Spaces:
Sleeping
Sleeping
fix the app
Browse files
.env
CHANGED
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@@ -4,5 +4,6 @@ HF_INPUT_DATASET_PATH="commit_message_generation/predictions/o1-preview-2024-09-
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HF_INPUT_DATASET_ID_COLUMN="hash"
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HF_INPUT_DATASET_COLUMN_A="reference"
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HF_INPUT_DATASET_COLUMN_B="prediction"
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HF_OUTPUT_DATASET="saridormi/labels"
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HF_OUTPUT_DATASET_DIR="cmg"
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HF_INPUT_DATASET_ID_COLUMN="hash"
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HF_INPUT_DATASET_COLUMN_A="reference"
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HF_INPUT_DATASET_COLUMN_B="prediction"
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+
#HF_INPUT_DATASET_URL_COLUMN="hash" <-- optional
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HF_OUTPUT_DATASET="saridormi/labels"
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HF_OUTPUT_DATASET_DIR="cmg"
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app.py
CHANGED
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@@ -6,6 +6,7 @@ import datetime
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import logging
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from huggingface_hub import hf_hub_download, upload_file, list_repo_tree
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from dotenv import load_dotenv
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load_dotenv()
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@@ -15,15 +16,16 @@ HF_INPUT_DATASET_PATH = os.getenv("HF_INPUT_DATASET_PATH")
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HF_INPUT_DATASET_ID_COLUMN = os.getenv("HF_INPUT_DATASET_ID_COLUMN")
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HF_INPUT_DATASET_COLUMN_A = os.getenv("HF_INPUT_DATASET_COLUMN_A")
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HF_INPUT_DATASET_COLUMN_B = os.getenv("HF_INPUT_DATASET_COLUMN_B")
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HF_OUTPUT_DATASET = os.getenv("HF_OUTPUT_DATASET")
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HF_OUTPUT_DATASET_DIR = os.getenv("HF_OUTPUT_DATASET_DIR")
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INSTRUCTIONS = """
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# Pairwise Model Output Labeling
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Please compare the two model outputs shown below and select which one you think is better.
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- Choose "
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- Choose "
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- Choose "Tie" if they are equally good or bad
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- Choose "Can't choose" if you cannot make a determination
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"""
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SAVE_EVERY_N_EXAMPLES = 5
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@@ -31,9 +33,10 @@ SAVE_EVERY_N_EXAMPLES = 5
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class PairwiseLabeler:
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def __init__(self):
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self.current_index =
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self.results =
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self.df = self.read_hf_dataset()
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def __len__(self):
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return len(self.df)
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@@ -59,94 +62,137 @@ class PairwiseLabeler:
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HF_INPUT_DATASET_COLUMN_A: [f"This is sample generation A {i}" for i in range(SAVE_EVERY_N_EXAMPLES)],
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HF_INPUT_DATASET_COLUMN_B: [f"This is sample generation B {i}" for i in range(SAVE_EVERY_N_EXAMPLES)],
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}
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return pd.DataFrame(sample_data)
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def get_current_pair(self):
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if self.current_index >= len(self.df):
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item = self.df.iloc[self.current_index]
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item_id = item.get(HF_INPUT_DATASET_ID_COLUMN, f"item_{self.current_index}")
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left_text = item.get(HF_INPUT_DATASET_COLUMN_A, "")
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right_text = item.get(HF_INPUT_DATASET_COLUMN_B, "")
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def submit_judgment(self, item_id, left_text, right_text, choice):
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if item_id is None:
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# Record the judgment
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result = {
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"item_id": item_id,
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"generation_a": left_text,
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"generation_b": right_text,
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"judgment": choice,
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"timestamp": datetime.datetime.now().isoformat(),
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"labeler_id":
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}
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self.results.append(result)
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# Move to next item
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self.current_index += 1
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# Save results periodically
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if len(self.results) % SAVE_EVERY_N_EXAMPLES == 0:
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self.save_results()
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# Get next pair
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def save_results(self):
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if not self.results:
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return
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try:
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# Convert results to dataset format
