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是否跟着关系改变？ · 实现代码","currentQuestion":"同一对象只交换左右，真实 CLIP 是否跟着关系改变？ · 实现代码","sourceSlides":[],"knowledgeBlock":null,"formulas":[],"previousBlock":"b-560e2cf49bc3a1c0bd557a29","nextBlock":"b-7b02b65447ac49bcdeeaf606","prerequisites":[{"id":"b-223d1026f5e3706199f44140","url":"#b-223d1026f5e3706199f44140","role":"section-title"},{"id":"b-4b7ae0da63ae9943fcaf6171","url":"#b-4b7ae0da63ae9943fcaf6171","role":"problem-context"}],"relatedBlocks":[]},{"id":"b-7b02b65447ac49bcdeeaf606","type":"pre","scope":"document","url":"https://codingai-lec03.pages.dev/course/notebook-blocks/880250bb392141d3b60ed38535b8d073.html#b-7b02b65447ac49bcdeeaf606","content":"```\n# 重做缓存后的关系排序；可改排序/显示，不能改真值去迎合模型。\ncos=a['relation_images']@a['relation_text'].T\nprint('关系 cosine:',cos)\nprint('预测:',cos.argmax(1),'真值:',[0,1])\nassert cos.argmax(1).tolist()==[1,1]  # 当前已核验缓存的实际反例\nfor r in manifest['relation']:\n    from IPython.display import display\n    from PIL import Image\n    display(Image.open(RETRIEVAL_ROOT/r['path']))\n\n```","sha256":"2ec5369fc96bcf8962f7df785a96a1a27dcfbec593a55fc99ff5752411bcdcec","chapter":{"id":"course","title":"同一对象只交换左右，真实 CLIP 是否跟着关系改变？ · 实现代码"},"unit":{"id":"notebook-blocks/880250bb392141d3b60ed38535b8d073","title":"同一对象只交换左右，真实 CLIP 是否跟着关系改变？ · 实现代码"},"page":{"id":"reading-opening","title":"同一对象只交换左右，真实 CLIP 是否跟着关系改变？ · 实现代码","number":1},"sectionTitle":"同一对象只交换左右，真实 CLIP 是否跟着关系改变？ · 实现代码","currentQuestion":"同一对象只交换左右，真实 CLIP 是否跟着关系改变？ · 实现代码","sourceSlides":[],"knowledgeBlock":null,"formulas":[],"previousBlock":"b-b5a10a01b41bba79232e6351","nextBlock":null,"prerequisites":[{"id":"b-223d1026f5e3706199f44140","url":"#b-223d1026f5e3706199f44140","role":"section-title"},{"id":"b-4b7ae0da63ae9943fcaf6171","url":"#b-4b7ae0da63ae9943fcaf6171","role":"problem-context"}],"relatedBlocks":[]}]}