Sentence Similarity
sentence-transformers
Safetensors
Transformers
bert
feature-extraction
text-embeddings-inference
Instructions to use Youmnaaaa/Semantic-model with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use Youmnaaaa/Semantic-model with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("Youmnaaaa/Semantic-model") 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 Youmnaaaa/Semantic-model with Transformers:
# Load model directly from transformers import AutoTokenizer, AutoModel tokenizer = AutoTokenizer.from_pretrained("Youmnaaaa/Semantic-model") model = AutoModel.from_pretrained("Youmnaaaa/Semantic-model", device_map="auto") - Notebooks
- Google Colab
- Kaggle
update semantic
Browse files- corpus_df.pkl +3 -0
- corpus_embeddings.pkl +3 -0
- model/config.json +1 -1
- model/config_sentence_transformers.json +3 -3
- model/model.safetensors +2 -2
- model/tokenizer_config.json +1 -0
- semantic_config.json +11 -0
- semantic_data.pkl +2 -2
- semantic_embeddings.pkl +3 -0
- semantic_queries_clean.pkl +3 -0
- semantic_query_data.pkl +3 -0
corpus_df.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:aef3c0aff12a67d99ba6ccb7fdbea1386d763aaeee8dd88d6018ad90919846b0
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size 85712
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corpus_embeddings.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:6e015ac4e39b105fda4dfdf9921fe3cd4fa1ae1c03cf609be79322cee70a9249
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size 28044
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model/config.json
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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.
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 250037
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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": "5.10.1",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 250037
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model/config_sentence_transformers.json
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{
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"__version__": {
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"pytorch": "2.
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"sentence_transformers": "5.
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"transformers": "5.
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},
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"default_prompt_name": null,
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"model_type": "SentenceTransformer",
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{
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"__version__": {
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"pytorch": "2.11.0+cu128",
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"sentence_transformers": "5.5.1",
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"transformers": "5.10.1"
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},
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"default_prompt_name": null,
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"model_type": "SentenceTransformer",
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model/model.safetensors
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version https://git-lfs.github.com/spec/v1
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:7f4f89d628f87ade0e0b57c40affb6402cd77abc8110584d8d35dc86da514ee8
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size 470637416
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model/tokenizer_config.json
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"do_lower_case": true,
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"eos_token": "</s>",
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"is_local": false,
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"mask_token": "<mask>",
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"max_length": 128,
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"model_max_length": 128,
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"do_lower_case": true,
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"eos_token": "</s>",
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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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"max_length": 128,
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"model_max_length": 128,
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semantic_config.json
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{
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"model_name": "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2",
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"data_xlsx": "chatbot_dataset_v6FINAL.xlsx",
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"data_source": "api",
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"places_endpoint": "https://aroundubackend-production.up.railway.app/api/v1/ai/data/places",
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"menu_endpoint": "https://aroundubackend-production.up.railway.app/api/mobile/places/{place_id}/menu",
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"corpus_rows": 18,
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"semantic_query_rows": 699,
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"min_score": 0.25,
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"top_k": 5
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}
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semantic_data.pkl
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version https://git-lfs.github.com/spec/v1
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:4f3d6ec20bd69a7919fb5444e6aa8d440e2c528f979e054774d709814f0f0892
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size 114067
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semantic_embeddings.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:716c9b68c17125691f47a39d8dc62226023c87fbfecba3c79951e880eba4d877
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size 1073905
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semantic_queries_clean.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:9e718c86e48acb72ddcac66f905924b8123a900e10bbf42c2b9663c09132f672
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size 103988
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semantic_query_data.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:b05cc94419dbb12b0c6e1158ed7a95a1f00a06c3d200a26f44ff99952bb088cd
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size 1178162
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