commit b6effa50ab4f70c1bc4f1723ce211f72ceb08f15 Author: ModelHub XC Date: Sat Apr 25 14:17:07 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: NickIBrody/qwen-linux Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..52373fe --- /dev/null +++ b/.gitattributes @@ -0,0 +1,36 @@ +*.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 +tokenizer.json filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..07e0517 --- /dev/null +++ b/README.md @@ -0,0 +1,158 @@ +--- +language: +- ru +- en +license: apache-2.0 +tags: +- linux +- shell +- qwen2 +- unsloth +- gguf +base_model: Qwen/Qwen2.5-3B-Instruct +pipeline_tag: text-generation +--- + + +# Qwen2.5-3B Linux Assistant + +A fine-tuned version of [Qwen2.5-3B-Instruct](https://huggingface.co/Qwen/Qwen2.5-3B-Instruct) trained to act as a Linux/Shell command assistant. Given a natural language description, the model outputs the correct shell command. + +Supports both **Russian** and **English** input. + +--- + +## Model Details + +| Property | Value | +|---|---| +| Base model | Qwen2.5-3B-Instruct | +| Fine-tuning method | QLoRA (LoRA r=16, alpha=16) | +| Training steps | ~1700 | +| Epochs | 3 | +| Final loss | ~0.28 | +| Dataset size | ~4500 examples | +| Languages | Russian, English | +| Framework | Unsloth + TRL | + +--- + +## Usage + +### Ollama (recommended) +```bash +ollama run hf.co/NickIBrody/qwen-linux-gguf +``` + +### llama.cpp +```bash +llama-cli -hf NickIBrody/qwen-linux-gguf --jinja +``` + +### Python (transformers) +```python +from transformers import AutoModelForCausalLM, AutoTokenizer +import torch + +model_id = "NickIBrody/qwen-linux" +tok = AutoTokenizer.from_pretrained(model_id) +model = AutoModelForCausalLM.from_pretrained(model_id, torch_dtype=torch.float16, device_map="auto") + +messages = [ + {"role": "system", "content": "You are a Linux assistant. Reply only with the shell command, no explanations."}, + {"role": "user", "content": "show top 5 processes by memory usage"}, +] +inp = tok.apply_chat_template(messages, tokenize=True, add_generation_prompt=True, return_tensors="pt").to(model.device) +out = model.generate(inp, max_new_tokens=128, temperature=0.3) +print(tok.decode(out[0][inp.shape[1]:], skip_special_tokens=True)) +``` + +--- + +## Examples + +| Input | Output | +|---|---| +| показажи топ 5 процессов по памяти | `ps aux --sort=-%mem \| head -n 5` | +| где я нахожусь в терминале | `pwd` | +| compress file data.txt with bzip2 | `bzip2 data.txt` | +| show disk usage in human readable format | `df -h` | +| find all .log files modified in last 7 days | `find / -name "*.log" -mtime -7` | +| kill process by name nginx | `pkill nginx` | +| show open ports | `ss -tulnp` | + +--- + +## Dataset + +Training data: [NickIBrody/linux-commands-ru-en](https://huggingface.co/datasets/NickIBrody/linux-commands-ru-en) + +~4500 shell command examples in Russian and English, covering: +- File system navigation and management +- Process management +- Networking +- Archive and compression +- System monitoring +- Package management + +--- + +## Training Code + +```python +from unsloth import FastLanguageModel +from unsloth.chat_templates import get_chat_template +from datasets import load_dataset +from trl import SFTTrainer +from transformers import TrainingArguments + +model, tok = FastLanguageModel.from_pretrained( + "unsloth/Qwen2.5-3B-Instruct-bnb-4bit", + max_seq_length=2048, + load_in_4bit=True +) + +model = FastLanguageModel.get_peft_model( + model, r=16, lora_alpha=16, + target_modules=["q_proj","k_proj","v_proj","o_proj","gate_proj","up_proj","down_proj"] +) + +tok = get_chat_template(tok, chat_template="qwen-2.5") + +ds = load_dataset("NickIBrody/linux-commands-ru-en", split="train") +ds = ds.map(lambda x: {"text": tok.apply_chat_template(x["messages"], tokenize=False)}) + +SFTTrainer( + model=model, + tokenizer=tok, + train_dataset=ds, + dataset_text_field="text", + max_seq_length=2048, + args=TrainingArguments( + per_device_train_batch_size=2, + gradient_accumulation_steps=4, + num_train_epochs=3, + learning_rate=2e-4, + fp16=True, + logging_steps=10, + output_dir="out", + optim="adamw_8bit" + ) +).train() + +model.save_pretrained_gguf("qwen-linux", tok, quantization_method="q4_k_m") +``` + +--- + +## Limitations + +- Designed for shell commands only, not general conversation +- May struggle with highly complex multi-step scripts +- Best results with clear, specific prompts + +--- + +## License + +Apache 2.0 \ No newline at end of file diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..642e597 --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1,53 @@ +{%- if tools %} + {{- '<|im_start|>system\n' }} + {%- if messages[0]['role'] == 'system' %} + {{- messages[0]['content'] }} + {%- else %} + {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }} + {%- endif %} + {{- "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n" }} + {%- for tool in tools %} + {{- "\n" }} + {{- tool | tojson }} + {%- endfor %} + {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n<|im_end|>\n" }} +{%- else %} + {%- if messages[0]['role'] == 'system' %} + {{- '<|im_start|>system\n' + messages[0]['content'] + '<|im_end|>\n' }} + {%- else %} + {{- '<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n' }} + {%- endif %} +{%- endif %} +{%- for message in messages %} + {%- if (message.role == "user") or (message.role == "system" and not loop.first) or (message.role == "assistant" and not message.tool_calls) %} + {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }} + {%- elif message.role == "assistant" %} + {{- '<|im_start|>' + message.role }} + {%- if message.content %} + {{- '\n' + message.content }} + {%- endif %} + {%- for tool_call in message.tool_calls %} + {%- if tool_call.function is defined %} + {%- set tool_call = tool_call.function %} + {%- endif %} + {{- '\n\n{"name": "' }} + {{- tool_call.name }} + {{- '", "arguments": ' }} + {{- tool_call.arguments | tojson }} + {{- '}\n' }} + {%- endfor %} + {{- '<|im_end|>\n' }} + {%- elif message.role == "tool" %} + {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %} {{- '<|im_start|>user' }} + {%- endif %} + {{- '\n\n' }} + {{- message.content }} + {{- '\n' }} + {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %} + {{- '<|im_end|>\n' }} + {%- endif %} + {%- endif %} +{%- endfor %} +{%- if add_generation_prompt %} + {{- '<|im_start|>assistant\n' }} +{%- endif %} diff --git a/config.json b/config.json new file mode 100644 index 0000000..7aff3a2 --- /dev/null +++ b/config.json @@ -0,0 +1,70 @@ +{ + "architectures": [ + "Qwen2ForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": null, + "torch_dtype": "float16", + "eos_token_id": 151645, + "hidden_act": "silu", + "hidden_size": 2048, + "initializer_range": 0.02, + "intermediate_size": 11008, + "layer_types": [ + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + 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"bos_token": null, + "clean_up_tokenization_spaces": false, + "eos_token": "<|im_end|>", + "errors": "replace", + "is_local": false, + "model_max_length": 32768, + "pad_token": "<|PAD_TOKEN|>", + "padding_side": "left", + "split_special_tokens": false, + "tokenizer_class": "Qwen2Tokenizer", + "unk_token": null, + "chat_template": "{%- if tools %}\n {{- '<|im_start|>system\\n' }}\n {%- if messages[0]['role'] == 'system' %}\n {{- messages[0]['content'] }}\n {%- else %}\n {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }}\n {%- endif %}\n {{- \"\\n\\n# Tools\\n\\nYou may call one or more functions to assist with the user query.\\n\\nYou are provided with function signatures within XML tags:\\n\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\n\\n\\nFor each function call, return a json object with function name and arguments within XML tags:\\n\\n{\\\"name\\\": , \\\"arguments\\\": }\\n<|im_end|>\\n\" }}\n{%- else %}\n {%- if messages[0]['role'] == 'system' %}\n {{- '<|im_start|>system\\n' + messages[0]['content'] + '<|im_end|>\\n' }}\n {%- else %}\n {{- '<|im_start|>system\\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\\n' }}\n {%- endif %}\n{%- endif %}\n{%- for message in messages %}\n {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) or (message.role == \"assistant\" and not message.tool_calls) %}\n {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>' + '\\n' }}\n {%- elif message.role == \"assistant\" %}\n {{- '<|im_start|>' + message.role }}\n {%- if message.content %}\n {{- '\\n' + message.content }}\n {%- endif %}\n {%- for tool_call in message.tool_calls %}\n {%- if tool_call.function is defined %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {{- '\\n\\n{\"name\": \"' }}\n {{- tool_call.name }}\n {{- '\", \"arguments\": ' }}\n {{- tool_call.arguments | tojson }}\n {{- '}\\n' }}\n {%- endfor %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != \"tool\") %} {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n\\n' }}\n {{- message.content }}\n {{- '\\n' }}\n {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n{%- endif %}\n" +} \ No newline at end of file