commit d1ed82fa1c6b22b8b635e05cb27004f684420dd7
Author: ModelHub XC <noreply@modelhub.org.cn>
Date:   Fri Jun 26 01:44:17 2026 +0800

    初始化项目，由ModelHub XC社区提供模型
    
    Model: Metin/Gemma-2-9b-it-TR-DPO-V1
    Source: Original Platform

diff --git a/.gitattributes b/.gitattributes
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diff --git a/README.md b/README.md
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+---
+license: gemma
+language:
+- tr
+base_model:
+- google/gemma-2-9b-it
+pipeline_tag: text-generation
+
+model-index:
+- name: Gemma-2-9b-it-TR-DPO-V1
+  results:
+  - task:
+      type: multiple-choice
+    dataset:
+      type: multiple-choice
+      name: MMLU_TR_V0.2
+    metrics:
+    - name: 5-shot
+      type: 5-shot
+      value: 0.5169
+      verified: false
+  - task:
+      type: multiple-choice
+    dataset:
+      type: multiple-choice
+      name: Truthful_QA_V0.2
+    metrics:
+    - name: 0-shot
+      type: 0-shot
+      value: 0.5472
+      verified: false
+  - task:
+      type: multiple-choice
+    dataset:
+      type: multiple-choice
+      name: ARC_TR_V0.2
+    metrics:
+    - name: 25-shot
+      type: 25-shot
+      value: 0.5282
+      verified: false
+  - task:
+      type: multiple-choice
+    dataset:
+      type: multiple-choice
+      name: HellaSwag_TR_V0.2
+    metrics:
+    - name: 10-shot
+      type: 10-shot
+      value: 0.5116
+      verified: false
+  - task:
+      type: multiple-choice
+    dataset:
+      type: multiple-choice
+      name: GSM8K_TR_V0.2
+    metrics:
+    - name: 5-shot
+      type: 5-shot
+      value: 0.6507
+      verified: false
+  - task:
+      type: multiple-choice
+    dataset:
+      type: multiple-choice
+      name: Winogrande_TR_V0.2
+    metrics:
+    - name: 5-shot
+      type: 5-shot
+      value: 0.5529
+      verified: false
+---
+
+<img src="https://huggingface.co/Metin/Gemma-2-9b-it-TR-DPO-V1/resolve/main/gemma2_9b_it_dpo_tr_v1.png"
+alt="Logo of Gemma and country code 'TR' in the bottom right corner" width="420"/>
+
+# Gemma-2-9b-it-TR-DPO-V1
+
+Gemma-2-9b-it-TR-DPO-V1 is a finetuned version of [gemma-2-9b-it](https://huggingface.co/google/gemma-2-9b-it).
+It is trained on a preference dataset which is generated synthetically.
+
+## Training Info
+
+- **Base Model**: [gemma-2-9b-it](https://huggingface.co/google/gemma-2-9b-it)
+- **Training Data**: A synthetically generated preference dataset consisting of 10K samples was used. No proprietary data was utilized.
+- **Training Time**: 2 hours on a single NVIDIA H100
+
+- **QLoRA Configs**:
+  - lora_r: 64
+  - lora_alpha: 32
+  - lora_dropout: 0.05
+  - lora_target_linear: true
+
+The aim was to finetune the model to enhance the output format and content quality for the Turkish language. It is not necessarily smarter than the base model, but its outputs are more likable and preferable.
+
+Compared to the base model, Gemma-2-9b-it-TR-DPO-V1 is more fluent and coherent in Turkish. It can generate more informative and detailed answers for a given instruction.
+
+It should be noted that the model will still generate incorrect or nonsensical outputs, so please verify the outputs before using them.
+
+## How to use
+
+You can use the below code snippet to use the model:
+
+```python
+from transformers import BitsAndBytesConfig
+import transformers
+import torch
+
+bnb_config = BitsAndBytesConfig(
+            load_in_4bit=True,
+            bnb_4bit_use_double_quant=True,
+            bnb_4bit_quant_type="nf4",
+            bnb_4bit_compute_dtype=torch.bfloat16
+)
+
+model_id = "Metin/Gemma-2-9b-it-TR-DPO-V1"
+
+pipeline = transformers.pipeline(
+    "text-generation",
+    model=model_id,
+    model_kwargs={"torch_dtype": torch.bfloat16 ,'quantization_config': bnb_config},
+    device_map="auto",
+)
+
+messages = [
+    {"role": "user", "content": "Python'da bir öğenin bir listede geçip geçmediğini nasıl kontrol edebilirim?"},
+]
+
+prompt = pipeline.tokenizer.apply_chat_template(
+        messages,
+        tokenize=False,
+        add_generation_prompt=True
+)
+
+terminators = [
+    pipeline.tokenizer.eos_token_id,
+    pipeline.tokenizer.convert_tokens_to_ids("<|eot_id|>")
+]
+
+outputs = pipeline(
+    prompt,
+    max_new_tokens=512,
+    eos_token_id=terminators,
+    do_sample=True,
+    temperature=0.2,
+    top_p=0.9,
+)
+
+print(outputs[0]["generated_text"][len(prompt):])
+```
+
+## OpenLLMTurkishLeaderboard_v0.2 benchmark results
+
+- **MMLU_TR_V0.2**: 51.69%
+- **Truthful_QA_TR_V0.2**: 54.72%
+- **ARC_TR_V0.2**: 52.82%
+- **HellaSwag_TR_V0.2**: 51.16%
