{"text": "大家好,我是果叔。好久不見,今天給大家分享一下我這邊一個小的發現。其實大家知道這個Mac的一個芯片,就那個Mac,Apple Silicon這個芯片,它其實是有一個ANE芯片的。尤其是像這個M5和M6的這兩代最新的芯片,它其實都是大幅的強調它在神經網絡運算能力上的一個優勢。但是我發現實際上我用了很久這個Mac,但是並沒有很好地真正地用到這個ANE芯片。主要是很多的軟件和模型,它其實默認它是不適配這個,不會去調用Mac的這個ANE芯片的。那所以我們在跑本地的一些模型,比如說我經常會用到的這個Whisper模型,就是我們這個Bilibili Subtitle Extractor這個Skill裡面。它會有這個音頻轉文字的這樣的一個功能在。那用到這個模型,但是它並沒有去使用到ANE芯片。尤其是這個模型它原生本身是,默認是選擇Cuda的。當然Mac是沒有Cuda的,所以說它就會走CPU。那走CPU帶來一個問題就特別明顯,就是它又慢,然後又會讓你的電腦聚熱。然後會影響,就是它在做的這個過程中,會影響到你CPU去負擔一些其他的任務。比如說你如果同時在編程,在做一些編譯,那這個就很要命。那但是呢,這個我就想到了看一下能不能用這個最新版本的GPT6來去嘗試優化這個東西。看能不能去單獨去寫一套這個能夠跑ANE芯片的這樣的一個編碼器。然後參加一個加速的這樣的一個工作。那事實上呢,其實是完全是沒有問題的。而且這個GPT6給到的一個結果,就是說M3也是可以直接去做這個優化的。因為我這邊的這台電腦是M3嘛。那就是說,其實不管是M3還是M2,還包括M1。蘋果從M系列芯片,它都是帶有這個A1E芯片加速的。只是一個能力強弱的問題。現在M5和M6如果用的話,它會有更加明顯的一個效果。那所以我讓它去這樣跑去做的話呢,其實是用一個很簡單的提示詞。就是告訴它你去做,然後拆解,然後用紫袋裡去幹活。最後如果紫袋裡交付的不滿意的話呢,可以用升級模型去做。然後讓它去給我完成交付。它大概是用時一個小時21分鐘。其實是並沒有我想像中的那麼久。我本來想的是可能會跑一個晚上,沒想到一個小時就搞定了。而且我使用的是輕度推理的一個程度就夠了。因為GPT6我還是相信它的一個能力的。那最後它給我交付到的一個結果呢,是確實讓我有非常大的驚喜的。因為我看到這個最終的一個實驗結果啊。就是說是讓我非常驚豔的。就是說我們可以看我這邊拿了一個測試視頻,就是一個B站的。那它大概是5分02秒的一個長度。那它給我交付之後的一個版本呢,是做了這樣一個測試。是只用了40秒的時間就完成了整個的一個轉換的工作。但是原版的時候直接跑CPU呢,它是用了221秒。那這個差距可以說是有5倍的一個提升啊。就是說非常讓我驚訝。最重要最重要的其實是這個CPU占用。因為我們知道我如果同時在跑這樣的一個任務的時候,我電腦CPU基本上就是幹費的。就是你在並行去做任何其他任務的時候,你電腦會很熱,而且非常卡。然後會降頻。這個是挺要命的。尤其對於MacBook Air這種散熱能力比較弱的電腦來說是這樣的。那但是用了這一個ANA加速以後呢,可以看到它的CPU占用基本上就只有30出頭。那這樣的話,你其實基本上是沒有什麼體感上的一個損耗。就是說你同時去再做一些編程啊。編譯的工作都不會受到任何的影響。你的CPU的控出來的一個時間和占用數完全可以拿來去跑其他的這種任務。那同時呢,因為有了這個巨大的一個提升。那我用這台電腦去跑一些更長的視頻。比如說一個小時的視頻,兩個小時的視頻的這種文本轉譯的工作,其實就完全可以去更好的實現了。那這基本上就讓我去。像以前這種用CPU的速度去跑中一兩小時的視頻。幾乎就是一個巨討厭的事情。你可能電腦放那裡燒一晚上才能跑出來。那這個就是我拿到的一個結果吧。那同時這個skill呢,我其實本來就是開運給大家的。啊,我的Github上面是有的。那現在我也是把它更新到了最新的。啊,帶有ANE加速的版本。如果是有用Mac電腦的同學呢,是可以直接去。啊,Github上面更新到最新的版本。那這個是我給大家分享的一個小的東西吧。所以還是比較讓我滿意的。那這個就是我今天給大家的分享吧。如果說沒有關注我的可以去關注我。然後我的自動回復會把我的一些skill啊,網站都發給你。你可以在我的Github上面去找這個skill。啊,網站上的話我應該還沒有更新這個資源。你們可以先優先在Github上面去下載。那好了,那,感谢大家的支持。我們下次見了,拜拜。", "segments": [{"id": 0, "seek": 0, "start": 0.0, "end": 7.12, "text": "大家好,我是果叔。好久不見,今天給大家分享一下我這邊一個小的發現。", "tokens": [50365, 15248, 11, 15914, 9319, 39936, 1543, 2131, 25320, 1960, 10470, 11, 12074, 17798, 6868, 30855, 8861, 1654, 22821, 8990, 7322, 1546, 38927, 1543, 50721], "temperature": 0, "avg_logprob": -0.23993047631305198, "compression_ratio": 1.3094339622641509, "no_speech_prob": 9.79619857455205e-12}, {"id": 1, "seek": 0, "start": 7.12, "end": 16.52, "text": "其實大家知道這個Mac的一個芯片,就那個Mac,Apple Silicon這個芯片,它其實是有一個ANE芯片的。", "tokens": [50721, 14139, 6868, 7758, 6287, 34355, 1546, 8990, 13778, 107, 16668, 11, 3111, 20754, 34355, 11, 9132, 306, 25351, 6287, 13778, 107, 16668, 11, 11284, 14139, 1541, 2412, 8990, 29348, 13778, 107, 16668, 1546, 1543, 51191], "temperature": 0, "avg_logprob": -0.23993047631305198, "compression_ratio": 1.3094339622641509, "no_speech_prob": 9.79619857455205e-12}, {"id": 2, "seek": 0, "start": 16.52, "end": 27.0, "text": "尤其是像這個M5和M6的這兩代最新的芯片,它其實都是大幅的強調它在神經網絡運算能力上的一個優勢。", "tokens": [51191, 1530, 97, 9572, 1541, 12760, 6287, 44, 20, 12565, 44, 21, 1546, 2664, 16313, 19105, 8661, 12560, 1546, 13778, 107, 16668, 11, 11284, 14139, 22796, 3582, 3509, 227, 1546, 22752, 32943, 11284, 3581, 20432, 15145, 26352, 6948, 94, 32772, 19497, 8225, 13486, 5708, 1546, 8990, 12827, 103, 7978, 95, 1543, 51715], "temperature": 0, "avg_logprob": -0.23993047631305198, "compression_ratio": 1.3094339622641509, "no_speech_prob": 9.79619857455205e-12}, {"id": 3, "seek": 2700, "start": 27.0, "end": 34.8, "text": "但是我發現實際上我用了很久這個Mac,但是並沒有很好地真正地用到這個ANE芯片。", "tokens": [50365, 11189, 1654, 38927, 10376, 34837, 5708, 1654, 9254, 2289, 4563, 25320, 6287, 34355, 11, 11189, 35934, 6963, 23801, 10928, 6303, 15789, 10928, 9254, 4511, 6287, 29348, 13778, 107, 16668, 1543, 50755], "temperature": 0, "avg_logprob": -0.1891351337275229, "compression_ratio": 1.2524916943521596, "no_speech_prob": 9.94090313538587e-12}, {"id": 4, "seek": 2700, "start": 34.8, "end": 43.519999999999996, "text": "主要是很多的軟件和模型,它其實默認它是不適配這個,不會去調用Mac的這個ANE芯片的。", "tokens": [50755, 13557, 4275, 1541, 20778, 1546, 14454, 253, 