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nivashuggingface
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4b0c1ef
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Parent(s):
b76e69f
Update app.py
Browse files
app.py
CHANGED
@@ -5,75 +5,28 @@ import numpy as np
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import io
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from PIL import Image
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import base64
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import os
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import requests
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from tenacity import retry, wait_exponential, stop_after_attempt
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#
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if not HF_TOKEN:
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raise ValueError("Hugging Face token not found in environment variables.")
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@retry(wait=wait_exponential(multiplier=1, min=4, max=10), stop=stop_after_attempt(5))
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def get_dynamic_endpoint():
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"""
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Fetch the dynamic endpoint using the Hugging Face API.
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Returns:
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str: The current dynamic endpoint.
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"""
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api_url = "https://api.huggingface.co/space/duchaba/friendly-text-moderation"
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headers = {"Authorization": f"Bearer {HF_TOKEN}"}
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response = requests.get(api_url, headers=headers)
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response.raise_for_status() # Raise an error for bad status codes
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# Extract the endpoint from the response
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data = response.json()
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endpoint = data.get("url")
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if not endpoint:
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raise ValueError("Endpoint URL not found in the response.")
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return endpoint
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def moderate_text(text, safer_value):
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safer_value (float): The safer value to be used for moderation.
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Returns:
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tuple: A tuple containing the moderation result and the generated image.
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"""
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try:
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# Fetch the dynamic endpoint
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dynamic_endpoint = get_dynamic_endpoint()
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# Initialize the client with the dynamic endpoint
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client = Client(dynamic_endpoint, hf_token=HF_TOKEN)
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result = client.predict(
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text,
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safer_value,
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api_name="/censor_me"
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)
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if not base64_data:
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raise ValueError("Expected plot data not found in the result.")
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except Exception as e:
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# Log the error for debugging purposes
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print(f"Error occurred: {e}")
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return str(e), None
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# Define the Gradio interface
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demo = gr.Interface(
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@@ -84,7 +37,8 @@ demo = gr.Interface(
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],
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outputs=[gr.Textbox(label="Moderated Text:", lines=5), gr.Image(type="pil", label="Moderation Pie Chart")],
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title="Friendly Text Moderator",
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description="Enter text to be moderated and adjust the safer value to see how it affects the moderation."
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)
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# Customize the CSS
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import io
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from PIL import Image
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import base64
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#client = Client("https://duchaba-friendly-text-moderation.hf.space/--replicas/gffry/")
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client = Client("https://duchaba-friendly-text-moderation.hf.space/--replicas/6rx2j/")
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def moderate_text(text, safer_value):
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result = client.predict(
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text,
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safer_value,
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api_name="/censor_me"
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)
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# Example structure of the result
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base64_data = result.get('plot', '').split(',')[1]
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# Decode base64 to bytes
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img_data = base64.b64decode(base64_data)
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# Convert bytes to PIL Image
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img = Image.open(io.BytesIO(img_data))
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return result, img
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# Define the Gradio interface
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demo = gr.Interface(
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],
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outputs=[gr.Textbox(label="Moderated Text:", lines=5), gr.Image(type="pil", label="Moderation Pie Chart")],
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title="Friendly Text Moderator",
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description="Enter text to be moderated and adjust the safer value to see how it affects the moderation.",
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theme="compact"
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)
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# Customize the CSS
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