Sentence Similarity
sentence-transformers
PyTorch
TensorFlow
ONNX
Safetensors
OpenVINO
Transformers
bert
feature-extraction
text-embeddings-inference
Instructions to use LEE-WHITE/paraphrase-multilingual-MiniLM-L12-v2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use LEE-WHITE/paraphrase-multilingual-MiniLM-L12-v2 with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("LEE-WHITE/paraphrase-multilingual-MiniLM-L12-v2") sentences = [ "The weather is lovely today.", "It's so sunny outside!", "He drove to the stadium." ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [3, 3] - Transformers
How to use LEE-WHITE/paraphrase-multilingual-MiniLM-L12-v2 with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModel tokenizer = AutoTokenizer.from_pretrained("LEE-WHITE/paraphrase-multilingual-MiniLM-L12-v2") model = AutoModel.from_pretrained("LEE-WHITE/paraphrase-multilingual-MiniLM-L12-v2", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download tokenizer_config.json from LEE-WHITE/paraphrase-multilingual-MiniLM-L12-v2: direct link, hf CLI and curl.
- Browser
- Download file 526 Bytes
-
https://huggingface.co/LEE-WHITE/paraphrase-multilingual-MiniLM-L12-v2/resolve/main/tokenizer_config.json
- Command line
-
hf download hf://LEE-WHITE/paraphrase-multilingual-MiniLM-L12-v2/tokenizer_config.json
-
curl -L -o tokenizer_config.json https://huggingface.co/LEE-WHITE/paraphrase-multilingual-MiniLM-L12-v2/resolve/main/tokenizer_config.json
526 Bytes
| {"do_lower_case": true, "unk_token": "<unk>", "sep_token": "</s>", "pad_token": "<pad>", "cls_token": "<s>", "mask_token": {"content": "<mask>", "single_word": false, "lstrip": true, "rstrip": false, "normalized": true, "__type": "AddedToken"}, "tokenize_chinese_chars": true, "strip_accents": null, "bos_token": "<s>", "eos_token": "</s>", "model_max_length": 512, "special_tokens_map_file": null, "name_or_path": "old_models/paraphrase-multilingual-MiniLM-L12-v2/0_Transformer", "tokenizer_class": "PreTrainedTokenizerFast"} |