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results_df = pd.DataFrame(self.results)
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results_df.to_json("temp.jsonl", orient="records", lines=True)
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# Push to Hugging Face Hub
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try:
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num_files = len([_ for _ in list_repo_tree(repo_id=HF_OUTPUT_DATASET, repo_type="dataset", path_in_repo=HF_OUTPUT_DATASET_DIR)])
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except Exception as e:
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num_files = 0
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-
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os.remove("temp.jsonl")
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except Exception as e:
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logging.error(f"Error saving results: {e}")
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# Initialize the labeler
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labeler = PairwiseLabeler()
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#
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with gr.Blocks() as app:
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gr.Markdown(INSTRUCTIONS)
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with gr.Row():
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with gr.Column():
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left_output = gr.Textbox(
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label="Model Output A",
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lines=10,
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interactive=False
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)
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with gr.Column():
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right_output = gr.Textbox(
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-
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label="Model Output B",
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lines=10,
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interactive=False
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)
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item_id = gr.Textbox(
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with gr.Row():
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left_btn = gr.Button("⬅️ A is better", variant="primary")
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@@ -155,55 +201,129 @@ with gr.Blocks() as app:
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cant_choose_btn = gr.Button("🤔 Can't choose")
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current_sample_sld = gr.Slider(minimum=0, maximum=len(labeler), step=1,
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scale=5)
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def
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return judge("
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def
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return judge("
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def
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return judge("
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def
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)
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return new_id, new_left, new_right, new_index
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left_btn.click(
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judge_left,
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inputs=[item_id, left_output, right_output],
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outputs=[item_id, left_output, right_output, current_sample_sld]
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)
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right_btn.click(
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judge_right,
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inputs=[item_id, left_output, right_output],
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outputs=[item_id, left_output, right_output, current_sample_sld]
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)
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tie_btn.click(
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judge_tie,
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inputs=[item_id, left_output, right_output],
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outputs=[item_id, left_output, right_output, current_sample_sld]
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)
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cant_choose_btn.click(
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judge_cant_choose,
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inputs=[item_id, left_output, right_output],
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outputs=[item_id, left_output, right_output, current_sample_sld]
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)
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if __name__ == "__main__":
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app.launch()
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import logging
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from huggingface_hub import hf_hub_download, upload_file, list_repo_tree
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from dotenv import load_dotenv
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from collections import defaultdict
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load_dotenv()
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HF_INPUT_DATASET_ID_COLUMN = os.getenv("HF_INPUT_DATASET_ID_COLUMN")
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HF_INPUT_DATASET_COLUMN_A = os.getenv("HF_INPUT_DATASET_COLUMN_A")
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HF_INPUT_DATASET_COLUMN_B = os.getenv("HF_INPUT_DATASET_COLUMN_B")
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HF_INPUT_DATASET_URL_COLUMN = os.getenv("HF_INPUT_DATASET_URL_COLUMN")
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HF_OUTPUT_DATASET = os.getenv("HF_OUTPUT_DATASET")
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HF_OUTPUT_DATASET_DIR = os.getenv("HF_OUTPUT_DATASET_DIR")
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INSTRUCTIONS = """
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# Pairwise Model Output Labeling
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Please compare the two model outputs shown below and select which one you think is better.
