shukdevdatta123 commited on
Commit
a7b4db3
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1 Parent(s): 892bcef

Update app.py

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Files changed (1) hide show
  1. app.py +64 -60
app.py CHANGED
@@ -3,24 +3,24 @@ import openai
3
  import fitz # PyMuPDF for PDF processing
4
  import base64
5
 
6
- # Variable to store API key
7
  api_key = ""
8
 
9
- # Function to update API key
10
  def set_api_key(key):
11
  global api_key
12
  api_key = key
13
  return "API Key Set Successfully!"
14
 
15
- # Function to interact with OpenAI API
16
  def query_openai(messages, temperature, top_p, max_output_tokens):
17
  if not api_key:
18
- return "Please enter your OpenAI API key first."
19
 
20
  try:
21
- openai.api_key = api_key # Set API key dynamically
22
 
23
- # Ensure numeric values for OpenAI parameters
24
  temperature = float(temperature) if temperature else 1.0
25
  top_p = float(top_p) if top_p else 1.0
26
  max_output_tokens = int(max_output_tokens) if max_output_tokens else 2048
@@ -32,35 +32,37 @@ def query_openai(messages, temperature, top_p, max_output_tokens):
32
  top_p=top_p,
33
  max_tokens=max_output_tokens
34
  )
35
- return response["choices"][0]["message"]["content"]
 
 
 
 
36
  except Exception as e:
37
- return f"Error: {str(e)}"
38
 
39
- # Function to process image URL input
40
- def image_url_chat(image_url, text_query, temperature, top_p, max_output_tokens):
41
  if not image_url or not text_query:
42
- return "Please provide an image URL and a query."
43
-
44
- messages = [
45
- {"role": "user", "content": [
46
- {"type": "image_url", "image_url": {"url": image_url}}, # Corrected format
47
- {"type": "text", "text": text_query}
48
- ]}
49
- ]
50
  return query_openai(messages, temperature, top_p, max_output_tokens)
51
 
52
- # Function to process text input
53
- def text_chat(text_query, temperature, top_p, max_output_tokens):
54
  if not text_query:
55
- return "Please enter a query."
56
 
57
- messages = [{"role": "user", "content": [{"type": "text", "text": text_query}]}]
58
  return query_openai(messages, temperature, top_p, max_output_tokens)
59
 
60
- # Function to process uploaded image input
61
- def image_chat(image_file, text_query, temperature, top_p, max_output_tokens):
62
  if image_file is None or not text_query:
63
- return "Please upload an image and provide a query."
64
 
65
  # Encode image as base64
66
  with open(image_file, "rb") as img:
@@ -68,39 +70,34 @@ def image_chat(image_file, text_query, temperature, top_p, max_output_tokens):
68
 
69
  image_data = f"data:image/jpeg;base64,{base64_image}"
70
 
71
- messages = [
72
- {"role": "user", "content": [
73
- {"type": "image_url", "image_url": {"url": image_data}}, # Fixed format
74
- {"type": "text", "text": text_query}
75
- ]}
76
- ]
77
  return query_openai(messages, temperature, top_p, max_output_tokens)
78
 
79
- # Function to process uploaded PDF input
80
- def pdf_chat(pdf_file, text_query, temperature, top_p, max_output_tokens):
81
  if pdf_file is None or not text_query:
82
- return "Please upload a PDF and provide a query."
83
 
84
- # Extract text from the first few pages
85
  doc = fitz.open(pdf_file)
86
- text = "\n".join([page.get_text("text") for page in doc][:5]) # Limit extraction for performance
87
-
88
- messages = [
89
- {"role": "user", "content": [
90
- {"type": "text", "text": text}, # Fixed format
91
- {"type": "text", "text": text_query}
92
- ]}
93
- ]
94
  return query_openai(messages, temperature, top_p, max_output_tokens)
95
 
96
- # Function to clear the chat (Fix: Returns the correct number of outputs)
97
  def clear_chat():
98
- return "", "", "", "", "", "", "", None, "", None, "", 1.0, 1.0, 2048
99
 