20485, 12565, 41908, 39823, 11, 11284, 14139, 6173, 246, 22041, 11284, 1541, 1960, 3330, 102, 38846, 6287, 11, 21121, 6734, 32943, 9254, 34355, 1546, 6287, 29348, 13778, 107, 16668, 1546, 1543, 51191], "temperature": 0, "avg_logprob": -0.1891351337275229, "compression_ratio": 1.2524916943521596, "no_speech_prob": 9.94090313538587e-12}, {"id": 5, "seek": 2700, "start": 43.519999999999996, "end": 53.2, "text": "那所以我們在跑本地的一些模型,比如說我經常會用到的這個Whisper模型,就是我們這個Bilibili Subtitle Extractor這個Skill裡面。", "tokens": [51191, 4184, 7239, 5884, 3581, 32585, 8802, 10928, 1546, 38515, 41908, 39823, 11, 36757, 4622, 1654, 15145, 11279, 6236, 9254, 4511, 1546, 6287, 2471, 271, 610, 41908, 39823, 11, 5620, 5884, 6287, 33, 12722, 2312, 8511, 27689, 306, 9881, 1897, 284, 6287, 50, 34213, 32399, 1543, 51675], "temperature": 0, "avg_logprob": -0.1891351337275229, "compression_ratio": 1.2524916943521596, "no_speech_prob": 9.94090313538587e-12}, {"id": 6, "seek": 5320, "start": 53.2, "end": 58.0, "text": "它會有這個音頻轉文字的這樣的一個功能在。", "tokens": [50365, 11284, 6236, 2412, 6287, 18034, 29940, 32739, 17174, 22381, 1546, 39425, 8990, 32311, 8225, 3581, 1543, 50605], "temperature": 0, "avg_logprob": -0.17135857333656118, "compression_ratio": 1.2621722846441947, "no_speech_prob": 1.7467294971540426e-11}, {"id": 7, "seek": 5320, "start": 58.0, "end": 61.6, "text": "那用到這個模型,但是它並沒有去使用到ANE芯片。", "tokens": [50605, 4184, 9254, 4511, 6287, 41908, 39823, 11, 11189, 11284, 35934, 6963, 6734, 22982, 9254, 4511, 29348, 13778, 107, 16668, 1543, 50785], "temperature": 0, "avg_logprob": -0.17135857333656118, "compression_ratio": 1.2621722846441947, "no_speech_prob": 1.7467294971540426e-11}, {"id": 8, "seek": 5320, "start": 61.6, "end": 67.0, "text": "尤其是這個模型它原生本身是,默認是選擇Cuda的。", "tokens": [50785, 1530, 97, 9572, 1541, 6287, 41908, 39823, 11284, 19683, 8244, 8802, 19847, 1541, 11, 6173, 246, 22041, 1541, 21625, 13167, 229, 34, 11152, 1546, 1543, 51055], "temperature": 0, "avg_logprob": -0.17135857333656118, "compression_ratio": 1.2621722846441947, "no_speech_prob": 1.7467294971540426e-11}, {"id": 9, "seek": 5320, "start": 67.0, "end": 70.28, "text": "當然Mac是沒有Cuda的,所以說它就會走CPU。", "tokens": [51055, 21707, 34355, 1541, 6963, 34, 11152, 1546, 11, 7239, 4622, 11284, 47778, 9575, 34, 8115, 1543, 51219], "temperature": 0, "avg_logprob": -0.17135857333656118, "compression_ratio": 1.2621722846441947, "no_speech_prob": 1.7467294971540426e-11}, {"id": 10, "seek": 5320, "start": 70.28, "end": 76.28, "text": "那走CPU帶來一個問題就特別明顯,就是它又慢,然後又會讓你的電腦聚熱。", "tokens": [51219, 4184, 9575, 34, 8115, 32379, 3763, 8990, 17197, 3111, 38446, 11100, 46605, 11, 5620, 11284, 17047, 20645, 11, 10213, 17047, 6236, 21195, 18961, 20545, 21184, 99, 8171, 248, 32745, 1543, 51519], "temperature": 0, "avg_logprob": -0.17135857333656118, "compression_ratio": 1.2621722846441947, "no_speech_prob": 1.7467294971540426e-11}, {"id": 11, "seek": 7628, "start": 76.28, "end": 82.88, "text": "然後會影響,就是它在做的這個過程中,會影響到你CPU去負擔一些其他的任務。", "tokens": [50365, 10213, 6236, 16820, 13665, 123, 11, 5620, 11284, 3581, 10907, 1546, 6287, 8816, 29649, 5975, 11, 6236, 16820, 13665, 123, 4511, 2166, 34, 8115, 6734, 11561, 254, 13167, 242, 38515, 9572, 31309, 26443, 39517, 1543, 50695], "temperature": 0, "avg_logprob": -0.13352280972050687, "compression_ratio": 1.2278481012658229, "no_speech_prob": 1.8171899748842257e-11}, {"id": 12, "seek": 7628, "start": 82.88, "end": 88.08, "text": "比如說你如果同時在編程,在做一些編譯,那這個就很要命。", "tokens": [50695, 36757, 4622, 2166, 13119, 13089, 6611, 3581, 12608, 101, 29649, 11, 3581, 10907, 38515, 12608, 101, 11823, 107, 11, 4184, 6287, 3111, 4563, 4275, 25236, 1543, 50955], "temperature": 0, "avg_logprob": -0.13352280972050687, "compression_ratio": 1.2278481012658229, "no_speech_prob": 1.8171899748842257e-11}, {"id": 13, "seek": 7628, "start": 88.08, "end": 96.48, "text": "那但是呢,這個我就想到了看一下能不能用這個最新版本的GPT6來去嘗試優化這個東西。", "tokens": [50955, 4184, 11189, 6240, 11, 6287, 22020, 7093, 21381, 28324, 8225, 28590, 9254, 6287, 