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\u0441\u043e\u0433\u043b\u0430\u0441\u044f\u0442\u0441\u044f \u0441 \u0442\u0435\u043c, \u0447\u0442\u043e \u0442\u0438\u0442\u0443\u043b\u044b \u043c\u043e\u0433\u0443\u0442 \u043d\u0430\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0442\u044c \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u044b\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f... \u041f\u043e\u044d\u0442\u043e\u043c\u0443, \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e, \u044d\u0442\u043e \u0431\u044b\u043b\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c\".","behavior":"degenerate_repetition","conversation_hash":"e8bd7f2cf6521dcdca78e7b5ce421ca1","conversation_redacted":false,"conversation_toxic":false,"country":"Russia","empty_output":false,"evidence_codes":[],"label":"absent","label_present":false,"label_qualified":false,"label_source":"Final dense release","language":"Russian","model":"gpt-4o-2024-08-06","n_chars":1309,"n_turns_in_conversation":8,"n_words":191,"source_row_offset":47407,"source_shard":"turns-00026.parquet","timestamp":"Wed, 07 Aug 2024 08:42:16 GMT","turn_id":"91f79169c73a8142cb622b67","turn_index":5,"user_text":"\u0417\u0430\u0440\u0435 \u0438 \u041f\u0438\u0442\u0435\u0440\u0443 \u0442\u0430\u043a\u0436\u0435 \u043d\u0435 \u0431\u044b\u043b\u0438 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u0440\u0438\u0441\u0432\u043e\u0435\u043d\u044b \u0442\u0438\u0442\u0443\u043b\u044b \u0418\u0445 \u041a\u043e\u0440\u043e\u043b\u0435\u0432\u0441\u043a\u0438\u0445 \u0412\u044b\u0441\u043e\u0447\u0435\u0441\u0442\u0432 \u043f\u0440\u0438 \u0438\u0445 \u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0438, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0438\u0445 \u043e\u0442\u0435\u0446, \u043a\u0430\u043f\u0438\u0442\u0430\u043d \u041c\u0430\u0440\u043a 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\u0428\u0430\u0440\u043b\u043e\u0442\u0442\u0430, \u0443\u0447\u0430\u0441\u0442\u0432\u043e\u0432\u0430\u043b\u0438 \u0432 \u0441\u0432\u0430\u0434\u044c\u0431\u0435 \u043a\u0430\u043a \u043f\u0430\u0436 \u0438 \u043f\u043e\u0434\u0440\u0443\u0436\u043a\u0430 \u043d\u0435\u0432\u0435\u0441\u0442\u044b, \u043d\u043e \u043d\u0435 \u0441\u0438\u0434\u0435\u043b\u0438 \u0440\u044f\u0434\u043e\u043c \u0441 \u0440\u043e\u0434\u0438\u0442\u0435\u043b\u044f\u043c\u0438.\n\n\u041f\u0440\u0438\u043d\u0446 \u0427\u0430\u0440\u043b\u044c\u0437 \u0442\u0430\u043a\u0436\u0435 \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u043e\u0432\u0430\u043b \u043d\u0430 \u0441\u0432\u0430\u0434\u044c\u0431\u0435, \u043f\u0440\u0438\u0435\u0445\u0430\u0432 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u043e, \u0442\u0430\u043a \u043a\u0430\u043a \u0435\u0433\u043e \u0441\u0443\u043f\u0440\u0443\u0433\u0430 \u041a\u0430\u043c\u0438\u043b\u043b\u0430 \u043d\u0435 \u0441\u043c\u043e\u0433\u043b\u0430 \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c \u0438\u0437-\u0437\u0430 \u0434\u0440\u0443\u0433\u0438\u0445 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432.","behavior":"degenerate_repetition","conversation_hash":"e8bd7f2cf6521dcdca78e7b5ce421ca1","conversation_redacted":false,"conversation_toxic":false,"country":"Russia","empty_output":false,"evidence_codes":[],"label":"absent","label_present":false,"label_qualified":false,"label_source":"Final dense release","language":"Russian","model":"gpt-4o-2024-08-06","n_chars":4196,"n_turns_in_conversation":8,"n_words":631,"source_row_offset":47408,"source_shard":"turns-00026.parquet","timestamp":"Wed, 07 Aug 2024 