{"id":2484,"date":"2025-01-15T15:52:12","date_gmt":"2025-01-15T07:52:12","guid":{"rendered":"https:\/\/sanlangcode.com\/?p=2484"},"modified":"2025-01-15T15:52:12","modified_gmt":"2025-01-15T07:52:12","slug":"%e5%9b%be%e5%83%8f%e5%a4%84%e7%90%86%e5%92%8c%e9%9f%b3%e9%a2%91%e5%a4%84%e7%90%86%e7%9b%b8%e5%90%8c%e4%b8%8e%e4%b8%8d%e5%90%8c%e7%82%b9%e7%90%86%e8%a7%a3","status":"publish","type":"post","link":"https:\/\/sanlangcode.com\/index.php\/2025\/01\/15\/%e5%9b%be%e5%83%8f%e5%a4%84%e7%90%86%e5%92%8c%e9%9f%b3%e9%a2%91%e5%a4%84%e7%90%86%e7%9b%b8%e5%90%8c%e4%b8%8e%e4%b8%8d%e5%90%8c%e7%82%b9%e7%90%86%e8%a7%a3\/","title":{"rendered":"\u56fe\u50cf\u5904\u7406\u548c\u97f3\u9891\u5904\u7406\u76f8\u540c\u4e0e\u4e0d\u540c\u70b9\u7406\u89e3"},"content":{"rendered":"\n<p>\u56fe\u50cf\u5904\u7406\u548c\u97f3\u9891\u5904\u7406\u786e\u5b9e\u6709\u5f88\u591a\u76f8\u4f3c\u70b9\uff0c\u4e5f\u6709\u663e\u8457\u7684\u533a\u522b\u3002\u4ee5\u4e0b\u662f\u4e24\u8005\u5728\u6280\u672f\u5c42\u9762\u7684 <strong>\u76f8\u4f3c\u70b9<\/strong> \u548c <strong>\u533a\u522b<\/strong> \u7684\u8be6\u7ec6\u5206\u6790\uff1a<\/p>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/sanlangcode.com\/wp-content\/uploads\/2025\/01\/Snipaste_2025-01-15_15-48-12-1024x568.png\" alt=\"\" class=\"wp-image-2485\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u76f8\u4f3c\u70b9<\/strong><\/h3>\n\n\n\n<ol class=\"wp-block-list\"><li><strong>\u9891\u7387\u4fe1\u606f\u7684\u5229\u7528<\/strong>\uff1a<ul><li><strong>\u56fe\u50cf<\/strong>\uff1a\u901a\u8fc7\u5085\u91cc\u53f6\u53d8\u6362\u6216\u5c0f\u6ce2\u53d8\u6362\uff0c\u56fe\u50cf\u53ef\u4ee5\u88ab\u5206\u89e3\u4e3a\u9891\u7387\u57df\u8868\u793a\uff0c\u7528\u4e8e\u5904\u7406\u7279\u5b9a\u9891\u7387\u7684\u7279\u5f81\uff08\u4f8b\u5982\uff0c\u8fb9\u7f18\u68c0\u6d4b\u6216\u53bb\u566a\uff09\u3002<\/li><li><strong>\u97f3\u9891<\/strong>\uff1a\u97f3\u9891\u4fe1\u53f7\u672c\u8d28\u662f\u65f6\u95f4\u5e8f\u5217\uff0c\u901a\u5e38\u9700\u8981\u8f6c\u6362\u4e3a\u9891\u7387\u57df\uff08\u4f8b\u5982\u4f7f\u7528\u77ed\u65f6\u5085\u91cc\u53f6\u53d8\u6362\uff0cSTFT\uff09\u6765\u5206\u6790\u97f3\u8c03\u3001\u548c\u58f0\u7b49\u9891\u7387\u7279\u5f81\u3002<\/li><\/ul><\/li><li><strong>\u591a\u7ef4\u8868\u793a\u5f62\u5f0f<\/strong>\uff1a<ul><li><strong>\u56fe\u50cf<\/strong>\uff1a\u53ef\u4ee5\u88ab\u770b\u4f5c\u662f\u4e8c\u7ef4\u7684\u7a7a\u95f4\u6570\u636e\uff08\u5bbd\u5ea6 