Spaces:
Build error
Build error
File size: 6,979 Bytes
1afd40d |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 |
import gradio as gr
from transformers import pipeline
from utils import preprocess_text, postprocess_translation, TextProcessor
from css import custom_css
from cultural_utils import get_cultural_context
import logging
import sys
logging.basicConfig(
level=logging.INFO,
format='%(asctime)s - %(levelname)s - %(message)s',
stream=sys.stdout
)
logger = logging.getLogger(__name__)
class TranslationService:
"""Handles the translation pipeline and text processing."""
def __init__(self):
try:
logger.info("Loading translation pipeline...")
self.pipeline = pipeline(
"translation",
model="persiannlp/mt5-small-parsinlu-translation_en_fa",
device="cpu"
)
logger.info("Translation pipeline loaded successfully")
except Exception as e:
logger.error(f"Failed to load translation pipeline: {str(e)}")
raise
def translate(self, text: str, source_lang: str, target_lang: str) -> dict:
"""Translate text between English and Farsi with cultural context."""
try:
if not text:
return {"translation": "", "cultural_context": {"idioms": []}}
# Validate input
is_valid, error_msg = TextProcessor.validate_input(text)
if not is_valid:
return {"translation": error_msg, "cultural_context": {"idioms": []}}
# Get cultural context before translation
src_lang = "en" if source_lang == "English" else "fa"
cultural_context = get_cultural_context(text, src_lang)
# Preprocess text
processed_text = preprocess_text(text)
logger.info(f"Translating text from {source_lang} to {target_lang}")
# Generate translation
result = self.pipeline(processed_text)
# Post-process and return result
translated_text = postprocess_translation(result[0]['translation_text'])
return {
"translation": translated_text,
"cultural_context": cultural_context
}
except Exception as e:
logger.error(f"Translation error: {str(e)}")
return {
"translation": "Translation error occurred. Please try again.",
"cultural_context": {"idioms": []}
}
class GradioInterface:
"""Manages the Gradio web interface components."""
def __init__(self, translation_service):
self.translation_service = translation_service
def create(self):
"""Create and configure the Gradio interface."""
with gr.Blocks(css=custom_css) as interface:
self._create_header()
source_lang, target_lang = self._create_language_controls()
self._create_translation_interface(source_lang, target_lang)
return interface
def _create_header(self):
"""Create the interface header."""
gr.Markdown("""
# English-Farsi Translation
Culturally-sensitive translation between English and Farsi
""")
def _create_language_controls(self):
"""Create language selection controls."""
with gr.Row():
source_lang = gr.Dropdown(
choices=["English", "Farsi"],
value="English",
label="Source Language"
)
target_lang = gr.Dropdown(
choices=["Farsi", "English"],
value="Farsi",
label="Target Language"
)
swap_btn = gr.Button("🔄 Swap Languages")
swap_btn.click(
fn=lambda s, t: (t, s),
inputs=[source_lang, target_lang],
outputs=[source_lang, target_lang]
)
return source_lang, target_lang
def _create_translation_interface(self, source_lang, target_lang):
"""Create the translation input/output interface."""
with gr.Row():
with gr.Column():
input_text = gr.Textbox(
lines=5,
placeholder="Enter text to translate...",
label="Input Text"
)
with gr.Column():
output_text = gr.Textbox(
lines=5,
label="Translation",
rtl=True
)
cultural_notes = gr.Markdown(
label="Cultural Context",
value="Cultural context annotations will appear here..."
)
def format_cultural_context(result):
translation = result["translation"]
context = result["cultural_context"]
if not context["idioms"]:
return translation, "No cultural annotations found."
notes = "### Cultural Context Notes:\n"
for idiom, literal, explanation in context["idioms"]:
notes += f"- **{idiom}**\n"
notes += f" - Literal: {literal}\n"
notes += f" - Context: {explanation}\n\n"
return translation, notes
translate_btn = gr.Button("Translate", variant="primary")
def handle_translation(text, src_lang, tgt_lang):
result = self.translation_service.translate(text, src_lang, tgt_lang)
translation = result["translation"]
context = result["cultural_context"]
if not context["idioms"]:
return translation, "No cultural annotations found."
notes = "### Cultural Context Notes:\n"
for idiom, literal, explanation in context["idioms"]:
notes += f"- **{idiom}**\n"
notes += f" - Literal: {literal}\n"
notes += f" - Context: {explanation}\n\n"
return translation, notes
translate_btn.click(
fn=handle_translation,
inputs=[input_text, source_lang, target_lang],
outputs=[output_text, cultural_notes]
)
source_lang.change(
fn=lambda lang: gr.update(rtl=lang == "Farsi"),
inputs=[source_lang],
outputs=[input_text]
)
def main():
"""Initialize and launch the translation application."""
try:
logger.info("Initializing translation service...")
translation_service = TranslationService()
logger.info("Creating Gradio interface...")
interface = GradioInterface(translation_service).create()
interface.launch(
server_name="0.0.0.0",
server_port=8000,
share=True,
debug=True,
show_error=True
)
logger.info("Gradio interface started successfully")
except Exception as e:
logger.error(f"Application startup failed: {str(e)}")
raise
if __name__ == "__main__":
main()
|