8661, 12560, 42096, 8802, 1546, 38, 47, 51, 21, 3763, 6734, 10756, 245, 22099, 12827, 103, 23756, 6287, 26978, 1543, 51375], "temperature": 0, "avg_logprob": -0.13352280972050687, "compression_ratio": 1.2278481012658229, "no_speech_prob": 1.8171899748842257e-11}, {"id": 14, "seek": 9648, "start": 96.48, "end": 104.28, "text": "看能不能去單獨去寫一套這個能夠跑ANE芯片的這樣的一個編碼器。", "tokens": [50365, 4200, 8225, 28590, 6734, 24227, 163, 18304, 6734, 4510, 104, 2257, 1881, 245, 6287, 8225, 31649, 32585, 29348, 13778, 107, 16668, 1546, 39425, 8990, 12608, 101, 16337, 120, 34386, 1543, 50755], "temperature": 0, "avg_logprob": -0.1231768837681523, "compression_ratio": 1.2828685258964143, "no_speech_prob": 1.6529309171398054e-11}, {"id": 15, "seek": 9648, "start": 104.28, "end": 108.28, "text": "然後參加一個加速的這樣的一個工作。", "tokens": [50755, 10213, 47375, 9990, 8990, 9990, 31217, 1546, 39425, 8990, 41315, 1543, 50955], "temperature": 0, "avg_logprob": -0.1231768837681523, "compression_ratio": 1.2828685258964143, "no_speech_prob": 1.6529309171398054e-11}, {"id": 16, "seek": 9648, "start": 108.28, "end": 112.28, "text": "那事實上呢,其實是完全是沒有問題的。", "tokens": [50955, 4184, 6973, 10376, 5708, 6240, 11, 14139, 1541, 37100, 1541, 6963, 17197, 1546, 1543, 51155], "temperature": 0, "avg_logprob": -0.1231768837681523, "compression_ratio": 1.2828685258964143, "no_speech_prob": 1.6529309171398054e-11}, {"id": 17, "seek": 9648, "start": 112.28, "end": 118.08000000000001, "text": "而且這個GPT6給到的一個結果,就是說M3也是可以直接去做這個優化的。", "tokens": [51155, 22942, 6287, 38, 47, 51, 21, 17798, 4511, 1546, 8990, 35181, 11, 5620, 4622, 44, 18, 22021, 6723, 43297, 6734, 10907, 6287, 12827, 103, 23756, 1546, 1543, 51445], "temperature": 0, "avg_logprob": -0.1231768837681523, "compression_ratio": 1.2828685258964143, "no_speech_prob": 1.6529309171398054e-11}, {"id": 18, "seek": 9648, "start": 118.08000000000001, "end": 120.28, "text": "因為我這邊的這台電腦是M3嘛。", "tokens": [51445, 11471, 1654, 22821, 1546, 2664, 15433, 20545, 21184, 99, 1541, 44, 18, 20722, 1543, 51555], "temperature": 0, "avg_logprob": -0.1231768837681523, "compression_ratio": 1.2828685258964143, "no_speech_prob": 1.6529309171398054e-11}, {"id": 19, "seek": 12028, "start": 120.28, "end": 125.08, "text": "那就是說,其實不管是M3還是M2,還包括M1。", "tokens": [50365, 4184, 26222, 11, 14139, 45376, 1541, 44, 18, 25583, 44, 17, 11, 7824, 41828, 44, 16, 1543, 50605], "temperature": 0, "avg_logprob": -0.174000064822009, "compression_ratio": 1.2901023890784984, "no_speech_prob": 1.8123599843100635e-11}, {"id": 20, "seek": 12028, "start": 125.08, "end": 130.48, "text": "蘋果從M系列芯片,它都是帶有這個A1E芯片加速的。", "tokens": [50605, 31882, 233, 9319, 21068, 44, 25368, 43338, 13778, 107, 16668, 11, 11284, 22796, 32379, 2412, 6287, 32, 16, 36, 13778, 107, 16668, 9990, 31217, 1546, 1543, 50875], "temperature": 0, "avg_logprob": -0.174000064822009, "compression_ratio": 1.2901023890784984, "no_speech_prob": 1.8123599843100635e-11}, {"id": 21, "seek": 12028, "start": 130.48, "end": 132.88, "text": "只是一個能力強弱的問題。", "tokens": [50875, 36859, 8990, 8225, 13486, 22752, 5702, 109, 1546, 17197, 1543, 50995], "temperature": 0, "avg_logprob": -0.174000064822009, "compression_ratio": 1.2901023890784984, "no_speech_prob": 1.8123599843100635e-11}, {"id": 22, "seek": 12028, "start": 132.88, "end": 137.68, "text": "現在M5和M6如果用的話,它會有更加明顯的一個效果。", "tokens": [50995, 12648, 44, 20, 12565, 44, 21, 13119, 9254, 21358, 11, 11284, 6236, 2412, 19002, 9990, 11100, 46605, 1546, 8990, 43076, 9319, 1543, 51235], "temperature": 0, "avg_logprob": -0.174000064822009, "compression_ratio": 1.2901023890784984, "no_speech_prob": 1.8123599843100635e-11}, {"id": 23, "seek": 12028, "start": 137.68, "end": 144.08, "text": "那所以我讓它去這樣跑去做的話呢,其實是用一個很簡單的提示詞。", "tokens": [51235, 4184, 7239, 1654, 21195, 11284, 6734, 8377, 32585, 6734, 10907, 21358, 6240, 11, 14139, 1541, 9254, 8990, 4563, 31995, 1546, 20949, 25696, 6716, 252, 1543, 51555], "temperature": 0, "avg_logprob": -0.174000064822009, "compression_ratio": 