Datasets:
Add 'sentence-transformers' tag for easier discoverability
Browse filesHello!
## Pull Request overview
* Add the `sentence-transformers` tag.
## Details
The upcoming Sentence Transformers v3 update will introduce training directly with `Dataset` instances, e.g. like so:
```python
from datasets import load_dataset
from sentence_transformers import SentenceTransformer, SentenceTransformerTrainer
from sentence_transformers.losses import MultipleNegativesRankingLoss
# 1. Load a model to finetune
model = SentenceTransformer("microsoft/mpnet-base")
# 2. Load a dataset to finetune on
dataset = load_dataset("WhereIsAI/github-issue-similarity", "positive")
train_dataset = dataset["train"]
eval_dataset = dataset["dev"]
# 3. Define a loss function
loss = MultipleNegativesRankingLoss(model)
# 4. Create a trainer & train
trainer = SentenceTransformerTrainer(
model=model,
train_dataset=train_dataset,
eval_dataset=eval_dataset,
loss=loss,
)
trainer.train()
# 5. Save the trained model
model.save("models/mpnet-base-GIS")
```
In preparation for the release, I'm going through and tagging some excellent datasets that immediately match one of the dataset formats required for one of the [loss functions](https://sbert.net/docs/training/loss_overview.html) as [`sentence-transformers`](https://huggingface.co/datasets?other=sentence-transformers). Then I can link to datasets with this tag in the Sentence Transformers documentation.
This dataset in particular matches the `(anchor, positive) pairs` without any label, allowing this dataset to be used out of the box for CachedMultipleNegativesRankingLoss, MultipleNegativesRankingLoss, MultipleNegativesSymmetricRankingLoss, MegaBatchMarginLoss, CachedGISTEmbedLoss, and GISTEmbedLoss, as well as `(sentence_A, sentence_B) pairs` with `class`, `(sentence_A, sentence_B) pairs` with `1 if positive, 0 if negative` and I think even `(sentence_A, sentence_B) pairs` with `float similarity score`.
- Tom Aarsen
@@ -64,6 +64,7 @@ configs:
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path: positive/test-*
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tags:
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- code
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---
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# GIS: Github Issue Similarity Dataset
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path: positive/test-*
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tags:
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- code
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+
- sentence-transformers
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---
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# GIS: Github Issue Similarity Dataset
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