x \u9ad8\u5ea6\uff09\uff0c\u6216\u8005\u4e09\u7ef4\uff08\u52a0\u4e0a\u989c\u8272\u901a\u9053\uff0c\u5982 RGB\uff09\u3002<\/li><li><strong>\u97f3\u9891<\/strong>\uff1a\u901a\u5e38\u662f\u4e00\u7ef4\u65f6\u95f4\u5e8f\u5217\uff0c\u4f46\u53ef\u4ee5\u901a\u8fc7\u65f6\u9891\u5206\u6790\uff08\u4f8b\u5982\u6885\u5c14\u9891\u8c31\u56fe\u6216 STFT\uff09\u8868\u793a\u4e3a\u4e8c\u7ef4\uff08\u65f6\u95f4 x \u9891\u7387\uff09\u7684\u5f62\u5f0f\u3002<\/li><\/ul><\/li><li><strong>\u6ee4\u6ce2\u5668\u7684\u5e94\u7528<\/strong>\uff1a<ul><li><strong>\u56fe\u50cf<\/strong>\uff1a\u5377\u79ef\u64cd\u4f5c\u7528\u4e8e\u63d0\u53d6\u8fb9\u7f18\u3001\u7eb9\u7406\u7b49\u7279\u5f81\uff08\u4f8b\u5982\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff0cCNN\uff09\u3002<\/li><li><strong>\u97f3\u9891<\/strong>\uff1a\u5377\u79ef\u4e5f\u53ef\u4ee5\u7528\u4e8e\u7279\u5f81\u63d0\u53d6\uff0c\u5c24\u5176\u662f\u5bf9\u4e8e\u6885\u5c14\u9891\u8c31\u7b49\u4e8c\u7ef4\u8868\u793a\u3002<\/li><\/ul><\/li><li><strong>\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u5171\u4eab\u6027<\/strong>\uff1a<ul><li>\u56fe\u50cf\u548c\u97f3\u9891\u5904\u7406\u53ef\u4ee5\u4f7f\u7528\u7c7b\u4f3c\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u5982\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u6216 Transformer\uff0c\u7528\u4e8e\u7279\u5f81\u63d0\u53d6\u3001\u5206\u7c7b\u7b49\u4efb\u52a1\u3002<\/li><\/ul><\/li><li><strong>\u53bb\u566a\u4e0e\u589e\u5f3a<\/strong>\uff1a<ul><li>\u56fe\u50cf\uff1a\u901a\u8fc7\u9ad8\u65af\u6ee4\u6ce2\u3001\u5747\u503c\u6ee4\u6ce2\u7b49\u6280\u672f\u53bb\u9664\u566a\u70b9\u3002<\/li><li>\u97f3\u9891\uff1a\u901a\u8fc7\u9891\u8c31\u6ee4\u6ce2\u3001\u964d\u566a\u7b97\u6cd5\u53bb\u9664\u80cc\u666f\u566a\u58f0\u3002<\/li><\/ul><\/li><li><strong>\u538b\u7f29\u4e0e\u91cd\u5efa<\/strong>\uff1a<ul><li>\u56fe\u50cf\u548c\u97f3\u9891\u90fd\u6d89\u53ca\u538b\u7f29\uff08JPEG\u3001MP3\uff09\u548c\u91cd\u5efa\uff0c\u5e38\u7528\u7684\u6280\u672f\u5982\u79bb\u6563\u4f59\u5f26\u53d8\u6362\uff08DCT\uff09\u3001\u5c0f\u6ce2\u53d8\u6362\u7b49\u9002\u7528\u4e8e\u4e24\u8005\u3002<\/li><\/ul><\/li><\/ol>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4e3b\u8981\u533a\u522b<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th><strong>\u65b9\u9762<\/strong><\/th><th><strong>\u56fe\u50cf\u5904\u7406<\/strong><\/th><th><strong>\u97f3\u9891\u5904\u7406<\/strong><\/th><\/tr><\/thead><tbody><tr><td><strong>\u6570\u636e\u7ef4\u5ea6<\/strong><\/td><td>\u901a\u5e38\u662f\u4e8c\u7ef4\uff08\u5bbd\u5ea6 