add support for cpu infer (#1480)
* add support for cpu infer * fix readme
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@ -69,12 +69,13 @@ fusion_generator:
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1. You can run `tools/synth_image` and generate the demo image, which is saved in the current folder.
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1. You can run `tools/synth_image` and generate the demo image, which is saved in the current folder.
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```python
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```python
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python3 -m tools.synth_image -c configs/config.yml --style_image examples/style_images/2.jpg --text_corpus PaddleOCR --language en
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python3 tools/synth_image.py -c configs/config.yml --style_image examples/style_images/2.jpg --text_corpus PaddleOCR --language en
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```
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```
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* Note 1: The language options is correspond to the corpus. Currently, the tool only supports English, Simplified Chinese and Korean.
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* Note 1: The language options is correspond to the corpus. Currently, the tool only supports English, Simplified Chinese and Korean.
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* Note 2: Synth-Text is mainly used to generate images for OCR recognition models.
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* Note 2: Synth-Text is mainly used to generate images for OCR recognition models.
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So the height of style images should be around 32 pixels. Images in other sizes may behave poorly.
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So the height of style images should be around 32 pixels. Images in other sizes may behave poorly.
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* Note 3: You can modify `use_gpu` in `configs/config.yml` to determine whether to use GPU for prediction.
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For example, enter the following image and corpus `PaddleOCR`.
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For example, enter the following image and corpus `PaddleOCR`.
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@ -139,7 +140,7 @@ We provide a general dataset containing Chinese, English and Korean (50,000 imag
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2. You can run the following command to start synthesis task:
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2. You can run the following command to start synthesis task:
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``` bash
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``` bash
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python -m tools.synth_dataset.py -c configs/dataset_config.yml
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python3 tools/synth_dataset.py -c configs/dataset_config.yml
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```
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```
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We also provide example corpus and images in `examples` folder.
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We also provide example corpus and images in `examples` folder.
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<div align="center">
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<div align="center">
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@ -61,11 +61,12 @@ fusion_generator:
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输入一张风格图和一段文字语料,运行tools/synth_image,合成单张图片,结果图像保存在当前目录下:
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输入一张风格图和一段文字语料,运行tools/synth_image,合成单张图片,结果图像保存在当前目录下:
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```python
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```python
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python3 -m tools.synth_image -c configs/config.yml --style_image examples/style_images/2.jpg --text_corpus PaddleOCR --language en
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python3 tools/synth_image.py -c configs/config.yml --style_image examples/style_images/2.jpg --text_corpus PaddleOCR --language en
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```
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```
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* 注1:语言选项和语料相对应,目前该工具只支持英文、简体中文和韩语。
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* 注1:语言选项和语料相对应,目前该工具只支持英文、简体中文和韩语。
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* 注2:Style-Text生成的数据主要应用于OCR识别场景。基于当前PaddleOCR识别模型的设计,我们主要支持高度在32左右的风格图像。
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* 注2:Style-Text生成的数据主要应用于OCR识别场景。基于当前PaddleOCR识别模型的设计,我们主要支持高度在32左右的风格图像。
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如果输入图像尺寸相差过多,效果可能不佳。
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如果输入图像尺寸相差过多,效果可能不佳。
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* 注3:可以通过修改配置文件中的`use_gpu`(true或者false)参数来决定是否使用GPU进行预测。
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例如,输入如下图片和语料"PaddleOCR":
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例如,输入如下图片和语料"PaddleOCR":
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@ -127,7 +128,7 @@ python3 -m tools.synth_image -c configs/config.yml --style_image examples/style_
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2. 运行`tools/synth_dataset`合成数据:
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2. 运行`tools/synth_dataset`合成数据:
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``` bash
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``` bash
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python -m tools.synth_dataset -c configs/dataset_config.yml
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python tools/synth_dataset.py -c configs/dataset_config.yml
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```
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```
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我们在examples目录下提供了样例图片和语料。
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我们在examples目录下提供了样例图片和语料。
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<div align="center">
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<div align="center">
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@ -28,6 +28,7 @@ class StyleTextRecPredictor(object):
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], "Generator {} not supported.".format(algorithm)
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], "Generator {} not supported.".format(algorithm)
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use_gpu = config["Global"]['use_gpu']
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use_gpu = config["Global"]['use_gpu']
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check_gpu(use_gpu)
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check_gpu(use_gpu)
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paddle.set_device('gpu' if use_gpu else 'cpu')
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self.logger = get_logger()
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self.logger = get_logger()
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self.generator = getattr(style_text_rec, algorithm)(config)
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self.generator = getattr(style_text_rec, algorithm)(config)
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self.height = config["Global"]["image_height"]
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self.height = config["Global"]["image_height"]
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@ -11,6 +11,14 @@
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# See the License for the specific language governing permissions and
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# limitations under the License.
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# limitations under the License.
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import os
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import sys
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__dir__ = os.path.dirname(os.path.abspath(__file__))
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sys.path.append(__dir__)
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sys.path.append(os.path.abspath(os.path.join(__dir__, '..')))
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from engine.synthesisers import DatasetSynthesiser
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from engine.synthesisers import DatasetSynthesiser
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@ -16,13 +16,13 @@ import cv2
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import sys
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import sys
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import glob
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import glob
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from utils.config import ArgsParser
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from engine.synthesisers import ImageSynthesiser
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__dir__ = os.path.dirname(os.path.abspath(__file__))
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__dir__ = os.path.dirname(os.path.abspath(__file__))
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sys.path.append(__dir__)
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sys.path.append(__dir__)
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sys.path.append(os.path.abspath(os.path.join(__dir__, '..')))
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sys.path.append(os.path.abspath(os.path.join(__dir__, '..')))
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from utils.config import ArgsParser
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from engine.synthesisers import ImageSynthesiser
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def synth_image():
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def synth_image():
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args = ArgsParser().parse_args()
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args = ArgsParser().parse_args()
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