08:42:16 GMT","turn_id":"7f6a50d7d2f0b8b381c934d2","turn_index":6,"user_text":"\u041d\u0435\u0436\u043d\u044b\u0435 \u043c\u043e\u043c\u0435\u043d\u0442\u044b \u043c\u0435\u0436\u0434\u0443 \u043f\u0440\u0438\u043d\u0446\u0435\u043c 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\u043d\u0430\u0441\u0447\u0438\u0442\u044b\u0432\u0430\u043b\u043e\u0441\u044c 850 \u0447\u0435\u043b\u043e\u0432\u0435\u043a, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u0438\u0442\u0435\u043b\u0435\u0439 \u0432\u044b\u0441\u0448\u0435\u0433\u043e \u0441\u0432\u0435\u0442\u0430 \u0438 \u0437\u043d\u0430\u043c\u0435\u043d\u0438\u0442\u043e\u0441\u0442\u0435\u0439, \u0447\u0442\u043e \u043d\u0435 \u0441\u043a\u0440\u044b\u0432\u0430\u043b \u043e\u0442 \u0433\u043e\u0440\u0434\u043e\u0441\u0442\u0438 \u043e\u0442\u0435\u0446 \u043d\u0435\u0432\u0435\u0441\u0442\u044b, \u043f\u0440\u0438\u043d\u0446 \u042d\u043d\u0434\u0440\u044e.\n\n\u041f\u043e\u0441\u043b\u0435 \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0439 \u0447\u0430\u0441\u0442\u0438 \u0446\u0435\u0440\u0435\u043c\u043e\u043d\u0438\u0438 \u0415\u0432\u0433\u0435\u043d\u0438\u044f \u0438 \u0414\u0436\u0435\u043a \u0411\u0440\u0443\u043a\u0441\u0431\u044d\u043d\u043a \u0441\u043e\u0432\u0435\u0440\u0448\u0438\u043b\u0438 \u043a\u043e\u0440\u043e\u0442\u043a\u0443\u044e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0438\u0438 \u0432 \u0448\u043e\u0442\u043b\u0430\u043d\u0434\u0441\u043a\u043e\u043c \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u044d\u043a\u0438\u043f\u0430\u0436\u0435, \u0447\u0442\u043e \u0441\u0438\u043c\u0432\u043e\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043b\u043e \u043d\u0430\u0447\u0430\u043b\u043e \u0438\u0445 \u043d\u043e\u0432\u043e\u0439 \u0436\u0438\u0437\u043d\u0438 \u0432 \u0431\u0440\u0430\u043a\u0435, \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u043d\u044b\u0435 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u043e\u0439 \u0431\u043b\u0438\u0437\u043a\u0438\u0445 \u0438 \u0434\u0440\u0443\u0437\u0435\u0439.","behavior":"degenerate_repetition","conversation_hash":"e8bd7f2cf6521dcdca78e7b5ce421ca1","conversation_redacted":false,"conversation_toxic":false,"country":"Russia","empty_output":false,"evidence_codes":[],"label":"absent","label_present":false,"label_qualified":false,"label_source":"Final dense release","language":"Russian","model":"gpt-4o-2024-08-06","n_chars":1854,"n_turns_in_conversation":8,"n_words":251,"source_row_offset":47409,"source_shard":"turns-00026.parquet","timestamp":"Wed, 07 Aug 2024 08:42:16 GMT","turn_id":"4d894459489c3ee673fb3bca","turn_index":7,"user_text":"\u041d\u0435\u0441\u043c\u043e\u0442\u0440\u044f \u043d\u0430 \u0441\u0432\u043e\u044e \u0434\u0430\u0432\u043d\u044e\u044e \u0432\u0440\u0430\u0436\u0434\u0443 \u0441 \u0424\u0435\u0440\u0433\u0438, \u043c\u0430\u0442\u0435\u0440\u044c\u044e \u043d\u0435\u0432\u0435\u0441\u0442\u044b, \u0434\u0435\u0434\u0443\u0448\u043a\u0430 \u043f\u0440\u0438\u043d\u0446\u0435\u0441\u0441\u044b \u0415\u0432\u0433\u0435\u043d\u0438\u0438 \u043f\u0440\u0438\u043d\u0446 \u0424\u0438\u043b\u0438\u043f\u043f \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u043e\u0432\u0430\u043b \u043d\u0430 \u0441\u0432\u0430\u0434\u044c\u0431\u0435 \u0438 \u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0436\u0434\u0430\u043b \u043a\u043e\u0440\u043e\u043b\u0435\u0432\u0443 \u0432\u043e \u0432\u0440\u0435\u043c\u044f \u0441\u043b\u0443\u0436\u0431\u044b.