x \u9ad8\u5ea6\uff09\u6216\u4e09\u7ef4\uff08RGB\u901a\u9053\uff09\u3002<\/td><td>\u901a\u5e38\u662f\u4e00\u7ef4\u65f6\u95f4\u5e8f\u5217\uff0c\u4f46\u53ef\u8f6c\u6362\u4e3a\u4e8c\u7ef4\uff08\u65f6\u95f4 x \u9891\u7387\uff09\u3002<\/td><\/tr><tr><td><strong>\u65f6\u95f4\u76f8\u5173\u6027<\/strong><\/td><td>\u56fe\u50cf\u5904\u7406\u4e00\u822c\u6ca1\u6709\u65f6\u95f4\u7ef4\u5ea6\uff08\u9759\u6001\u6570\u636e\uff09\u3002<\/td><td>\u97f3\u9891\u5904\u7406\u4f9d\u8d56\u4e8e\u65f6\u95f4\u5e8f\u5217\u7684\u52a8\u6001\u53d8\u5316\uff08\u5982\u8282\u594f\u3001\u97f3\u8c03\uff09\u3002<\/td><\/tr><tr><td><strong>\u611f\u77e5\u7279\u6027<\/strong><\/td><td>\u4eba\u773c\u5bf9\u56fe\u50cf\u7684\u611f\u77e5\u66f4\u5173\u6ce8\u5c40\u90e8\u7ec6\u8282\u548c\u6574\u4f53\u7eb9\u7406\u3002<\/td><td>\u4eba\u8033\u5bf9\u97f3\u9891\u7684\u611f\u77e5\u66f4\u5173\u6ce8\u9891\u7387\u548c\u65f6\u95f4\u4e0a\u7684\u53d8\u5316\uff08\u5982\u97f3\u8c03\u548c\u8282\u594f\uff09\u3002<\/td><\/tr><tr><td><strong>\u9891\u7387\u8303\u56f4<\/strong><\/td><td>\u56fe\u50cf\u7684\u9891\u7387\u8303\u56f4\u6709\u9650\uff08\u4e0e\u50cf\u7d20\u5206\u8fa8\u7387\u76f8\u5173\uff09\u3002<\/td><td>\u97f3\u9891\u7684\u9891\u7387\u8303\u56f4\u5bbd\u5e7f\uff08\u5982 20 Hz \u5230 20 kHz \u7684\u4eba\u8033\u542c\u89c9\u8303\u56f4\uff09\u3002<\/td><\/tr><tr><td><strong>\u5904\u7406\u76ee\u6807<\/strong><\/td><td>\u63d0\u53d6\u7a7a\u95f4\u7279\u5f81\uff08\u5982\u8fb9\u7f18\u3001\u5f62\u72b6\uff09\u548c\u989c\u8272\u7279\u5f81\u3002<\/td><td>\u63d0\u53d6\u65f6\u95f4\u3001\u9891\u7387\u4e0a\u7684\u52a8\u6001\u53d8\u5316\u7279\u5f81\uff08\u5982\u97f3\u8c03\u3001\u548c\u58f0\uff09\u3002<\/td><\/tr><tr><td><strong>\u53d8\u6362\u7684\u4fa7\u91cd<\/strong><\/td><td>\u56fe\u50cf\u5904\u7406\u5e38\u7528\u4e8c\u7ef4\u5085\u91cc\u53f6\u53d8\u6362\u3001\u5c0f\u6ce2\u53d8\u6362\u7b49\u3002<\/td><td>\u97f3\u9891\u5904\u7406\u66f4\u4f9d\u8d56\u77ed\u65f6\u5085\u91cc\u53f6\u53d8\u6362\uff08STFT\uff09\u3001\u6885\u5c14\u9891\u8c31\u7b49\u3002<\/td><\/tr><tr><td><strong>\u566a\u58f0\u7279\u6027<\/strong><\/td><td>\u56fe\u50cf\u566a\u58f0\u591a\u4e3a\u968f\u673a\u566a\u70b9\uff0c\u901a\u5e38\u662f\u5c40\u90e8\u7684\u3002<\/td><td>\u97f3\u9891