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Commit ·
c64b520
1
Parent(s): 9a4de5c
Add StarCoder2 Flutter generator
Browse files
app.py
ADDED
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import gradio as gr
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import torch
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from transformers import AutoTokenizer, AutoModelForCausalLM, BitsAndBytesConfig
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# ----------------------
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# 1. تحميل المودل
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# ----------------------
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model_name = "bigcode/starcoder2-7b"
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bnb_config = BitsAndBytesConfig(load_in_8bit=True) # 8-bit لتوفير VRAM وتسريع التوليد
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tokenizer = AutoTokenizer.from_pretrained(model_name, trust_remote_code=True)
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model = AutoModelForCausalLM.from_pretrained(
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model_name,
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device_map="auto",
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quantization_config=bnb_config,
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trust_remote_code=True
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)
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model.eval()
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# ----------------------
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# 2. دالة التوليد
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# ----------------------
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def generate_code(prompt):
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input_ids = tokenizer(prompt, return_tensors="pt").input_ids.to(model.device)
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with torch.no_grad():
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output_ids = model.generate(
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input_ids,
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max_new_tokens=300,
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do_sample=False,
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temperature=0.2,
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repetition_penalty=1.05,
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use_cache=True,
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pad_token_id=tokenizer.eos_token_id
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)
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text = tokenizer.decode(output_ids[0], skip_special_tokens=True)
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return text
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# ----------------------
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# 3. واجهة Gradio
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# ----------------------
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title = "StarCoder2 Flutter Code Generator"
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description = """
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Generate Dart / Flutter code using StarCoder2.
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Type your prompt describing the widget or functionality you want.
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"""
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demo = gr.Interface(
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fn=generate_code,
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inputs=gr.Textbox(lines=8, placeholder="Write your Flutter prompt here..."),
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outputs=gr.Textbox(lines=20),
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title=title,
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description=description,
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allow_flagging="never"
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)
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demo.launch()
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