Qianming Temple was first established in the 17th century, in the late Ming dynasty, the modern temple was founded in 1771 in the reign of Qianlong Emperor of the Qing dynasty. During that time, monk Xiandu settled at the temple and taught Buddhism there. After the fall of the Qing Empire in the 19th century, most part of the temple were ruined in wars and natural disasters. A local landlord Shu Zhuping occupied the temple and changed it as his ancestral temple. In 1932, three steles were unearthed in the temple which records the reconstruction history of Qianming Temple. Abbot Guangmiao of Qixia Temple accused Shu Zhuping of embezzlement of temple buildings to the court. Shu Zhuping returned the occupied hall and it restored the original name. Guangmiao was proposed as the new abbot of Qianming Temple. During his tenure, he added the Hall of Maitreya and Buddhist Texts Library. After he died in 1946, Xukuan replaced him as the new abbot. During the Second Sino-Japanese War, masters Taixu and Hsu Yun once lived in the temple chanting and practicing scriptures. In 1945, TibetanTulku Shenglu taught Vajrayana at the temple. After the establishment of the Communist State in 1949, the temple became dilapidated for neglect. Qianming Temple was badly damaged in the following Cultural Revolution. Almost all of the scriptures and historical documents, statues of Buddha, and other works of art were either removed, damaged or destroyed. Monks were forced to return to secular life. After the 3rd Plenary Session of the 11th Central Committee of the Chinese Communist Party, according to the national policy of free religious belief, regular scripture lectures, meditation and other features of temple life were resumed. The local government allocated one million yuan to refurbished the temple. Qianming Temple was designated as a municipal cultural unit in 1981 and a provincial level key cultural heritage in 1983. Qianming Temple was officially reopened to the public in 1983, that same year, it was classified as a National Key Buddhist Temple in Han Chinese Area by the State Council of China.
The Dabei Pavilion enshrining the statue of Thousand Handed and Eyed Guanyin, with Shancai standing on the left and Longnü on the right. Statues of Amitabha and Kṣitigarbha are placed on both sides. Under the eaves is a plaque with the Chinese characters "Dabei Pavilion" written by Zhao Puchu, the then Venerable Master of the Buddhist Association of China. In front of the hall, a wooden plaque with a couplet is hung on the two side pillars. It says "". It was inscribed by the honorary president of Guizhou Museum Chen Heng'an.