Bastien Dechamps commited on
Commit
dfbe385
1 Parent(s): 95a008f

[ADD] Random Guessr

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README.md CHANGED
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- ---
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- title: Geoguessr Bot
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- emoji: 👀
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- colorFrom: pink
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- colorTo: indigo
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- sdk: gradio
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- sdk_version: 3.28.1
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- app_file: app.py
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- pinned: false
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- ---
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- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
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+ # Geoguessr bot
 
 
 
 
 
 
 
 
 
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+ A bot playing Geoguessr using Computer Vision models. WIP... :wrench:
app.py ADDED
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+ import numpy as np
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+ import gradio as gr
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+ import plotly.graph_objects as go
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+
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+ from geoguessr_bot.guessr import RandomGuessr, AbstractGuessr
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+
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+ ALL_GUESSR_CLASS = {
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+ "random": RandomGuessr
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+ }
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+
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+ ALL_GUESSR_ARGS = {
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+ "random": {}
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+ }
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+
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+ # For instantiating guessrs only when needed
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+ ALL_GUESSR = {}
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+
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+
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+ def create_map(guessr: str) -> go.Figure:
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+ """Create an interactive map
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+ """
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+ # Instantiate guessr if not already done
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+ if guessr not in ALL_GUESSR:
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+ ALL_GUESSR[guessr] = ALL_GUESSR_CLASS[guessr](**ALL_GUESSR_ARGS[guessr])
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+ return AbstractGuessr.create_map()
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+
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+
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+ def guess(guessr: str, uploaded_image) -> go.Figure:
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+ """Guess a coordinate from an image uploaded in the Gradio interface
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+ """
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+ # Instantiate guessr if not already done
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+ if guessr not in ALL_GUESSR:
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+ ALL_GUESSR[guessr] = ALL_GUESSR_CLASS[guessr](**ALL_GUESSR_ARGS[guessr])
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+ # Convert image to numpy array
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+ uploaded_image = np.array(uploaded_image)
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+ # Guess coordinate
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+ guess_coordinate = ALL_GUESSR[guessr].guess(uploaded_image)
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+ # Create map
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+ fig = ALL_GUESSR[guessr].create_map(guess_coordinate)
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+ return fig
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+
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+
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+ if __name__ == "__main__":
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+ # Create & launch Gradio interface
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+ with gr.Blocks() as demo:
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+ with gr.Row():
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+ with gr.Column():
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+ guessr_dropdown = gr.Dropdown(
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+ list(ALL_GUESSR_CLASS.keys()),
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+ value="random",
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+ label="Guessr type",
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+ info="More Guessr types will be added soon!"
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+ )
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+ image = gr.Image(shape=(800, 800))
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+ button = gr.Button(text="Guess")
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+ interactive_map = gr.Plot()
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+ demo.load(create_map, [guessr_dropdown], interactive_map)
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+ button.click(guess, [guessr_dropdown, image], interactive_map)
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+ # Launch demo 🚀
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+ demo.launch()
geoguessr_bot/__init__.py ADDED
File without changes
geoguessr_bot/guessr/__init__.py ADDED
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+ from .abstract_guessr import AbstractGuessr
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+ from .random_guessr import RandomGuessr
geoguessr_bot/guessr/abstract_guessr.py ADDED
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+ from abc import abstractmethod
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+ from dataclasses import dataclass
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+ from typing import Optional
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+
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+ from PIL import Image
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+ import plotly.graph_objects as go
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+
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+ from geoguessr_bot.interfaces import Coordinate
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+
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+
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+ @dataclass
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+ class AbstractGuessr:
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+ """Abstract class for a guessr
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+ """
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+ @abstractmethod
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+ def guess(self, image: Image) -> Coordinate:
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+ raise NotImplementedError
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+
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+ def guess_from_path(self, image_path: str) -> Coordinate:
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+ image = Image.open(image_path)
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+ return self.guess(image)
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+
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+ @staticmethod
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+ def create_map(guess_coordinate: Optional[Coordinate] = None, **kwargs) -> go.Figure:
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+ """Create an interactive map showing a coordinate
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+ """
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+ fig = go.Figure(go.Scattermapbox(
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+ customdata=[guess_coordinate.__str__()] if guess_coordinate is not None else None,
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+ lat=[guess_coordinate.latitude] if guess_coordinate is not None else None,
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+ lon=[guess_coordinate.longitude] if guess_coordinate is not None else None,
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+ mode="markers",
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+ marker=go.scattermapbox.Marker(
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+ size=6,
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+ ),
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+ hoverinfo="text",
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+ hovertemplate='coord: %{customdata[0]}'
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+ ))
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+ fig.update_layout(
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+ mapbox_style="open-street-map",
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+ hovermode='closest',
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+ mapbox=dict(
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+ bearing=0,
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+ center=go.layout.mapbox.Center(
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+ lat=guess_coordinate.latitude if guess_coordinate is not None else 0,
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+ lon=guess_coordinate.longitude if guess_coordinate is not None else 0
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+ ),
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+ pitch=0,
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+ zoom=3 if guess_coordinate is not None else 0
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+ ),
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+ )
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+ return fig
geoguessr_bot/guessr/random_guessr.py ADDED
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+ import numpy as np
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+ from PIL import Image
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+
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+ from .abstract_guessr import AbstractGuessr
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+ from ..interfaces import Coordinate
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+
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+
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+ class RandomGuessr(AbstractGuessr):
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+ """Guesses a random coordinate
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+ """
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+ @staticmethod
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+ def _random_coordinate() -> Coordinate:
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+ return Coordinate(
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+ latitude=np.random.uniform(-90, 90),
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+ longitude=np.random.uniform(-180, 180)
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+ )
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+
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+ def guess(self, image: Image) -> Coordinate:
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+ return self._random_coordinate()
geoguessr_bot/interfaces.py ADDED
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+ from pydantic.main import BaseModel
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+
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+
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+ class Coordinate(BaseModel):
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+ latitude: float
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+ longitude: float
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+
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+ def __str__(self):
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+ return f"({round(self.latitude, 6)}, {round(self.longitude, 6)})"
requirements.txt ADDED
File without changes