diff --git a/docs/_downloads/07d05907b3ff859aeed5f76f1acc5df4/Intro_to_TorchScript_tutorial.py b/docs/_downloads/07d05907b3ff859aeed5f76f1acc5df4/Intro_to_TorchScript_tutorial.py
index b341cda8d..47da92ee6 100644
--- a/docs/_downloads/07d05907b3ff859aeed5f76f1acc5df4/Intro_to_TorchScript_tutorial.py
+++ b/docs/_downloads/07d05907b3ff859aeed5f76f1acc5df4/Intro_to_TorchScript_tutorial.py
@@ -154,7 +154,7 @@ def forward(self, x, h):
 # 계산할 때 거꾸로 재생합니다. 이런 방식으로, 프레임워크는 언어의 모든 구문에
 # 대한 미분값을 명시적으로 정의할 필요가 없습니다.
 #
-# .. figure:: https://github.com/pytorch/pytorch/raw/master/docs/source/_static/img/dynamic_graph.gif
+# .. figure:: https://github.com/pytorch/pytorch/raw/main/docs/source/_static/img/dynamic_graph.gif
 #    :alt: 오토그라드가 작동하는 방식
 #
 #    오토그라드가 작동하는 방식
diff --git a/docs/_downloads/61a76849444a0a65d843361c26d1de16/Intro_to_TorchScript_tutorial.ipynb b/docs/_downloads/61a76849444a0a65d843361c26d1de16/Intro_to_TorchScript_tutorial.ipynb
index 0ca63a4c1..8ac99f76d 100644
--- a/docs/_downloads/61a76849444a0a65d843361c26d1de16/Intro_to_TorchScript_tutorial.ipynb
+++ b/docs/_downloads/61a76849444a0a65d843361c26d1de16/Intro_to_TorchScript_tutorial.ipynb
@@ -87,7 +87,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "MyCell \ud074\ub798\uc2a4\ub97c \ub2e4\uc2dc \uc815\uc758\ud588\uc9c0\ub9cc, \uc5ec\uae30\uc120 ``MyDecisionGate`` \ub97c \uc815\uc758\ud588\uc2b5\ub2c8\ub2e4.\n\uc774 \ubaa8\ub4c8\uc740 **\uc81c\uc5b4 \ud750\ub984** \uc744 \ud65c\uc6a9\ud569\ub2c8\ub2e4. \uc81c\uc5b4 \ud750\ub984\uc740 \ub8e8\ud504\uc640 ``if`` \uba85\ub839\ubb38\uacfc\n\uac19\uc740 \uac83\uc73c\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4.\n\n\ub9ce\uc740 \ud504\ub808\uc784\uc6cc\ud06c\ub4e4\uc740 \uc8fc\uc5b4\uc9c4 \ud504\ub85c\uadf8\ub7a8 \ucf54\ub4dc\ub85c\ubd80\ud130 \uae30\ud638\uc2dd \ubbf8\ubd84(symbolic\nderivatives)\uc744 \uacc4\uc0b0\ud558\ub294 \uc811\uadfc\ubc95\uc744 \ucde8\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc, PyTorch\uc5d0\uc11c\ub294 \ubcc0\ud654\ub3c4\n\ud14c\uc774\ud504(gradient tape)\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc5f0\uc0b0\uc774 \ubc1c\uc0dd\ud560 \ub54c \uc774\ub97c \uae30\ub85d\ud558\uace0, \ubbf8\ubd84\uac12\uc744\n\uacc4\uc0b0\ud560 \ub54c \uac70\uafb8\ub85c \uc7ac\uc0dd\ud569\ub2c8\ub2e4. \uc774\ub7f0 \ubc29\uc2dd\uc73c\ub85c, \ud504\ub808\uc784\uc6cc\ud06c\ub294 \uc5b8\uc5b4\uc758 \ubaa8\ub4e0 \uad6c\ubb38\uc5d0\n\ub300\ud55c \ubbf8\ubd84\uac12\uc744 \uba85\uc2dc\uc801\uc73c\ub85c \uc815\uc758\ud560 \ud544\uc694\uac00 \uc5c6\uc2b5\ub2c8\ub2e4.\n\n.. figure:: https://github.com/pytorch/pytorch/raw/master/docs/source/_static/img/dynamic_graph.gif\n   :alt: \uc624\ud1a0\uadf8\ub77c\ub4dc\uac00 \uc791\ub3d9\ud558\ub294 \ubc29\uc2dd\n\n   \uc624\ud1a0\uadf8\ub77c\ub4dc\uac00 \uc791\ub3d9\ud558\ub294 \ubc29\uc2dd\n\n\n"
