Aimped is a unique library that provides classes and functions for only exclusively business-tailored AI-based NLP models.
Project description
aimped
Aimped is a unique python library that provides classes and functions for only exclusively business-tailored AI-based NLP models.
In this version, we provide the following features:
Sound processing tools and functions, NLP tools and functions, and a pipeline class for NLP tasks.
Installation
pip install aimped
Usage
import aimped
print(aimped.__version__)
Examples
Example 1
from aimped import nlp
result = nlp.sentence_tokenizer("Hi, welcome to aimped. Explore ai models.",language="english")
print(result)
# ['Hi, welcome to aimped.', 'Explore ai models.']
Example 2
from aimped.sound.utils import get_audio_duration
duration = get_audio_duration(audio_path="/path/to/audio_file")
print(duration)
Example 3
from aimped.nlp.pipeline import Pipeline
pipe = Pipeline(model=model, tokenizer=tokenizer, device='cpu')
result = pipe.ner_result(
text=text,
sents_tokens_list=sents_tokens_list,
sentences=sentences)
print(result)
Example 4
from aimped.nlp.pipeline import Pipeline
from transformers import pipeline, AutoTokenizer, AutoModelForSeq2SeqLM
from aimped.nlp import translation
checkpoint = "/path/to/model_checkpoint"
model = AutoModelForSeq2SeqLM.from_pretrained(checkpoint)
tokenizer = AutoTokenizer.from_pretrained(checkpoint)
device = 0
aimped = Pipeline(model=model, tokenizer=tokenizer, device=device)
aimped.translation_result(["text1_de","text2_de",...],source_language="german", output_language="english")
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