Spaces:
Running
Running
Update app.py
Browse files
app.py
CHANGED
@@ -27,145 +27,113 @@ text_client = InferenceClient(
|
|
27 |
API_URL = "https://api-inference.huggingface.co/models/SG161222/RealVisXL_V4.0"
|
28 |
headers = {"Authorization": f"Bearer {HF_TOKEN}"}
|
29 |
|
30 |
-
def
|
31 |
-
"""Detect language
|
32 |
-
Returns (language_code, script_type)"""
|
33 |
try:
|
34 |
-
|
35 |
-
|
36 |
-
|
37 |
-
|
38 |
-
|
39 |
-
|
40 |
-
|
41 |
-
|
42 |
-
script
|
43 |
-
|
44 |
-
|
45 |
-
except:
|
46 |
-
pass
|
47 |
-
return lang, script
|
48 |
except:
|
49 |
-
|
|
|
50 |
|
51 |
-
def
|
52 |
-
"""
|
53 |
-
|
54 |
-
|
55 |
-
|
56 |
-
|
57 |
-
|
58 |
-
|
59 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
60 |
]
|
61 |
|
62 |
-
|
63 |
-
|
64 |
-
|
65 |
-
return
|
66 |
|
67 |
-
def
|
68 |
-
"""
|
69 |
-
|
70 |
-
|
71 |
-
return text, 'en', False
|
72 |
|
73 |
-
|
74 |
-
|
75 |
-
|
76 |
-
|
77 |
-
|
78 |
-
|
79 |
-
|
80 |
-
|
81 |
-
return translated, original_lang, is_transliterated
|
82 |
-
except Exception as e:
|
83 |
-
print(f"Translation error: {e}")
|
84 |
-
return text, 'en', False
|
85 |
|
86 |
-
|
87 |
-
if original_lang == 'en' and len(text.split()) > 2 and is_romanized_indic(text):
|
88 |
-
text = romanized_to_bengali(text)
|
89 |
-
return translate_text(text, target_lang) # Recursive call with Bengali script
|
90 |
|
91 |
-
return text, 'en', False
|
92 |
-
|
93 |
-
def check_custom_responses(message: str) -> str:
|
94 |
-
"""Check for specific patterns and return custom responses."""
|
95 |
-
message_lower = message.lower()
|
96 |
-
custom_responses = {
|
97 |
-
"what is ur name?": "xylaria",
|
98 |
-
"what is your name?": "xylaria",
|
99 |
-
"what's your name?": "xylaria",
|
100 |
-
"whats your name": "xylaria",
|
101 |
-
"how many 'r' is in strawberry?": "3",
|
102 |
-
"who is your developer?": "sk md saad amin",
|
103 |
-
"how many r is in strawberry": "3",
|
104 |
-
"who is ur dev": "sk md saad amin",
|
105 |
-
"who is ur developer": "sk md saad amin",
|
106 |
-
}
|
107 |
-
for pattern, response in custom_responses.items():
|
108 |
-
if pattern in message_lower:
|
109 |
-
return response
|
110 |
-
return None
|
111 |
-
|
112 |
-
def is_image_request(message: str) -> bool:
|
113 |
-
"""Detect if the message is requesting image generation."""
|
114 |
-
image_triggers = [
|
115 |
-
"generate an image",
|
116 |
-
"create an image",
|
117 |
-
"draw",
|
118 |
-
"make a picture",
|
119 |
-
"generate a picture",
|
120 |
-
"create a picture",
|
121 |
-
"generate art",
|
122 |
-
"create art",
|
123 |
-
"make art",
|
124 |
-
"visualize",
|
125 |
-
"show me",
|
126 |
-
]
|
127 |
-
message_lower = message.lower()
|
128 |
-
return any(trigger in message_lower for trigger in image_triggers)
|
129 |
-
|
130 |
-
def generate_image(prompt):
|
131 |
-
"""Generate image using HuggingFace inference API"""
|
132 |
try:
|
133 |
-
|
134 |
-
|
135 |
-
|
136 |
-
except Exception as e:
|
137 |
-
print(f"Image generation error: {e}")
|
138 |
-
return None
|
139 |
|
140 |
-
|
141 |
-
|
142 |
-
|
143 |
-
|
144 |
-
|
145 |
-
|
146 |
-
|
147 |
-
|
148 |
-
|
149 |
-
|
150 |
-
|
151 |
-
|
152 |
-
|
153 |
-
|
154 |
-
|
155 |
-
|
156 |
-
|
157 |
-
|
158 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
159 |
|
160 |
-
|
161 |
-
try:
|
162 |
-
return transliterate(text, sanscript.ITRANS, sanscript.BENGALI)
|
163 |
-
except:
|
164 |
-
return text
|
165 |
-
|
166 |
-
return text_lower
|
167 |
-
|
168 |
-
|
169 |
|
170 |
def create_chat_interface():
|
171 |
# Custom CSS for better styling with Inter font and animations
|
|
|
27 |
API_URL = "https://api-inference.huggingface.co/models/SG161222/RealVisXL_V4.0"
|
28 |
headers = {"Authorization": f"Bearer {HF_TOKEN}"}
|
29 |
|
30 |
+
def detect_language(text):
|
31 |
+
"""Detect the language of input text"""
|
|
|
32 |
try:
|
33 |
+
return langdetect.detect(text)
