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import sys | |
import os | |
# Add the project root to the Python path | |
project_root = os.path.abspath(os.path.join(os.path.dirname(__file__), '..', '..')) | |
sys.path.insert(0, project_root) | |
import re | |
import gradio as gr | |
from glob import glob | |
from app.webui.process import model_load, diff_texts, translator, translator_sec | |
from llama_index.core import SimpleDirectoryReader | |
def huanik( | |
endpoint: str, | |
model: str, | |
api_key: str, | |
choice: str, | |
endpoint2: str, | |
model2: str, | |
api_key2: str, | |
source_lang: str, | |
target_lang: str, | |
source_text: str, | |
country: str, | |
max_tokens: int, | |
context_window: int, | |
num_output: int, | |
rpm: int, | |
gt: bool, | |
): | |
if not source_text or source_lang == target_lang: | |
raise gr.Error("Please check that the content or options are entered correctly.") | |
try: | |
model_load(endpoint, model, api_key, context_window, num_output, rpm) | |
except Exception as e: | |
raise gr.Error(f"An unexpected error occurred: {e}") | |
source_text = re.sub(r'(?m)^\s*$\n?', '', source_text) | |
if choice or gt: | |
init_translation, reflect_translation, final_translation = translator_sec( | |
endpoint2=endpoint2, | |
model2=model2, | |
api_key2=api_key2, | |
context_window=context_window, | |
num_output=num_output, | |
source_lang=source_lang, | |
target_lang=target_lang, | |
source_text=source_text, | |
country=country, | |
max_tokens=max_tokens, | |
gt = gt, | |
) | |
else: | |
init_translation, reflect_translation, final_translation = translator( | |
source_lang=source_lang, | |
target_lang=target_lang, | |
source_text=source_text, | |
country=country, | |
max_tokens=max_tokens, | |
) | |
final_diff = gr.HighlightedText( | |
diff_texts(init_translation, final_translation), | |
label="Diff translation", | |
combine_adjacent=True, | |
show_legend=True, | |
visible=True, | |
color_map={"removed": "red", "added": "green"}) | |
return init_translation, reflect_translation, final_translation, final_diff | |
def update_model(endpoint): | |
endpoint_model_map = { | |
"Groq": "llama3-70b-8192", | |
"OpenAI": "gpt-4o", | |
"Cohere": "command-r", | |
"TogetherAI": "Qwen/Qwen2-72B-Instruct", | |
"Ollama": "llama3", | |
"Huggingface": "mistralai/Mistral-7B-Instruct-v0.3" | |
} | |
return gr.update(value=endpoint_model_map[endpoint]) | |
def read_doc(file): | |
docs = SimpleDirectoryReader(input_files=[file]).load_data() | |
texts = "" | |
for doc in docs: | |
texts += doc.text | |
texts = re.sub(r'(?m)^\s*$\n?', '', texts) | |
return texts | |
def enable_sec(choice): | |
if choice: | |
return gr.update(visible = True) | |
else: | |
return gr.update(visible = False) | |
def update_menu(visible): | |
return not visible, gr.update(visible=not visible) | |
def export_txt(strings): | |
os.makedirs("outputs", exist_ok=True) | |
base_count = len(glob(os.path.join("outputs", "*.txt"))) | |
file_path = os.path.join("outputs", f"{base_count:06d}.txt") | |
with open(file_path, "w", encoding="utf-8") as f: | |
f.write(strings) | |
return gr.update(value=file_path, visible=True) | |
def switch(source_lang,source_text,target_lang,output_final): | |
if output_final: | |
return gr.update(value=target_lang), gr.update(value=output_final), gr.update(value=source_lang), gr.update(value=source_text) | |
else: | |
return gr.update(value=target_lang), gr.update(value=source_text), gr.update(value=source_lang), gr.update(value="") | |
def closeBtnShow(): | |
return gr.update(visible=False), gr.update(visible=True) | |
def closeBtnHide(output_final): | |
if output_final: | |
return gr.update(visible=True), gr.update(visible=False) | |
def hide_add(gt): | |
if gt: | |
return gr.update(visible=False), gr.update(visible=False) | |
else: | |
return gr.update(value=False, visible=True), gr.update(visible=False) | |
TITLE = """ | |
<div style="display: inline-flex;"> | |
<div style="margin-left: 6px; font-size:32px; color: #6366f1"><b>Translation Agent</b> WebUI</div> | |
</div> | |
""" | |
CSS = """ | |
h1 { | |
text-align: center; | |
display: block; | |
height: 10vh; | |
align-content: center; | |
} | |
footer { | |
visibility: hidden; | |
} | |
.menu_btn { | |
width: 48px; | |
height: 48px; | |
max-width: 48px; | |
min-width: 48px; | |
padding: 0px; | |
background-color: transparent; | |
border: none; | |
cursor: pointer; | |
position: relative; | |
box-shadow: none; | |
} | |
.menu_btn::before, | |
.menu_btn::after { | |
content: ''; | |
position: absolute; | |
width: 30px; | |
height: 3px; | |
background-color: #4f46e5; | |
transition: transform 0.3s ease; | |
} | |
.menu_btn::before { | |
top: 12px; | |
box-shadow: 0 8px 0 #6366f1; | |
} | |
.menu_btn::after { | |