+        "MyCell \ud074\ub798\uc2a4\ub97c \ub2e4\uc2dc \uc815\uc758\ud588\uc9c0\ub9cc, \uc5ec\uae30\uc120 ``MyDecisionGate`` \ub97c \uc815\uc758\ud588\uc2b5\ub2c8\ub2e4.\n\uc774 \ubaa8\ub4c8\uc740 **\uc81c\uc5b4 \ud750\ub984** \uc744 \ud65c\uc6a9\ud569\ub2c8\ub2e4. \uc81c\uc5b4 \ud750\ub984\uc740 \ub8e8\ud504\uc640 ``if`` \uba85\ub839\ubb38\uacfc\n\uac19\uc740 \uac83\uc73c\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4.\n\n\ub9ce\uc740 \ud504\ub808\uc784\uc6cc\ud06c\ub4e4\uc740 \uc8fc\uc5b4\uc9c4 \ud504\ub85c\uadf8\ub7a8 \ucf54\ub4dc\ub85c\ubd80\ud130 \uae30\ud638\uc2dd \ubbf8\ubd84(symbolic\nderivatives)\uc744 \uacc4\uc0b0\ud558\ub294 \uc811\uadfc\ubc95\uc744 \ucde8\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc, PyTorch\uc5d0\uc11c\ub294 \ubcc0\ud654\ub3c4\n\ud14c\uc774\ud504(gradient tape)\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc5f0\uc0b0\uc774 \ubc1c\uc0dd\ud560 \ub54c \uc774\ub97c \uae30\ub85d\ud558\uace0, \ubbf8\ubd84\uac12\uc744\n\uacc4\uc0b0\ud560 \ub54c \uac70\uafb8\ub85c \uc7ac\uc0dd\ud569\ub2c8\ub2e4. \uc774\ub7f0 \ubc29\uc2dd\uc73c\ub85c, \ud504\ub808\uc784\uc6cc\ud06c\ub294 \uc5b8\uc5b4\uc758 \ubaa8\ub4e0 \uad6c\ubb38\uc5d0\n\ub300\ud55c \ubbf8\ubd84\uac12\uc744 \uba85\uc2dc\uc801\uc73c\ub85c \uc815\uc758\ud560 \ud544\uc694\uac00 \uc5c6\uc2b5\ub2c8\ub2e4.\n\n.. figure:: https://github.com/pytorch/pytorch/raw/main/docs/source/_static/img/dynamic_graph.gif\n   :alt: \uc624\ud1a0\uadf8\ub77c\ub4dc\uac00 \uc791\ub3d9\ud558\ub294 \ubc29\uc2dd\n\n   \uc624\ud1a0\uadf8\ub77c\ub4dc\uac00 \uc791\ub3d9\ud558\ub294 \ubc29\uc2dd\n\n\n"
       ]
     },
     {
diff --git a/docs/beginner/Intro_to_TorchScript_tutorial.html b/docs/beginner/Intro_to_TorchScript_tutorial.html
index 6f5633816..f3c073221 100644
--- a/docs/beginner/Intro_to_TorchScript_tutorial.html
+++ b/docs/beginner/Intro_to_TorchScript_tutorial.html
@@ -463,11 +463,11 @@ <h2>PyTorch 모델 작성의 기초<a class="headerlink" href="#pytorch" title="
 <span class="nb">print</span><span class="p">(</span><span class="n">my_cell</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">h</span><span class="p">))</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>(tensor([[0.3753, 0.8249, 0.8435, 0.5375],
-        [0.5665, 0.7241, 0.8127, 0.5566],
-        [0.8290, 0.6250, 0.5181, 0.7576]]), tensor([[0.3753, 0.8249, 0.8435, 0.5375],