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- Choose "A is better" if the output from Model A (left) is superior
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- Choose "B is better" if the output from Model B (right) is superior
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- Choose "Tie" if you think they are equally good or bad
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- Choose "Can't choose" if you cannot make a determination
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"""
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SAVE_EVERY_N_EXAMPLES = 5
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class PairwiseLabeler:
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def __init__(self):
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self.current_index = defaultdict(int)
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self.results = defaultdict(list)
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self.df = self.read_hf_dataset()
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self.has_url_column = HF_INPUT_DATASET_URL_COLUMN and HF_INPUT_DATASET_URL_COLUMN in self.df.columns
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def __len__(self):
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return len(self.df)
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HF_INPUT_DATASET_COLUMN_A: [f"This is sample generation A {i}" for i in range(SAVE_EVERY_N_EXAMPLES)],
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HF_INPUT_DATASET_COLUMN_B: [f"This is sample generation B {i}" for i in range(SAVE_EVERY_N_EXAMPLES)],
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}
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# Add URL column to sample data if specified
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if HF_INPUT_DATASET_URL_COLUMN:
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sample_data[HF_INPUT_DATASET_URL_COLUMN] = [f"https://example.com/sample_{i}" for i in range(SAVE_EVERY_N_EXAMPLES)]
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return pd.DataFrame(sample_data)
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def get_current_pair(self, session_id):
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if self.current_index[session_id] >= len(self.df):
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if self.has_url_column:
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return None, None, None, None
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else:
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return None, None, None
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item = self.df.iloc[self.current_index[session_id]]
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item_id = item.get(HF_INPUT_DATASET_ID_COLUMN, f"item_{self.current_index[session_id]}")
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left_text = item.get(HF_INPUT_DATASET_COLUMN_A, "")
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right_text = item.get(HF_INPUT_DATASET_COLUMN_B, "")
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if self.has_url_column:
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url = item.get(HF_INPUT_DATASET_URL_COLUMN, "")
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return item_id, left_text, right_text, url
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else:
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return item_id, left_text, right_text
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def submit_judgment(self, item_id, left_text, right_text, choice, session_id):
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if item_id is None:
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if self.has_url_column:
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return item_id, left_text, right_text, None, self.current_index[session_id]
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else:
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return item_id, left_text, right_text, self.current_index[session_id]
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# Get the current URL if available
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current_url = None
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if self.has_url_column:
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current_url = self.df.iloc[self.current_index[session_id]].get(HF_INPUT_DATASET_URL_COLUMN, "")
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# Record the judgment
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result = {
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"item_id": item_id,
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"judgment": choice,
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"timestamp": datetime.datetime.now().isoformat(),
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"labeler_id": session_id
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}
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self.results[session_id].append(result)
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# Move to next item
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self.current_index[session_id] += 1
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# Save results periodically
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if len(self.results[session_id]) % SAVE_EVERY_N_EXAMPLES == 0:
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self.save_results(session_id)
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# Get next pair
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if self.has_url_column:
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next_id, next_left, next_right, next_url = self.get_current_pair(session_id)
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return next_id, next_left, next_right, next_url, self.current_index[session_id]
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else:
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next_id, next_left, next_right = self.get_current_pair(session_id)
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return next_id, next_left, next_right, self.current_index[session_id]
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def save_results(self, session_id):
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if not self.results[session_id]:
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return
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try:
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# Convert results to dataset format
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results_df = pd.DataFrame(self.results[session_id])
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results_df.to_json("temp.jsonl", orient="records", lines=True)
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# Push to Hugging Face Hub
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try:
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num_files = len([_ for _ in list_repo_tree(repo_id=HF_OUTPUT_DATASET, repo_type="dataset", path_in_repo=HF_OUTPUT_DATASET_DIR) if session_id in _.path])
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except Exception as e:
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num_files = 0
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# Use session_id in filename to avoid conflicts
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filename = f"results_{session_id}_{num_files+1}.jsonl"
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upload_file(
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repo_id=HF_OUTPUT_DATASET,
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repo_type="dataset",
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path_in_repo=os.path.join(HF_OUTPUT_DATASET_DIR, filename),
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path_or_fileobj="temp.jsonl"
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)
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os.remove("temp.jsonl")
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# Clear saved results
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self.results[session_id] = []
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logging.info(f"Saved results for session {session_id} to {HF_OUTPUT_DATASET}/{filename}")
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except Exception as e:
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logging.error(f"Error saving results: {e}")
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# Keep results in memory to try saving again later
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# Initialize the labeler
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labeler = PairwiseLabeler()
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# Create a unique session ID
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def create_new_session():
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return str(uuid.uuid4())[:8]
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| 166 |
with gr.Blocks() as app:
|
| 167 |
+
# State for the session ID
|
| 168 |
+
session_id = gr.State(value=None)
|
| 169 |
+
|
| 170 |
+
# The actual interface components will be created here
|
| 171 |
gr.Markdown(INSTRUCTIONS)
|
| 172 |
|
| 173 |
+
# URL display component - only shown if URL column is defined
|
| 174 |
+
url_display = None
|
| 175 |
+
if labeler.has_url_column:
|
| 176 |
+
url_display = gr.HTML(label="Reference URL")
|
| 177 |
+
|
| 178 |
+
session_id_display = gr.Textbox(label="Session Information", interactive=False)
|
| 179 |
+
|
| 180 |
with gr.Row():
|
| 181 |
with gr.Column():
|
| 182 |
left_output = gr.Textbox(
|
| 183 |
+
label="Model A Output",
|
|
|
|
| 184 |
lines=10,
|
| 185 |
interactive=False
|
| 186 |
)
|
| 187 |
|
| 188 |
with gr.Column():
|
| 189 |
right_output = gr.Textbox(
|
| 190 |
+
label="Model B Output",
|
|
|
|
| 191 |
lines=10,
|
| 192 |
interactive=False
|
| 193 |
)
|
| 194 |
|
| 195 |
+
item_id = gr.Textbox(visible=False)
|
| 196 |
|
| 197 |
with gr.Row():
|
| 198 |
left_btn = gr.Button("⬅️ A is better", variant="primary")
|
|
|
|
| 201 |
cant_choose_btn = gr.Button("🤔 Can't choose")
|
| 202 |
|
| 203 |
current_sample_sld = gr.Slider(minimum=0, maximum=len(labeler), step=1,
|
| 204 |
+
interactive=False,
|
| 205 |
+
label='sample_ind',
|
| 206 |
+
info=f"Samples labeled (out of {len(labeler)})",
|
| 207 |