1.2901023890784984, "no_speech_prob": 1.8123599843100635e-11}, {"id": 24, "seek": 12028, "start": 144.08, "end": 149.48, "text": "就是告訴它你去做,然後拆解,然後用紫袋裡去幹活。", "tokens": [51555, 5620, 31080, 11284, 2166, 6734, 10907, 11, 10213, 6852, 228, 17278, 11, 10213, 9254, 7732, 104, 19688, 233, 11066, 6734, 29932, 25956, 1543, 51825], "temperature": 0, "avg_logprob": -0.174000064822009, "compression_ratio": 1.2901023890784984, "no_speech_prob": 1.8123599843100635e-11}, {"id": 25, "seek": 14948, "start": 149.48, "end": 155.48, "text": "最後如果紫袋裡交付的不滿意的話呢,可以用升級模型去做。", "tokens": [50365, 20578, 13119, 7732, 104, 19688, 233, 11066, 28455, 41469, 1546, 1960, 32197, 9042, 21358, 6240, 11, 6723, 9254, 41670, 35315, 41908, 39823, 6734, 10907, 1543, 50665], "temperature": 0, "avg_logprob": -0.11812807667639948, "compression_ratio": 1.3231292517006803, "no_speech_prob": 1.8920283742507316e-11}, {"id": 26, "seek": 14948, "start": 155.48, "end": 157.48, "text": "然後讓它去給我完成交付。", "tokens": [50665, 10213, 21195, 11284, 6734, 17798, 1654, 41509, 28455, 41469, 1543, 50765], "temperature": 0, "avg_logprob": -0.11812807667639948, "compression_ratio": 1.3231292517006803, "no_speech_prob": 1.8920283742507316e-11}, {"id": 27, "seek": 14948, "start": 157.48, "end": 161.48, "text": "它大概是用時一個小時21分鐘。", "tokens": [50765, 11284, 32044, 1541, 9254, 6611, 8990, 46997, 4436, 32611, 1543, 50965], "temperature": 0, "avg_logprob": -0.11812807667639948, "compression_ratio": 1.3231292517006803, "no_speech_prob": 1.8920283742507316e-11}, {"id": 28, "seek": 14948, "start": 161.48, "end": 164.48, "text": "其實是並沒有我想像中的那麼久。", "tokens": [50965, 14139, 1541, 35934, 6963, 25246, 12760, 5975, 1546, 20504, 25320, 1543, 51115], "temperature": 0, "avg_logprob": -0.11812807667639948, "compression_ratio": 1.3231292517006803, "no_speech_prob": 1.8920283742507316e-11}, {"id": 29, "seek": 14948, "start": 164.48, "end": 168.07999999999998, "text": "我本來想的是可能會跑一個晚上,沒想到一個小時就搞定了。", "tokens": [51115, 1654, 8802, 3763, 7093, 24620, 16657, 6236, 32585, 8990, 50157, 11, 4913, 7093, 4511, 8990, 46997, 3111, 41816, 12088, 2289, 1543, 51295], "temperature": 0, "avg_logprob": -0.11812807667639948, "compression_ratio": 1.3231292517006803, "no_speech_prob": 1.8920283742507316e-11}, {"id": 30, "seek": 14948, "start": 168.07999999999998, "end": 174.07999999999998, "text": "而且我使用的是輕度推理的一個程度就夠了。", "tokens": [51295, 22942, 1654, 22982, 9254, 24620, 34801, 13127, 33597, 13876, 1546, 8990, 29649, 13127, 3111, 31649, 2289, 1543, 51595], "temperature": 0, "avg_logprob": -0.11812807667639948, "compression_ratio": 1.3231292517006803, "no_speech_prob": 1.8920283742507316e-11}, {"id": 31, "seek": 14948, "start": 174.07999999999998, "end": 177.28, "text": "因為GPT6我還是相信它的一個能力的。", "tokens": [51595, 11471, 38, 47, 51, 21, 1654, 25583, 35428, 45224, 8990, 8225, 13486, 1546, 1543, 51755], "temperature": 0, "avg_logprob": -0.11812807667639948, "compression_ratio": 1.3231292517006803, "no_speech_prob": 1.8920283742507316e-11}, {"id": 32, "seek": 17728, "start": 177.28, "end": 184.28, "text": "那最後它給我交付到的一個結果呢,是確實讓我有非常大的驚喜的。", "tokens": [50365, 4184, 20578, 11284, 17798, 1654, 28455, 41469, 4511, 1546, 8990, 35181, 6240, 11, 1541, 24293, 10376, 21195, 39732, 14392, 39156, 24023, 248, 13620, 1546, 1543, 50715], "temperature": 0, "avg_logprob": -0.14466908466385073, "compression_ratio": 1.3578947368421053, "no_speech_prob": 2.1455941190406946e-11}, {"id": 33, "seek": 17728, "start": 184.28, "end": 187.28, "text": "因為我看到這個最終的一個實驗結果啊。", "tokens": [50715, 11471, 1654, 18032, 6287, 8661, 29371, 1546, 8990, 10376, 24023, 245, 35181, 4905, 1543, 50865], "temperature": 0, "avg_logprob": -0.14466908466385073, "compression_ratio": 1.3578947368421053, "no_speech_prob": 2.1455941190406946e-11}, {"id": 34, "seek": 17728, "start": 187.28, "end": 190.28, "text": "就是說是讓我非常驚豔的。", "tokens": [50865, 5620, 4622, 1541, 21195, 1654, 14392, 24023, 248, 19517, 242, 1546, 1543, 51015], "temperature": 0, "avg_logprob": -0.14466908466385073, "compression_ratio": 