interfaces/universal.py

from typing import Dict, Union
from gliner import GLiNER
import gradio as gr

model = GLiNER.from_pretrained("knowledgator/gliner-multitask-large-v0.5").to('cpu')

text1 = """

"I recently purchased the Sony WH-1000XM4 Wireless Noise-Canceling Headphones from Amazon and I must say, I'm thoroughly impressed. The package arrived in New York within 2 days, thanks to Amazon Prime's expedited shipping.



The headphones themselves are remarkable. The noise-canceling feature works like a charm in the bustling city environment, and the 30-hour battery life means I don't have to charge them every day. Connecting them to my Samsung Galaxy S21 was a breeze, and the sound quality is second to none.



I also appreciated the customer service from Amazon when I had a question about the warranty. They responded within an hour and provided all the information I needed.



However, the headphones did not come with a hard case, which was listed in the product description. I contacted Amazon, and they offered a 10% discount on my next purchase as an apology.



Overall, I'd give these headphones a 4.5/5 rating and highly recommend them to anyone looking for top-notch quality in both product and service."""

text2 = """

Apple Inc. is an American multinational technology company headquartered in Cupertino, California. Apple is the world's largest technology company by revenue, with US$394.3 billion in 2022 revenue. As of March 2023, Apple is the world's biggest company by market capitalization. As of June 2022, Apple is the fourth-largest personal computer vendor by unit sales and the second-largest mobile phone manufacturer in the world. It is considered one of the Big Five American information technology companies, alongside Alphabet (parent company of Google), Amazon, Meta Platforms, and Microsoft.

Microsoft was founded by Bill Gates and Paul Allen on April 4, 1975 to develop and sell BASIC interpreters for the Altair 8800. During his career at Microsoft, Gates held the positions of chairman, chief executive officer, president and chief software architect, while also being the largest individual shareholder until May 2014.

Apple was founded as Apple Computer Company on April 1, 1976, by Steve Wozniak, Steve Jobs (1955–2011) and Ronald Wayne to develop and sell Wozniak's Apple I personal computer. It was incorporated by Jobs and Wozniak as Apple Computer, Inc. in 1977. The company's second computer, the Apple II, became a best seller and one of the first mass-produced microcomputers. Apple went public in 1980 to instant financial success. The company developed computers featuring innovative graphical user interfaces, including the 1984 original Macintosh, announced that year in a critically acclaimed advertisement called "1984". By 1985, the high cost of its products, and power struggles between executives, caused problems. Wozniak stepped back from Apple and pursued other ventures, while Jobs resigned and founded NeXT, taking some Apple employees with him.

"""

open_ie_examples = [
    [
        f"Extract all positive aspects of the product:",
        text1,
        0.5,
        False,
        "answer"
    ],
    [
        f"Extract all negative aspects of the product:",
        text1,
        0.5,
        False,
        "match"
    ],
    [
        f"Find the name of the computer for which the first Microsoft product was developed:",
        text2,
        0.5,
        False,
        "match"
    ]]

def merge_entities(entities):
    if not entities:
        return []
    merged = []
    current = entities[0]
    for next_entity in entities[1:]:
        if next_entity['entity'] == current['entity'] and (next_entity['start'] == current['end'] + 1 or next_entity['start'] == current['end']):
            current['word'] += ' ' + next_entity['word']
            current['end'] = next_entity['end']
        else:
            merged.append(current)
            current = next_entity
    merged.append(current)
    return merged

def process(

    prompt:str, text, threshold: float, nested_ner: bool, labels: str

) -> Dict[str, Union[str, int, float]]:
    text = prompt + "\n" + text
    labels = [label.strip() for label in labels.split(",")]
    r = {
        "text": text,
        "entities": [
            {
                "entity": entity["label"],
                "word": entity["text"],
                "start": entity["start"],
                "end": entity["end"],
                "score": 0,
            }
            for entity in model.predict_entities(
                text, labels, flat_ner=not nested_ner, threshold=threshold
            )
        ],
    }
    r["entities"] =  merge_entities(r["entities"])
    return r

with gr.Blocks(title="Open Information Extracting") as universal_interface:
    prompt = gr.Textbox(label="Prompt", placeholder="Enter your prompt here")
    labels = gr.Textbox(label="Labels", placeholder="Enter your labels here (comma separated)", scale=2)
    input_text = gr.Textbox(label="Text input", placeholder="Enter your text here")
    threshold = gr.Slider(0, 1, value=0.3, step=0.01, label="Threshold", info="Lower the threshold to increase how many entities get predicted.")
    nested_ner = gr.Checkbox(label="Nested NER", info="Allow for nested NER?")
    output = gr.HighlightedText(label="Predicted Entities")
    submit_btn = gr.Button("Submit")
    examples = gr.Examples(
    open_ie_examples,
    fn=process,
    inputs=[prompt, input_text, threshold, nested_ner, labels],
    outputs=output,
    cache_examples=True
    )
    theme=gr.themes.Base()

    input_text.submit(fn=process, inputs=[prompt, input_text, threshold, nested_ner, labels], outputs=output)
    prompt.submit(fn=process, inputs=[prompt, input_text, threshold, nested_ner, labels], outputs=output)
    threshold.release(fn=process, inputs=[prompt, input_text, threshold, nested_ner, labels], outputs=output)
    submit_btn.click(fn=process, inputs=[prompt, input_text, threshold, nested_ner, labels], outputs=output)
    nested_ner.change(fn=process, inputs=[prompt, input_text, threshold, nested_ner, labels], outputs=output)


if __name__ == "__main__":
    
    universal_interface.launch()