100
  # Gradio UI Layout
101
  with gr.Blocks() as demo:
102
- gr.Markdown("## GPT-4.5 Preview Chatbot")
103
-
104
  # API Key Input
105
  with gr.Row():
106
  api_key_input = gr.Textbox(label="Enter OpenAI API Key", type="password")
@@ -110,46 +107,53 @@ with gr.Blocks() as demo:
110
  with gr.Row():
111
  temperature = gr.Slider(0, 2, value=1.0, step=0.1, label="Temperature")
112
  top_p = gr.Slider(0, 1, value=1.0, step=0.1, label="Top-P")
113
- max_output_tokens = gr.Slider(0, 16384, value=2048, step=512, label="Max Output Tokens") # Changed default to 2048
114
-
115
  with gr.Tabs():
116
  with gr.Tab("Image URL Chat"):
117
  image_url = gr.Textbox(label="Enter Image URL")
118
  image_query = gr.Textbox(label="Ask about the Image")
119
- image_url_output = gr.Textbox(label="Response", interactive=False)
120
  image_url_button = gr.Button("Ask")
121
-
122
  with gr.Tab("Text Chat"):
123
  text_query = gr.Textbox(label="Enter your query")
124
- text_output = gr.Textbox(label="Response", interactive=False)
125
  text_button = gr.Button("Ask")
126
-
127
  with gr.Tab("Image Chat"):
128
  image_upload = gr.File(label="Upload an Image", type="filepath")
129
  image_text_query = gr.Textbox(label="Ask about the uploaded image")
130
- image_output = gr.Textbox(label="Response", interactive=False)
131
  image_button = gr.Button("Ask")
132
-
133
  with gr.Tab("PDF Chat"):
134
  pdf_upload = gr.File(label="Upload a PDF", type="filepath")
135
  pdf_text_query = gr.Textbox(label="Ask about the uploaded PDF")
136
- pdf_output = gr.Textbox(label="Response", interactive=False)
137
  pdf_button = gr.Button("Ask")
138
 
139
  # Clear chat button
140
  clear_button = gr.Button("Clear Chat")
141
 
 
 
 
 
 
 
142
  # Button Click Actions
143
  api_key_button.click(set_api_key, inputs=[api_key_input], outputs=[api_key_output])
144
- image_url_button.click(image_url_chat, [image_url, image_query, temperature, top_p, max_output_tokens], image_url_output)
145
- text_button.click(text_chat, [text_query, temperature, top_p, max_output_tokens], text_output)
146
- image_button.click(image_chat, [image_upload, image_text_query, temperature, top_p, max_output_tokens], image_output)
147
- pdf_button.click(pdf_chat, [pdf_upload, pdf_text_query, temperature, top_p, max_output_tokens], pdf_output)
148
 
149
  # Fix: Clear button resets all necessary fields correctly
150
  clear_button.click(
151
  clear_chat,
152
  outputs=[
 
153
  image_url, image_query, image_url_output,
154
  text_query, text_output,
155
  image_text_query, image_output,
 
3
  import fitz # PyMuPDF for PDF processing
4
  import base64
5
 
6
+ # Store API Key
7
  api_key = ""
8
 
9
+ # Function to update API Key
10
  def set_api_key(key):
11
  global api_key
12
  api_key = key
13
  return "API Key Set Successfully!"
14
 
15
+ # Function to interact with OpenAI API using conversation history
16
  def query_openai(messages, temperature, top_p, max_output_tokens):
17
  if not api_key:
18
+ return ["Please enter your OpenAI API key first."], messages
19
 
20
  try:
21
+ openai.api_key = api_key # Set API Key dynamically
22
 
23
+ # Ensure valid values for OpenAI parameters
24
  temperature = float(temperature) if temperature else 1.0
25
  top_p = float(top_p) if top_p else 1.0
26
  max_output_tokens = int(max_output_tokens) if max_output_tokens else 2048
 
32
  top_p=top_p,
33
  max_tokens=max_output_tokens
34
  )
35
+
36
+ bot_response = response["choices"][0]["message"]["content"]
37
+ messages.append({"role": "assistant", "content": bot_response}) # Store bot response in history
38
+ return messages, messages # Return updated conversation
39
+
40
  except Exception as e:
41
+ return [f"Error: {str(e)}"], messages
42
 
43
+ # Image URL Chat
44
+ def image_url_chat(image_url, text_query, messages, temperature, top_p, max_output_tokens):
45
  if not image_url or not text_query:
46
+ return ["Please provide an image URL and a query."], messages
47
+
48
+ messages.append({"role": "user", "content": [
49
+ {"type": "image_url", "image_url": {"url": image_url}},
50
+ {"type": "text", "text": text_query}
51
+ ]})
 
 
52
  return query_openai(messages, temperature, top_p, max_output_tokens)
53
 
54
+ # Text Chat
55
+ def text_chat(text_query, messages, temperature, top_p, max_output_tokens):
56
  if not text_query:
57
+ return ["Please enter a query."], messages
58
 
59
+ messages.append({"role": "user", "content": text_query})
60
  return query_openai(messages, temperature, top_p, max_output_tokens)
61
 
62
+ # Image Chat
63
+ def image_chat(image_file, text_query, messages, temperature, top_p, max_output_tokens):
64
  if image_file is None or not text_query:
65
+ return ["Please upload an image and provide a query."], messages
66
 
67
  # Encode image as base64
68
  with open(image_file, "rb") as img:
 
