Sentence Similarity
sentence-transformers
Safetensors
bert
feature-extraction
dense
Generated from Trainer
dataset_size:683
loss:MultipleNegativesSymmetricRankingLoss
text-embeddings-inference
Instructions to use LamaDiab/V7MiniLM-Synonyms-SemanticEngine with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use LamaDiab/V7MiniLM-Synonyms-SemanticEngine with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("LamaDiab/V7MiniLM-Synonyms-SemanticEngine") sentences = [ "ys", "sage", "chinese chard", "tiny" ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4] - Notebooks
- Google Colab
- Kaggle
Training in progress, epoch 1
Browse files- final/README.md +9 -9
- final/model.safetensors +1 -1
- model.safetensors +1 -1
- training_args.bin +1 -1
final/README.md
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@@ -98,9 +98,9 @@ print(embeddings.shape)
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# Get the similarity scores for the embeddings
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similarities = model.similarity(embeddings, embeddings)
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print(similarities)
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# tensor([[1.0000, 0.
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# [0.
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# [0.
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```
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<!--
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- `per_device_train_batch_size`: 32
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- `per_device_eval_batch_size`: 16
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- `learning_rate`:
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- `weight_decay`: 0.001
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- `num_train_epochs`: 4
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- `warmup_ratio`: 0.2
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- `gradient_accumulation_steps`: 1
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- `eval_accumulation_steps`: None
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- `torch_empty_cache_steps`: None
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- `learning_rate`:
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- `weight_decay`: 0.001
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- `adam_beta1`: 0.9
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- `adam_beta2`: 0.999
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| Epoch | Step | Training Loss |
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|:------:|:----:|:-------------:|
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| 0.0455 | 1 | 3.3947 |
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| 1.0 | 22 | 2.
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| 2.0 | 44 | 2.
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| 3.0 | 66 | 2.
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| 4.0 | 88 | 2.
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### Framework Versions
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# Get the similarity scores for the embeddings
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similarities = model.similarity(embeddings, embeddings)
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print(similarities)
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# tensor([[1.0000, 0.8991, 0.4566],
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# [0.8991, 1.0000, 0.4530],
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# [0.4566, 0.4530, 1.0000]])
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```
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<!--
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- `per_device_train_batch_size`: 32
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- `per_device_eval_batch_size`: 16
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- `learning_rate`: 2e-05
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- `weight_decay`: 0.001
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- `num_train_epochs`: 4
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- `warmup_ratio`: 0.2
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- `gradient_accumulation_steps`: 1
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- `eval_accumulation_steps`: None
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- `torch_empty_cache_steps`: None
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+
- `learning_rate`: 2e-05
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- `weight_decay`: 0.001
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- `adam_beta1`: 0.9
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- `adam_beta2`: 0.999
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| Epoch | Step | Training Loss |
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|:------:|:----:|:-------------:|
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| 0.0455 | 1 | 3.3947 |
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| 1.0 | 22 | 2.9599 |
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| 2.0 | 44 | 2.7929 |
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| 3.0 | 66 | 2.6597 |
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| 4.0 | 88 | 2.5617 |
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### Framework Versions
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final/model.safetensors
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model.safetensors
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training_args.bin
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