Create app.py
Browse files
app.py
ADDED
@@ -0,0 +1,362 @@
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1 |
+
```python
|
2 |
+
import gradio as gr
|
3 |
+
import asyncio
|
4 |
+
import json
|
5 |
+
import html
|
6 |
+
from openai import AzureOpenAI
|
7 |
+
from azure.identity import DefaultAzureCredential, get_bearer_token_provider
|
8 |
+
from tiktoken import get_encoding
|
9 |
+
import sqlite3
|
10 |
+
import uuid
|
11 |
+
import datetime
|
12 |
+
import difflib
|
13 |
+
|
14 |
+
# Reusing ConversationMemory and TextEditor classes from previous artifact
|
15 |
+
class ConversationMemory:
|
16 |
+
def __init__(self, db_path="conversation.db"):
|
17 |
+
self.conn = sqlite3.connect(db_path)
|
18 |
+
self.create_table()
|
19 |
+
self.tokenizer = get_encoding("cl100k_base")
|
20 |
+
|
21 |
+
def create_table(self):
|
22 |
+
self.conn.execute("""
|
23 |
+
CREATE TABLE IF NOT EXISTS conversation_chunks (
|
24 |
+
chunk_id TEXT PRIMARY KEY,
|
25 |
+
text TEXT,
|
26 |
+
role TEXT,
|
27 |
+
timestamp DATETIME,
|
28 |
+
intent TEXT,
|
29 |
+
token_count INTEGER,
|
30 |
+
embedding BLOB
|
31 |
+
)
|
32 |
+
""")
|
33 |
+
self.conn.commit()
|
34 |
+
|
35 |
+
def add_chunk(self, text, role, intent="general"):
|
36 |
+
chunk_id = str(uuid.uuid4())
|
37 |
+
tokens = self.tokenizer.encode(text)
|
38 |
+
token_count = len(tokens)
|
39 |
+
timestamp = datetime.datetime.now().isoformat()
|
40 |
+
self.conn.execute("""
|
41 |
+
INSERT INTO conversation_chunks (chunk_id, text, role, timestamp, intent, token_count)
|
42 |
+
VALUES (?, ?, ?, ?, ?, ?)
|
43 |
+
""", (chunk_id, text, role, timestamp, intent, token_count))
|
44 |
+
self.conn.commit()
|
45 |
+
return chunk_id
|
46 |
+
|
47 |
+
def get_chunk(self, chunk_id):
|
48 |
+
cursor = self.conn.execute("SELECT * FROM conversation_chunks WHERE chunk_id = ?", (chunk_id,))
|
49 |
+
row = cursor.fetchone()
|
50 |
+
if row:
|
51 |
+
return {
|
52 |
+
"chunk_id": row[0], "text": row[1], "role": row[2],
|
53 |
+
"timestamp": row[3], "intent": row[4], "token_count": row[5]
|
54 |
+
}
|
55 |
+
return None
|
56 |
+
|
57 |
+
def update_chunk(self, chunk_id, text):
|
58 |
+
tokens = self.tokenizer.encode(text)
|
59 |
+
token_count = len(tokens)
|
60 |
+
self.conn.execute("""
|
61 |
+
UPDATE conversation_chunks SET text = ?, token_count = ?
|
62 |
+
WHERE chunk_id = ?
