Abstract: In an emotion classification model training method, a training object and an emotion classification model are obtained. An audio vector of the training object and a text vector of the training object are added to a transformation layer of the emotion classification model. A transformed audio feature vector of a sample of the training object is obtained based on the transformation layer. A transformed text feature vector of the sample of the training object is obtained based on the transformation layer. Classification is performed based on the transformed audio feature vector, the transformed text feature vector, and a linear layer of the emotion classification model. An adjustment is obtained based on an emotion classification result of the sample of the training object. The audio vector, the text vector, and the linear layer of the emotion classification result are updated based on the adjustment.

Abstract: Provided are methods, systems, and apparatus related to a gas detector (100, 402, 802) and a gas detector calibration cap (200, 300, 404, 703, 804). The gas detector calibration cap includes a cap body (202, 302), a first cap wing (204, 304), a second cap wing (206, 306), and an extended strip (216, 316) for opening the gas detector by inserting the extended strip in a groove (106, 707, 808) of the gas detector. The extended strip allows a worker to easily open the gas detector housing, thus improving the speed and reliability of servicing the gas detector while eliminating the potential additional cost on a separated tool for opening the gas detector housing.

Abstract: Provided are methods, systems, and apparatus related to a gas detector (100, 402, 802) and a gas detector calibration cap (200, 300, 404, 703, 804). The gas detector calibration cap includes a cap body (202, 302), a first cap wing (204, 304), a second cap wing (206, 306), and an extended strip (216, 316) for opening the gas detector by inserting the extended strip in a groove (106, 707, 808) of the gas detector. The extended strip allows a worker to easily open the gas detector housing, thus improving the speed and reliability of servicing the gas detector while eliminating the potential additional cost on a separated tool for opening the gas detector housing.

Abstract: A thee port polarization beam splitter is disclosed which utilizes only two GRIN lenses. Two beams are split by a bireferingent crystal into two orthogonally linear polarized parallel sub-beams. The two parallel beams are redirected to converge to a single same location at an end face of the GRIN lens by a roof prism and are coupled by the same lens to two optical fibers held in a fiber tube physically coupled to the GRIN lens.