-        [0.5665, 0.7241, 0.8127, 0.5566],
-        [0.8290, 0.6250, 0.5181, 0.7576]]))
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>(tensor([[0.6129, 0.9023, 0.2475, 0.6643],
+        [0.5896, 0.7913, 0.2361, 0.6807],
+        [0.8149, 0.8679, 0.5661, 0.7660]]), tensor([[0.6129, 0.9023, 0.2475, 0.6643],
+        [0.5896, 0.7913, 0.2361, 0.6807],
+        [0.8149, 0.8679, 0.5661, 0.7660]]))
 </pre></div>
 </div>
 <p>우리는 다음 작업을 수행했습니다.:</p>
@@ -502,11 +502,11 @@ <h2>PyTorch 모델 작성의 기초<a class="headerlink" href="#pytorch" title="
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>MyCell(
   (linear): Linear(in_features=4, out_features=4, bias=True)
 )
-(tensor([[-0.3062,  0.7067,  0.3896, -0.4582],
-        [ 0.1069,  0.5894,  0.6158, -0.3121],
-        [ 0.6238,  0.6729,  0.1078,  0.1524]], grad_fn=&lt;TanhBackward0&gt;), tensor([[-0.3062,  0.7067,  0.3896, -0.4582],
-        [ 0.1069,  0.5894,  0.6158, -0.3121],
-        [ 0.6238,  0.6729,  0.1078,  0.1524]], grad_fn=&lt;TanhBackward0&gt;))
+(tensor([[0.6727, 0.7429, 0.6171, 0.8134],
+        [0.7613, 0.3871, 0.5461, 0.8945],
+        [0.8020, 0.6856, 0.8246, 0.8536]], grad_fn=&lt;TanhBackward0&gt;), tensor([[0.6727, 0.7429, 0.6171, 0.8134],
+        [0.7613, 0.3871, 0.5461, 0.8945],
+        [0.8020, 0.6856, 0.8246, 0.8536]], grad_fn=&lt;TanhBackward0&gt;))
 </pre></div>
 </div>
 <p>모듈 <code class="docutils literal notranslate"><span class="pre">MyCell</span></code> 을 재정의했지만, 이번에는 <code class="docutils literal notranslate"><span class="pre">self.linear</span></code> 속성을 추가하고
@@ -551,11 +551,11 @@ <h2>PyTorch 모델 작성의 기초<a class="headerlink" href="#pytorch" title="
   (dg): MyDecisionGate()
   (linear): Linear(in_features=4, out_features=4, bias=True)
 )
-(tensor([[ 0.2797,  0.6145,  0.6797, -0.0291],
-        [ 0.2716,  0.4800,  0.8101, -0.2632],
-        [ 0.5457,  0.8588,  0.6202, -0.2416]], grad_fn=&lt;TanhBackward0&gt;), tensor([[ 0.2797,  0.6145,  0.6797, -0.0291],
-        [ 0.2716,  0.4800,  0.8101, -0.2632],
-        [ 0.5457,  0.8588,  0.6202, -0.2416]], grad_fn=&lt;TanhBackward0&gt;))
+(tensor([[ 0.3327,  0.4531,  0.6877,  0.3679],
+        [ 0.3763, -0.0695,  0.6067,  0.5236],
+        [ 0.5550,  0.3187,  0.8690,  0.5507]], grad_fn=&lt;TanhBackward0&gt;), tensor([[ 0.3327,  0.4531,  0.6877,  0.3679],
+        [ 0.3763, -0.0695,  0.6067,  0.5236],
+        [ 0.5550,  0.3187,  0.8690,  0.5507]], grad_fn=&lt;TanhBackward0&gt;))
 </pre></div>
 </div>
 <p>MyCell 클래스를 다시 정의했지만, 여기선 <code class="docutils literal notranslate"><span class="pre">MyDecisionGate</span></code> 를 정의했습니다.