\n\n\u0421\u043e\u0444\u0438, \u0433\u0440\u0430\u0444\u0438\u043d\u044f \u0423\u044d\u0441\u0441\u0435\u043a\u0441\u043a\u0430\u044f \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0431\u0435\u0437\u0443\u043a\u043e\u0440\u0438\u0437\u043d\u0435\u043d\u043d\u043e \u0448\u0438\u043a\u0430\u0440\u043d\u043e \u0432 \u0442\u0435\u043c\u043d\u043e-\u0441\u0438\u043d\u0435\u043c \u043f\u043b\u0430\u0442\u044c\u0435 \u043e\u0442 \u0418\u0437\u0437\u0430\u0442\u0438 \u041d\u0435\u043b\u043b\u0430\u0440\u0438\u043e, \u043a\u043e\u0433\u0434\u0430 \u043e\u043d\u0430 \u043f\u0440\u0438\u0431\u044b\u043b\u0430 \u0432 \u0447\u0430\u0441\u043e\u0432\u043d\u044e \u0421\u0432\u044f\u0442\u043e\u0433\u043e \u0413\u0435\u043e\u0440\u0433\u0438\u044f \u0441\u043e \u0441\u0432\u043e\u0438\u043c \u043c\u0443\u0436\u0435\u043c, \u043f\u0440\u0438\u043d\u0446\u0435\u043c \u042d\u0434\u0432\u0430\u0440\u0434\u043e\u043c, \u0438 \u0438\u0445 \u0441\u044b\u043d\u043e\u043c, \u0414\u0436\u0435\u0439\u043c\u0441\u043e\u043c \u0432\u0438\u043a\u043e\u043d\u0442\u043e\u043c \u0421\u0435\u0432\u0435\u0440\u043d\u043e\u043c.\n\n\u0418\u0445 \u0434\u043e\u0447\u044c \u043b\u0435\u0434\u0438 \u041b\u0443\u0438\u0437\u0430, \u043f\u0440\u0438\u0431\u044b\u043b\u0430 \u043f\u043e\u0437\u0436\u0435 \u0441 \u043f\u0440\u0438\u043d\u0446\u0435\u043c \u0414\u0436\u043e\u0440\u0434\u0436\u0435\u043c, \u043f\u0440\u0438\u043d\u0446\u0435\u0441\u0441\u043e\u0439 \u0428\u0430\u0440\u043b\u043e\u0442\u0442\u043e\u0439 \u0438 \u0434\u0440\u0443\u0433\u0438\u043c\u0438 \u043f\u043e\u0434\u0440\u0443\u0436\u043a\u0430\u043c\u0438 \u043d\u0435\u0432\u0435\u0441\u0442\u044b \u0438 \u043c\u0430\u043b\u044c\u0447\u0438\u043a\u0430\u043c\u0438-\u043f\u0430\u0436\u0430\u043c\u0438. \u0421\u043f\u0438\u0441\u043e\u043a \u0433\u043e\u0441\u0442\u0435\u0439 \u043d\u0430\u0441\u0447\u0438\u0442\u044b\u0432\u0430\u043b 850 \u0447\u0435\u043b\u043e\u0432\u0435\u043a, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0432\u044b\u0441\u043e\u043a\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0445 \u0447\u043b\u0435\u043d\u043e\u0432 \u043a\u043e\u0440\u043e\u043b\u0435\u0432\u0441\u043a\u043e\u0439 \u0441\u0435\u043c\u044c\u0438 \u0438 \u0437\u043d\u0430\u043c\u0435\u043d\u0438\u0442\u043e\u0441\u0442\u0435\u0439 \u0438\u0437 \u0441\u043f\u0438\u0441\u043a\u0430 \u0410, \u0447\u0435\u043c \u0432 \u043f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0438 \u0445\u0432\u0430\u043b\u0438\u043b\u0441\u044f \u043e\u0442\u0435\u0446 \u043d\u0435\u0432\u0435\u0441\u0442\u044b, \u043f\u0440\u0438\u043d\u0446 \u042d\u043d\u0434\u0440\u044e.\n\n\u041f\u043e\u0441\u043b\u0435 \u0446\u0435\u0440\u0435\u043c\u043e\u043d\u0438\u0438 \u043c\u043e\u043b\u043e\u0434\u043e\u0436\u0435\u043d\u044b \u043e\u0442\u043f\u0440\u0430\u0432\u0438\u043b\u0438\u0441\u044c \u0432 \u043a\u043e\u0440\u043e\u0442\u043a\u0443\u044e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0438\u044e \u0432 \u0448\u043e\u0442\u043b\u0430\u043d\u0434\u0441\u043a\u043e\u043c \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u044d\u043a\u0438\u043f\u0430\u0436\u0435.\n\n\u042d\u0442\u043e \u0433\u0440\u0430\u043d\u0434\u0438\u043e\u0437\u043d\u043e\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043e\u0437\u043d\u0430\u043c\u0435\u043d\u043e\u0432\u0430\u043b\u043e \u043d\u0430\u0447\u0430\u043b\u043e \u0438\u0445 \u043f\u0443\u0442\u0438 \u0432 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u0441\u0443\u043f\u0440\u0443\u0436\u0435\u0441\u043a\u043e\u0439 \u043f\u0430\u0440\u044b, \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u043d\u043e\u0439 \u043b\u044e\u0431\u043e\u0432\u044c\u044e \u0438 