_image(image: Image.Image) -> Image.Image:
19
+ image_height = int(image.height * IMAGE_WIDTH / image.width)
20
+ return image.resize((IMAGE_WIDTH, image_height))
21
+
22
+ def user(text_prompt: str, chatbot: List[Tuple[str, str]]):
23
+ return "", chatbot + [[text_prompt, None]]
24
+
25
+ def bot(
26
+ google_key: str,
27
+ image_prompt: Optional[Image.Image],
28
+ text_prompt: str,
29
+ chatbot: List[Tuple[str, str]]
30
+ ):
31
+ google_key = google_key or GOOGLE_API_KEY
32
+ if not google_key:
33
+ raise ValueError("GOOGLE_API_KEY is not set. Please set it up.")
34
+
35
+ genai.configure(api_key=google_key)
36
+ instructions = "Instructions: Consider the following image and provide styling advice:"
37
+ images_with_prompt = [text_prompt, instructions] + [preprocess_image(image_prompt)]
38
+
39
+ model = genai.GenerativeModel('gemini-pro-vision')
40
+ response = model.generate_content(images_with_prompt, stream=True)
41
+ response.resolve()
42
+
43
+ chatbot[-1][1] = ""
44
+ for chunk in response:
45
+ for i in range(0, len(chunk.text), 10):
46
+ chatbot[-1][1] += chunk.text[i:i + 10]
47
+ time.sleep(0.01)
48
+ yield chatbot
49
+
50
+ google_key_component = gr.Textbox(
51
+ label="GOOGLE API KEY",
52
+ type="password",
53
+ placeholder="Enter your Google API Key",
54
+ visible=GOOGLE_API_KEY is None
55
+ )
56
+
57
+ image_prompt_component = gr.Image(type="pil", label="Upload Image")
58
+ chatbot_component = gr.Chatbot(label='Gemini Personal Stylist')
59
+ text_prompt_component = gr.Textbox(
60
+ placeholder="Describe your style needs",
61
+ label="Enter your prompt and press Enter"
62
+ )
63
+ run_button_component = gr.Button("Ask Stylist")
64
+
65
+ user_inputs = [text_prompt_component, chatbot_component]
66
+ bot_inputs = [google_key_component, image_prompt_component, text_prompt_component, chatbot_component]
67
+
68
+ with gr.Blocks() as demo:
69
+ gr.HTML(TITLE)
70
+ gr.HTML(SUBTITLE)
71
+ with gr.Column():
72
+ google_key_component.render()
73
+ image_prompt_component.render()
74
+ chatbot_component.render()
75
+ text_prompt_component.render()
76
+ run_button_component.render()
77
+
78
+ run_button_component.click(
79
+ fn=user,
80
+ inputs=user_inputs,
81
+ outputs=[text_prompt_component, chatbot_component],
82
+ queue=False
83
+ ).then(
84
+ fn=bot, inputs=bot_inputs, outputs=[chatbot_component]
85
+ )
86
+
87
+ text_prompt_component.submit(
88
+ fn=user,
89
+ inputs=user_inputs,
90
+ outputs=[text_prompt_component, chatbot_component],
91
+ queue=False
92
+ ).then(
93
+ fn=bot, inputs=bot_inputs, outputs=[chatbot_component]
94
+ )
95
+
96
+ demo.launch()