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
bert-tiny-embeddings-english-portuguese huggingface.co is an AI model on huggingface.co that provides bert-tiny-embeddings-english-portuguese's model effect (), which can be used instantly with this cnmoro bert-tiny-embeddings-english-portuguese model. huggingface.co supports a free trial of the bert-tiny-embeddings-english-portuguese model, and also provides paid use of the bert-tiny-embeddings-english-portuguese. Support call bert-tiny-embeddings-english-portuguese model through api, including Node.js, Python, http.
bert-tiny-embeddings-english-portuguese huggingface.co is an online trial and call api platform, which integrates bert-tiny-embeddings-english-portuguese's modeling effects, including api services, and provides a free online trial of bert-tiny-embeddings-english-portuguese, you can try bert-tiny-embeddings-english-portuguese online for free by clicking the link below.
cnmoro bert-tiny-embeddings-english-portuguese online free url in huggingface.co:
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: