Created
June 22, 2022 08:35
-
-
Save koaning/2143ac237e7891f4d2dc98b612b79734 to your computer and use it in GitHub Desktop.
This is the recipe that belongs to the Prodigy tutorial found on YouTube. https://youtu.be/dXVRonRdg7g
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| import time | |
| from typing import List | |
| from rich import box | |
| from rich.table import Table | |
| from rich.console import Console | |
| import prodigy | |
| from prodigy.components.loaders import CSV | |
| class ProgressTable: | |
| def __init__(self): | |
| self.start_time = time.time() | |
| self.n_examples = { | |
| "n_accept": 0, | |
| "n_reject": 0, | |
| "n_skip": 0, | |
| } | |
| self.console = Console() | |
| def make_table(self): | |
| """Generates a pretty Rich table from the results.""" | |
| seconds_sofar = time.time() - self.start_time | |
| minutes = seconds_sofar / 60 | |
| total_counts = sum(self.n_examples.values()) | |
| time_mark = f"{int(seconds_sofar // 60)}m{int(seconds_sofar % 60)}s" | |
| table = Table(title=f"Summary at {time_mark}", box=box.SIMPLE) | |
| table.add_column("Answer", style="magenta", footer="Total") | |
| table.add_column( | |
| "Count", justify="right", style="cyan", footer=str(total_counts) | |
| ) | |
| table.add_column( | |
| "Annot per Hour", | |
| justify="right", | |
| style="green", | |
| footer=str(int(total_counts / minutes) * 60), | |
| ) | |
| for key, value in self.n_examples.items(): | |
| table.add_row(key, str(value), str(int(value / seconds_sofar * 60 * 60))) | |
| table.show_footer = True | |
| return table | |
| def update(self, examples: List[dict]): | |
| self.n_examples["n_accept"] += len([e for e in examples if e["answer"] == "accept"]) | |
| self.n_examples["n_reject"] += len([e for e in examples if e["answer"] == "reject"]) | |
| self.n_examples["n_skip"] += len([e for e in examples if e["answer"] == "ignore"]) | |
| table = self.make_table() | |
| self.console.print(table) | |
| @prodigy.recipe( | |
| "progress", | |
| dataset=("Dataset to save answers to", "positional", None, str), | |
| ) | |
| def progress(dataset: str): | |
| # Load your own streams from anywhere you want | |
| stream = CSV("clinc.csv") | |
| ptable = ProgressTable() | |
| return { | |
| "dataset": dataset, | |
| "view_id": "classification", | |
| "stream": stream, | |
| "update": ptable.update, | |
| } |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment