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train-sentence-transformers
80 / 100 · Low risk
Fine to try.
By iradoweck/antigravity-awesome-skills (GitHub) · productivity · 30 stars · scanned at commit 2984de1
Train or fine-tune SentenceTransformer, CrossEncoder, and SparseEncoder models for retrieval, similarity, clustering, classification, reranking, and related embedding tasks.
Works with any agent that supports SKILL.md skills.
What this skill can do
Downloads and installs other software
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Found in 16 places.
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- skills/train-sentence-transformers/references/model_architectures.md, line 141
Install multimodal extras: `pip install "sentence-transformers[image]"` (or `[audio]`, `[video]`). - skills/train-sentence-transformers/references/training_args.md, line 192
- **W&B** for larger teams or sweep / report features. `pip install wandb && wandb login` (or set `WANDB_API_KEY`). - skills/train-sentence-transformers/references/training_args.md, line 250
Install a backend: `pip install optuna` (or `ray[tune]`). - skills/train-sentence-transformers/references/troubleshooting.md, line 90
- Trackio: confirm `pip install trackio` succeeded. No login step — trackio uses your `HF_TOKEN` (set by `hf auth login` or the `HF_TOKEN` env var). On HF Jobs, - skills/train-sentence-transformers/scripts/train_cross_encoder_distillation_example.py, line 34
pip install "sentence-transformers[train]>=5.0" - skills/train-sentence-transformers/scripts/train_cross_encoder_example.py, line 24
pip install "sentence-transformers[train]>=5.0" - skills/train-sentence-transformers/scripts/train_cross_encoder_listwise_example.py, line 36
pip install "sentence-transformers[train]>=5.0" - skills/train-sentence-transformers/scripts/train_sentence_transformer_example.py, line 23
pip install "sentence-transformers[train]>=5.0" - skills/train-sentence-transformers/scripts/train_sentence_transformer_matryoshka_example.py, line 21
pip install "sentence-transformers[train]>=5.0" - skills/train-sentence-transformers/scripts/train_sentence_transformer_static_embedding_example.py, line 39
pip install "sentence-transformers[train]>=5.0" - skills/train-sentence-transformers/scripts/train_sentence_transformer_with_lora_example.py, line 70
`pip install bitsandbytes` first. Linux-only for bitsandbytes (Windows: the - skills/train-sentence-transformers/scripts/train_sparse_encoder_distillation_example.py, line 30
pip install "sentence-transformers[train]>=5.0" - skills/train-sentence-transformers/scripts/train_sparse_encoder_example.py, line 23
pip install "sentence-transformers[train]>=5.0"
Runs commands on your computer
The author does not mention this.
Found in 1 place.
Other copies in this repository
iradoweck/antigravity-awesome-skills has 2 more folders with a skill named train-sentence-transformers. This page shows the lowest-scoring copy.
Install
Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.
if [ -e ~/.agents/skills/'train-sentence-transformers' ] || [ -L ~/.agents/skills/'train-sentence-transformers' ]; then echo 'A skill folder named train-sentence-transformers already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/iradoweck/antigravity-awesome-skills' "$d" && git -C "$d" checkout --quiet '2984de11956e413008c6f98121cd141c499e47a3' -- 'skills/train-sentence-transformers' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/train-sentence-transformers' ~/.agents/skills/'train-sentence-transformers' && rm -rf "$d"; fi
Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'train-sentence-transformers' ~/.claude/skills/'train-sentence-transformers' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.
Badge for your README
The badge for iradoweck/antigravity-awesome-skills shows the score of its lowest-scoring skill.
[](https://zalavijaysinh.github.io/skilltrust/repos/iradoweck/antigravity-awesome-skills/)
Score history
| Date | Version | Score |
|---|
| 2026-11-08 | 2984de1 | 80 |
| 2026-11-06 | 2984de1 | 80 |