|
63 |
+
""", (text, token_count, chunk_id))
|
64 |
+
self.conn.commit()
|
65 |
+
|
66 |
+
def get_recent_chunks(self, limit=10):
|
67 |
+
cursor = self.conn.execute("SELECT * FROM conversation_chunks ORDER BY timestamp DESC LIMIT ?", (limit,))
|
68 |
+
return [{"chunk_id": row[0], "text": row[1], "role": row[2], "timestamp": row[3], "intent": row[4], "token_count": row[5]} for row in cursor]
|
69 |
+
|
70 |
+
class TextEditor:
|
71 |
+
def __init__(self, memory):
|
72 |
+
self.memory = memory
|
73 |
+
self.clipboard = ""
|
74 |
+
|
75 |
+
def cut(self, chunk_id, start, end):
|
76 |
+
chunk = self.memory.get_chunk(chunk_id)
|
77 |
+
if chunk:
|
78 |
+
self.clipboard = chunk['text'][start:end]
|
79 |
+
chunk['text'] = chunk['text'][:start] + chunk['text'][end:]
|
80 |
+
self.memory.update_chunk(chunk_id, chunk['text'])
|
81 |
+
return chunk['text']
|
82 |
+
|
83 |
+
def copy(self, chunk_id, start, end):
|
84 |
+
chunk = self.memory.get_chunk(chunk_id)
|
85 |
+
if chunk:
|
86 |
+
self.clipboard = chunk['text'][start:end]
|
87 |
+
return self.clipboard
|
88 |
+
|
89 |
+
def paste(self, chunk_id, position):
|
90 |
+
chunk = self.memory.get_chunk(chunk_id)
|
91 |
+
if chunk:
|
92 |
+
chunk['text'] = chunk['text'][:position] + self.clipboard + chunk['text'][position:]
|
93 |
+
self.memory.update_chunk(chunk_id, chunk['text'])
|
94 |
+
return chunk['text']
|
95 |
+
|
96 |
+
def add_prefix(self, chunk_id, prefix):
|
97 |
+
chunk = self.memory.get_chunk(chunk_id)
|
98 |
+
if chunk:
|
99 |
+
chunk['text'] = prefix + chunk['text']
|
100 |
+
self.memory.update_chunk(chunk_id, chunk['text'])
|
101 |
+
return chunk['text']
|
102 |
+
|
103 |
+
def add_suffix(self, chunk_id, suffix):
|
104 |
+
chunk = self.memory.get_chunk(chunk_id)
|
105 |
+
if chunk:
|
106 |
+
chunk['text'] = chunk['text'] + suffix
|
107 |
+
self.memory.update_chunk(chunk_id, chunk['text'])
|
108 |
+
return chunk['text']
|
109 |
+
|
110 |
+
def diff(self, chunk_id, original_text):
|
111 |
+
chunk = self.memory.get_chunk(chunk_id)
|
112 |
+
if chunk:
|
113 |
+
differ = difflib.Differ()
|
114 |
+
diff = list(differ.compare(original_text.splitlines(), chunk['text'].splitlines()))
|
115 |
+
return '\n'.join(diff)
|
116 |
+
return ""
|
117 |
+
|
118 |
+
class OpenAIApi:
|
119 |
+
def __init__(self, preprompt="", endpoint="https://T-App-GPT4o.openai.azure.com/openai/v1/", model="gpt-4o"):
|
120 |
+
token_provider = get_bearer_token_provider(
|
121 |
+
DefaultAzureCredential(), "https://cognitiveservices.azure.com/.default"
|
122 |
+
)
|
123 |
+
self.client = AzureOpenAI(
|
124 |
+
azure_endpoint=endpoint,
|
125 |
+
azure_ad_token_provider=token_provider,
|
126 |
+
api_version="2025-01-01-preview"
|
127 |
+
)
|
128 |
+
self.model = model
|
129 |
+
self.preprompt = preprompt
|
130 |
+
self.memory = ConversationMemory()
|
131 |
+
self.editor = TextEditor(self.memory)
|
132 |
+
self.functions = [
|
133 |
+
{
|
134 |
+
"type": "function",
|
135 |
+
"name": "cut_text",
|
136 |
+
"description": "Cut text from a conversation chunk.",
|
137 |
+
"parameters": {
|
138 |
+
"type": "object",
|
139 |
+
"properties": {
|
140 |
+
"chunk_id": {"type": "string", "description": "ID of the conversation chunk"},
|
141 |
+
"start": {"type": "integer", "description": "Start index"},
|
142 |
+
"end": {"type": "integer", "description": "End index"}
|
143 |
+
},
|
144 |
+
"required": ["chunk_id", "start", "end"]
|
145 |
+
}
|
146 |
+
},
|
147 |
+
{
|
148 |
+