\u566a\u58f0\u591a\u4e3a\u8fde\u7eed\u6027\u566a\u58f0\uff0c\u5982\u73af\u5883\u566a\u58f0\u6216\u5e26\u5bbd\u9650\u5236\u4ea7\u751f\u7684\u5931\u771f\u3002<\/td><\/tr><tr><td><strong>\u6df1\u5ea6\u5b66\u4e60\u67b6\u6784<\/strong><\/td><td>\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u5e94\u7528\u6700\u5e7f\u6cdb\uff0c\u5173\u6ce8\u7a7a\u95f4\u7279\u5f81\u63d0\u53d6\u3002<\/td><td>RNN\u3001Transformer \u7b49\u7528\u4e8e\u65f6\u95f4\u5e8f\u5217\u5206\u6790\uff0c\u5173\u6ce8\u65f6\u5e8f\u6a21\u5f0f\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u9891\u7387\u4fe1\u606f\u7684\u5229\u7528\u5bf9\u6bd4<\/strong><\/h3>\n\n\n\n<p>\u867d\u7136\u4e24\u8005\u90fd\u53ef\u4ee5\u5229\u7528\u9891\u7387\u4fe1\u606f\uff0c\u4f46\u5176<strong>\u5229\u7528\u65b9\u5f0f\u548c\u76ee\u7684<\/strong>\u5b58\u5728\u660e\u663e\u5dee\u5f02\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li><strong>\u56fe\u50cf\u4e2d\u7684\u9891\u7387\u4fe1\u606f<\/strong>\uff1a<ul><li><strong>\u9ad8\u9891\u5206\u91cf<\/strong>\uff1a\u5bf9\u5e94\u8fb9\u7f18\u3001\u7eb9\u7406\u7b49\u7ec6\u8282\u3002<\/li><li><strong>\u4f4e\u9891\u5206\u91cf<\/strong>\uff1a\u5bf9\u5e94\u6574\u4f53\u4eae\u5ea6\u548c\u5927\u9762\u79ef\u7684\u5e73\u6ed1\u533a\u57df\u3002<\/li><li>\u5e38\u7528\u4e8e\u56fe\u50cf\u538b\u7f29\uff08\u5982 JPEG \u53ea\u4fdd\u7559\u4f4e\u9891\u5206\u91cf\uff09\u6216\u53bb\u566a\u3002<\/li><\/ul><\/li><li><strong>\u97f3\u9891\u4e2d\u7684\u9891\u7387\u4fe1\u606f<\/strong>\uff1a<ul><li><strong>\u4f4e\u9891\u5206\u91cf<\/strong>\uff1a\u5bf9\u5e94\u4f4e\u97f3\uff0c\u901a\u5e38\u53cd\u6620\u97f3\u4e50\u7684\u8282\u594f\u6216\u57fa\u7840\u97f3\u8c03\u3002<\/li><li><strong>\u9ad8\u9891\u5206\u91cf<\/strong>\uff1a\u5bf9\u5e94\u9ad8\u97f3\uff0c\u5305\u542b\u66f4\u591a\u7ec6\u8282\uff0c\u5982\u8bed\u97f3\u7684\u6e05\u6670\u5ea6\u3002<\/li><li>\u5e38\u7528\u4e8e\u8bed\u97f3\u8bc6\u522b\u3001\u97f3\u9891\u5206\u7c7b\u7b49\u4efb\u52a1\u3002<\/li><\/ul><\/li><\/ol>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u603b\u7ed3<\/strong><\/h3>\n\n\n\n<p>\u56fe\u50cf\u548c\u97f3\u9891\u5904\u7406\u90fd\u4f9d\u8d56\u9891\u7387\u4fe1\u606f\uff0c\u4f46\u5176\u7279\u5f81\u7ef4\u5ea6\u3001\u65f6\u95f4\u76f8\u5173\u6027\u3001\u611f\u77e5\u673a\u5236\u4e0d\u540c\uff0c\u56e0\u6b64\u5728\u5177\u4f53\u5b9e\u73b0\u4e0a\u5404\u6709\u4f18\u5316\u65b9\u5411\u3002\u7406\u89e3\u8fd9\u4e9b\u76f8\u4f3c\u70b9\u548c\u533a\u522b\uff0c\u6709\u52a9\u4e8e\u8de8\u9886\u57df\u7684\u6280\u672f\u8fc1\u79fb\uff0c\u4f8b\u5982\u5c06 