diff --git a/README.md b/README.md index cce1b4f..a7a0883 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,202 @@ +--- +library_name: transformers +license: cc-by-4.0 +language: +- en +- fr +- de +- it +- pt +- es +pipeline_tag: text-generation +--- + # helium-1-preview-2b -helium-1-preview-2b \ No newline at end of file + + + + +## Model Details + +### Model Description + + + +Helium-1 preview is a lightweight language model with 2B parameters, targeting edge and mobile devices. +It supports the following languages: English, French, German, Italian, Portuguese, Spanish. + +⚠️ Helium-1 Preview is a base model, which was not fine-tuned to follow instructions or human preferences. +For most downstream use cases, the model should be aligned with supervised fine-tuning, RLHF or related methods. + +- **Developed by:** Kyutai +- **Model type:** Large Language Model +- **Language(s) (NLP):** English, French, German, Italian, Portuguese, Spanish +- **License:** CC-BY 4.0 + + + +## Uses + + + +### Direct Use + + + +The intended use of the Helium model is research and development of natural language processing systems, including but not limited to language generation and understanding. +The model can be used in English, French, German, Italian, Portuguese and Spanish. +For most downstream use cases, the model should be aligned with supervised fine-tuning, RLHF or related methods. + +### Out-of-Scope Use + + + +The model should not be used in other languages than the ones on which it was trained. +The model is not intended to be used for any malicious or illegal activities of any kind. +The model was not fine-tuned to follow instructions, and thus should not be used as such. + +## Bias, Risks, and Limitations + + + +Helium-1 preview is a base language model, which was not aligned to human preferences. +As such, the model can generate incorrect, biased, harmful or generally unhelpful content. +Thus, the model should not be used for downstream applications without further alignment, evaluations and mitigations of risks. + + +## How to Get Started with the Model + +Use the code below to get started with the model. + +```python +import torch +from transformers import pipeline + +model_id = "kyutai/helium-1-preview-2b" + +pipe = pipeline( + "text-generation", + model=model_id, + torch_dtype=torch.bfloat16, + device_map="auto" +) + +text = pipe("Hello, today is a great day to") +``` + +## Training Details + +### Training Data + + + +Helium-1 preview was trained on a mix of data including: Wikipedia, Stack Exchange, open-access scientific articles (from peS2o) and Common Crawl. + + + + + +## Evaluation + + + +#### Testing Data + + + +The model was evaluated on MMLU, TriviaQA, NaturalQuestions, ARC Easy & Challenge, Open Book QA, Common Sense QA, +Physical Interaction QA, Social Interaction QA, HellaSwag, WinoGrande, Multilingual Knowledge QA, FLORES 200. + +#### Metrics + + + +We report accuracy on MMLU, ARC, OBQA, CSQA, PIQA, SIQA, HellaSwag, WinoGrande. +We report exact match on TriviaQA, NQ and MKQA. +We report BLEU on FLORES. + +#### English Results + +| Benchmark | Helium-1 Preview | HF SmolLM2 (1.7B) | Gemma-2 (2.6B) | Llama-3.2 (3B) | Qwen2.5 (1.5B) | +|--------------|:------:|:------:|:------:|:------:|:------:| +| | | | | | | +| MMLU | 51.2 | 50.4 | 53.1 | 56.6 | 61.0 | +| NQ | 17.3 | 15.1 | 17.7 | 22.0 | 13.1 | +| TQA | 47.9 | 45.4 | 49.9 | 53.6 | 35.9 | +| ARC E | 80.9 | 81.8 | 81.1 | 84.6 | 89.7 | +| ARC C | 62.7 | 64.7 | 66.0 | 69.0 | 77.2 | +| OBQA | 63.8 | 61.4 | 64.6 | 68.4 | 73.8 | +| CSQA | 65.6 | 59.0 | 64.4 | 65.4 | 72.4 | +| PIQA | 77.4 | 77.7 | 79.8 | 78.9 | 76.0 | +| SIQA | 64.4 | 57.5 | 61.9 | 63.8 | 68.7 | +| HS | 69.7 | 73.2 | 74.7 | 76.9 | 67.5 | +| WG | 66.5 | 65.6 | 71.2 | 72.0 | 64.8 | +| | | | | | | +| Average | 60.7 | 59.3 | 62.2 | 64.7 | 63.6 | + +#### Multilingual Results + +| Language | Benchmark | Helium-1 Preview | HF SmolLM2 (1.7B) | Gemma-2 (2.6B) | Llama-3.2 (3B) | Qwen2.5 (1.5B) | +|-----|--------------|:------:|:------:|:------:|:------:|:------:| +| | | | | | | | +| German | MMLU | 45.6 | 35.3 | 45.0 | 47.5 | 49.5 | +| | ARC C | 56.7 | 38.4 | 54.7 | 58.3 | 60.2 | +| | HS | 53.5 | 33.9 | 53.4 | 53.7 | 42.8 | +| | MKQA | 16.1 | 7.1 | 18.9 | 20.2 | 10.4 | +| | FLORES | 33.9 | 12.2 | 30.7 | 28.2 | 20.8 | +| Spanish | MMLU | 46.5 | 38.9 | 46.2 | 49.6 | 52.8 | +| | ARC C | 58.3 | 43.2 | 58.8 | 60.0 | 68.1 | +| | HS | 58.6 | 40.8 | 60.5 | 61.1 | 51.4 | +| | MKQA | 16.0 | 7.9 | 18.5 | 20.6 | 10.6 | +| | FLORES | 25.7 | 15.0 | 25.7 | 23.7 | 20.4 | +| French | MMLU | 46.0 | 37.7 | 45.7 | 48.8 | 51.9 | +| | ARC C | 57.9 | 40.6 | 57.5 | 60.1 | 67.4 | +| | HS | 59.0 | 41.1 | 60.4 | 59.6 | 51.2 | +| | MKQA | 16.8 | 8.4 | 18.4 | 19.6 | 9.7 | +| | FLORES | 44.3 | 20.0 | 43.3 | 39.3 | 31.2 | +| Italian | MMLU | 46.1 | 36.3 | 45.6 | 48.8 | 50.5 | +| | ARC C | 57.4 | 39.1 | 53.9 | 60.1 | 64.6 | +| | HS | 55.2 | 37.7 | 56.2 | 56.8 | 46.8 | +| | MKQA | 15.3 | 6.3 | 18.0 | 19.0 | 9.9 | +| | FLORES | 25.8 | 10.4 | 25.2 | 23.8 | 16.4 | +| Portuguese | MMLU | 46.2 | 37.7 | 45.6 | 49.2 | 53.0 | +| | ARC C | 56.8 | 40.6 | 57.0 | 62.1 | 66.6 | +| | HS | 57.3 | 41.0 | 58.7 | 59.1 | 50.9 | +| | MKQA | 14.7 | 6.6 | 16.9 | 19.1 | 9.2 | +| | FLORES | 43.0 | 20.0 | 43.6 | 40.5 | 33.0 | +| | | | | | | | +| | Average | 42.1 | 27.8 | 42.3 | 43.6 | 40.0 + +## Technical Specifications + +### Model Architecture and Objective + +| Hyperparameter | Value | +|--------------|:------:| +| Layers | 24 | +| Heads | 20 | +| Model dimension | 2560 | +| MLP dimension | 7040 | +| Context size | 4096 | +| Theta RoPE | 100,000 | + +#### Hardware + +The model was trained on 128 NVIDIA H100 Tensor Core GPUs. + +#### Software + +The model was trained using Jax. + +## Citation + +Blog post: https://kyutai.org/2025/01/13/helium.html diff --git a/config.json b/config.json new file mode 100644 index 0000000..a0b6745 --- /dev/null +++ b/config.json @@ -0,0 +1,28 @@ +{ + "architectures": [ + "HeliumForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": 1, + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 2560, + "initializer_range": 0.02, + "intermediate_size": 7040, + "max_position_embeddings": 4096, + "mlp_bias": false, + "model_type": "helium", + "num_attention_heads": 20, + "num_hidden_layers": 24, + "num_key_value_heads": 20, + "pretraining_tp": 1, + "rms_norm_eps": 1e-08, + "rope_theta": 100000.0, + "tie_word_embeddings": false, + "torch_dtype": "bfloat16", + "transformers_version": "4.45.0.dev0", + "use_cache": true, + "vocab_size": 48000 +} diff --git a/special_tokens_map.json b/special_tokens_map.json new file mode 100644 index 0000000..0967ef4 --- /dev/null +++ b/special_tokens_map.json @@ -0,0 +1 @@ +{} diff --git a/tokenizer.json b/tokenizer.json new file mode 100644 index 0000000..4cd3104 --- /dev/null +++ b/tokenizer.json @@ -0,0 +1,193082 @@ +{ + "version": "1.0", + "truncation": null, + 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