"type": "function",
|
149 |
+
"name": "copy_text",
|
150 |
+
"description": "Copy text from a conversation chunk to clipboard.",
|
151 |
+
"parameters": {
|
152 |
+
"type": "object",
|
153 |
+
"properties": {
|
154 |
+
"chunk_id": {"type": "string", "description": "ID of the conversation chunk"},
|
155 |
+
"start": {"type": "integer", "description": "Start index"},
|
156 |
+
"end": {"type": "integer", "description": "End index"}
|
157 |
+
},
|
158 |
+
"required": ["chunk_id", "start", "end"]
|
159 |
+
}
|
160 |
+
},
|
161 |
+
{
|
162 |
+
"type": "function",
|
163 |
+
"name": "paste_text",
|
164 |
+
"description": "Paste clipboard content into a conversation chunk.",
|
165 |
+
"parameters": {
|
166 |
+
"type": "object",
|
167 |
+
"properties": {
|
168 |
+
"chunk_id": {"type": "string", "description": "ID of the conversation chunk"},
|
169 |
+
"position": {"type": "integer", "description": "Position to paste"}
|
170 |
+
},
|
171 |
+
"required": ["chunk_id", "position"]
|
172 |
+
}
|
173 |
+
},
|
174 |
+
{
|
175 |
+
"type": "function",
|
176 |
+
"name": "add_prefix",
|
177 |
+
"description": "Add a prefix to a conversation chunk.",
|
178 |
+
"parameters": {
|
179 |
+
"type": "object",
|
180 |
+
"properties": {
|
181 |
+
"chunk_id": {"type": "string", "description": "ID of the conversation chunk"},
|
182 |
+
"prefix": {"type": "string", "description": "Prefix to add"}
|
183 |
+
},
|
184 |
+
"required": ["chunk_id", "prefix"]
|
185 |
+
}
|
186 |
+
},
|
187 |
+
{
|
188 |
+
"type": "function",
|
189 |
+
"name": "add_suffix",
|
190 |
+
"description": "Add a suffix to a conversation chunk.",
|
191 |
+
"parameters": {
|
192 |
+
"type": "object",
|
193 |
+
"properties": {
|
194 |
+
"chunk_id": {"type": "string", "description": "ID of the conversation chunk"},
|
195 |
+
"suffix": {"type": "string", "description": "Suffix to add"}
|
196 |
+
},
|
197 |
+
"required": ["chunk_id", "suffix"]
|
198 |
+
}
|
199 |
+
}
|
200 |
+
]
|
201 |
+
|
202 |
+
async def fetch_response(self, raw_prompt, continue_response=False):
|
203 |
+
sanitized_prompt = html.escape(raw_prompt.strip())
|
204 |
+
chunk_id = self.memory.add_chunk(sanitized_prompt, "user")
|
205 |
+
|
206 |
+
messages = []
|
207 |
+
if self.preprompt:
|
208 |
+
messages.append({"role": "system", "content": self.preprompt})
|
209 |
+
context = self.memory.get_recent_chunks(limit=5)
|
210 |
+
messages.extend({"role": c["role"], "content": c["text"]} for c in context)
|
211 |
+
messages.append({"role": "user", "content": sanitized_prompt})
|
212 |
+
|
213 |
+
try:
|
214 |
+
response = await self.client.chat.completions.create(
|
215 |
+
model=self.model,
|
216 |
+
messages=messages,
|
217 |
+
temperature=0.5,
|
218 |
+
max_tokens=4000,
|
219 |
+
top_p=1.0,
|
220 |
+
frequency_penalty=0,
|
221 |
+
presence_penalty=0,
|
222 |
+
tools=self.functions,
|
223 |
+
stream=True
|
224 |
+
)
|
225 |
+
|
226 |
+
full_response = ""
|
227 |
+
tool_calls = []
|
228 |
+
async for chunk in response:
|
229 |
+
if chunk.choices and chunk.choices[0].delta.content:
|
230 |
+
full_response += chunk.choices[0].delta.content
|
231 |
+
if chunk.choices and chunk.choices[0].delta.tool_calls:
|
232 |
+
tool_calls.extend(chunk.choices[0].delta.tool_calls)
|
233 |
+
|
234 |
+
response_chunk_id = self.memory.add_chunk(full_response, "assistant")
|
235 |
+
|
236 |
+
for tool_call in tool_calls:
|
237 |
+
if tool_call.type == "function":
|
238 |
+
func_name = tool_call.function.name
|
239 |
+