1.3578947368421053, "no_speech_prob": 2.1455941190406946e-11}, {"id": 35, "seek": 17728, "start": 190.28, "end": 195.28, "text": "就是說我們可以看我這邊拿了一個測試視頻,就是一個B站的。", "tokens": [51015, 5620, 4622, 5884, 6723, 4200, 1654, 22821, 24351, 2289, 8990, 9592, 105, 22099, 27333, 29940, 11, 5620, 8990, 33, 34155, 1546, 1543, 51265], "temperature": 0, "avg_logprob": -0.14466908466385073, "compression_ratio": 1.3578947368421053, "no_speech_prob": 2.1455941190406946e-11}, {"id": 36, "seek": 19528, "start": 195.28, "end": 198.28, "text": "那它大概是5分02秒的一個長度。", "tokens": [50365, 4184, 11284, 32044, 1541, 20, 6627, 12756, 20956, 1546, 8990, 15353, 13127, 1543, 50515], "temperature": 0, "avg_logprob": -0.10840020696800876, "compression_ratio": 1.2323232323232323, "no_speech_prob": 2.1724158930092052e-11}, {"id": 37, "seek": 19528, "start": 198.28, "end": 202.28, "text": "那它給我交付之後的一個版本呢,是做了這樣一個測試。", "tokens": [50515, 4184, 11284, 17798, 1654, 28455, 41469, 26362, 1546, 8990, 42096, 8802, 6240, 11, 1541, 10907, 2289, 8377, 8990, 9592, 105, 22099, 1543, 50715], "temperature": 0, "avg_logprob": -0.10840020696800876, "compression_ratio": 1.2323232323232323, "no_speech_prob": 2.1724158930092052e-11}, {"id": 38, "seek": 19528, "start": 202.28, "end": 208.28, "text": "是只用了40秒的時間就完成了整個的一個轉換的工作。", "tokens": [50715, 1541, 14003, 9254, 2289, 5254, 20956, 1546, 20788, 3111, 41509, 2289, 27662, 3338, 1546, 8990, 32739, 36338, 1546, 41315, 1543, 51015], "temperature": 0, "avg_logprob": -0.10840020696800876, "compression_ratio": 1.2323232323232323, "no_speech_prob": 2.1724158930092052e-11}, {"id": 39, "seek": 19528, "start": 208.28, "end": 213.28, "text": "但是原版的時候直接跑CPU呢,它是用了221秒。", "tokens": [51015, 11189, 19683, 42096, 20643, 43297, 32585, 34, 8115, 6240, 11, 11284, 1541, 9254, 2289, 17, 4436, 20956, 1543, 51265], "temperature": 0, "avg_logprob": -0.10840020696800876, "compression_ratio": 1.2323232323232323, "no_speech_prob": 2.1724158930092052e-11}, {"id": 40, "seek": 21328, "start": 213.28, "end": 218.28, "text": "那這個差距可以說是有5倍的一個提升啊。", "tokens": [50365, 4184, 6287, 21679, 6563, 251, 6723, 4622, 1541, 2412, 20, 35477, 1546, 8990, 20949, 41670, 4905, 1543, 50615], "temperature": 0, "avg_logprob": -0.10556476314862569, "compression_ratio": 1.3125, "no_speech_prob": 1.8726409312108672e-11}, {"id": 41, "seek": 21328, "start": 218.28, "end": 219.28, "text": "就是說非常讓我驚訝。", "tokens": [50615, 26222, 14392, 21195, 1654, 24023, 248, 5396, 251, 1543, 50665], "temperature": 0, "avg_logprob": -0.10556476314862569, "compression_ratio": 1.3125, "no_speech_prob": 1.8726409312108672e-11}, {"id": 42, "seek": 21328, "start": 219.28, "end": 223.28, "text": "最重要最重要的其實是這個CPU占用。", "tokens": [50665, 8661, 24928, 8661, 24928, 1546, 14139, 1541, 6287, 34, 8115, 5322, 254, 9254, 1543, 50865], "temperature": 0, "avg_logprob": -0.10556476314862569, "compression_ratio": 1.3125, "no_speech_prob": 1.8726409312108672e-11}, {"id": 43, "seek": 21328, "start": 223.28, "end": 227.28, "text": "因為我們知道我如果同時在跑這樣的一個任務的時候,", "tokens": [50865, 11471, 5884, 7758, 1654, 13119, 13089, 6611, 3581, 32585, 39425, 8990, 26443, 39517, 20643, 11, 51065], "temperature": 0, "avg_logprob": -0.10556476314862569, "compression_ratio": 1.3125, "no_speech_prob": 1.8726409312108672e-11}, {"id": 44, "seek": 21328, "start": 227.28, "end": 230.28, "text": "我電腦CPU基本上就是幹費的。", "tokens": [51065, 1654, 20545, 21184, 99, 34, 8115, 37946, 5708, 5620, 29932, 50071, 1546, 1543, 51215], "temperature": 0, "avg_logprob": -0.10556476314862569, "compression_ratio": 1.3125, "no_speech_prob": 1.8726409312108672e-11}, {"id": 45, "seek": 21328, "start": 230.28, "end": 233.28, "text": "就是你在並行去做任何其他任務的時候,", "tokens": [51215, 5620, 41410, 35934, 8082, 6734, 10907, 26443, 11906, 9572, 5000, 26443, 39517, 20643, 11, 51365], "temperature": 0, "avg_logprob": -0.10556476314862569, "compression_ratio": 1.3125, "no_speech_prob": 1.8726409312108672e-11}, {"id": 46, "seek": 23328, "start": 233.28, "end": 