+
show_label=False,
|
| 208 |
+
container=False,
|
| 209 |
+
scale=5)
|
|
|
|
| 210 |
|
| 211 |
+
# Initialize the session and get the first pair
|
| 212 |
+
def init_session():
|
| 213 |
+
new_session_id = create_new_session()
|
| 214 |
+
|
| 215 |
+
if labeler.has_url_column:
|
| 216 |
+
initial_id, initial_left, initial_right, initial_url = labeler.get_current_pair(new_session_id)
|
| 217 |
+
url_html = f'<a href="{initial_url}" target="_blank">{initial_url}</a>' if initial_url else ""
|
| 218 |
+
|
| 219 |
+
return (
|
| 220 |
+
new_session_id, # session_id state
|
| 221 |
+
f"Session ID: {new_session_id}", # session_id_display
|
| 222 |
+
url_html, # url_display
|
| 223 |
+
initial_left, # left_output
|
| 224 |
+
initial_right, # right_output
|
| 225 |
+
initial_id, # item_id
|
| 226 |
+
labeler.current_index[new_session_id] # current_sample_sld
|
| 227 |
+
)
|
| 228 |
+
else:
|
| 229 |
+
initial_id, initial_left, initial_right = labeler.get_current_pair(new_session_id)
|
| 230 |
+
|
| 231 |
+
return (
|
| 232 |
+
new_session_id, # session_id state
|
| 233 |
+
f"Session ID: {new_session_id}", # session_id_display
|
| 234 |
+
initial_left, # left_output
|
| 235 |
+
initial_right, # right_output
|
| 236 |
+
initial_id, # item_id
|
| 237 |
+
labeler.current_index[new_session_id] # current_sample_sld
|
| 238 |
+
)
|
| 239 |
+
|
| 240 |
+
# Run the initialization when the app loads
|
| 241 |
+
if labeler.has_url_column:
|
| 242 |
+
app.load(
|
| 243 |
+
init_session,
|
| 244 |
+
inputs=None,
|
| 245 |
+
outputs=[session_id, session_id_display, url_display, left_output, right_output, item_id, current_sample_sld]
|
| 246 |
+
)
|
| 247 |
+
else:
|
| 248 |
+
app.load(
|
| 249 |
+
init_session,
|
| 250 |
+
inputs=None,
|
| 251 |
+
outputs=[session_id, session_id_display, left_output, right_output, item_id, current_sample_sld]
|
| 252 |
+
)
|
| 253 |
|
| 254 |
+
def judge_left(session_id, item_id, left_text, right_text):
|
| 255 |
+
return judge("A is better", session_id, item_id, left_text, right_text)
|
| 256 |
|
| 257 |
+
def judge_right(session_id, item_id, left_text, right_text):
|
| 258 |
+
return judge("B is better", session_id, item_id, left_text, right_text)
|
| 259 |
|
| 260 |
+
def judge_tie(session_id, item_id, left_text, right_text):
|
| 261 |
+
return judge("Tie", session_id, item_id, left_text, right_text)
|
| 262 |
|
| 263 |
+
def judge_cant_choose(session_id, item_id, left_text, right_text):
|
| 264 |
+
return judge("Can't choose", session_id, item_id, left_text, right_text)
|
| 265 |
+
|
| 266 |
+
def judge(choice, session_id, item_id, left_text, right_text):
|
| 267 |
+
if labeler.has_url_column:
|
| 268 |
+
new_id, new_left, new_right, new_url, new_index = labeler.submit_judgment(
|
| 269 |
+
item_id, left_text, right_text, choice, session_id
|
| 270 |
+
)
|
| 271 |
+
url_html = f'<a href="{new_url}" target="_blank">{new_url}</a>' if new_url else ""
|
| 272 |
+
return new_id, new_left, new_right, url_html, new_index
|
| 273 |
+
else:
|
| 274 |
+
new_id, new_left, new_right, new_index = labeler.submit_judgment(
|
| 275 |
+
item_id, left_text, right_text, choice, session_id
|
| 276 |
+
)
|
| 277 |
+
return new_id, new_left, new_right, new_index
|
| 278 |
+
|
| 279 |
+
if labeler.has_url_column:
|
| 280 |
+
left_btn.click(
|
| 281 |
+
judge_left,
|
| 282 |
+
inputs=[session_id, item_id, left_output, right_output],
|
| 283 |
+
outputs=[item_id, left_output, right_output, url_display, current_sample_sld]
|
| 284 |
+
)
|
| 285 |
+
|
| 286 |
+
right_btn.click(
|
| 287 |
+
judge_right,
|
| 288 |
+
inputs=[session_id, item_id, left_output, right_output],
|
| 289 |
+
outputs=[item_id, left_output, right_output, url_display, current_sample_sld]
|
| 290 |
+
)
|
| 291 |
+
|
| 292 |
+
tie_btn.click(
|
| 293 |
+
judge_tie,
|
| 294 |
+
inputs=[session_id, item_id, left_output, right_output],
|
| 295 |
+
outputs=[item_id, left_output, right_output, url_display, current_sample_sld]
|
| 296 |
+
)
|
| 297 |
+
|
| 298 |
+
cant_choose_btn.click(
|
| 299 |
+
judge_cant_choose,
|
| 300 |
+
inputs=[session_id, item_id, left_output, right_output],
|
| 301 |
+
outputs=[item_id, left_output, right_output, url_display, current_sample_sld]
|
| 302 |
+
)
|
| 303 |
+
else:
|
| 304 |
+
left_btn.click(
|
| 305 |
+
judge_left,
|
| 306 |
+
inputs=[session_id, item_id, left_output, right_output],
|
| 307 |
+
outputs=[item_id, left_output, right_output, current_sample_sld]
|
| 308 |
+
)
|
| 309 |
+
|
| 310 |
+
right_btn.click(
|
| 311 |
+
judge_right,
|
| 312 |
+
inputs=[session_id, item_id, left_output, right_output],
|
| 313 |
+
outputs=[item_id, left_output, right_output, current_sample_sld]
|
| 314 |
+
)
|
| 315 |
+
|
| 316 |
+
tie_btn.click(
|
| 317 |
+
judge_tie,
|
| 318 |
+
inputs=[session_id, item_id, left_output, right_output],
|
| 319 |
+
outputs=[item_id, left_output, right_output, current_sample_sld]
|
| 320 |
+
)
|
| 321 |
+
|
| 322 |
+
cant_choose_btn.click(
|
| 323 |
+
judge_cant_choose,
|
| 324 |
+
inputs=[session_id, item_id, left_output, right_output],
|
| 325 |
+
outputs=[item_id, left_output, right_output, current_sample_sld]
|
| 326 |
)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 327 |
|
| 328 |
if __name__ == "__main__":
|
| 329 |
app.launch()
|