Modelli TensorFlow Hub - Amazon SageMaker AI

Modelli TensorFlow Hub

I seguenti modelli preaddestrati sono disponibili per l'uso per il trasferimento dell'addestramento con l'algoritmo di classificazione del testo - TensorFlow.

I seguenti modelli variano in modo significativo in termini di dimensioni, numero di parametri del modello, tempo di addestramento e latenza di inferenza per un determinato set di dati. Il modello migliore per il tuo caso d'uso dipende dalla complessità del set di dati di ottimizzazione e dai requisiti richiesti in termini di tempo di addestramento, latenza di inferenza o precisione del modello.

Nome modello model_id Origine

BERT Base Uncased

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

Link TensorFlow Hub

BERT Base Cased

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

Link TensorFlow Hub

BERT Base Multilingual Cased

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

Link TensorFlow Hub

Small BERT L-2_H-128_A-2

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

Link TensorFlow Hub

Small BERT L-2_H-256_A-4

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

Link TensorFlow Hub

Small BERT L-2_H-512_A-8

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

Link TensorFlow Hub

Small BERT L-2_H-768_A-12

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

Link TensorFlow Hub

Small BERT L-4_H-128_A-2

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

Link TensorFlow Hub

Small BERT L-4_H-256_A-4

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

Link TensorFlow Hub

Small BERT L-4_H-512_A-8

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

Link TensorFlow Hub

Small BERT L-4_H-768_A-12

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

Link TensorFlow Hub

Small BERT L-6_H-128_A-2

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

Link TensorFlow Hub

Small BERT L-6_H-256_A-4

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

Link TensorFlow Hub

Small BERT L-6_H-512_A-8

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

Link TensorFlow Hub

Small BERT L-6_H-768_A-12

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

Link TensorFlow Hub

Small BERT L-8_H-128_A-2

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

Link TensorFlow Hub

Small BERT L-8_H-256_A-4

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

Link TensorFlow Hub

Small BERT L-8_H-512_A-8

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

Link TensorFlow Hub

Small BERT L-8_H-768_A-12

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

Link TensorFlow Hub

Small BERT L-10_H-128_A-2

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

Link TensorFlow Hub

Small BERT L-10_H-256_A-4

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

Link TensorFlow Hub

Small BERT L-10_H-512_A-8

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

Link TensorFlow Hub

Small BERT L-10_H-768_A-12

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

Link TensorFlow Hub

Small BERT L-12_H-128_A-2

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

Link TensorFlow Hub

Small BERT L-12_H-256_A-4

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

Link TensorFlow Hub

Small BERT L-12_H-512_A-8

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

Link TensorFlow Hub

Small BERT L-12_H-768_A-12

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

Link TensorFlow Hub

BERT Large Uncased

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

Link TensorFlow Hub

BERT Large Cased

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

Link TensorFlow Hub

BERT Large Uncased Whole Word Masking

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

Link TensorFlow Hub

BERT Large Cased Whole Word Masking

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

Link TensorFlow Hub

ALBERT Base

tensorflow-tc-albert-en-base

Link TensorFlow Hub

ELECTRA Small++

tensorflow-tc-electra-small-1

Link TensorFlow Hub

ELECTRA Base

tensorflow-tc-electra-base-1

Link TensorFlow Hub

BERT Base Wikipedia and BooksCorpus

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

Link TensorFlow Hub

BERT Base MEDLINE/PubMed

tensorflow-tc-experts-bert-pubmed-1

Link TensorFlow Hub

Talking Heads Base

tensorflow-tc-talking-heads-base

Link TensorFlow Hub

Talking Heads Large

tensorflow-tc-talking-heads-large

Link TensorFlow Hub