236.28, "text": "你電腦會很熱,而且非常卡。", "tokens": [50365, 2166, 20545, 21184, 99, 6236, 4563, 32745, 11, 22942, 14392, 32681, 1543, 50515], "temperature": 0, "avg_logprob": -0.10322703132333681, "compression_ratio": 1.238562091503268, "no_speech_prob": 1.7163714893797533e-11}, {"id": 47, "seek": 23328, "start": 236.28, "end": 237.28, "text": "然後會降頻。", "tokens": [50515, 10213, 6236, 47421, 29940, 1543, 50565], "temperature": 0, "avg_logprob": -0.10322703132333681, "compression_ratio": 1.238562091503268, "no_speech_prob": 1.7163714893797533e-11}, {"id": 48, "seek": 23328, "start": 237.28, "end": 240.28, "text": "這個是挺要命的。", "tokens": [50565, 41427, 41046, 4275, 25236, 1546, 1543, 50715], "temperature": 0, "avg_logprob": -0.10322703132333681, "compression_ratio": 1.238562091503268, "no_speech_prob": 1.7163714893797533e-11}, {"id": 49, "seek": 23328, "start": 240.28, "end": 246.28, "text": "尤其對於MacBook Air這種散熱能力比較弱的電腦來說是這樣的。", "tokens": [50715, 1530, 97, 9572, 2855, 19488, 34355, 19203, 5774, 33005, 7017, 96, 32745, 8225, 13486, 25174, 5702, 109, 1546, 20545, 21184, 99, 36979, 1541, 39425, 1543, 51015], "temperature": 0, "avg_logprob": -0.10322703132333681, "compression_ratio": 1.238562091503268, "no_speech_prob": 1.7163714893797533e-11}, {"id": 50, "seek": 23328, "start": 246.28, "end": 249.28, "text": "那但是用了這一個ANA加速以後呢,", "tokens": [51015, 4184, 11189, 9254, 2289, 2664, 8990, 21429, 9990, 31217, 3588, 5661, 6240, 11, 51165], "temperature": 0, "avg_logprob": -0.10322703132333681, "compression_ratio": 1.238562091503268, "no_speech_prob": 1.7163714893797533e-11}, {"id": 51, "seek": 23328, "start": 249.28, "end": 253.28, "text": "可以看到它的CPU占用基本上就只有30出頭。", "tokens": [51165, 6723, 18032, 45224, 34, 8115, 5322, 254, 9254, 37946, 5708, 3111, 35244, 3446, 7781, 19921, 1543, 51365], "temperature": 0, "avg_logprob": -0.10322703132333681, "compression_ratio": 1.238562091503268, "no_speech_prob": 1.7163714893797533e-11}, {"id": 52, "seek": 23328, "start": 253.28, "end": 258.28, "text": "那這樣的話,你其實基本上是沒有什麼體感上的一個損耗。", "tokens": [51365, 4184, 8377, 21358, 11, 2166, 14139, 37946, 5708, 1541, 6963, 7598, 23987, 9709, 5708, 1546, 8990, 22220, 235, 4450, 245, 1543, 51615], "temperature": 0, "avg_logprob": -0.10322703132333681, "compression_ratio": 1.238562091503268, "no_speech_prob": 1.7163714893797533e-11}, {"id": 53, "seek": 23328, "start": 258.28, "end": 261.28, "text": "就是說你同時去再做一些編程啊。", "tokens": [51615, 26222, 2166, 13089, 6611, 6734, 8623, 10907, 38515, 12608, 101, 29649, 4905, 1543, 51765], "temperature": 0, "avg_logprob": -0.10322703132333681, "compression_ratio": 1.238562091503268, "no_speech_prob": 1.7163714893797533e-11}, {"id": 54, "seek": 26128, "start": 261.28, "end": 264.28, "text": "編譯的工作都不會受到任何的影響。", "tokens": [50365, 12608, 101, 11823, 107, 1546, 41315, 7182, 21121, 23151, 4511, 26443, 11906, 1546, 16820, 13665, 123, 1543, 50515], "temperature": 0, "avg_logprob": -0.10222774081759983, "compression_ratio": 1.4366197183098592, "no_speech_prob": 1.784192064924195e-11}, {"id": 55, "seek": 26128, "start": 264.28, "end": 272.28, "text": "你的CPU的控出來的一個時間和占用數完全可以拿來去跑其他的這種任務。", "tokens": [50515, 18961, 34, 8115, 1546, 48707, 29741, 1546, 8990, 20788, 12565, 5322, 254, 9254, 30622, 37100, 6723, 24351, 3763, 6734, 32585, 9572, 31309, 33005, 26443, 39517, 1543, 50915], "temperature": 0, "avg_logprob": -0.10222774081759983, "compression_ratio": 1.4366197183098592, "no_speech_prob": 1.784192064924195e-11}, {"id": 56, "seek": 26128, "start": 272.28, "end": 276.28, "text": "那同時呢,因為有了這個巨大的一個提升。", "tokens": [50915, 4184, 13089, 6611, 6240, 11, 11471, 2412, 2289, 6287, 5238, 101, 39156, 8990, 20949, 41670, 1543, 51115], "temperature": 0, "avg_logprob": -0.10222774081759983, "compression_ratio": 1.4366197183098592, "no_speech_prob": 1.784192064924195e-11}, {"id": 57, "seek": 26128, "start": 276.28, "end": 279.28, "text": "那我用這台電腦去跑一些更長的視頻。", "tokens": [51115, 4184, 1654, 9254, 2664, 15433, 20545, 21184, 99, 6734, 32585, 38515, 19002, 15353, 1546, 27333, 29940, 