Sentence Similarity
sentence-transformers
Safetensors
English
Portuguese
splade
sparse
embeddings
bert
portuguese
ptbr
Instructions to use cnmoro/inference-free-splade-co-condenser-en-ptbr-v2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use cnmoro/inference-free-splade-co-condenser-en-ptbr-v2 with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("cnmoro/inference-free-splade-co-condenser-en-ptbr-v2") 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] - Notebooks
- Google Colab
- Kaggle
Upload 13 files
Browse files- config_sentence_transformers.json +14 -0
- document_0_Transformer/config.json +30 -0
- document_0_Transformer/model.safetensors +3 -0
- document_0_Transformer/sentence_bert_config.json +10 -0
- document_0_Transformer/tokenizer.json +0 -0
- document_0_Transformer/tokenizer_config.json +17 -0
- document_1_SpladePooling/config.json +5 -0
- modules.json +8 -0
- query_0_SparseStaticEmbedding/config.json +3 -0
- query_0_SparseStaticEmbedding/model.safetensors +3 -0
- query_0_SparseStaticEmbedding/tokenizer.json +0 -0
- query_0_SparseStaticEmbedding/tokenizer_config.json +17 -0
- router_config.json +21 -0
config_sentence_transformers.json
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{
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"__version__": {
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"pytorch": "2.6.0+cu124",
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"sentence_transformers": "5.5.0",
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"transformers": "5.8.1"
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},
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"default_prompt_name": null,
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"model_type": "SparseEncoder",
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"prompts": {
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"document": "",
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"query": ""
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},
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"similarity_fn_name": "dot"
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}
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document_0_Transformer/config.json
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{
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"add_cross_attention": false,
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"architectures": [
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"BertForMaskedLM"
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],
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"attention_probs_dropout_prob": 0.1,
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"bos_token_id": null,
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"classifier_dropout": null,
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"dtype": "float32",
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"eos_token_id": null,
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"gradient_checkpointing": false,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 768,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"is_decoder": false,
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 512,
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"model_type": "bert",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"pad_token_id": 0,
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"position_embedding_type": "absolute",
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"tie_word_embeddings": true,
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"transformers_version": "5.8.1",
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"type_vocab_size": 2,
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"use_cache": false,
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"vocab_size": 30522
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}
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document_0_Transformer/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:2182f35f3839cd35fd55e31998238e2f1f478ed7fbf984038e70e823aa7b790f
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size 438080896
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document_0_Transformer/sentence_bert_config.json
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{
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"transformer_task": "fill-mask",
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"modality_config": {
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"text": {
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"method": "forward",
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"method_output_name": "logits"
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}
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},
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"module_output_name": "token_embeddings"
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}
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document_0_Transformer/tokenizer.json
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document_0_Transformer/tokenizer_config.json
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{
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"backend": "tokenizers",
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"cls_token": "[CLS]",
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"do_basic_tokenize": true,
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"do_lower_case": true,
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"is_local": false,
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"local_files_only": false,
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"mask_token": "[MASK]",
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"model_max_length": 256,
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"never_split": null,
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"strip_accents": null,
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"tokenize_chinese_chars": true,
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"tokenizer_class": "BertTokenizer",
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"unk_token": "[UNK]"
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}
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document_1_SpladePooling/config.json
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{
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"pooling_strategy": "max",
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"activation_function": "relu",
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"embedding_dimension": 768
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}
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modules.json
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[
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{
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"idx": 0,
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"name": "0",
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"path": "",
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"type": "sentence_transformers.base.modules.router.Router"
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}
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]
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query_0_SparseStaticEmbedding/config.json
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{
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"frozen": false
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}
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query_0_SparseStaticEmbedding/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:acbd95b22b6cbce01192ee0e241029446e10e965af94959beb7691bd1074c21c
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size 122168
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query_0_SparseStaticEmbedding/tokenizer.json
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query_0_SparseStaticEmbedding/tokenizer_config.json
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{
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"backend": "tokenizers",
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"cls_token": "[CLS]",
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"do_basic_tokenize": true,
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"do_lower_case": true,
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"is_local": false,
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"local_files_only": false,
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"mask_token": "[MASK]",
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"model_max_length": 256,
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"never_split": null,
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"strip_accents": null,
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"tokenize_chinese_chars": true,
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"tokenizer_class": "BertTokenizer",
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"unk_token": "[UNK]"
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}
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router_config.json
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{
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"types": {
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"query_0_SparseStaticEmbedding": "sentence_transformers.sparse_encoder.modules.sparse_static_embedding.SparseStaticEmbedding",
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"document_0_Transformer": "sentence_transformers.base.modules.transformer.Transformer",
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"document_1_SpladePooling": "sentence_transformers.sparse_encoder.modules.splade_pooling.SpladePooling"
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},
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"structure": {
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"query": [
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"query_0_SparseStaticEmbedding"
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],
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"document": [
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"document_0_Transformer",
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"document_1_SpladePooling"
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]
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},
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"parameters": {
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"default_route": "query",
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"allow_empty_key": true,
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"route_mappings": {}
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}
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}
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