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u043e\u0439 \u0441\u0432\u043e\u0435\u0439 \u0441\u0435\u043c\u044c\u0438 \u0438 \u0434\u0440\u0443\u0437\u0435\u0439. "},{"assistant_initiates":false,"asst_text":"/imagine prompt: \u6fb3\u95e8\u5927\u4e09\u5df4\u724c\u697c\u524d\u7684\u5e86\u795d, a vibrant festival scene in front of the iconic Ruins of St. Paul's, with colorful fireworks lighting up the night sky, throngs of joyful people wearing traditional outfits, holding lanterns and banners, unified in celebration, a bustling urban setting filled with food stalls selling local delicacies, trees adorned with lights surrounding the square, dynamic and lively composition focusing on the exuberance of the crowd, creating an atmosphere filled with joy, excitement, and cultural pride, in an illustrative style reminiscent of a festive watercolor painting, capturing the essence of celebration and community spirit, --ar 16:9 --v 6\n\n/imagine prompt: \u6fb3\u95e8\u5927\u4e09\u5df4\u724c\u697c\u524d\u7684\u5e86\u795d, a grand celebration taking place under the illuminated archway of the Ruins of St. Paul's, colorful traditional costumes and bright decorations filling the scene, local musicians playing instruments while dancers perform, a mix of laughter and music permeating the air, surrounded by historic colonial buildings bathed in warm light, a captivating composition that draws the viewer's eye to the dancers' graceful movements, evoking a sense of nostalgia and cultural heritage, in a detailed painting style reminiscent of classical European art, conveying a spirit of unity and festivity, --ar 16:9 --v 6\n\n/imagine prompt: \u6fb3\u95e8\u5927\u4e09\u5df4\u724c\u697c\u524d\u7684\u5e86\u795d, a bustling street celebration in front of the majestic Ruins of St. Paul's, with a vivid array of colors from the costumes and decorations, joyful children playing with sparklers, and food vendors lined up with delicious local treats, a lively environment filled with the aroma of street food and the sounds of laughter, dynamic composition capturing candid moments of happiness and traditional rituals, infused with a sense of warmth, gratitude, and communal spirit, in a realistic photographic style, shot with a Canon EOS R6 camera, 50mm lens, featuring a shallow depth of field that highlights the joyful expressions of the crowd, --ar 16:9 --v 6\n\n/imagine prompt: \u6fb3\u95e8\u5927\u4e09\u5df4\u724c\u697c\u524d\u7684\u5e86\u795d, an enchanting celebration at the Ruins of St. Paul's, with lanterns hanging overhead illuminating the night, performers enacting traditional dances under the glowing lights, and spectators engaged in festivities, an atmospheric setting with soft breeze and the sound of cheerful chatter, a balanced composition featuring both performers and audience, emphasizing the connection between them, creating an uplifting mood filled with hope, joy, and cultural reverence, in a rich digital art style, capturing the vibrancy and emotion of the festival, --ar 16:9 --v 6","behavior":"degenerate_repetition","conversation_hash":"5e9d419dd9dc2b0721f2e3f11a0aa88f","conversation_redacted":false,"conversation_toxic":false,"country":"China","empty_output":false,"evidence_codes":[],"label":"absent","label_present":false,"label_qualified":false,"label_source":"Final dense release","language":"English","model":"gpt-4o-mini-2024-07-18","n_chars":6380,"n_turns_in_conversation":1,"n_words":838,"source_row_offset":47410,"source_shard":"turns-00026.parquet","timestamp":"Wed, 07 Aug 2024 08:42:58 GMT","turn_id":"6665c0a53e69d3bbeab4fa4d","turn_index":0,"user_text":"\n                            As a prompt generator for a generative AI called \"Midjourney\", you will create image prompts for the AI to visualize. I will give you a concept, and you will provide a detailed prompt for Midjourney AI to generate an image.