Models
Datasets
Spaces
Buckets new
Docs
Enterprise
Pricing
- Website
- Community
- Solutions
Log In
Sign Up

vectoriseai
/

instructor-large

Sentence Similarity

sentence-transformers

information-retrieval

text-classification

text-clustering

text-semantic-similarity

text-evaluation

prompt-retrieval

feature-extraction

Sentence Similarity

natural_questions

Eval Results (legacy)

Model card Files Files and versions

Instructions to use vectoriseai/instructor-large with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

sentence-transformers

How to use vectoriseai/instructor-large with sentence-transformers:

from sentence_transformers import SentenceTransformer

model = SentenceTransformer("vectoriseai/instructor-large")

sentences = [
    "That is a happy person",
    "That is a happy dog",
    "That is a very happy person",
    "Today is a sunny day"
]
embeddings = model.encode(sentences)

similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4]

How to use vectoriseai/instructor-large with Transformers:

# Load model directly
from transformers import AutoTokenizer, AutoModel

tokenizer = AutoTokenizer.from_pretrained("vectoriseai/instructor-large")
model = AutoModel.from_pretrained("vectoriseai/instructor-large")

Notebooks
Google Colab
Kaggle

instructor-large / onnx

7.97 GB

Ctrl+K

Ctrl+K

1 contributor

History: 1 commit

nanmoon's picture

onnx model

46b20b5 over 2 years ago

decoder_model.onnx

1.74 GB
xet

onnx model over 2 years ago
decoder_model_merged.onnx

1.74 GB
xet

onnx model over 2 years ago
decoder_model_merged_quantized.onnx

439 MB
xet

onnx model over 2 years ago
decoder_model_quantized.onnx

438 MB
xet

onnx model over 2 years ago
decoder_with_past_model.onnx

1.54 GB
xet

onnx model over 2 years ago
decoder_with_past_model_quantized.onnx

388 MB
xet

onnx model over 2 years ago
encoder_model.onnx

1.34 GB
xet

onnx model over 2 years ago
encoder_model_quantized.onnx

337 MB
xet

onnx model over 2 years ago