70
 
71
  image_data = f"data:image/jpeg;base64,{base64_image}"
72
 
73
+ messages.append({"role": "user", "content": [
74
+ {"type": "image_url", "image_url": {"url": image_data}},
75
+ {"type": "text", "text": text_query}
76
+ ]})
 
 
77
  return query_openai(messages, temperature, top_p, max_output_tokens)
78
 
79
+ # PDF Chat
80
+ def pdf_chat(pdf_file, text_query, messages, temperature, top_p, max_output_tokens):
81
  if pdf_file is None or not text_query:
82
+ return ["Please upload a PDF and provide a query."], messages
83
 
 
84
  doc = fitz.open(pdf_file)
85
+ text = "\n".join([page.get_text("text") for page in doc][:5]) # Extract text from first 5 pages
86
+
87
+ messages.append({"role": "user", "content": [
88
+ {"type": "text", "text": text},
89
+ {"type": "text", "text": text_query}
90
+ ]})
 
 
91
  return query_openai(messages, temperature, top_p, max_output_tokens)
92
 
93
+ # Function to clear chat history and reset parameters
94
  def clear_chat():
95
+ return [], [], [], [], [], [], [], None, "", None, "", 1.0, 1.0, 2048
96
 
97
  # Gradio UI Layout
98
  with gr.Blocks() as demo:
99
+ gr.Markdown("## GPT-4.5 Preview Conversational Chatbot")
100
+
101
  # API Key Input
102
  with gr.Row():
103
  api_key_input = gr.Textbox(label="Enter OpenAI API Key", type="password")
 
107
  with gr.Row():
108
  temperature = gr.Slider(0, 2, value=1.0, step=0.1, label="Temperature")
109
  top_p = gr.Slider(0, 1, value=1.0, step=0.1, label="Top-P")
110
+ max_output_tokens = gr.Slider(0, 16384, value=2048, step=512, label="Max Output Tokens")
111
+
112
  with gr.Tabs():
113
  with gr.Tab("Image URL Chat"):
114
  image_url = gr.Textbox(label="Enter Image URL")
115
  image_query = gr.Textbox(label="Ask about the Image")
116
+ image_url_output = gr.Chatbot(label="Conversation History", elem_id="chatbot1")
117
  image_url_button = gr.Button("Ask")
118
+
119
  with gr.Tab("Text Chat"):
120
  text_query = gr.Textbox(label="Enter your query")
121
+ text_output = gr.Chatbot(label="Conversation History", elem_id="chatbot2")
122
  text_button = gr.Button("Ask")
123
+
124
  with gr.Tab("Image Chat"):
125
  image_upload = gr.File(label="Upload an Image", type="filepath")
126
  image_text_query = gr.Textbox(label="Ask about the uploaded image")
127
+ image_output = gr.Chatbot(label="Conversation History", elem_id="chatbot3")
128
  image_button = gr.Button("Ask")
129
+
130
  with gr.Tab("PDF Chat"):
131
  pdf_upload = gr.File(label="Upload a PDF", type="filepath")
132
  pdf_text_query = gr.Textbox(label="Ask about the uploaded PDF")
133
+ pdf_output = gr.Chatbot(label="Conversation History", elem_id="chatbot4")
134
  pdf_button = gr.Button("Ask")
135
 
136
  # Clear chat button
137
  clear_button = gr.Button("Clear Chat")
138
 
139
+ # Chat Histories
140
+ image_url_chat_history = gr.State([])
141
+ text_chat_history = gr.State([])
142
+ image_chat_history = gr.State([])
143
+ pdf_chat_history = gr.State([])
144
+
145
  # Button Click Actions
146
  api_key_button.click(set_api_key, inputs=[api_key_input], outputs=[api_key_output])
147
+ image_url_button.click(image_url_chat, [image_url, image_query, image_url_chat_history, temperature, top_p, max_output_tokens], [image_url_output, image_url_chat_history])
148
+ text_button.click(text_chat, [text_query, text_chat_history, temperature, top_p, max_output_tokens], [text_output, text_chat_history])
149
+ image_button.click(image_chat, [image_upload, image_text_query, image_chat_history, temperature, top_p, max_output_tokens], [image_output, image_chat_history])
150
+ pdf_button.click(pdf_chat, [pdf_upload, pdf_text_query, pdf_chat_history, temperature, top_p, max_output_tokens], [pdf_output, pdf_chat_history])
151
 
152
  # Fix: Clear button resets all necessary fields correctly
153
  clear_button.click(
154
  clear_chat,
155
  outputs=[
156
+ image_url_chat_history, text_chat_history, image_chat_history, pdf_chat_history,
157
  image_url, image_query, image_url_output,
158
  text_query, text_output,
159
  image_text_query, image_output,