75 lines
2.4 KiB
Markdown
75 lines
2.4 KiB
Markdown
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---
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language:
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- tr
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- en
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license: apache-2.0
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base_model: mistralai/Mistral-7B-Instruct-v0.2
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tags:
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- turkish
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- mistral
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- instruction-tuned
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- sft
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- tr
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- reasoning
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- conversational
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- low-resource
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- turkish-nlp
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datasets:
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- ogulcanaydogan/Turkish-LLM-v10-Training
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pipeline_tag: text-generation
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---
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# Turkish-LLM-7B-Instruct
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A Turkish-enhanced 7B language model fine-tuned from Mistral-7B-Instruct on curated Turkish instruction data.
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Part of the [Turkish LLM Family](https://huggingface.co/collections/ogulcanaydogan/turkish-llm-family-69b303b4ef1c36caffca4e94).
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## Highlights
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- **Lightweight** - runs on consumer GPUs (8GB+ VRAM with quantization)
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- **GGUF available** - [Q4/Q5/Q8 quantizations](https://huggingface.co/ogulcanaydogan/Turkish-LLM-7B-Instruct-GGUF)
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- **Live demo** - [Try it on Spaces](https://huggingface.co/spaces/ogulcanaydogan/Turkish-LLM-7B-Chat)
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## Quick Start
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### With Ollama
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```bash
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ollama run hf.co/ogulcanaydogan/Turkish-LLM-7B-Instruct-GGUF:Q4_K_M
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```
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### With Transformers
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```python
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from transformers import AutoModelForCausalLM, AutoTokenizer
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model = AutoModelForCausalLM.from_pretrained("ogulcanaydogan/Turkish-LLM-7B-Instruct", torch_dtype="auto", device_map="auto")
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tokenizer = AutoTokenizer.from_pretrained("ogulcanaydogan/Turkish-LLM-7B-Instruct")
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messages = [{"role": "user", "content": "Turkiye'nin baskenti neresidir?"}]
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text = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
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inputs = tokenizer([text], return_tensors="pt").to(model.device)
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outputs = model.generate(**inputs, max_new_tokens=256)
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print(tokenizer.decode(outputs[0], skip_special_tokens=True))
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```
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## Turkish LLM Family
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| Model | Size | GGUF |
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|:---|:---:|:---|
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| **[Turkish-LLM-7B](https://huggingface.co/ogulcanaydogan/Turkish-LLM-7B-Instruct)** | **7B** | [Download](https://huggingface.co/ogulcanaydogan/Turkish-LLM-7B-Instruct-GGUF) |
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| [Turkish-LLM-14B](https://huggingface.co/ogulcanaydogan/Turkish-LLM-14B-Instruct) | 14B | [Download](https://huggingface.co/ogulcanaydogan/Turkish-LLM-14B-Instruct-GGUF) |
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| [Turkish-LLM-32B](https://huggingface.co/ogulcanaydogan/Turkish-LLM-32B-Instruct) | 32B | [Download](https://huggingface.co/ogulcanaydogan/Turkish-LLM-32B-Instruct-GGUF) |
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## Citation
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```bibtex
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@misc{aydogan2026turkishllm,
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title={Turkish LLM Family: Open-Source Turkish Language Models},
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author={Ogulcan Aydogan},
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year={2026},
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url={https://huggingface.co/collections/ogulcanaydogan/turkish-llm-family-69b303b4ef1c36caffca4e94}
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}
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```
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