Abstract Sim Sentence

🚀 抽象句子映射模型

該模型用於將抽象的句子描述映射到符合這些描述的句子。它基於維基百科數據進行訓練。使用load_finetuned_model加載查詢和句子編碼器，並使用encode_batch()方法對句子進行編碼。

🚀 快速開始

此模型可將抽象的句子描述映射到符合描述的句子，在維基百科數據上進行訓練。使用load_finetuned_model加載查詢和句子編碼器，使用encode_batch()方法對句子進行編碼。

注意：該方法採用雙編碼器架構。這是句子編碼器，應與查詢編碼器配合使用。

💻 使用示例

基礎用法

from transformers import AutoTokenizer, AutoModel
import torch
from typing import List
from sklearn.metrics.pairwise import cosine_similarity

def load_finetuned_model():


        sentence_encoder = AutoModel.from_pretrained("biu-nlp/abstract-sim-sentence")
        query_encoder = AutoModel.from_pretrained("biu-nlp/abstract-sim-query")
        tokenizer = AutoTokenizer.from_pretrained("biu-nlp/abstract-sim-sentence")

        return tokenizer, query_encoder, sentence_encoder


def encode_batch(model, tokenizer, sentences: List[str], device: str):
    input_ids = tokenizer(sentences, padding=True, max_length=512, truncation=True, return_tensors="pt",
                          add_special_tokens=True).to(device)
    features = model(**input_ids)[0]
    features =  torch.sum(features[:,1:,:] * input_ids["attention_mask"][:,1:].unsqueeze(-1), dim=1) / torch.clamp(torch.sum(input_ids["attention_mask"][:,1:], dim=1, keepdims=True), min=1e-9)
    return features

高級用法

tokenizer, query_encoder, sentence_encoder = load_finetuned_model()
relevant_sentences = ["Fingersoft's parent company is the Finger Group.",
                      "WHIRC – a subsidiary company of Wright-Hennepin",
                      "CK Life Sciences International (Holdings) Inc. (), or CK Life Sciences, is a subsidiary of CK Hutchison Holdings",
                      "EM Microelectronic-Marin (subsidiary of The Swatch Group).",
                      "The company is currently a division of the corporate group Jam Industries.",
                      "Volt Technical Resources is a business unit of Volt Workforce Solutions, a subsidiary of Volt Information Sciences (currently trading over-the-counter as VISI.)."
             ]

irrelevant_sentences = ["The second company is deemed to be a subsidiary of the parent company.",
                        "The company has gone through more than one incarnation.",
                        "The company is owned by its employees.",
                        "Larger companies compete for market share by acquiring smaller companies that may own a particular market sector.",
                        "A parent company is a company that owns 51% or more voting stock in another firm (or subsidiary).",
                        "It is a holding company that provides services through its subsidiaries in the following areas: oil and gas, industrial and infrastructure, government and power.",
                        "RXVT Technologies is no longer a subsidiary of the parent company."
                        ]

all_sentences = relevant_sentences + irrelevant_sentences
query = "<query>: A company is a part of a larger company."
    
embeddings = encode_batch(sentence_encoder, tokenizer, all_sentences, "cpu").detach().cpu().numpy()
query_embedding = encode_batch(query_encoder, tokenizer, [query], "cpu").detach().cpu().numpy()

sims = cosine_similarity(query_embedding, embeddings)[0]
sentences_sims = list(zip(all_sentences, sims))
sentences_sims.sort(key=lambda x: x[1], reverse=True)

for s, sim in sentences_sims:
    print(s, sim)

預期輸出

WHIRC – a subsidiary company of Wright-Hennepin 0.9396286
EM Microelectronic-Marin (subsidiary of The Swatch Group). 0.93929046
Fingersoft's parent company is the Finger Group. 0.936247
CK Life Sciences International (Holdings) Inc. (), or CK Life Sciences, is a subsidiary of CK Hutchison Holdings 0.9350312
The company is currently a division of the corporate group Jam Industries. 0.9273489
Volt Technical Resources is a business unit of Volt Workforce Solutions, a subsidiary of Volt Information Sciences (currently trading over-the-counter as VISI.). 0.9005086
The second company is deemed to be a subsidiary of the parent company. 0.6723645
It is a holding company that provides services through its subsidiaries in the following areas: oil and gas, industrial and infrastructure, government and power. 0.60081375
A parent company is a company that owns 51% or more voting stock in another firm (or subsidiary). 0.59490484
The company is owned by its employees. 0.55286574
RXVT Technologies is no longer a subsidiary of the parent company. 0.4321953
The company has gone through more than one incarnation. 0.38889483
Larger companies compete for market share by acquiring smaller companies that may own a particular market sector. 0.25472647

📚 詳細文檔

⚠️ 重要提示

該方法採用雙編碼器架構。這是句子編碼器，應與查詢編碼器配合使用。