args = json.loads(tool_call.function.arguments)
|
240 |
+
if func_name == "cut_text":
|
241 |
+
result = self.editor.cut(args["chunk_id"], args["start"], args["end"])
|
242 |
+
self.memory.add_chunk(f"Cut result: {result}", "system")
|
243 |
+
elif func_name == "copy_text":
|
244 |
+
result = self.editor.copy(args["chunk_id"], args["start"], args["end"])
|
245 |
+
self.memory.add_chunk(f"Copy result: {result}", "system")
|
246 |
+
elif func_name == "paste_text":
|
247 |
+
result = self.editor.paste(args["chunk_id"], args["position"])
|
248 |
+
self.memory.add_chunk(f"Paste result: {result}", "system")
|
249 |
+
elif func_name == "add_prefix":
|
250 |
+
result = self.editor.add_prefix(args["chunk_id"], args["prefix"])
|
251 |
+
self.memory.add_chunk(f"Prefix result: {result}", "system")
|
252 |
+
elif func_name == "add_suffix":
|
253 |
+
result = self.editor.add_suffix(args["chunk_id"], args["suffix"])
|
254 |
+
self.memory.add_chunk(f"Suffix result: {result}", "system")
|
255 |
+
|
256 |
+
continue_flag = len(self.memory.tokenizer.encode(full_response)) >= 4000
|
257 |
+
|
258 |
+
return {"content": full_response, "continue": continue_flag, "chunk_id": response_chunk_id}
|
259 |
+
|
260 |
+
except Exception as e:
|
261 |
+
error_msg = f"API Error: {str(e)}"
|
262 |
+
self.memory.add_chunk(error_msg, "system")
|
263 |
+
return {"error": error_msg}
|
264 |
+
|
265 |
+
# Gradio UI
|
266 |
+
async def chat_submit(user_input, chat_history, preprompt):
|
267 |
+
api = OpenAIApi(preprompt=preprompt)
|
268 |
+
response = await api.fetch_response(user_input)
|
269 |
+
if "error" in response:
|
270 |
+
return chat_history + [[user_input, f"Error: {response['error']}"]], preprompt
|
271 |
+
chat_history.append([user_input, response["content"]])
|
272 |
+
return chat_history, preprompt
|
273 |
+
|
274 |
+
def get_history():
|
275 |
+
memory = ConversationMemory()
|
276 |
+
return memory.get_recent_chunks(limit=10)
|
277 |
+
|
278 |
+
def select_chunk(evt: gr.SelectData):
|
279 |
+
return evt.value["chunk_id"], evt.value["text"]
|
280 |
+
|
281 |
+
async def edit_cut(chunk_id, start, end):
|
282 |
+
api = OpenAIApi()
|
283 |
+
result = api.editor.cut(chunk_id, int(start), int(end))
|
284 |
+
return result, api.editor.diff(chunk_id, result)
|
285 |
+
|
286 |
+
async def edit_copy(chunk_id, start, end):
|
287 |
+
api = OpenAIApi()
|
288 |
+
result = api.editor.copy(chunk_id, int(start), int(end))
|
289 |
+
return result, ""
|
290 |
+
|
291 |
+
async def edit_paste(chunk_id, position):
|
292 |
+
api = OpenAIApi()
|
293 |
+
result = api.editor.paste(chunk_id, int(position))
|
294 |
+
return result, api.editor.diff(chunk_id, result)
|
295 |
+
|
296 |
+
async def edit_prefix(chunk_id, prefix):
|
297 |
+
api = OpenAIApi()
|
298 |
+
result = api.editor.add_prefix(chunk_id, prefix)
|
299 |
+
return result, api.editor.diff(chunk_id, result)
|
300 |
+
|
301 |
+
async def edit_suffix(chunk_id, suffix):
|
302 |
+
api = OpenAIApi()
|
303 |
+
result = api.editor.add_suffix(chunk_id, suffix)
|
304 |
+
return result, api.editor.diff(chunk_id, result)
|
305 |
+
|
306 |
+
def create_ui():
|
307 |
+
with gr.Blocks(title="Azure OpenAI Chat & Text Editor") as demo:
|
308 |
+
gr.Markdown("# Azure OpenAI Chat with Text Editing")
|
309 |
+
|
310 |
+
with gr.Tab("Chat"):
|
311 |
+
chatbot = gr.Chatbot(label="Conversation")
|
312 |
+
user_input = gr.Textbox(label="Your Message", placeholder="Type your message or editing command...")