|
34 |
+
except:
|
35 |
+
return 'en'
|
36 |
+
|
37 |
+
def detect_and_transliterate(text):
|
38 |
+
"""Detect script and transliterate if needed"""
|
39 |
+
try:
|
40 |
+
script = detect_script(text)
|
41 |
+
if script:
|
42 |
+
# Transliterate to Latin script if the text is in another script
|
43 |
+
return transliterate(text, script, sanscript.IAST)
|
|
|
|
|
|
|
44 |
except:
|
45 |
+
pass
|
46 |
+
return text
|
47 |
|
48 |
+
def translate_to_english(text):
|
49 |
+
"""Translate text to English if not already in English"""
|
50 |
+
try:
|
51 |
+
lang = detect_language(text)
|
52 |
+
if lang != 'en':
|
53 |
+
translator = GoogleTranslator(source=lang, target='en')
|
54 |
+
return translator.translate(text)
|
55 |
+
except:
|
56 |
+
pass
|
57 |
+
return text
|
58 |
+
|
59 |
+
def check_for_image_generation(message):
|
60 |
+
"""Check if message contains image generation commands"""
|
61 |
+
image_triggers = [
|
62 |
+
r"generate (?:an? )?image",
|
63 |
+
r"create (?:an? )?image",
|
64 |
+
r"draw",
|
65 |
+
r"show me",
|
66 |
+
r"visualize",
|
67 |
+
r"make (?:an? )?picture"
|
68 |
]
|
69 |
|
70 |
+
for trigger in image_triggers:
|
71 |
+
if re.search(trigger, message.lower()):
|
72 |
+
return True
|
73 |
+
return False
|
74 |
|
75 |
+
def user_message(message, history):
|
76 |
+
"""Handle user messages"""
|
77 |
+
if message is None or message == "":
|
78 |
+
return "", history
|
|
|
79 |
|
80 |
+
# Add user message to history
|
81 |
+
history = history + [(message, None)]
|
82 |
+
return "", history
|
83 |
+
|
84 |
+
def bot_response(history, system_msg, max_tokens, temperature, top_p):
|
85 |
+
"""Generate bot response"""
|
86 |
+
if not history:
|
87 |
+
return history, None
|
|
|
|
|
|
|
|
|
88 |
|
89 |
+
last_user_message = history[-1][0]
|
|
|
|
|
|
|
90 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
91 |
try:
|
92 |
+
# Process the message for language and script
|
93 |
+
processed_message = detect_and_transliterate(last_user_message)
|
94 |
+
translated_message = translate_to_english(processed_message)
|
|
|
|
|
|
|
95 |
|
96 |
+
# Check for image generation request
|
97 |
+
if check_for_image_generation(translated_message):
|
98 |
+
# Generate image based on the message
|
99 |
+
image = generate_image(translated_message)
|
100 |
+
# Update history with a confirmation message
|
101 |
+
history[-1] = (history[-1][0], "I've generated an image based on your request.")
|
102 |
+
return history, image
|
103 |
+
|
104 |
+
# Prepare chat messages for the model
|
105 |
+
messages = [
|
106 |
+
{"role": "system", "content": system_msg},
|
107 |
+
]
|
108 |
+
|
109 |
+
# Add conversation history
|
110 |
+
for msg in history[:-1]: # Exclude the last message pair
|
111 |
+
if msg[0]: # User message
|
112 |
+
messages.append({"role": "user", "content": msg[0]})
|
113 |
+
if msg[1]: # Assistant message
|
114 |
+
messages.append({"role": "assistant", "content": msg[1]})
|
115 |
+
|
116 |
+
# Add the last user message
|
117 |
+
messages.append({"role": "user", "content": translated_message})
|
118 |
+
|
119 |
+
# Get model response
|
120 |
+
response = text_client.text_generation(
|
121 |
+
prompt=str(messages),
|
122 |
+
max_new_tokens=max_tokens,
|
123 |
+
temperature=temperature,
|
124 |
+
top_p=top_p,
|
125 |
+
repetition_penalty=1.1,
|
126 |
+
)
|
127 |
+
|
128 |
+
# Update history with bot response
|
129 |
+
history[-1] = (history[-1][0], response)
|
130 |
+
|
131 |
+
except Exception as e:
|
132 |
+
# Handle errors gracefully
|
133 |
+
error_message = f"I apologize, but I encountered an error: {str(e)}"
|
134 |
+
history[-1] = (history[-1][0], error_message)
|
135 |
|
136 |
+
return history, None
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
137 |
|
138 |
def create_chat_interface():
|
139 |
# Custom CSS for better styling with Inter font and animations
|