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Model: SEN-AGI/sable-mini-30m-preview Source: Original Platform
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README.md
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---
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language:
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- en
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license: apache-2.0
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tags:
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- causal-lm
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- llama
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- sable
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- small-language-model
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pipeline_tag: text-generation
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---
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# 🖤 Sable-Mini-30M (Preview)
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**Sable-Mini** is a 30M parameter causal language model trained on approximately **3–4B tokens**. It is the flagship of the Sable tiny model family, balancing compact size with capable text generation.
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> ⚠️ **This is a preview release** — expect improvements in future versions.
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## 📊 Benchmark Results
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Evaluated with the [LM Evaluation Harness](https://github.com/EleutherAI/lm-evaluation-harness):
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| Benchmark | Accuracy | Metric |
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| :--- | :---: | :---: |
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| **BoolQ** | **57.5%** | `acc` |
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| **PIQA** | **57.8%** | `acc_norm` |
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| **WinoGrande** | **53.3%** | `acc` |
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| **ARC-Easy** | **39.0%** | `acc_norm` |
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| **HellaSwag** | **28.1%** | `acc_norm` |
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| **Lambada** | **11.7%** | `acc` |
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## 🚀 Quick Start
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```python
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from transformers import AutoModelForCausalLM, AutoTokenizer
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tokenizer = AutoTokenizer.from_pretrained("yourorg/sable-mini-30m-preview")
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model = AutoModelForCausalLM.from_pretrained("yourorg/sable-mini-30m-preview")
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inputs = tokenizer("The future of tiny models is", return_tensors="pt")
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outputs = model.generate(**inputs, max_new_tokens=50)
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print(tokenizer.decode(outputs[0], skip_special_tokens=True))
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```
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## 🏗️ Model Details
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| Property | Value |
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|----------|-------|
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| Parameters | 30M |
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| Architecture | Llama-style decoder |
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| Training tokens | ~3–4B |
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| Context length | ← add yours |
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| Vocab size | ← add yours |
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## ⚠️ Limitations
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- Preview release — not recommended for production use
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- Limited knowledge due to small parameter count
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- May produce biased or incorrect outputs
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## 📜 License
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Apache 2.0 — free for commercial and research use.
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---
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*Part of the Sable family 🖤 — tiny models, sharp minds.*
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benchmark.png
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version https://git-lfs.github.com/spec/v1
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oid sha256:c62960b25adf9ae7773f2d420cf4e035b2ceb951e3ac79c439631de90ffbfd45
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size 94002
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config.json
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config.json
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{
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"architectures": [
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"LlamaForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 1,
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"dtype": "float16",
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"eos_token_id": 2,
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"head_dim": 64,
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"hidden_act": "silu",
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"hidden_size": 512,
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"initializer_range": 0.02,
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"intermediate_size": 1024,
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"max_position_embeddings": 1024,
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"mlp_bias": false,
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"model_type": "llama",
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"num_attention_heads": 8,
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"num_hidden_layers": 8,
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"num_key_value_heads": 4,
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"pad_token_id": 0,
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"pretraining_tp": 1,
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"rms_norm_eps": 1e-06,
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"rope_parameters": {
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"rope_theta": 10000.0,
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"rope_type": "default"
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},
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"tie_word_embeddings": true,
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"transformers_version": "5.13.1",
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"use_cache": false,
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"vocab_size": 24000
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}
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eval_results.json
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generation_config.json
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{
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"_from_model_config": true,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"output_attentions": false,
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"output_hidden_states": false,
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"transformers_version": "5.13.1",
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"use_cache": false
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:986b9a8220370a70c7b7a79cc1f442730ab14febe3315800e8ec3741695d16b2
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size 62350216
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tokenizer.json
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{
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"backend": "tokenizers",
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"bos_token": "<s>",
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"clean_up_tokenization_spaces": false,
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"eos_token": "</s>",
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"is_local": true,
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"local_files_only": false,
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"model_max_length": 1024,
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"pad_token": "<pad>",
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"tokenizer_class": "TokenizersBackend",
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"unk_token": "<unk>"
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}
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