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Model: LibraxisAI/Bielik-11B-v3.0-mlx-bf16 Source: Original Platform
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---
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license: apache-2.0
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language:
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- pl
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- en
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- multilingual
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base_model:
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- speakleash/Bielik-11B-v3.0-Instruct
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library_name: mlx
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pipeline_tag: text-generation
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tags:
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- mlx
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- apple-silicon
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- bielik
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- polish
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- bfloat16
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- quantized
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- bf16/fp16
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inference: false
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widget:
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- text: Wyjaśnij krótko różnicę między diagnostyką różnicową a rozpoznaniem.
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example_title: Polish instruction prompt
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- text: Podsumuj najważniejsze ryzyka w planie wdrożenia.
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example_title: Polish reasoning prompt
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---
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# Bielik-11B-v3.0-mlx-bf16
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`Bielik-11B-v3.0-mlx-bf16` is an MLX BF16/FP16 packaging of `speakleash/Bielik-11B-v3.0-Instruct` for Polish and multilingual instruction-style generation on Apple Silicon.
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## Intended use
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- Local text generation and chat-style prompting on Apple Silicon
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- MLX-LM experimentation with the declared upstream model family
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- Offline or operator-controlled inference workflows
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## Out of scope
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- Safety-critical decisions without domain expert review
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- Claims of benchmark superiority not backed by published evaluation data
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- Non-MLX runtime guarantees; this card documents the shipped HF checkpoint, not every possible serving stack
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## Training and conversion metadata
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| Parameter | Value |
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|---|---|
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| Repository | `LibraxisAI/Bielik-11B-v3.0-mlx-bf16` |
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| Base model | `speakleash/Bielik-11B-v3.0-Instruct` |
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| Task | `text-generation` |
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| Library | `mlx` |
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| Format | MLX / Apple Silicon checkpoint |
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| Quantization | BF16/FP16 |
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| Architecture | LlamaForCausalLM |
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| Model files | 5 |
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| Config model_type | `llama` |
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This card only reports metadata present in the Hugging Face repository, existing card frontmatter, or public config files. Missing benchmark, dataset, or training-run details are left explicit rather than reconstructed.
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## Usage
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### CLI
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```bash
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pip install mlx-lm
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mlx_lm.generate \
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--model LibraxisAI/Bielik-11B-v3.0-mlx-bf16 \
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--prompt "Opisz krótko objawy odwodnienia u psa i kiedy pilnie skontaktować się z lekarzem weterynarii." \
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--max-tokens 400
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```
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### Python
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```python
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from mlx_lm import load, generate
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model, tokenizer = load("LibraxisAI/Bielik-11B-v3.0-mlx-bf16")
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prompt = "Opisz krótko objawy odwodnienia u psa i kiedy pilnie skontaktować się z lekarzem weterynarii."
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response = generate(model, tokenizer, prompt=prompt, max_tokens=400)
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print(response)
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```
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### Multi-turn with the chat template
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This checkpoint follows the tokenizer/chat-template contract inherited from `speakleash/Bielik-11B-v3.0-Instruct` when the
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template is present in the repository:
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```python
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from mlx_lm import load, generate
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model, tokenizer = load("LibraxisAI/Bielik-11B-v3.0-mlx-bf16")
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messages = [
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{"role": "user", "content": "Opisz krótko objawy odwodnienia u psa i kiedy pilnie skontaktować się z lekarzem weterynarii."},
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]
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prompt = tokenizer.apply_chat_template(messages, add_generation_prompt=True, tokenize=False)
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response = generate(model, tokenizer, prompt=prompt, max_tokens=400)
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print(response)
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```
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## Example output
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No public sample output is currently declared for this checkpoint. Run the usage example above against your own prompt or audio/image input to inspect behavior.
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## Quantization notes
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| Aspect | Original/base checkpoint | This checkpoint |
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|---|---|---|
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| Lineage | `speakleash/Bielik-11B-v3.0-Instruct` | `LibraxisAI/Bielik-11B-v3.0-mlx-bf16` |
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| Runtime target | Upstream runtime format | MLX on Apple Silicon |
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| Quantization | Base precision or upstream-declared format | BF16/FP16 |
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| Published quality delta | Not declared in public metadata | Not declared in public metadata |
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## Limitations
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- No public benchmarks for this checkpoint are declared in the model metadata.
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- No public benchmark claims are made by this card unless listed in the frontmatter.
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- Validate outputs on your own domain data before relying on this checkpoint.
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- Memory use and speed depend heavily on the exact Apple Silicon generation, unified-memory size, and prompt length.
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## License
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`apache-2.0`. Check the upstream/base model license as well when a base model is declared.