@@ -567,7 +567,7 @@ <h2>PyTorch 모델 작성의 기초<a class="headerlink" href="#pytorch" title="
 계산할 때 거꾸로 재생합니다. 이런 방식으로, 프레임워크는 언어의 모든 구문에
 대한 미분값을 명시적으로 정의할 필요가 없습니다.</p>
 <div class="figure align-default" id="id8">
-<img alt="오토그라드가 작동하는 방식" src="https://github.com/pytorch/pytorch/raw/master/docs/source/_static/img/dynamic_graph.gif" />
+<img alt="오토그라드가 작동하는 방식" src="https://github.com/pytorch/pytorch/raw/main/docs/source/_static/img/dynamic_graph.gif" />
 <p class="caption"><span class="caption-text">오토그라드가 작동하는 방식</span><a class="headerlink" href="#id8" title="이 이미지에 대한 퍼머링크">¶</a></p>
 </div>
 </div>
@@ -600,11 +600,11 @@ <h3><code class="docutils literal notranslate"><span class="pre">Module</span></
   (linear): Linear(original_name=Linear)
 )
 
-(tensor([[ 0.7324, -0.3243,  0.1321,  0.1625],
-        [ 0.0783,  0.4072,  0.1977, -0.2026],
-        [-0.0253,  0.4354,  0.1660,  0.2262]], grad_fn=&lt;TanhBackward0&gt;), tensor([[ 0.7324, -0.3243,  0.1321,  0.1625],
-        [ 0.0783,  0.4072,  0.1977, -0.2026],
-        [-0.0253,  0.4354,  0.1660,  0.2262]], grad_fn=&lt;TanhBackward0&gt;))
+(tensor([[0.9564, 0.6855, 0.8985, 0.6681],
+        [0.9028, 0.4467, 0.9141, 0.7140],
+        [0.9648, 0.7171, 0.8723, 0.8622]], grad_fn=&lt;TanhBackward0&gt;), tensor([[0.9564, 0.6855, 0.8985, 0.6681],
+        [0.9028, 0.4467, 0.9141, 0.7140],
+        [0.9648, 0.7171, 0.8723, 0.8622]], grad_fn=&lt;TanhBackward0&gt;))
 </pre></div>
 </div>
 <p>살짝 앞으로 돌아가 <code class="docutils literal notranslate"><span class="pre">MyCell</span></code> 의 두 번째 버전을 가져왔습니다. 이전에 이것을
@@ -661,17 +661,17 @@ <h3><code class="docutils literal notranslate"><span class="pre">Module</span></
 <span class="nb">print</span><span class="p">(</span><span class="n">traced_cell</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">h</span><span class="p">))</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>(tensor([[ 0.7324, -0.3243,  0.1321,  0.1625],
-        [ 0.0783,  0.4072,  0.1977, -0.2026],
-        [-0.0253,  0.4354,  0.1660,  0.2262]], grad_fn=&lt;TanhBackward0&gt;), tensor([[ 0.7324, -0.3243,  0.1321,  0.1625],
-        [ 0.0783,  0.4072,  0.1977, -0.2026],
-        [-0.0253,  0.4354,  0.1660,  0.2262]], grad_fn=&lt;TanhBackward0&gt;))
-(tensor([[ 0.7324, -0.3243,  0.1321,  0.1625],
-        [ 0.0783,  0.4072,  0.1977, -0.2026],
-        [-0.0253,  0.4354,  0.1660,  0.2262]],
-       grad_fn=&lt;DifferentiableGraphBackward&gt;), tensor([[ 0.7324, -0.3243,  0.1321,  0.1625],
-        [ 0.0783,  0.4072,  0.1977, -0.2026],
-        [-0.0253,  0.4354,  0.1660,  0.2262]],
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>(tensor([[0.9564, 0.6855, 0.8985, 0.6681],
+        [0.9028, 0.4467, 0.9141, 0.7140],
+        [0.9648, 0.7171, 0.8723, 0.8622]], grad_fn=&lt;TanhBackward0&gt;), tensor([[0.9564, 0.6855, 0.8985, 0.6681],
+        [0.9028, 0.4467, 0.9141, 0.7140],
+        [0.9648, 0.7171, 0.8723, 0.8622]], grad_fn=&lt;TanhBackward0&gt;))
+(tensor([[0.9564, 0.6855, 0.8985, 0.6681],
+        [0.9028, 0.4467, 0.9141, 0.7140],
+        [0.9648, 0.7171, 0.8723, 0.8622]],
+       grad_fn=&lt;DifferentiableGraphBackward&gt;), tensor([[0.9564, 0.6855, 0.8985, 0.6681],
+        [0.9028, 0.4467, 0.9141, 0.7140],
+        [0.9648, 0.7171, 0.8723, 0.8622]],
        grad_fn=&lt;DifferentiableGraphBackward&gt;))
 </pre></div>
 </div>
@@ -765,11 +765,11 @@ <h2>스크립팅을 사용하여 모듈 변환<a class="headerlink" href="#id4"
 <span class="n">traced_cell</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">h</span><span class="p">)</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>(tensor([[0.6585, 0.0558, 0.3720, 0.5105],
-        [0.8285, 0.5487, 0.5880, 0.2457],
-        [0.4929, 0.2075, 0.2141, 0.6373]], grad_fn=&lt;TanhBackward0&gt;), tensor([[0.6585, 0.0558, 0.3720, 0.5105],
-        [0.8285, 0.5487, 0.5880, 0.2457],
-        [0.4929, 0.2075, 0.2141, 0.6373]], grad_fn=&lt;TanhBackward0&gt;))
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>(tensor([[ 0.0281,  0.9534,  0.0623, -0.0350],
+        [ 0.4146,  0.9282,  0.3834,  0.3907],
+        [ 0.7277,  0.7082,  0.2041, -0.0696]], grad_fn=&lt;TanhBackward0&gt;), tensor([[ 0.0281,  0.9534,  0.0623, -0.0350],
+        [ 0.4146,  0.9282,  0.3834,  0.3907],
+        [ 0.7277,  0.7082,  0.2041, -0.0696]], grad_fn=&lt;TanhBackward0&gt;))
 </pre></div>
 </div>
 <div class="section" id="id5">
@@ -875,7 +875,7 @@ <h3>더 읽을거리<a class="headerlink" href="#id7" title="이 제목에 대
 <p>튜토리얼을 완료했습니다! 관련 데모를 보려면 TorchScript를 사용하여 기계 번역
 모델을 변환하기 위한 NeurIPS 데모를 확인하십시오:
 <a class="reference external" href="https://colab.research.google.com/drive/1HiICg6jRkBnr5hvK2-VnMi88Vi9pUzEJ">https://colab.research.google.com/drive/1HiICg6jRkBnr5hvK2-VnMi88Vi9pUzEJ</a></p>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 0 minutes  0.671 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 0 minutes  0.368 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-beginner-intro-to-torchscript-tutorial-py">
 <div class="sphx-glr-download sphx-glr-download-python docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/07d05907b3ff859aeed5f76f1acc5df4/Intro_to_TorchScript_tutorial.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">Intro_to_TorchScript_tutorial.py</span></code></a></p>
diff --git a/docs/beginner/sg_execution_times.html b/docs/beginner/sg_execution_times.html
index cb4a10d59..befbc9829 100644
--- a/docs/beginner/sg_execution_times.html
+++ b/docs/beginner/sg_execution_times.html
@@ -13,7 +13,7 @@
   
 <meta property="og:url" content="https://tutorials.pytorch.kr/beginner/sg_execution_times.html" />
   
-<meta property="og:description" content="00:10.709 total execution time for beginner files:,,, TorchText로 언어 번역하기( torchtext_translation.py), 00:10.709, 0.0 MB,, TorchScript 소개( Intro_to_TorchScript_tutorial.py), 00:00.000, 0.0 MB,, 오디오 데이터 증강( audio_data_augmentation_tutorial.py), 00:00.000, 0.0 MB,, Audio Datasets( audio_datasets_tuto..." />
+<meta property="og:description" content="00:09.389 total execution time for beginner files:,,, TorchText로 언어 번역하기( torchtext_translation.py), 00:09.389, 0.0 MB,, TorchScript 소개( Intro_to_TorchScript_tutorial.py), 00:00.000, 0.0 MB,, 오디오 데이터 증강( audio_data_augmentation_tutorial.py), 00:00.000, 0.0 MB,, Audio Datasets( audio_datasets_tuto..." />
   
 <meta property="og:image" content="https://tutorials.pytorch.kr/_static/logos/logo-kr-sm-dark.png" />
   
@@ -398,7 +398,7 @@
               
   <div class="section" id="computation-times">
 <span id="sphx-glr-beginner-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="이 제목에 대한 퍼머링크">¶</a></h1>
-<p><strong>00:10.709</strong> total execution time for <strong>beginner</strong> files:</p>
+<p><strong>00:09.389</strong> total execution time for <strong>beginner</strong> files:</p>
 <table class="docutils align-default">
 <colgroup>
 <col style="width: 86%" />
@@ -407,7 +407,7 @@
 </colgroup>
 <tbody>
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@@ -884,7 +884,7 @@ <h2>다음 단계<a class="headerlink" href="#id2" title="이 제목에 대한 
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diff --git a/docs/intermediate/ax_multiobjective_nas_tutorial.html b/docs/intermediate/ax_multiobjective_nas_tutorial.html
index 9a7e5e497..0dce94c21 100644
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+++ b/docs/intermediate/ax_multiobjective_nas_tutorial.html
@@ -722,11 +722,11 @@ <h2>Choosing the GenerationStrategy<a class="headerlink" href="#choosing-the-gen
   <span class="p">)</span>
 </pre></div>
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-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[INFO 04-09 01:09:59] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
-[INFO 04-09 01:09:59] ax.modelbridge.dispatch_utils: Calculating the number of remaining initialization trials based on num_initialization_trials=None max_initialization_trials=None num_tunable_parameters=6 num_trials=48 use_batch_trials=False
-[INFO 04-09 01:09:59] ax.modelbridge.dispatch_utils: calculated num_initialization_trials=9
-[INFO 04-09 01:09:59] ax.modelbridge.dispatch_utils: num_completed_initialization_trials=0 num_remaining_initialization_trials=9
-[INFO 04-09 01:09:59] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name=&#39;Sobol+MOO&#39;, steps=[Sobol for 9 trials, MOO for subsequent trials]). Iterations after 9 will take longer to generate due to model-fitting.
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[INFO 05-05 15:36:31] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
+[INFO 05-05 15:36:31] ax.modelbridge.dispatch_utils: Calculating the number of remaining initialization trials based on num_initialization_trials=None max_initialization_trials=None num_tunable_parameters=6 num_trials=48 use_batch_trials=False
+[INFO 05-05 15:36:31] ax.modelbridge.dispatch_utils: calculated num_initialization_trials=9
+[INFO 05-05 15:36:31] ax.modelbridge.dispatch_utils: num_completed_initialization_trials=0 num_remaining_initialization_trials=9
+[INFO 05-05 15:36:31] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name=&#39;Sobol+MOO&#39;, steps=[Sobol for 9 trials, MOO for subsequent trials]). Iterations after 9 will take longer to generate due to model-fitting.
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@@ -759,7 +759,7 @@ <h2>Configuring the Scheduler<a class="headerlink" href="#configuring-the-schedu
 <span class="p">)</span>
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+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[INFO 05-05 15:36:31] Scheduler: `Scheduler` requires experiment to have immutable search space and optimization config. Setting property immutable_search_space_and_opt_config to `True` on experiment.
 </pre></div>
 </div>
 </div>
@@ -785,7 +785,7 @@ <h2>Running the optimization<a class="headerlink" href="#running-the-optimizatio
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 <span class="w">    </span><span class="k">raise</span> <span class="n">FailureRateExceededError</span><span class="p">(</span>
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+<span class="gr">ax.service.scheduler.FailureRateExceededError</span>: <span class="n">Failure rate exceeds the tolerated trial failure rate of 0.5 (at least 6 out of first 8 trials failed). Checks are triggered both at the end of a optimization and if at least 5 trials have failed.</span>
 </pre></div>
 </div>
 </div>
@@ -869,7 +869,7 @@ <h2>Evaluating the results<a class="headerlink" href="#evaluating-the-results" t
 <h2>Acknowledgements<a class="headerlink" href="#acknowledgements" title="이 제목에 대한 퍼머링크">¶</a></h2>
 <p>We thank the TorchX team (in particular Kiuk Chung and Tristan Rice)
 for their help with integrating TorchX with Ax.</p>
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 <span id="sphx-glr-intermediate-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="이 제목에 대한 퍼머링크">¶</a></h1>
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@@ -822,7 +822,7 @@ <h2>세번째: Dataloader<a class="headerlink" href="#dataloader" title="이 제
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Backend User Workflow", "PyTorch \uc0ac\uc804 \ube4c\ub4dc\ub41c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\ub294 \ub124\uc774\ud2f0\ube0c Android \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ub9cc\ub4e4\uae30", "(beta) Bundling inputs to PyTorch Models", "Direct Device-to-Device Communication with TensorPipe CUDA RPC", "Flask\ub85c \ubc30\ud3ec\ud558\uae30", "Distributed Optimizer with TorchScript support", "Profiling PyTorch RPC-Based Workloads", "Fuse Modules Recipe", "Intel\u00ae Extension for PyTorch*", "Ease-of-use quantization for PyTorch with Intel\u00ae Neural Compressor", "(beta) Efficient mobile interpreter in Android and iOS", "PyTorch \ubaa8\ubc14\uc77c \uc131\ub2a5 \ub808\uc2dc\ud53c", "Model Preparation for Android Recipe", "Model Preparation for iOS Recipe", "Profiling PyTorch workloads with The Instrumentation and Tracing Technology (ITT) API", "Summary of PyTorch Mobile Recipes", "\uc591\uc790\ud654 \ub808\uc2dc\ud53c", "\uc0ac\uc6a9\uc790 \uc815\uc758 PyTorch Dataloader \uc791\uc131\ud558\uae30", "PyTorch Recipes", "Computation