import os.path

import numpy as np
import gradio as gr
import plotly.graph_objects as go

from geoguessr_bot.guessr import RandomGuessr, AbstractGuessr, NearestNeighborEmbedderGuessr, \
    AverageNeighborsEmbedderGuessr
from geoguessr_bot.retriever import DinoV2Embedder, Retriever, RandomEmbedder

ALL_GUESSR_CLASS = {
    "random": RandomGuessr,
    "nearestNeighborEmbedder": NearestNeighborEmbedderGuessr,
    "averageNeighborsEmbedder": AverageNeighborsEmbedderGuessr,
}

ALL_GUESSR_ARGS = {
    "random": {},
    "nearestNeighborEmbedder": {
        "embedder": DinoV2Embedder(
            device="cpu"
        ),
        # "embedder": RandomEmbedder(n_dim=384),
        "retriever": Retriever(
            embeddings_path=os.path.join(os.path.dirname(os.path.abspath(__file__)),
                                         "resources/embeddings.npy"),
        ),
        "metadata_path": os.path.join(os.path.dirname(os.path.abspath(__file__)),
                                      "resources/metadatav3.csv"),
    },
    "averageNeighborsEmbedder": {
        "embedder": DinoV2Embedder(
            device="cpu"
        ),
        # "embedder": RandomEmbedder(n_dim=384),
        "retriever": Retriever(
            embeddings_path=os.path.join(os.path.dirname(os.path.abspath(__file__)),
                                         "resources/embeddings.npy"),
        ),
        "metadata_path": os.path.join(os.path.dirname(os.path.abspath(__file__)),
                                        "resources/metadatav3.csv"),
        "n_neighbors": 100,
        "dbscan_eps": 0.5
    }
}

# For instantiating guessrs only when needed
ALL_GUESSR = {}


def create_map(guessr: str) -> go.Figure:
    """Create an interactive map
    """
    # Instantiate guessr if not already done
    if guessr not in ALL_GUESSR:
        ALL_GUESSR[guessr] = ALL_GUESSR_CLASS[guessr](**ALL_GUESSR_ARGS[guessr])
    return AbstractGuessr.create_map()


def guess(guessr: str, uploaded_image) -> go.Figure:
    """Guess a coordinate from an image uploaded in the Gradio interface
    """
    # Instantiate guessr if not already done
    if guessr not in ALL_GUESSR:
        ALL_GUESSR[guessr] = ALL_GUESSR_CLASS[guessr](**ALL_GUESSR_ARGS[guessr])
    # Convert image to numpy array
    uploaded_image = np.array(uploaded_image)
    # Guess coordinate
    guess_coordinate = ALL_GUESSR[guessr].guess(uploaded_image)
    # Create map
    fig = ALL_GUESSR[guessr].create_map(guess_coordinate)
    return fig


if __name__ == "__main__":
    # Create & launch Gradio interface
    with gr.Blocks() as demo:
        with gr.Row():
            with gr.Column():
                guessr_dropdown = gr.Dropdown(
                    list(ALL_GUESSR_CLASS.keys()),
                    value="nearestNeighborEmbedder",
                    label="Guessr type",
                    info="More Guessr types will be added soon!"
                )
                image = gr.Image(shape=(800, 800))
                button = gr.Button(text="Guess")
            interactive_map = gr.Plot()
            demo.load(create_map, [guessr_dropdown], interactive_map)
            button.click(guess, [guessr_dropdown, image], interactive_map)
    # Launch demo 🚀
    demo.launch()