PaddleX/paddlex/inference/models/image_classification/result.py

# Copyright (c) 2024 PaddlePaddle Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#    http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.


import copy

import numpy as np
import PIL
from PIL import Image, ImageDraw, ImageFont

from ....utils.fonts import PINGFANG_FONT
from ...common.result import BaseCVResult, JsonMixin
from ...utils.color_map import get_colormap


class TopkResult(BaseCVResult):

    def _to_str(self, *args, **kwargs):
        data = copy.deepcopy(self)
        data.pop("input_img")
        return JsonMixin._to_str(data, *args, **kwargs)

    def _to_json(self, *args, **kwargs):
        data = copy.deepcopy(self)
        data.pop("input_img")
        return JsonMixin._to_json(data, *args, **kwargs)

    def _to_img(self):
        """Draw label on image"""
        labels = self.get("label_names", self["class_ids"])
        label_str = f"{labels[0]} {self['scores'][0]:.2f}"

        image = Image.fromarray(self["input_img"])
        image_size = image.size
        draw = ImageDraw.Draw(image)
        min_font_size = int(image_size[0] * 0.02)
        max_font_size = int(image_size[0] * 0.05)
        for font_size in range(max_font_size, min_font_size - 1, -1):
            font = ImageFont.truetype(PINGFANG_FONT.path, font_size, encoding="utf-8")
            if tuple(map(int, PIL.__version__.split("."))) <= (10, 0, 0):
                text_width_tmp, text_height_tmp = draw.textsize(label_str, font)
            else:
                left, top, right, bottom = draw.textbbox((0, 0), label_str, font)
                text_width_tmp, text_height_tmp = right - left, bottom - top
            if text_width_tmp <= image_size[0]:
                break
            else:
                font = ImageFont.truetype(PINGFANG_FONT.path, min_font_size)
        color_list = get_colormap(rgb=True)
        color = tuple(color_list[0])
        font_color = tuple(self._get_font_colormap(3))
        if tuple(map(int, PIL.__version__.split("."))) <= (10, 0, 0):
            text_width, text_height = draw.textsize(label_str, font)
        else:
            left, top, right, bottom = draw.textbbox((0, 0), label_str, font)
            text_width, text_height = right - left, bottom - top

        rect_left = 3
        rect_top = 3
        rect_right = rect_left + text_width + 3
        rect_bottom = rect_top + text_height + 6

        draw.rectangle([(rect_left, rect_top), (rect_right, rect_bottom)], fill=color)

        text_x = rect_left + 3
        text_y = rect_top
        draw.text((text_x, text_y), label_str, fill=font_color, font=font)
        return {"res": image}

    def _get_font_colormap(self, color_index):
        """
        Get font colormap
        """
        dark = np.array([0x14, 0x0E, 0x35])
        light = np.array([0xFF, 0xFF, 0xFF])
        light_indexs = [0, 3, 4, 8, 9, 13, 14, 18, 19]
        if color_index in light_indexs:
            return light.astype("int32")
        else:
            return dark.astype("int32")