cnmoro / bert-tiny-embeddings-english-portuguese

huggingface.co
Total runs: 116
24-hour runs: 0
7-day runs: 7
30-day runs: -140
Model's Last Updated: December 26 2024
sentence-similarity

Introduction of bert-tiny-embeddings-english-portuguese

Model Details of bert-tiny-embeddings-english-portuguese

Model Trained Using AutoTrain

  • Problem type: Sentence Transformers
Validation Metrics

loss: 0.056979671120643616

runtime: 118.8683

samples_per_second: 2984.379

steps_per_second: 5.83

Info

This is the bert-tiny model finetuned on 1.5B tokens for embedding/feature extraction, for English and Brazillian Portuguese languages.

The output vector size is 128.

This model only has 4.4M params but the quality of the embeddings punch way above its size after tuning.

Usage
Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the Hugging Face Hub
model = SentenceTransformer("cnmoro/bert-tiny-embeddings-english-portuguese")
# Run inference
sentences = [
    'first passage',
    'second passage'
]
embeddings = model.encode(sentences)
print(embeddings.shape)

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)

Runs of cnmoro bert-tiny-embeddings-english-portuguese on huggingface.co

116
Total runs
0
24-hour runs
-11
3-day runs
7
7-day runs
-140
30-day runs

More Information About bert-tiny-embeddings-english-portuguese huggingface.co Model

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bert-tiny-embeddings-english-portuguese huggingface.co Url

https://huggingface.co/cnmoro/bert-tiny-embeddings-english-portuguese

cnmoro bert-tiny-embeddings-english-portuguese online free

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https://huggingface.co/cnmoro/bert-tiny-embeddings-english-portuguese

bert-tiny-embeddings-english-portuguese install

bert-tiny-embeddings-english-portuguese is an open source model from GitHub that offers a free installation service, and any user can find bert-tiny-embeddings-english-portuguese on GitHub to install. At the same time, huggingface.co provides the effect of bert-tiny-embeddings-english-portuguese install, users can directly use bert-tiny-embeddings-english-portuguese installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

bert-tiny-embeddings-english-portuguese install url in huggingface.co:

https://huggingface.co/cnmoro/bert-tiny-embeddings-english-portuguese

Url of bert-tiny-embeddings-english-portuguese

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