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Browse files- Dockerfile +17 -3
- gradio_ner.py +90 -0
- requirements.txt +2 -1
Dockerfile
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# read the doc: https://huggingface.co/docs/hub/spaces-sdks-docker
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# you will also find guides on how best to write your Dockerfile
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FROM python:3.
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WORKDIR /code
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@@ -9,6 +9,20 @@ COPY ./requirements.txt /code/requirements.txt
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RUN pip install --no-cache-dir --upgrade -r /code/requirements.txt
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# read the doc: https://huggingface.co/docs/hub/spaces-sdks-docker
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# you will also find guides on how best to write your Dockerfile
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FROM python:3.11.5
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WORKDIR /code
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RUN pip install --no-cache-dir --upgrade -r /code/requirements.txt
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# Set up a new user named "user" with user ID 1000
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RUN useradd -m -u 1000 user
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# Switch to the "user" user
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USER user
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# Set home to the user's home directory
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ENV HOME=/home/user \
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PATH=/home/user/.local/bin:$PATH
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# Set the working directory to the user's home directory
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WORKDIR $HOME/app
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# Copy the current directory contents into the container at $HOME/app setting the owner to the user
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COPY --chown=user . $HOME/app
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CMD ["python", "gradio_ner.py"]
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gradio_ner.py
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from transformers import pipeline
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import gradio as gr
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examples = [
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"""
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Notice of Representation
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Tachyon & Park PLLC
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1618 25th Ave
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Spokane, Washington(WA), 99208
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Direct Insurance Company
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5555 Dakota St.
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Athens, GA 23001
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Re: Estate of Bryan Terrell
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Policy Number: 117213657
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Date of death: 6/8/2021
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To Whom It May Concern:
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I have been retained by Saskia Mcgee to handle the abovenamed estate. My understanding is
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that they had a life insurance policy with your company. If this is correct, please send a letter to
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my office indicating you have received our letter of representation. Additionally, please do not
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contact our client going forward.
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We request that you deliver posthaste, the full policy amount of $400,000. If you are aware of
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any additional policies in force, please provide us with that information. Additionally, if there
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are any exclusions or liens on the policy, we request that information as well.
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If you have any questions, please contact my office.
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Sincerely,
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J Rock, esq.
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""",
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"""
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Notice of Representation
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Budget Mutual Insurance Company
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9876 Infinity Ave
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Springfield, MI 65541
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Colin & Bryier PLLC
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9514 8th Ave S
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Auburn, Washington(WA), 98002
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Our Client: Aysha Gilmore
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Date of death: 7/8/2021
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To Whom It May Concern,
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I have been retained by Aysha Gilmore to handle the estate of Kyron Marks. My understanding
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is that they had a life insurance policy (#193635138) with your company. If this is correct,
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please send a letter to my office indicating you have received our letter of representation.
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Additionally, please do not contact our client going forward.
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We are requesting that you forward the full policy amount of $25,000. Please forward an
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acknowledgement of our demand and please forward the umbrella policy information if one is
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applicable. Please send my secretary any information regarding liens on his policy.
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Please contact my office if you have any questions.
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Sincerely,
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Angela Berry, Attorney""",
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"""
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Notice of Representation
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Number One Insurance Company
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1234 Gateway Dr
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Chicago, IL 15002
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Quiroga PLLC
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9668 Rainier Ave S
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Kent, Washington(WA), 98031
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Re: Estate of Sana Keith
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Policy number: 462204232
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Our client: Oliver Davis
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Date of death: 2/14/2020
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To Whom It May Concern,
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I have been retained by Oliver Davis to handle the estate of Sana Keith. My understanding is
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that they had a life insurance policy with your company. If this is correct, please send a letter to
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my office indicating you have received our letter of representation. Additionally, please do not
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contact our client going forward.
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Our understanding is that the policy was for the amount of $60,000. If that is correct, please
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forward that amount to our office. If there are any forms that need to be completed, please
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forward those as well. If you are aware of any additional policies that are in force, send
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information about those policies to our office.
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If you have any questions, please contact my office.
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Sincerely,
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John D Locke, Esq"""
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]
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# Replace this with your own checkpoint
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model_checkpoint = "aimlnerd/bert-finetuned-legalentity-ner"
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ner_pipeline = pipeline(
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"token-classification", model=model_checkpoint, aggregation_strategy="simple"
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)
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def ner(text):
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output = ner_pipeline(text)
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return {"text": text, "entities": output}
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demo = gr.Interface(ner,
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gr.Textbox(placeholder="Enter text here..."),
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gr.HighlightedText(),
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examples=examples)
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demo.launch(share=True)
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print()
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requirements.txt
CHANGED
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evaluate==0.4.1
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accelerate==0.25.0
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seqeval==1.2.2
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pandas==2.1.4
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evaluate==0.4.1
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accelerate==0.25.0
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seqeval==1.2.2
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pandas==2.1.4
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gradio==4.13.0
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