|
313 |
+
preprompt = gr.Textbox(label="System Prompt", value="You are a helpful assistant with text editing capabilities.")
|
314 |
+
submit_btn = gr.Button("Send")
|
315 |
+
submit_btn.click(
|
316 |
+
fn=chat_submit,
|
317 |
+
inputs=[user_input, chatbot, preprompt],
|
318 |
+
outputs=[chatbot, preprompt]
|
319 |
+
)
|
320 |
+
|
321 |
+
with gr.Tab("Conversation History"):
|
322 |
+
history = gr.Dataframe(
|
323 |
+
label="Recent Chunks",
|
324 |
+
headers=["chunk_id", "text", "role", "timestamp", "intent", "token_count"],
|
325 |
+
datatype=["str", "str", "str", "str", "str", "number"]
|
326 |
+
)
|
327 |
+
history_btn = gr.Button("Refresh History")
|
328 |
+
history_btn.click(fn=get_history, outputs=history)
|
329 |
+
|
330 |
+
with gr.Tab("Text Editor"):
|
331 |
+
chunk_id = gr.Textbox(label="Selected Chunk ID")
|
332 |
+
chunk_text = gr.Textbox(label="Chunk Text", interactive=False)
|
333 |
+
history.select(fn=select_chunk, outputs=[chunk_id, chunk_text])
|
334 |
+
|
335 |
+
with gr.Row():
|
336 |
+
start = gr.Number(label="Start Index", precision=0)
|
337 |
+
end = gr.Number(label="End Index", precision=0)
|
338 |
+
position = gr.Number(label="Paste Position", precision=0)
|
339 |
+
with gr.Row():
|
340 |
+
prefix = gr.Textbox(label="Prefix")
|
341 |
+
suffix = gr.Textbox(label="Suffix")
|
342 |
+
with gr.Row():
|
343 |
+
cut_btn = gr.Button("Cut")
|
344 |
+
copy_btn = gr.Button("Copy")
|
345 |
+
paste_btn = gr.Button("Paste")
|
346 |
+
prefix_btn = gr.Button("Add Prefix")
|
347 |
+
suffix_btn = gr.Button("Add Suffix")
|
348 |
+
diff_output = gr.Textbox(label="Diff Output", interactive=False)
|
349 |
+
|
350 |
+
cut_btn.click(fn=edit_cut, inputs=[chunk_id, start, end], outputs=[chunk_text, diff_output])
|
351 |
+
copy_btn.click(fn=edit_copy, inputs=[chunk_id, start, end], outputs=[chunk_text, diff_output])
|
352 |
+
paste_btn.click(fn=edit_paste, inputs=[chunk_id, position], outputs=[chunk_text, diff_output])
|
353 |
+
prefix_btn.click(fn=edit_prefix, inputs=[chunk_id, prefix], outputs=[chunk_text, diff_output])
|
354 |
+
suffix_btn.click(fn=edit_suffix, inputs=[chunk_id, suffix], outputs=[chunk_text, diff_output])
|
355 |
+
|
356 |
+
gr.Markdown(f"Current Time: {datetime.datetime.now().strftime('%Y-%m-%d %H:%M:%S %Z')}")
|
357 |
+
|
358 |
+
return demo
|
359 |
+
|
360 |
+
if __name__ == "__main__":
|
361 |
+
demo = create_ui()
|
362 |
+
demo.launch()
|