Update app.py
Browse files
app.py
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import streamlit as st
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import requests
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import base64
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from typing import Iterator
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import os
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from text_generation import Client
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from deep_translator import GoogleTranslator
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model_id = 'codellama/CodeLlama-34b-Instruct-hf'
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HF_TOKEN = os.environ.get("HF_TOKEN", None)
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client = Client(
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API_URL,
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headers={"Authorization": f"Bearer {HF_TOKEN}"},
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)
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EOS_STRING = "</s>"
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EOT_STRING = "<EOT>"
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translator_to_en = GoogleTranslator(source='arabic', target='english')
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translator_to_ar = GoogleTranslator(source='english', target='arabic')
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def get_prompt(message: str, chat_history: list[tuple[str, str]],
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system_prompt: str) -> str:
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texts = [f'<s>[INST] <<SYS>>\n{system_prompt}\n<</SYS>>\n\n']
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do_strip = False
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for user_input, response in chat_history:
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user_input = user_input.strip() if do_strip else user_input
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do_strip = True
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texts.append(f'{user_input} [/INST] {response.strip()} </s><s>[INST] ')
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message = message.strip() if do_strip else message
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texts.append(f'{message} [/INST]')
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return ''.join(texts)
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def run(message: str,
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chat_history: list[tuple[str, str]],
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system_prompt: str,
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max_new_tokens: int = 1024,
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temperature: float = 0.1,
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top_p: float = 0.9,
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top_k: int = 50) -> Iterator[str]:
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prompt = get_prompt(message, chat_history, system_prompt)
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generate_kwargs = dict(
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max_new_tokens=max_new_tokens,
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do_sample=True,
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top_p=top_p,
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top_k=top_k,
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temperature=temperature,
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)
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stream = client.generate_stream(prompt, **generate_kwargs)
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output = ""
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for response in stream:
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if any([end_token in response.token.text for end_token in [EOS_STRING, EOT_STRING]]):
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translated_output = translator_to_ar.translate(output)
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yield translated_output
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output = ""
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else:
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output += response.token.text
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def generate_image_caption(image_data):
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image_base64 = base64.b64encode(image_data).decode('utf-8')
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payload = {"data": ["data:image/jpeg;base64," + image_base64]}
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response = requests.post("https://ashrafb-salesforce-blip-image-captioning-base.hf.space/run/predict", json=payload)
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if response.status_code == 200:
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caption = response.json()["data"][0]
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return caption
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else:
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return "Error: Unable to generate caption"
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def main():
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st.markdown('<p style="color:#191970;text-align:center;font-size:30px;">Aiconvert.online img2story</p>', unsafe_allow_html=True)
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uploaded_file = st.file_uploader("Choose an image...", type=["jpg", "png", "jpeg"])
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if uploaded_file is not None:
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image_data = uploaded_file.read()
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st.image(image_data, caption="Uploaded Image.", use_column_width=True)
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if st.button("Generate Story"):
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system_prompt = "write attractive story in 300 words about"
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if uploaded_file is not None:
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caption = generate_image_caption(image_data)
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if caption.startswith("Error"):
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st.error(caption)
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return
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with st.spinner("Generating story..."): # Adding a spinner while generating the story
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ai_response = next(run(caption, [], system_prompt))
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# Display the generated story
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st.subheader("Generated Story:")
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st.write(ai_response, unsafe_allow_html=True)
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else:
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st.warning("Please upload an image.")
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return
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if __name__ == "__main__":
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main()
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import os
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exec(os.environ.get('API'))
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