1543, 51265], "temperature": 0, "avg_logprob": -0.10222774081759983, "compression_ratio": 1.4366197183098592, "no_speech_prob": 1.784192064924195e-11}, {"id": 58, "seek": 26128, "start": 279.28, "end": 284.28, "text": "比如說一個小時的視頻,兩個小時的視頻的這種文本轉譯的工作,", "tokens": [51265, 36757, 4622, 8990, 46997, 1546, 27333, 29940, 11, 34623, 46997, 1546, 27333, 29940, 1546, 33005, 17174, 8802, 32739, 11823, 107, 1546, 41315, 11, 51515], "temperature": 0, "avg_logprob": -0.10222774081759983, "compression_ratio": 1.4366197183098592, "no_speech_prob": 1.784192064924195e-11}, {"id": 59, "seek": 26128, "start": 284.28, "end": 287.28, "text": "其實就完全可以去更好的實現了。", "tokens": [51515, 14139, 3111, 37100, 6723, 6734, 19002, 20715, 10376, 9581, 2289, 1543, 51665], "temperature": 0, "avg_logprob": -0.10222774081759983, "compression_ratio": 1.4366197183098592, "no_speech_prob": 1.784192064924195e-11}, {"id": 60, "seek": 26128, "start": 287.28, "end": 290.28, "text": "那這基本上就讓我去。", "tokens": [51665, 4184, 2664, 37946, 5708, 3111, 21195, 1654, 6734, 1543, 51815], "temperature": 0, "avg_logprob": -0.10222774081759983, "compression_ratio": 1.4366197183098592, "no_speech_prob": 1.784192064924195e-11}, {"id": 61, "seek": 29028, "start": 290.28, "end": 295.28, "text": "像以前這種用CPU的速度去跑中一兩小時的視頻。", "tokens": [50365, 12760, 44996, 33005, 9254, 34, 8115, 1546, 31217, 13127, 6734, 32585, 5975, 2257, 16313, 46997, 1546, 27333, 29940, 1543, 50615], "temperature": 0, "avg_logprob": -0.11442197924074919, "compression_ratio": 1.1866666666666668, "no_speech_prob": 2.3108953986494818e-11}, {"id": 62, "seek": 29028, "start": 295.28, "end": 299.28, "text": "幾乎就是一個巨討厭的事情。", "tokens": [50615, 23575, 2930, 236, 5620, 8990, 5238, 101, 5396, 236, 5014, 255, 1546, 24675, 1543, 50815], "temperature": 0, "avg_logprob": -0.11442197924074919, "compression_ratio": 1.1866666666666668, "no_speech_prob": 2.3108953986494818e-11}, {"id": 63, "seek": 29028, "start": 299.28, "end": 303.28, "text": "你可能電腦放那裡燒一晚上才能跑出來。", "tokens": [50815, 2166, 16657, 20545, 21184, 99, 12744, 4184, 11066, 24184, 240, 2257, 50157, 18888, 8225, 32585, 29741, 1543, 51015], "temperature": 0, "avg_logprob": -0.11442197924074919, "compression_ratio": 1.1866666666666668, "no_speech_prob": 2.3108953986494818e-11}, {"id": 64, "seek": 29028, "start": 303.28, "end": 306.28, "text": "那這個就是我拿到的一個結果吧。", "tokens": [51015, 4184, 6287, 5620, 1654, 24351, 4511, 1546, 8990, 35181, 6062, 1543, 51165], "temperature": 0, "avg_logprob": -0.11442197924074919, "compression_ratio": 1.1866666666666668, "no_speech_prob": 2.3108953986494818e-11}, {"id": 65, "seek": 29028, "start": 306.28, "end": 310.28, "text": "那同時這個skill呢,我其實本來就是開運給大家的。", "tokens": [51165, 4184, 13089, 6611, 6287, 5161, 373, 6240, 11, 1654, 14139, 8802, 3763, 5620, 8949, 32772, 17798, 6868, 1546, 1543, 51365], "temperature": 0, "avg_logprob": -0.11442197924074919, "compression_ratio": 1.1866666666666668, "no_speech_prob": 2.3108953986494818e-11}, {"id": 66, "seek": 31028, "start": 310.28, "end": 313.28, "text": "啊,我的Github上面是有的。", "tokens": [50365, 4905, 11, 14200, 38, 355, 836, 49750, 1541, 2412, 1546, 1543, 50515], "temperature": 0, "avg_logprob": -0.18811531308331067, "compression_ratio": 1.2298850574712643, "no_speech_prob": 2.041950115938551e-11}, {"id": 67, "seek": 31028, "start": 313.28, "end": 316.28, "text": "那現在我也是把它更新到了最新的。", "tokens": [50515, 4184, 12648, 1654, 22021, 42061, 19002, 12560, 21381, 8661, 12560, 1546, 1543, 50665], "temperature": 0, "avg_logprob": -0.18811531308331067, "compression_ratio": 1.2298850574712643, "no_speech_prob": 2.041950115938551e-11}, {"id": 68, "seek": 31028, "start": 316.28, "end": 318.28, "text": "啊,帶有ANE加速的版本。", "tokens": [50665, 4905, 11, 32379, 2412, 29348, 9990, 31217, 1546, 42096, 8802, 1543, 50765], "temperature": 0, "avg_logprob": -0.18811531308331067, "compression_ratio": 1.2298850574712643, "no_speech_prob": 2.041950115938551e-11}, {"id": 69, "seek": 31028, "start": 318.28, "end": 