TensorFlow Hub 模型 - Amazon SageMaker

TensorFlow Hub 模型

以下预先训练模型可用于使用文本分类 – TensorFlow 算法的迁移学习。

对于任何给定数据集,以下模型在大小、模型参数数量、训练时间和推理延迟方面差异很大。最适合您的使用场景的模型取决于微调数据集的复杂性,以及您对训练时间、推理延迟或模型准确性的任何要求。

模型名称 model_id

BERT Base Uncased

tensorflow-tc-bert-en-uncased-L-12-H-768-A-12-2

TensorFlow Hub 链接

BERT Base Cased

tensorflow-tc-bert-en-cased-L-12-H-768-A-12-2

TensorFlow Hub 链接

BERT Base Multilingual Cased

tensorflow-tc-bert-multi-cased-L-12-H-768-A-12-2

TensorFlow Hub 链接

Small BERT L-2_H-128_A-2

tensorflow-tc-small-bert-bert-en-uncased-L-2-H-128-A-2

TensorFlow Hub 链接

Small BERT L-2_H-256_A-4

tensorflow-tc-small-bert-bert-en-uncased-L-2-H-256-A-4

TensorFlow Hub 链接

Small BERT L-2_H-512_A-8

tensorflow-tc-small-bert-bert-en-uncased-L-2-H-512-A-8

TensorFlow Hub 链接

Small BERT L-2_H-768_A-12

tensorflow-tc-small-bert-bert-en-uncased-L-2-H-768-A-12

TensorFlow Hub 链接

Small BERT L-4_H-128_A-2

tensorflow-tc-small-bert-bert-en-uncased-L-4-H-128-A-2

TensorFlow Hub 链接

Small BERT L-4_H-256_A-4

tensorflow-tc-small-bert-bert-en-uncased-L-4-H-256-A-4

TensorFlow Hub 链接

Small BERT L-4_H-512_A-8

tensorflow-tc-small-bert-bert-en-uncased-L-4-H-512-A-8

TensorFlow Hub 链接

Small BERT L-4_H-768_A-12

tensorflow-tc-small-bert-bert-en-uncased-L-4-H-768-A-12

TensorFlow Hub 链接

Small BERT L-6_H-128_A-2

tensorflow-tc-small-bert-bert-en-uncased-L-6-H-128-A-2

TensorFlow Hub 链接

Small BERT L-6_H-256_A-4

tensorflow-tc-small-bert-bert-en-uncased-L-6-H-256-A-4

TensorFlow Hub 链接

Small BERT L-6_H-512_A-8

tensorflow-tc-small-bert-bert-en-uncased-L-6-H-512-A-8

TensorFlow Hub 链接

Small BERT L-6_H-768_A-12

tensorflow-tc-small-bert-bert-en-uncased-L-6-H-768-A-12

TensorFlow Hub 链接

Small BERT L-8_H-128_A-2

tensorflow-tc-small-bert-bert-en-uncased-L-8-H-128-A-2

TensorFlow Hub 链接

Small BERT L-8_H-256_A-4

tensorflow-tc-small-bert-bert-en-uncased-L-8-H-256-A-4

TensorFlow Hub 链接

Small BERT L-8_H-512_A-8

tensorflow-tc-small-bert-bert-en-uncased-L-8-H-512-A-8

TensorFlow Hub 链接

Small BERT L-8_H-768_A-12

tensorflow-tc-small-bert-bert-en-uncased-L-8-H-768-A-12

TensorFlow Hub 链接

Small BERT L-10_H-128_A-2

tensorflow-tc-small-bert-bert-en-uncased-L-10-H-128-A-2

TensorFlow Hub 链接

Small BERT L-10_H-256_A-4

tensorflow-tc-small-bert-bert-en-uncased-L-10-H-256-A-4

TensorFlow Hub 链接

Small BERT L-10_H-512_A-8

tensorflow-tc-small-bert-bert-en-uncased-L-10-H-512-A-8

TensorFlow Hub 链接

Small BERT L-10_H-768_A-12

tensorflow-tc-small-bert-bert-en-uncased-L-10-H-768-A-12

TensorFlow Hub 链接

Small BERT L-12_H-128_A-2

tensorflow-tc-small-bert-bert-en-uncased-L-12-H-128-A-2

TensorFlow Hub 链接

Small BERT L-12_H-256_A-4

tensorflow-tc-small-bert-bert-en-uncased-L-12-H-256-A-4

TensorFlow Hub 链接

Small BERT L-12_H-512_A-8

tensorflow-tc-small-bert-bert-en-uncased-L-12-H-512-A-8

TensorFlow Hub 链接

Small BERT L-12_H-768_A-12

tensorflow-tc-small-bert-bert-en-uncased-L-12-H-768-A-12

TensorFlow Hub 链接

BERT Large Uncased

tensorflow-tc-bert-en-uncased-L-24-H-1024-A-16-2

TensorFlow Hub 链接

BERT Large Cased

tensorflow-tc-bert-en-cased-L-24-H-1024-A-16-2

TensorFlow Hub 链接

BERT Large Uncased Whole Word Masking

tensorflow-tc-bert-en-wwm-uncased-L-24-H-1024-A-16-2

TensorFlow Hub 链接

BERT Large Cased Whole Word Masking

tensorflow-tc-bert-en-wwm-cased-L-24-H-1024-A-16-2

TensorFlow Hub 链接

ALBERT Base

tensorflow-tc-albert-en-base

TensorFlow Hub 链接

ELECTRA Small++

tensorflow-tc-electra-small-1

TensorFlow Hub 链接

ELECTRA Base

tensorflow-tc-electra-base-1

TensorFlow Hub 链接

BERT Base Wikipedia and BooksCorpus

tensorflow-tc-experts-bert-wiki-books-1

TensorFlow Hub 链接

BERT Base MEDLINE/PubMed

tensorflow-tc-experts-bert-pubmed-1

TensorFlow Hub 链接

Talking Heads Base

tensorflow-tc-talking-heads-base

TensorFlow Hub 链接

Talking Heads Large

tensorflow-tc-talking-heads-large

TensorFlow Hub 链接