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Create app.py
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app.py
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import os
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import gradio as gr
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from gradio import FlaggingCallback
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from gradio.components import IOComponent
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from datasets import load_dataset
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from typing import List, Optional, Any
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import argilla as rg
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import os
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def load_data():
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ds = load_dataset("merve/turkish_instructions", split="train", streaming=True)
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sample = next(iter(ds))
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return sample
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def create_record(sample, feedback):
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status = "Validated" if feedback == "DoΔru" else "Default"
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#sample = next(iter(ds))
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fields = {
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"talimat": sample["talimat"],
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"input": sample["giriΕ"],
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"response": sample["Γ§Δ±ktΔ±"]
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}
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# the label will come from the flag object in Gradio
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label = "True"
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record = rg.TextClassificationRecord(
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inputs=fields,
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annotation=label,
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status=status,
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metadata={"feedback": feedback}
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)
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print(record)
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return record
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class ArgillaLogger(FlaggingCallback):
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def __init__(self, api_url, api_key, dataset_name):
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rg.init(api_url=api_url, api_key=api_key)
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self.dataset_name = dataset_name
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def setup(self, components: List[IOComponent], flagging_dir: str):
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pass
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def flag(
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self,
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flag_data: List[Any],
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flag_option: Optional[str] = None,
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flag_index: Optional[int] = None,
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username: Optional[str] = None,
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) -> int:
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text = flag_data[0]
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inference = flag_data[1]
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rg.log(name=self.dataset_name, records=create_record(text, flag_option))
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gr.Interface(
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title = "ALPACA Veriseti DΓΌzeltme ArayΓΌzΓΌ",
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description = "",
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allow_flagging="manual",
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flagging_callback=ArgillaLogger(
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api_url="https://sandbox.argilla.io",
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api_key=os.getenv("TEAM_API_KEY"),
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dataset_name="alpaca-flags"
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),
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flagging_options=["DoΔru", "YanlΔ±Ε", "Belirsiz"]
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).launch()
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