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"""Set up gradio api for cmataset."""
# pylint: disable=invalid-name
from typing import List, Tuple, Union
import gradio as gr
import logzero
import numpy as np
from cmat2aset import cmat2aset as c2a
from logzero import logger
logzero.loglevel(10)
logger.debug("gradio version: %s", gr.__version__)
# 3.0.19
def cmat2aset(
cmat: Union[np.ndarray, List[List[float]]],
eps: float = 10,
min_samples: int = 6,
) -> Union[
np.ndarray, List[Tuple[Union[int, str], Union[int, str], Union[float, str]]]
]:
"""Set up gradio api for cmataset."""
try:
cmat = np.array(cmat, dtype=str)
except Exception as exc:
logger.exception(exc)
return None, str(exc)
try:
# cmat[cmat==""] = 0
cmat = np.where(cmat == "", 0, cmat) # type: ignore
cmat = np.array(cmat, dtype=float)
except Exception as exc:
logger.exception(exc)
return None, str(exc)
logger.debug("cmat[:3, :3]: %s", cmat[:3, :3])
try:
return c2a(cmat, eps, min_samples), ""
except Exception as exc:
logger.exception(exc)
return None, str(exc)
inputs = [
"numpy",
gr.inputs.Slider(
minimum=1,
maximum=20,
step=0.1,
default=10,
),
gr.inputs.Slider(
minimum=1,
maximum=20,
step=1,
default=6,
),
]
iface = gr.Interface(
fn=cmat2aset,
inputs=inputs,
outputs=["dataframe", "text"],
allow_flagging="never",
title="radio-cmat2aset",
)
iface.launch(
enable_queue=True,
)
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