Update README.md

README.md

@@ -1,199 +1,124 @@
 ---
 library_name: transformers
-tags: []
+tags:
+  - turkish
+  - lora
+  - nlp
+  - chatbot
+  - causal-lm
+  - instruct
+  - qwen2
+  - fine-tuned
+  - conversational
+model_name: Qwen2-7B-Instruct LoRA Turkish
+base_model: Qwen/Qwen2-7B-Instruct
+license: apache-2.0
+inference: true
 ---
 
-# Model Card for Model ID
-
-<!-- Provide a quick summary of what the model is/does. -->
-
+# Qwen2-7B-Instruct LoRA TR
 
+Bu model, **Qwen/Qwen2-7B-Instruct** tabanlı olarak, Türkçe diyaloglar üzerine LoRA ve PEFT teknikleriyle fine-tune edilmiştir.  
+Fine-tune işlemi Google Colab Pro ortamında, A100 GPU üzerinde, bitsandbytes ile quantized (8-bit) olarak gerçekleştirilmiştir.
 
 ## Model Details
 
-### Model Description
-
-<!-- Provide a longer summary of what this model is. -->
-
-This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated.
+- **Base Model:** [Qwen/Qwen2-7B-Instruct](https://huggingface.co/Qwen/Qwen2-7B-Instruct)
+- **Fine-tuned Model:** elifbasboga/qwen2-7b-instruct-lora-tr
+- **Method:** LoRA (Parameter-Efficient Fine-Tuning), PEFT
+- **Language(s):** Turkish
+- **Libraries:** transformers, peft, bitsandbytes
+- **License:** Apache 2.0 (base model) – lütfen kendi kullanımına göre belirle!
 
-- **Developed by:** [More Information Needed]
-- **Funded by [optional]:** [More Information Needed]
-- **Shared by [optional]:** [More Information Needed]
-- **Model type:** [More Information Needed]
-- **Language(s) (NLP):** [More Information Needed]
-- **License:** [More Information Needed]
-- **Finetuned from model [optional]:** [More Information Needed]
+## Model Description
 
-### Model Sources [optional]
+This model is a Turkish conversational AI based on Qwen2-7B-Instruct, fine-tuned with LoRA adapters on custom Turkish dialog dataset.  
+It is suitable for chatbot, assistant, and Turkish NLP tasks.
 
-<!-- Provide the basic links for the model. -->
+## Model Sources
 
-- **Repository:** [More Information Needed]
-- **Paper [optional]:** [More Information Needed]
-- **Demo [optional]:** [More Information Needed]
+- [Base Model: Qwen/Qwen2-7B-Instruct](https://huggingface.co/Qwen/Qwen2-7B-Instruct)
+- [This Repository](https://huggingface.co/elifbasboga/qwen2-7b-instruct-lora-tr)
 
 ## Uses
 
-<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
-
 ### Direct Use
 
-<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
-
-[More Information Needed]
-
-### Downstream Use [optional]
+- Turkish conversational tasks
+- Chatbot and assistant applications
 
-<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
+### Downstream Use
 
-[More Information Needed]
+- Can be further fine-tuned for domain-specific Turkish tasks.
 
 ### Out-of-Scope Use
 
-<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
-
-[More Information Needed]
+- Not suitable for tasks outside Turkish language modeling.
+- Not recommended for critical applications without further evaluation.
 
 ## Bias, Risks, and Limitations
 
-<!-- This section is meant to convey both technical and sociotechnical limitations. -->
-
-[More Information Needed]
-
-### Recommendations
-
-<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
+- May reflect biases present in the training data (Turkish conversations).
+- Outputs may sometimes be off-topic, incorrect, or inappropriate.
 
-Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
+## Recommendations
 
-## How to Get Started with the Model
+- Use responsibly and review outputs, especially in sensitive or production settings.
 
-Use the code below to get started with the model.
+## How to Get Started
 
-[More Information Needed]
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
 
-## Training Details
+model = AutoModelForCausalLM.from_pretrained("elifbasboga/qwen2-7b-instruct-lora-tr")
+tokenizer = AutoTokenizer.from_pretrained("elifbasboga/qwen2-7b-instruct-lora-tr")
 
-### Training Data
-
-<!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
-
-[More Information Needed]
+```
 
 ### Training Procedure
 
-<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
-
-#### Preprocessing [optional]
+- **Epochs:** 3
+- **Batch Size:** 1
+- **Learning Rate:** 2e-4
+- **Quantization:** 8-bit (bitsandbytes)
+- **Adapter:** LoRA
 
-[More Information Needed]
+### Hardware
 
+- Google Colab Pro, NVIDIA A100 GPU
 
-#### Training Hyperparameters
+### Software
 
-- **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
-
-#### Speeds, Sizes, Times [optional]
-
-<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
-
-[More Information Needed]
+- Python 3.11
+- transformers, peft, bitsandbytes, datasets
 
 ## Evaluation
 
-<!-- This section describes the evaluation protocols and provides the results. -->
-
-### Testing Data, Factors & Metrics
-
-#### Testing Data
-
-<!-- This should link to a Dataset Card if possible. -->
-
-[More Information Needed]
-
-#### Factors
-
-<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
-
-[More Information Needed]
-
-#### Metrics
-
-<!-- These are the evaluation metrics being used, ideally with a description of why. -->
-
-[More Information Needed]
-
-### Results
-
-[More Information Needed]
-
-#### Summary
-
-
-
-## Model Examination [optional]
-
-<!-- Relevant interpretability work for the model goes here -->
-
-[More Information Needed]
+- Model was evaluated qualitatively during training via loss metrics.
+- For best results, further testing on your own data is recommended.
 
 ## Environmental Impact
 
-<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
-
-Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
-
-- **Hardware Type:** [More Information Needed]
-- **Hours used:** [More Information Needed]
-- **Cloud Provider:** [More Information Needed]
-- **Compute Region:** [More Information Needed]
-- **Carbon Emitted:** [More Information Needed]
-
-## Technical Specifications [optional]
-
-### Model Architecture and Objective
-
-[More Information Needed]
-
-### Compute Infrastructure
-
-[More Information Needed]
-
-#### Hardware
-
-[More Information Needed]
-
-#### Software
-
-[More Information Needed]
-
-## Citation [optional]
-
-<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
-
-**BibTeX:**
-
-[More Information Needed]
-
-**APA:**
-
-[More Information Needed]
-
-## Glossary [optional]
-
-<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
+- **GPU:** NVIDIA A100
+- **Cloud Provider:** Google Colab
 
-[More Information Needed]
+## Citation
 
-## More Information [optional]
+If you use this model, please cite the base model and this repository.
 
-[More Information Needed]
+```bibtex
+@misc{elifbasboga_qwen2_7b_instruct_lora_tr_2025,
+  title={Qwen2-7B-Instruct LoRA Turkish},
+  author={elifbasboga},
+  year={2025},
+  howpublished={\url{https://huggingface.co/elifbasboga/qwen2-7b-instruct-lora-tr}},
+}
+```
 
-## Model Card Authors [optional]
+## Model Card Authors
 
-[More Information Needed]
+- elifbasboga
 
-## Model Card Contact
+## Contact
 
-[More Information Needed]
+- [Hugging Face Profile](https://huggingface.co/elifbasboga)