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## Citation
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```bibtex
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@misc{libraxisai-bielik-11b-v3-0-mlx-bf16,
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title = {Bielik-11B-v3.0-mlx-bf16},
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author = {LibraxisAI},
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year = {2026},
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howpublished = {\url{https://huggingface.co/LibraxisAI/Bielik-11B-v3.0-mlx-bf16}},
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note = {MLX checkpoint published by LibraxisAI}
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}
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```
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## Inference tested on
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[`LibraxisAI/mlx-batch-server`](https://github.com/LibraxisAI/mlx-batch-server)
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## Related
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||||
|
||||
- Base model: [`speakleash/Bielik-11B-v3.0-Instruct`](https://huggingface.co/speakleash/Bielik-11B-v3.0-Instruct)
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||||
|
||||
---
|
||||
|
||||
𝚅𝚒𝚋𝚎𝚌𝚛𝚊𝚏𝚝𝚎𝚍. with AI Agents by VetCoders (c)2024-2026 LibraxisAI
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
"model.layers.9.self_attn.v_proj.weight": "model-00001-of-00005.safetensors",
|
||||
"model.norm.weight": "model-00005-of-00005.safetensors"
|
||||
}
|
||||
}
|
||||
160
special_tokens_map.json
Normal file
160
special_tokens_map.json
Normal file
@@ -0,0 +1,160 @@
|
||||
{
|
||||
"additional_special_tokens": [
|
||||
"<|im_start|>",
|
||||
"<|im_end|>",
|
||||
"<|function_list|>",
|
||||
"<|function_output|>",
|
||||
"<|function_call|>",
|
||||
"<tool_call>",
|
||||
"</tool_call>",
|
||||
"<think>",
|
||||
"</think>",
|
||||
"<|control_10|>",
|
||||
"<|control_11|>",
|
||||
"<|control_12|>",
|
||||
"<|control_13|>",
|
||||
"<|control_14|>",
|
||||
"<|control_15|>",
|
||||
"<|control_16|>",
|
||||
"<|control_17|>",
|
||||
"<|control_18|>",
|
||||
"<|control_19|>",
|
||||
"<|control_20|>",
|
||||
"<|control_21|>",
|
||||
"<|control_22|>",
|
||||
"<|control_23|>",
|
||||
"<|control_24|>",
|
||||
"<|control_25|>",
|
||||
"<|control_26|>",
|
||||
"<|control_27|>",
|
||||
"<|control_28|>",
|
||||
"<|control_29|>",
|
||||
"<|control_30|>",
|
||||
"<|control_31|>",
|
||||
"<|control_32|>",
|
||||
"<|control_33|>",
|
||||
"<|control_34|>",
|
||||
"<|control_35|>",
|
||||
"<|control_36|>",
|
||||
"<|control_37|>",
|
||||
"<|control_38|>",
|
||||
"<|control_39|>",
|
||||
"<|control_40|>",
|
||||
"<|control_41|>",
|
||||
"<|control_42|>",
|
||||
"<|control_43|>",
|
||||
"<|control_44|>",
|
||||
"<|control_45|>",
|
||||
"<|control_46|>",
|
||||
"<|control_47|>",
|
||||
"<|control_48|>",
|
||||
"<|control_49|>",
|
||||
"<|control_50|>",
|
||||
"<|control_51|>",
|
||||
"<|control_52|>",
|
||||
"<|control_53|>",
|
||||
"<|control_54|>",
|
||||
"<|control_55|>",
|
||||
"<|control_56|>",
|
||||
"<|control_57|>",
|
||||
"<|control_58|>",
|
||||
"<|control_59|>",
|
||||
"<|control_60|>",
|
||||
"<|control_61|>",
|
||||
"<|control_62|>",
|
||||
"<|control_63|>",
|
||||
"<|control_64|>",
|
||||
"<|control_65|>",
|
||||
"<|control_66|>",
|
||||
"<|control_67|>",
|
||||
"<|control_68|>",
|
||||
"<|control_69|>",
|
||||
"<|control_70|>",
|
||||
"<|control_71|>",
|
||||
"<|control_72|>",
|
||||
"<|control_73|>",
|
||||
"<|control_74|>",
|
||||
"<|control_75|>",
|
||||
"<|control_76|>",
|
||||
"<|control_77|>",
|
||||
"<|control_78|>",
|
||||
"<|control_79|>",
|
||||
"<|control_80|>",
|
||||
"<|control_81|>",
|
||||
"<|control_82|>",
|
||||
"<|control_83|>",
|
||||
"<|control_84|>",
|
||||
"<|control_85|>",
|
||||
"<|control_86|>",
|
||||
"<|control_87|>",
|
||||
"<|control_88|>",
|
||||
"<|control_89|>",
|
||||
"<|control_90|>",
|
||||
"<|control_91|>",
|
||||
"<|control_92|>",
|
||||
"<|control_93|>",
|
||||
"<|control_94|>",
|
||||
"<|control_95|>",
|
||||
"<|control_96|>",
|
||||
"<|control_97|>",
|
||||
"<|control_98|>",
|
||||
"<|control_99|>",
|
||||
"<|control_100|>",
|
||||
"<|control_101|>",
|
||||
"<|control_102|>",
|
||||
"<|control_103|>",
|
||||
"<|control_104|>",
|
||||
"<|control_105|>",
|
||||
"<|control_106|>",
|
||||
"<|control_107|>",
|
||||
"<|control_108|>",
|
||||
"<|control_109|>",
|
||||
"<|control_110|>",
|
||||
"<|control_111|>",
|
||||
"<|control_112|>",
|
||||
"<|control_113|>",
|
||||
"<|control_114|>",
|
||||
"<|control_115|>",
|
||||
"<|control_116|>",
|
||||
"<|control_117|>",
|
||||
"<|control_118|>",
|
||||
"<|control_119|>",
|
||||
"<|control_120|>",
|
||||
"<|control_121|>",
|
||||
"<|control_122|>",
|
||||
"<|control_123|>",
|
||||
"<|control_124|>",
|
||||
"<|control_125|>",
|
||||
"<|control_126|>",
|
||||
"<|control_127|>",
|
||||
"<|control_128|>"
|
||||
],
|
||||
"bos_token": {
|
||||
"content": "<s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"eos_token": {
|
||||
"content": "<|im_end|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"pad_token": {
|
||||
"content": "</s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"unk_token": {
|
||||
"content": "<unk>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
}
|
||||
}
|
||||
269187
tokenizer.json
Normal file
269187
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
BIN
tokenizer.model
(Stored with Git LFS)
Normal file
BIN
tokenizer.model
(Stored with Git LFS)
Normal file
Binary file not shown.
1197
tokenizer_config.json
Normal file
1197
tokenizer_config.json
Normal file
File diff suppressed because it is too large
Load Diff
Reference in New Issue
Block a user