CNN \u7528\u4e8e\u97f3\u9891\u9891\u8c31\u5206\u6790\uff0c\u6216\u8005\u5c06\u65f6\u5e8f\u6a21\u578b\u7528\u4e8e\u89c6\u9891\u5904\u7406\u7b49\u590d\u6742\u573a\u666f\u3002<br><br><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import numpy as np\nimport matplotlib.pyplot as plt\nfrom scipy.fftpack import fft2, ifft2, fft, ifft\nfrom scipy.io.wavfile import write\n\n\n# \u56fe\u50cf\u5904\u7406\u90e8\u5206\ndef process_image_frequency(image):\n    # \u8ba1\u7b97\u4e8c\u7ef4\u5085\u91cc\u53f6\u53d8\u6362\n    freq_image = fft2(image)\n    freq_image_shifted = np.fft.fftshift(freq_image)  # \u4e2d\u5fc3\u5316\n    magnitude = np.log(np.abs(freq_image_shifted) + 1)  # \u53d6\u5e45\u5ea6\u8c31\uff08\u5bf9\u6570\u7f29\u653e\uff09\n\n    # \u9006\u53d8\u6362\u91cd\u5efa\u56fe\u50cf\n    reconstructed_image = np.real(ifft2(freq_image))\n\n    return magnitude, reconstructed_image\n\n\n# \u97f3\u9891\u5904\u7406\u90e8\u5206\ndef process_audio_frequency(audio, sample_rate):\n    # \u8ba1\u7b97\u4e00\u7ef4\u5085\u91cc\u53f6\u53d8\u6362\n    freq_audio = fft(audio)\n    freq_magnitude = np.abs(freq_audio&#91;:len(freq_audio) \/\/ 2])  # \u53ea\u53d6\u6b63\u9891\u7387\u90e8\u5206\n\n    # \u9006\u53d8\u6362\u91cd\u5efa\u97f3\u9891\n    reconstructed_audio = np.real(ifft(freq_audio))\n\n    return freq_magnitude, reconstructed_audio\n\n\n# \u56fe\u50cf\u793a\u4f8b\nimage = np.zeros((256, 256))\nimage&#91;100:156, 100:156] = 255  # \u5728\u4e2d\u5fc3\u753b\u4e00\u4e2a\u4eae\u8272\u65b9\u5757\nmagnitude, reconstructed_image = process_image_frequency(image)\n\n# \u97f3\u9891\u793a\u4f8b\uff1a\u751f\u6210\u6b63\u5f26\u6ce2\nsample_rate = 8000  # \u91c7\u6837\u7387\nt = np.linspace(0, 1, sample_rate)  # \u65f6\u95f4\u8f74\naudio = 0.5 * np.sin(2 * np.pi * 440 * t)  # 440 Hz \u7684\u6b63\u5f26\u6ce2\nfreq_magnitude, reconstructed_audio = process_audio_frequency(audio, sample_rate)\n\n# \u4fdd\u5b58\u91cd\u5efa\u97f3\u9891\u4e3a WAV \u6587\u4ef6\nwrite(\"reconstructed_audio.wav\", sample_rate, np.int16(reconstructed_audio * 32767))\n\n# \u7edf\u4e00\u7a97\u53e3\u663e\u793a\u56fe\u50cf\u548c\u97f3\u9891\u5904\u7406\u7ed3\u679c\nplt.figure(figsize=(15, 10))\n\n# \u56fe\u50cf\u5904\u7406\u7ed3\u679c\nplt.subplot(3, 