t5-brokarry-unknown

This model is a fine-tuned version of paust/pko-t5-large on the None dataset.

Model description

의도	개체
일반대화
전화연결	대상
장소안내	장소, 대상
날씨예보	언제, 시간,장소, 대상, 조건
화물추천	언제, 시간, 상차, 하차, 조건
Unknown
*대상 : 상차지/하차지

How to use

import requests
 
API_URL = "https://api-inference.huggingface.co/models/yeye776/t5-brokarry-unknown"
headers = {"Authorization": "Bearer hf_key"}

def query(payload):
    response = requests.post(API_URL, headers=headers, json=payload)
    return response.json()

prompt = "브로캐리에 관련된 이용자의 대화인데 분류 및 인식 해줘! :"
input = "내일 심야 상차지가 분당인 화물 추천해줘"

output = query({
    "inputs": prompt+input,
    "options":{"wait_for_model":True}
})

Training hyperparameters

The following hyperparameters were used during training:

• learning_rate: 0.0007
• train_batch_size: 4
• eval_batch_size: 4
• seed: 42
• gradient_accumulation_steps: 8
• total_train_batch_size: 32
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: cosine
• lr_scheduler_warmup_ratio: 0.06
• num_epochs: 10

Training output

• 전체 훈련 스텝 수 (Global Step): 130
• 훈련 손실 (Training Loss): 0.442529062124399
• 훈련 시간 (Train Runtime): 836.443 초(약 13분)

Framework versions

• Transformers 4.35.0
• Pytorch 2.1.0+cu118
• Datasets 2.14.6
• Tokenizers 0.14.1