commit 1138e78477ff071e985710b1a7f73388d63d7313 Author: ModelHub XC Date: Wed Jul 1 18:56:16 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: Commencis/Commencis-LLM Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..a6344aa --- /dev/null +++ b/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..bd10721 --- /dev/null +++ b/README.md @@ -0,0 +1,114 @@ +--- +license: apache-2.0 +datasets: +- uonlp/CulturaX +language: +- tr +- en +pipeline_tag: text-generation +metrics: +- accuracy +- bleu +base_model: mistralai/Mistral-7B-Instruct-v0.1 +--- + + + +# Commencis-LLM + + +Commencis LLM is a generative model based on the Mistral 7B model. The base model adapts Mistral 7B to Turkish Banking specifically by training on a diverse dataset obtained through various methods, encompassing general Turkish and banking data. +## Model Description + + +- **Developed by:** [Commencis](https://www.commencis.com) +- **Language(s):** Turkish +- **Finetuned from model:** [Mistral 7B](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.1) +- **Blog Post**: [LLM Blog](https://www.commencis.com/thoughts/commencis-introduces-its-purpose-built-turkish-fluent-llm-for-banking-and-finance-industry-a-detailed-overview/) + +## Training Details +Alignment phase consists of two stages: supervised fine-tuning (SFT) and Reward Modeling with Reinforcement learning from human feedback (RLHF). + +The SFT phase was done on the a mixture of synthetic datasets generated from comprehensive banking dictionary data, synthetic datasets generated from banking-based domain and sub-domain headings, and derived from the CulturaX Turkish dataset by filtering. It was trained with three epochs. We used a learning rate 2e-5, lora rank 64 and maximum sequence length 1024 tokens. + +### Usage + +### Suggested Inference Parameters +- Temperature: 0.5 +- Repetition penalty: 1.0 +- Top-p: 0.9 + +```python +from transformers import AutoModelForCausalLM, AutoTokenizer, pipeline + +class TextGenerationAssistant: + def __init__(self, model_id:str): + self.tokenizer = AutoTokenizer.from_pretrained(model_id) + self.model = AutoModelForCausalLM.from_pretrained(model_id, device_map='auto',load_in_8bit=True,load_in_4bit=False) + self.pipe = pipeline("text-generation", + model=self.model, + tokenizer=self.tokenizer, + device_map="auto", + max_new_tokens=1024, + return_full_text=True, + repetition_penalty=1.0 + ) + + self.sampling_params = dict(do_sample=True, temperature=0.5, top_k=50, top_p=0.9) + self.system_prompt = "Sen yardımcı bir asistansın. Sana verilen talimat ve girdilere en uygun cevapları üreteceksin. \n\n\n" + + def format_prompt(self, user_input): + return "[INST] " + self.system_prompt + user_input + " [/INST]" + + def generate_response(self, user_query): + prompt = self.format_prompt(user_query) + outputs = self.pipe(prompt, **self.sampling_params) + return outputs[0]["generated_text"].split("[/INST]")[1].strip() + + +assistant = TextGenerationAssistant(model_id="Commencis/Commencis-LLM") + +# Enter your query here. +user_query = "Faiz oranı yükseldiğinde kredi maliyetim nasıl etkilenir?" +response = assistant.generate_response(user_query) +print(response) + +``` + +### Chat Template + +```python +from transformers import AutoTokenizer +import transformers +import torch + +model = "Commencis/Commencis-LLM" +messages = [{"role": "user", "content": "Faiz oranı yükseldiğinde kredi maliyetim nasıl etkilenir?"}] + +tokenizer = AutoTokenizer.from_pretrained(model) +prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True) +pipeline = transformers.pipeline( + "text-generation", + model=model, + torch_dtype=torch.float16, + device_map="auto", +) + +outputs = pipeline(prompt, max_new_tokens=1024, do_sample=True, temperature=0.5, top_k=50, top_p=0.9) +print (outputs[0]["generated_text"].split("[/INST]")[1].strip()) +``` + +# Quantized Models: + +GGUF: https://huggingface.co/Commencis/Commencis-LLM-GGUF + +## Bias, Risks, and Limitations + + + +Like all LLMs, Commencis-LLM has certain limitations: +- Hallucination: Model may sometimes generate responses that contain plausible-sounding but factually incorrect or irrelevant information. +- Code Switching: The model might unintentionally switch between languages or dialects within a single response, affecting the coherence and understandability of the output. +- Repetition: The Model may produce repetitive phrases or sentences, leading to less engaging and informative responses. +- Coding and Math: The model's performance in generating accurate code or solving complex mathematical problems may be limited. +- Toxicity: The model could inadvertently generate responses containing inappropriate or harmful content. \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..9a5510a --- /dev/null +++ b/config.json @@ -0,0 +1,26 @@ +{ + "_name_or_path": "mistralai/Mistral-7B-Instruct-v0.2", + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "eos_token_id": 2, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "rms_norm_eps": 1e-05, + "rope_theta": 1000000.0, + "sliding_window": null, + "tie_word_embeddings": false, + "torch_dtype": "bfloat16", + "transformers_version": "4.38.2", + "use_cache": true, + 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