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Browse files- README.md +23 -6
- app.py +173 -0
- requirements.txt +6 -0
README.md
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---
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title: Bash Explainer
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emoji:
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colorFrom:
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sdk: gradio
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sdk_version:
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app_file: app.py
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pinned: false
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---
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-
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---
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title: Bash Command Explainer JA
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emoji: "💻"
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colorFrom: yellow
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colorTo: blue
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sdk: gradio
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sdk_version: 5.50.0
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app_file: app.py
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pinned: false
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models:
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- trtd56/LFM2.5-1.2B-JP-bash-explainer-lora
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---
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# Bash Command Explainer JA
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`trtd56/LFM2.5-1.2B-JP-bash-explainer-lora` を使って、bash コマンドを日本語で説明する Gradio Space です。
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## Input
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- bash コマンド文字列
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## Output
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- コマンドの意味を説明する短い日本語
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## Notes
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- コマンドは実行せず、説明だけを返します。
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- 学習データは `response -> prompt_ja` の向きで整形した dataset を使っています。
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app.py
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import os
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import gradio as gr
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import torch
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from peft import AutoPeftModelForCausalLM
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from transformers import AutoTokenizer
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MODEL_ID = os.getenv("MODEL_ID", "trtd56/LFM2.5-1.2B-JP-bash-explainer-lora")
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SYSTEM_PROMPT = "あなたは Bash コマンドの内容を説明する日本語アシスタントです。"
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def load_model():
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model = AutoPeftModelForCausalLM.from_pretrained(
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MODEL_ID,
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torch_dtype="auto",
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device_map="auto",
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)
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tokenizer = AutoTokenizer.from_pretrained(MODEL_ID, use_fast=True)
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if tokenizer.pad_token is None:
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tokenizer.pad_token = tokenizer.eos_token
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return model, tokenizer
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MODEL, TOKENIZER = load_model()
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def build_prompt(command: str) -> str:
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return (
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f"{SYSTEM_PROMPT}\n\n"
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"### 入力\n"
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f"{command.strip()}\n\n"
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"### 出力\n"
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)
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def explain_command(command: str, max_new_tokens: int) -> str:
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command = command.strip()
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if not command:
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return "bash コマンドを入力してください。"
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prompt = build_prompt(command)
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inputs = TOKENIZER(prompt, return_tensors="pt")
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model_device = next(MODEL.parameters()).device
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inputs = {k: v.to(model_device) for k, v in inputs.items()}
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with torch.no_grad():
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output = MODEL.generate(
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**inputs,
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max_new_tokens=max_new_tokens,
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do_sample=False,
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pad_token_id=TOKENIZER.pad_token_id,
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eos_token_id=TOKENIZER.eos_token_id,
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)
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text = TOKENIZER.decode(output[0], skip_special_tokens=True)
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if "### 出力" in text:
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return text.split("### 出力", 1)[-1].strip()
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return text.strip()
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EXAMPLES = [
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["sudo apt install curl"],
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["ls -la ~/Downloads"],
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['grep -R "TODO" .'],
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['find . -name "*.log" -delete'],
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]
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CSS = """
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:root {
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--bg: #f4efe4;
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--card: #fffaf0;
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--ink: #1d1a16;
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--muted: #6b6254;
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--line: #d8ccb8;
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--accent: #9a3412;
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--accent-2: #164e63;
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}
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.gradio-container {
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background:
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radial-gradient(circle at top left, rgba(154, 52, 18, 0.10), transparent 28%),
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radial-gradient(circle at bottom right, rgba(22, 78, 99, 0.10), transparent 24%),
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var(--bg);
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color: var(--ink);
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font-family: "IBM Plex Sans JP", "Hiragino Sans", sans-serif;
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}
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.shell-card {
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border: 1px solid var(--line);
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border-radius: 20px;
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background: linear-gradient(180deg, rgba(255,250,240,0.98), rgba(255,247,235,0.98));
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box-shadow: 0 18px 60px rgba(29, 26, 22, 0.08);
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}
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.eyebrow {
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letter-spacing: 0.08em;
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text-transform: uppercase;
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color: var(--accent-2);
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font-size: 12px;
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font-weight: 700;
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}
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.hero {
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font-family: "Avenir Next", "IBM Plex Sans JP", sans-serif;
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font-size: 38px;
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line-height: 1.05;
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font-weight: 700;
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margin: 8px 0 12px;
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}
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.sub {
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color: var(--muted);
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font-size: 15px;
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line-height: 1.7;
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}
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"""
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with gr.Blocks(css=CSS, theme=gr.themes.Soft()) as demo:
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gr.HTML(
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"""
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<div class="shell-card" style="padding: 28px; margin: 24px 0 18px;">
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<div class="eyebrow">Bash Command Explainer</div>
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<div class="hero">コマンドを貼ると、日本語で説明します。</div>
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<div class="sub">
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学習済み LoRA <code>trtd56/LFM2.5-1.2B-JP-bash-explainer-lora</code> を読み込み、
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bash コマンドの動作を短い日本語で返します。
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</div>
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</div>
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"""
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)
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with gr.Row():
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with gr.Column(scale=3):
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command = gr.Textbox(
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label="Bash コマンド",
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placeholder='例: find . -name "*.log" -delete',
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lines=5,
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)
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with gr.Column(scale=1):
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max_new_tokens = gr.Slider(
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minimum=16,
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maximum=128,
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value=64,
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step=8,
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label="最大生成トークン",
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)
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run_btn = gr.Button("説明する", variant="primary")
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clear_btn = gr.Button("クリア")
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output = gr.Textbox(label="日本語説明", lines=6, show_copy_button=True)
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gr.Examples(
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examples=EXAMPLES,
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inputs=[command],
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label="Examples",
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)
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gr.Markdown(
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"注意: ここではコマンドを実行せず、内容を説明するだけです。削除系コマンドも安全に試せます。"
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)
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run_btn.click(
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fn=explain_command,
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inputs=[command, max_new_tokens],
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outputs=output,
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)
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command.submit(
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fn=explain_command,
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inputs=[command, max_new_tokens],
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outputs=output,
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)
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clear_btn.click(lambda: ("", ""), outputs=[command, output])
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if __name__ == "__main__":
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demo.queue().launch()
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requirements.txt
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gradio>=5.50.0
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torch
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transformers>=4.46.0
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peft>=0.13.0
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accelerate>=0.34.0
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safetensors>=0.4.5
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