+- **GSM8K_TR_V0.2**: 65.07%
+- **Winogrande_TR_V0.2**: 55.29%
+- **Average**: 55.13%
+
+These scores may differ from what you will get when you run the same benchmarks, as I did not use any inference engine (vLLM, TensorRT-LLM, etc.)
+
+# Citation
+```
+@article{Metin,
+  title={Metin/Gemma-2-9b-it-TR-DPO-V1},
+  author={Metin Usta},
+  year={2024},
+  url={https://huggingface.co/Metin/Gemma-2-9b-it-TR-DPO-V1}
+}
+```
\ No newline at end of file
diff --git a/added_tokens.json b/added_tokens.json
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+{
+  "<|eot_id|>": 256000
+}
diff --git a/config.json b/config.json
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+{
+  "_name_or_path": "google/gemma-2-9b-it",
+  "architectures": [
+    "Gemma2ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "attn_logit_softcapping": 50.0,
+  "bos_token_id": 2,
+  "cache_implementation": "hybrid",
+  "eos_token_id": 1,
+  "final_logit_softcapping": 30.0,
+  "head_dim": 256,
+  "hidden_act": "gelu_pytorch_tanh",
+  "hidden_activation": "gelu_pytorch_tanh",
+  "hidden_size": 3584,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 8192,
+  "model_type": "gemma2",
+  "num_attention_heads": 16,
+  "num_hidden_layers": 42,
+  "num_key_value_heads": 8,
+  "pad_token_id": 0,
+  "query_pre_attn_scalar": 256,
+  "rms_norm_eps": 1e-06,
+  "rope_theta": 10000.0,
+  "sliding_window": 4096,
+  "sliding_window_size": 4096,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.45.2",
+  "use_cache": true,
+  "vocab_size": 256000
+}
diff --git a/gemma2_9b_it_dpo_tr_v1.png b/gemma2_9b_it_dpo_tr_v1.png
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+  "bos_token_id": 2,
+  "cache_implementation": "hybrid",
+  "eos_token_id": 1,
+  "pad_token_id": 0,
+  "transformers_version": "4.45.2"
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+    "255974": {
+      "content": "\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255975": {
+      "content": "\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255976": {
+      "content": "\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255977": {
+      "content": "\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255978": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255979": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255980": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255981": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255982": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255983": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255984": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255985": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255986": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255987": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255988": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255989": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255990": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255991": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255992": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255993": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255994": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255995": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255996": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255997": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255998": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255999": {
+      "content": "<unused99>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "256000": {
+      "content": "<|eot_id|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "additional_special_tokens": [
+    "<start_of_turn>",
+    "<end_of_turn>"
+  ],
+  "bos_token": "<bos>",
+  "chat_template": "{{ bos_token }}{% if messages[0]['role'] == 'system' %}{{ raise_exception('System role not supported') }}{% endif %}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if (message['role'] == 'assistant') %}{% set role = 'model' %}{% else %}{% set role = message['role'] %}{% endif %}{{ '<start_of_turn>' + role + '\n' + message['content'] | trim + '<end_of_turn>\n' }}{% endfor %}{% if add_generation_prompt %}{{'<start_of_turn>model\n'}}{% endif %}",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|eot_id|>",
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "<pad>",
+  "padding_side": "left",
+  "sp_model_kwargs": {},
+  "spaces_between_special_tokens": false,
+  "split_special_tokens": false,
+  "tokenizer_class": "GemmaTokenizer",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": false
+}