3, 1)\nplt.title(\"Original Image\")\nplt.imshow(image, cmap=\"gray\")\nplt.axis(\"off\")\n\nplt.subplot(3, 3, 2)\nplt.title(\"Frequency Domain (Image)\")\nplt.imshow(magnitude, cmap=\"gray\")\nplt.axis(\"off\")\n\nplt.subplot(3, 3, 3)\nplt.title(\"Reconstructed Image\")\nplt.imshow(reconstructed_image, cmap=\"gray\")\nplt.axis(\"off\")\n\n# \u97f3\u9891\u5904\u7406\u7ed3\u679c\nplt.subplot(3, 3, 4)\nplt.title(\"Original Audio Waveform\")\nplt.plot(t, audio)\nplt.xlabel(\"Time (s)\")\nplt.ylabel(\"Amplitude\")\n\nplt.subplot(3, 3, 5)\nplt.title(\"Frequency Domain (Audio)\")\nplt.plot(np.linspace(0, sample_rate \/ 2, len(freq_magnitude)), freq_magnitude)\nplt.xlabel(\"Frequency (Hz)\")\nplt.ylabel(\"Magnitude\")\n\nplt.subplot(3, 3, 6)\nplt.title(\"Reconstructed Audio Waveform\")\nplt.plot(t, reconstructed_audio)\nplt.xlabel(\"Time (s)\")\nplt.ylabel(\"Amplitude\")\n\n# \u6574\u4f53\u5e03\u5c40\nplt.tight_layout()\nplt.show()\n\nprint(\"Audio saved as 'reconstructed_audio.wav'.\")\n<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>\u56fe\u50cf\u5904\u7406\u548c\u97f3\u9891\u5904\u7406\u786e\u5b9e\u6709\u5f88\u591a\u76f8\u4f3c&#46;&#46;&#46;<\/p>\n","protected":false},"author":1,"featured_media":2486,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[],"class_list":["post-2484","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-4"],"_links":{"self":[{"href":"https:\/\/sanlangcode.com\/index.php\/wp-json\/wp\/v2\/posts\/2484","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sanlangcode.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sanlangcode.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sanlangcode.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/sanlangcode.com\/index.php\/wp-json\/wp\/v2\/comments?post=2484"}],"version-history":[{"count":0,"href":"https:\/\/sanlangcode.com\/index.php\/wp-json\/wp\/v2\/posts\/2484\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/sanlangcode.com\/index.php\/wp-json\/"}],"wp:attachment":[{"href":"https:\/\/sanlangcode.com\/index.php\/wp-json\/wp\/v2\/media?parent=2484"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sanlangcode.com\/index.php\/wp-json\/wp\/v2\/categories?post=2484"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sanlangcode.com\/index.php\/wp-json\/wp\/v2\/tags?post=2484"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}