bottom: 16px; | |
} | |
.menu_btn.active::before { | |
transform: translateY(8px) rotate(45deg); | |
box-shadow: none; | |
} | |
.menu_btn.active::after { | |
transform: translateY(-8px) rotate(-45deg); | |
} | |
.lang { | |
max-width: 100px; | |
min-width: 100px; | |
} | |
""" | |
JS = """ | |
function () { | |
const menuBtn = document.getElementById('menu'); | |
menuBtn.classList.toggle('active'); | |
} | |
""" | |
with gr.Blocks(theme="soft", css=CSS, fill_height=True) as demo: | |
with gr.Row(): | |
visible = gr.State(value=True) | |
menuBtn = gr.Button(value="", elem_classes="menu_btn", elem_id="menu", size="sm") | |
gr.HTML(TITLE) | |
with gr.Row(): | |
with gr.Column(scale=1) as menubar: | |
endpoint = gr.Dropdown( | |
label="Endpoint", | |
choices=["Groq","OpenAI","Cohere","TogetherAI","Ollama","Huggingface"], | |
value="Huggingface", | |
) | |
choice = gr.Checkbox(label="Additional Endpoint", info="Additional endpoint for reflection") | |
model = gr.Textbox(label="Model", value="mistralai/Mistral-7B-Instruct-v0.3", ) | |
api_key = gr.Textbox(label="API_KEY", type="password", ) | |
with gr.Column(visible=False) as AddEndpoint: | |
endpoint2 = gr.Dropdown( | |
label="Additional Endpoint", | |
choices=["Groq","OpenAI","Cohere","TogetherAI","Ollama","Huggingface"], | |
value="Groq", | |
) | |
model2 = gr.Textbox(label="Model", value="llama3-70b-8192", ) | |
api_key2 = gr.Textbox(label="API_KEY", type="password", ) | |
with gr.Row(): | |
source_lang = gr.Textbox( | |
label="Source Lang", | |
value="English", | |
elem_classes = "lang", | |
) | |
target_lang = gr.Textbox( | |
label="Target Lang", | |
value="Spanish", | |
elem_classes = "lang", | |
) | |
switchBtn = gr.Button(value="🔄️") | |
country = gr.Textbox(label="Country", value="Argentina", max_lines=1) | |
with gr.Accordion("Advanced Options", open=False): | |
max_tokens = gr.Slider( | |
label="Max tokens Per Chunk", | |
minimum=512, | |
maximum=2046, | |
value=1000, | |
step=8, | |
) | |
context_window = gr.Slider( | |
label="Context Window", | |
minimum=512, | |
maximum=8192, | |
value=4096, | |
step=8, | |
) | |
num_output = gr.Slider( | |
label="Output Num", | |
minimum=256, | |
maximum=8192, | |
value=512, | |
step=8, | |
) | |
rpm = gr.Slider( | |
label="Request Per Minute", | |
minimum=1, | |
maximum=1000, | |
value=60, | |
step=1, | |
) | |
gt = gr.Checkbox( | |
label="Google Translate", | |
info="Use Google Translate as Init Translation" | |
) | |
with gr.Column(scale=4): | |
source_text = gr.Textbox( | |
label="Source Text", | |
value="How we live is so different from how we ought to live that he who studies "+\ | |
"what ought to be done rather than what is done will learn the way to his downfall "+\ | |
"rather than to his preservation.", | |
lines=12, | |
) | |
with gr.Tab("Final"): | |
output_final = gr.Textbox(label="FInal Translation", lines=12, show_copy_button=True) | |
with gr.Tab("Initial"): | |
output_init = gr.Textbox(label="Init Translation", lines=12, show_copy_button=True) | |
with gr.Tab("Reflection"): | |
output_reflect = gr.Textbox(label="Reflection", lines=12, show_copy_button=True) | |
with gr.Tab("Diff"): | |
output_diff = gr.HighlightedText(visible = False) | |
with gr.Row(): | |
submit = gr.Button(value="Translate") | |
upload = gr.UploadButton(label="Upload", file_types=["text"]) | |
export = gr.DownloadButton(visible=False) | |
clear = gr.ClearButton([source_text, output_init, output_reflect, output_final]) | |
close = gr.Button(value="Stop", visible=False) | |
switchBtn.click(fn=switch, inputs=[source_lang,source_text,target_lang,output_final], outputs=[source_lang,source_text,target_lang,output_final]) | |
menuBtn.click(fn=update_menu, inputs=visible, outputs=[visible, menubar], js=JS) | |
endpoint.change(fn=update_model, inputs=[endpoint], outputs=[model]) | |
gt.select(fn=hide_add, inputs=gt, outputs=[choice, AddEndpoint]) | |
choice.select(fn=enable_sec, inputs=[choice], outputs=[AddEndpoint]) | |
endpoint2.change(fn=update_model, inputs=[endpoint2], outputs=[model2]) | |
start_ta = submit.click(fn=huanik, inputs=[endpoint, model, api_key, choice, endpoint2, model2, api_key2, source_lang, target_lang, source_text, country, max_tokens, context_window, num_output, rpm, gt], outputs=[output_init, output_reflect, output_final, output_diff]) | |
upload.upload(fn=read_doc, inputs = upload, outputs = source_text) | |
output_final.change(fn=export_txt, inputs=output_final, outputs=[export]) | |
submit.click(fn=closeBtnShow, outputs=[clear, close]) | |
output_final.change(fn=closeBtnHide, inputs=output_final, outputs=[clear, close]) | |
close.click(fn=None, cancels=start_ta) | |
if __name__ == "__main__": | |
demo.queue(api_open=False).launch(show_api=False, share=False) |