\n                            \n                            Please adhere to the structure and formatting below, and follow these guidelines:\n                            \n                            Do not use the words \"description\" or \":\" in any form.\n                            Do not place a comma between [ar] and [v].\n                            Write each prompt in one line without using return.\n                            Structure:\n                            [1] = \u6fb3\u95e8\u5927\u4e09\u5df4\u724c\u697c\u524d\u7684\u5e86\u795d\n                            [2] = a detailed description of [1] with specific imagery details.\n                            [3] = a detailed description of the scene's environment.\n                            [4] = a detailed description of the compositions.\n                            [5] = a detailed description of the scene's mood, feelings, and atmosphere.\n                            [6] = A style (e.g. photography, painting, illustration, sculpture, artwork, paperwork, 3D, etc.) for [1].\n                            [7] =  a detailed description of the scene's mood, feelings, and atmosphere.\n                            [ar] = Use \"--ar 16:9\" for horizontal images, \"--ar 9:16\" for vertical images, or \"--ar 1:1\" for square images.\n                            [v] = Use \"--niji 6\" for Japanese art style, or \"--v 6\" for other styles.\n                            \n                            \n                            Formatting:\n                            Follow this prompt structure: \"/imagine prompt: [1], [2], [3], [4], [5], [6], [7], [ar] [v]\".\n                            \n                            Your task: Create 4 distinct prompts for each concept [1], varying in details description, environment,compositions,atmosphere, and realization.\n                            \n                            Write your prompts in english.\n                            Do not describe unreal concepts as \"real\" or \"photographic\".\n                            Include one realistic photographic style prompt with lens type and size.\n                            Separate different prompts with two new lines.\n                            Example Prompts:\n                            \n                            /imagine prompt: cute dog, fluffy fur, wagging tail, playful expression, sitting on a grassy field, under a clear blue sky, with a colorful collar, in a natural and vibrant setting, by a lake, captured with a Nikon D750 camera, 50mm lens, shallow depth of field, composition focused on the dog's face, capturing its joyful spirit, in a style reminiscent of William Wegman's iconic dog portraits. --ar 1:1 --v 6\n                            /imagine prompt: beautiful women in the coffee shop, elegant and sophisticated, sipping a cup of steaming coffee, natural sunlight streaming through the window, soft and warm color tones, vintage decor with cozy armchairs and wooden tables, a bookshelf filled with classic novels, delicate porcelain teacups, a hint of aromatic coffee beans in the air, captured by a Leica M10 camera, 35mm lens, capturing the essence of timeless beauty, composition focused on the woman's face and hands, reminiscent of a painting by Leonardo da Vinci. --ar 1:1 --v 6\n                            /imagine