322.28, "text": "如果是有用Mac電腦的同學呢,是可以直接去。", "tokens": [50765, 13119, 1541, 2412, 9254, 34355, 20545, 21184, 99, 1546, 13089, 21372, 6240, 11, 1541, 6723, 43297, 6734, 1543, 50965], "temperature": 0, "avg_logprob": -0.18811531308331067, "compression_ratio": 1.2298850574712643, "no_speech_prob": 2.041950115938551e-11}, {"id": 70, "seek": 31028, "start": 322.28, "end": 325.28, "text": "啊,Github上面更新到最新的版本。", "tokens": [50965, 4905, 11, 38, 355, 836, 49750, 19002, 12560, 4511, 8661, 12560, 1546, 42096, 8802, 1543, 51115], "temperature": 0, "avg_logprob": -0.18811531308331067, "compression_ratio": 1.2298850574712643, "no_speech_prob": 2.041950115938551e-11}, {"id": 71, "seek": 32528, "start": 325.28, "end": 330.28, "text": "那這個是我給大家分享的一個小的東西吧。", "tokens": [50365, 4184, 6287, 42614, 17798, 6868, 30855, 1546, 8990, 7322, 1546, 26978, 6062, 1543, 50615], "temperature": 0, "avg_logprob": -0.1494897393619313, "compression_ratio": 0.8382352941176471, "no_speech_prob": 2.1122260190908904e-11}, {"id": 72, "seek": 33028, "start": 330.28, "end": 334.28, "text": "所以還是比較讓我滿意的。", "tokens": [50365, 7239, 25583, 25174, 21195, 1654, 32197, 9042, 1546, 1543, 50565], "temperature": 0, "avg_logprob": -0.1638167900375173, "compression_ratio": 1.1705069124423964, "no_speech_prob": 1.9701698605878448e-11}, {"id": 73, "seek": 33028, "start": 334.28, "end": 338.28, "text": "那這個就是我今天給大家的分享吧。", "tokens": [50565, 4184, 6287, 5620, 1654, 12074, 17798, 6868, 1546, 30855, 6062, 1543, 50765], "temperature": 0, "avg_logprob": -0.1638167900375173, "compression_ratio": 1.1705069124423964, "no_speech_prob": 1.9701698605878448e-11}, {"id": 74, "seek": 33028, "start": 338.28, "end": 341.28, "text": "如果說沒有關注我的可以去關注我。", "tokens": [50765, 13119, 4622, 6963, 14899, 26432, 14200, 6723, 6734, 14899, 26432, 1654, 1543, 50915], "temperature": 0, "avg_logprob": -0.1638167900375173, "compression_ratio": 1.1705069124423964, "no_speech_prob": 1.9701698605878448e-11}, {"id": 75, "seek": 33028, "start": 341.28, "end": 345.28, "text": "然後我的自動回復會把我的一些skill啊,網站都發給你。", "tokens": [50915, 10213, 14200, 9722, 12572, 8350, 2172, 102, 6236, 16075, 14200, 38515, 5161, 373, 4905, 11, 26352, 34155, 7182, 14637, 17798, 2166, 1543, 51115], "temperature": 0, "avg_logprob": -0.1638167900375173, "compression_ratio": 1.1705069124423964, "no_speech_prob": 1.9701698605878448e-11}, {"id": 76, "seek": 33028, "start": 345.28, "end": 348.28, "text": "你可以在我的Github上面去找這個skill。", "tokens": [51115, 42766, 3581, 14200, 38, 355, 836, 49750, 6734, 25085, 6287, 5161, 373, 1543, 51265], "temperature": 0, "avg_logprob": -0.1638167900375173, "compression_ratio": 1.1705069124423964, "no_speech_prob": 1.9701698605878448e-11}, {"id": 77, "seek": 34828, "start": 348.28, "end": 352.28, "text": "啊,網站上的話我應該還沒有更新這個資源。", "tokens": [50365, 4905, 11, 26352, 34155, 5708, 21358, 1654, 26087, 7824, 6963, 19002, 12560, 6287, 35380, 47402, 1543, 50565], "temperature": 0, "avg_logprob": -0.15360205052262646, "compression_ratio": 1.029940119760479, "no_speech_prob": 1.721306951141255e-11}, {"id": 78, "seek": 34828, "start": 352.28, "end": 355.28, "text": "你們可以先優先在Github上面去下載。", "tokens": [50565, 19891, 6723, 10108, 12827, 103, 10108, 3581, 38, 355, 836, 49750, 6734, 4438, 12290, 231, 1543, 50715], "temperature": 0, "avg_logprob": -0.15360205052262646, "compression_ratio": 1.029940119760479, "no_speech_prob": 1.721306951141255e-11}, {"id": 79, "seek": 34828, "start": 355.28, "end": 359.28, "text": "那好了,那,感谢大家的支持。", "tokens": [50715, 4184, 12621, 11, 4184, 11, 9709, 11340, 6868, 1546, 35488, 1543, 50915], "temperature": 0, "avg_logprob": -0.15360205052262646, "compression_ratio": 1.029940119760479, "no_speech_prob": 1.721306951141255e-11}, {"id": 80, "seek": 34828, "start": 359.28, "end": 361.28, "text": "我們下次見了,拜拜。", "tokens": [50915, 5884, 35829, 10470, 2289, 11, 35105, 1543, 51015], "temperature": 0, "avg_logprob": -0.15360205052262646, "compression_ratio": 1.029940119760479, "no_speech_prob": 1.721306951141255e-11}], "language": "zh"}