prompt: A captivating Halo Reach landscape with a Spartan amidst a battlefield, fallen enemies around, smoke and fire in the background, emphasizing the Spartan's determination and bravery, detailed environment blending chaos and beauty, Illustration, digital art, --ar 16:9 --v 6\n                                                        "},{"assistant_initiates":false,"asst_text":"\u5728\u6df1\u5ea6\u5b66\u4e60\u4e2d\uff0c\u6211\u4eec\u901a\u5e38\u4f7f\u7528\u8fde\u7eed\u503c\u548c\u5411\u91cf\u8868\u793a\u6570\u636e\u662f\u56e0\u4e3a\u8fd9\u6837\u53ef\u4ee5\u66f4\u6709\u6548\u5730\u8fdb\u884c\u4f18\u5316\u548c\u5b66\u4e60\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u539f\u56e0\u89e3\u91ca\u4e3a\u4ec0\u4e48\u8fde\u7eed\u8868\u793a\u662f\u6709\u76ca\u7684\uff1a\n\n1. **\u68af\u5ea6\u4e0b\u964d\u4f18\u5316\uff1a** \u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u901a\u5e38\u901a\u8fc7\u68af\u5ea6\u4e0b\u964d\u6cd5\u8fdb\u884c\u8bad\u7ec3\u3002\u68af\u5ea6\u4e0b\u964d\u9700\u8981\u8ba1\u7b97\u635f\u5931\u51fd\u6570\u5173\u4e8e\u6a21\u578b\u53c2\u6570\u7684\u5bfc\u6570\uff0c\u4ee5\u8c03\u6574\u53c2\u6570\u4ee5\u6700\u5c0f\u5316\u635f\u5931\u3002\u8fd9\u79cd\u4f18\u5316\u8fc7\u7a0b\u5047\u8bbe\u53d8\u91cf\u662f\u8fde\u7eed\u53d8\u5316\u7684\uff0c\u800c\u975e\u79bb\u6563\u7684\u3002\u8fde\u7eed\u503c\u5141\u8bb8\u6211\u4eec\u4f7f\u7528\u5fae\u79ef\u5206\u5de5\u5177\uff0c\u8fd9\u5bf9\u4f18\u5316\u8fc7\u7a0b\u81f3\u5173\u91cd\u8981\u3002\n\n2. **\u4fe1\u606f\u8868\u793a\u80fd\u529b\uff1a** \u8fde\u7eed\u5411\u91cf\u53ef\u4ee5\u8868\u793a\u66f4\u591a\u7684\u4fe1\u606f\u3002\u4e0e\u79bb\u6563\u8868\u793a\u76f8\u6bd4\uff0c\u8fde\u7eed\u503c\u53ef\u4ee5\u63cf\u8ff0\u66f4\u7ec6\u7c92\u5ea6\u7684\u7279\u5f81\u6216\u5dee\u5f02\u3002\u8fd9\u4f7f\u5f97\u6a21\u578b\u5728\u6355\u6349\u590d\u6742\u6a21\u5f0f\u548c\u7ec6\u5fae\u5dee\u522b\u65f6\u66f4\u4e3a\u6709\u6548\u3002\n\n3. **\u5e73\u6ed1\u6027\u548c\u6cdb\u5316\u80fd\u529b\uff1a** \u8fde\u7eed\u8868\u793a\u5f80\u5f80\u4f7f\u5f97\u6a21\u578b\u7684\u89e3\u7a7a\u95f4\u66f4\u4e3a\u5e73\u6ed1\uff0c\u4ece\u800c\u6709\u52a9\u4e8e\u6a21\u578b\u7684\u6cdb\u5316\u3002\u8fd9\u610f\u5473\u7740\u6a21\u578b\u80fd\u591f\u66f4\u597d\u5730\u63a8\u5e7f\u5230\u672a\u89c1\u8fc7\u7684\u6570\u636e\u4e0a\uff0c\u800c\u4e0d\u4f1a\u8fc7\u5ea6\u62df\u5408\u8bad\u7ec3\u6570\u636e\u3002\n\n4. **\u795e\u7ecf\u7f51\u7edc\u5c42\u7684\u8fd0\u4f5c\u673a\u5236\uff1a** \u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u6fc0\u6d3b\u51fd\u6570\uff08\u4f8b\u5982ReLU\u3001sigmoid\u3001tanh\u7b49\uff09\u901a\u5e38\u662f\u8fde\u7eed\u7684\uff0c\u8fd9\u5141\u8bb8\u7f51\u7edc\u5c42\u4e4b\u95f4\u4f20\u9012\u8fde\u7eed\u7684\u6570\u636e\uff0c\u4ece\u800c\u652f\u6301\u8bef\u5dee\u7684\u53cd\u5411\u4f20\u64ad\u3002\n\n5. **\u9ad8\u7ef4\u7a7a\u95f4\u7684\u64cd\u4f5c\uff1a** 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**\u53cd\u5411\u4f20\u64ad\u548c\u4f18\u5316\uff1a**\n   - \u53cd\u5411\u4f20\u64ad\u7b97\u6cd5\u4f9d\u8d56\u4e8e\u8ba1\u7b97\u68af\u5ea6\uff0c\u5b83\u8981\u6c42\u635f\u5931\u51fd\u6570\u5173\u4e8e\u53c2\u6570\u662f\u53ef\u5fae\u7684\uff0c\u4e5f\u5c31\u662f\u8bf4\uff0c\u53c2\u6570\u662f\u8fde\u7eed\u7684\u3002\u8fd9\u91cc\u7684\"\u8fde\u7eed\"\u610f\u5473\u7740\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u5fae\u5c0f\u7684\u53d8\u5316\u6765\u8c03\u6574\u503c\uff0c\u8fd9\u4e0e\u6570\u5b66\u4e0a\u7684\u8fde\u7eed\u51fd\u6570\u7684\u5b9a\u4e49\u4e00\u81f4\u3002\n\n3. **\u673a\u5668\u8868\u793a\u4e2d\u7684\u8fde\u7eed\u6027\u5047\u8bbe\uff1a**\n   - 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