times", "PyTorch Recipes", "Script and Optimize for Mobile Recipe", "TorchScript\ub85c \ubc30\ud3ec\ud558\uae30", "Shard Optimizer States with ZeroRedundancyOptimizer", "Changelog", "Configuration", "<span class=\"section-number\">5. </span><code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">test_py_module</span></code>", "<span class=\"section-number\">3. </span>Paragraph Level Markup", "<span class=\"section-number\">4. </span>Lists &amp; Tables", "<span class=\"section-number\">1. </span>Long Sticky Nav", "<span class=\"section-number\">1. </span>Structural Elements", "&lt;no title&gt;", "Installation"], "terms": {"\uc774": [0, 1, 2, 4, 6, 9, 10, 11, 14, 15, 16, 18, 19, 25, 26, 27, 29, 30, 31, 33, 34, 36, 37, 38, 40, 42, 43, 44, 45, 46, 53, 54, 59, 62, 63, 65, 70, 72, 77, 80, 85, 86, 88, 91, 94, 95, 96, 97, 98, 99, 100, 105, 107, 108, 113, 115, 116, 120, 121, 122, 124, 126, 127, 128, 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63, 78, 80, 81, 84, 86, 91, 94, 96, 99, 103, 106, 107, 108, 109, 113, 116, 117, 122, 123, 124, 133, 136, 137, 138, 140, 148, 154, 162, 188, 189], "dx\ub97c": 1, "\ucd9c\ub825\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4": [1, 69], "grad": [1, 10, 25, 36, 40, 59, 65, 69, 78, 88, 92, 94, 104, 105, 107, 108, 109, 110, 113, 115, 118, 123, 129, 130, 131, 132, 151, 166], "4": [1, 3, 4, 9, 10, 11, 15, 17, 18, 21, 24, 25, 26, 27, 29, 30, 31, 33, 36, 38, 42, 43, 45, 46, 47, 48, 49, 55, 65, 66, 67, 78, 80, 81, 83, 84, 85, 86, 88, 89, 91, 92, 96, 98, 99, 100, 102, 103, 104, 105, 106, 107, 109, 111, 112, 115, 117, 119, 120, 121, 122, 124, 126, 127, 129, 130, 131, 132, 135, 136, 137, 141, 143, 144, 147, 151, 152, 153, 154, 156, 160, 162, 167, 169, 171, 178, 182, 186, 188, 189, 192], "5000": [1, 24, 66, 67, 83, 84, 99, 107, 108, 124, 133, 151, 152, 153, 165], "5": [1, 3, 4, 6, 8, 9, 10, 17, 19, 20, 23, 24, 25, 27, 29, 30, 31, 33, 36, 38, 40, 42, 43, 46, 55, 65, 66, 67, 69, 74, 78, 80, 81, 83, 84, 85, 86, 88, 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44, 45, 46, 59, 80, 86, 92, 100, 105, 107, 108, 115, 124, 126, 127, 128, 129, 137, 143, 159, 178], "\ucd94\uc801\ud558\uc9c0": [1, 6, 25, 88], "\uc54a\ub3c4\ub85d": [1, 6, 65, 85, 98, 99, 113, 120, 178], "pow": [1, 3, 25, 59, 63, 78, 94, 105, 151], "no_grad": [1, 6, 9, 14, 25, 29, 30, 35, 36, 37, 46, 53, 54, 59, 78, 80, 85, 86, 88, 89, 92, 93, 94, 96, 97, 98, 99, 103, 104, 107, 108, 109, 116, 120, 124, 127, 128, 129, 131, 133, 135, 139, 142, 145, 148, 155, 159, 166, 183], "\ud639\uc740": [1, 4, 43, 46, 53, 65, 91, 122, 126, 172], "detach": [1, 4, 6, 8, 9, 10, 25, 46, 65, 78, 84, 88, 116, 117, 129, 133, 148], "\ub0b4\uc6a9\uc740": [1, 4, 16, 18, 40, 65, 80, 97, 100, 113, 127, 135, 140, 162, 165, 172, 177, 183], "\ub3d9\uc77c\ud558\uc9c0\ub9cc": [1, 92, 115, 133], "\ud544\uc694": [1, 14, 25, 99, 108, 115], "\uc5c6\ub294": [1, 2, 4, 14, 27, 29, 31, 65, 88, 91, 107, 122], "\uc0c8": [1, 16, 37, 43, 53, 54, 80, 91, 105, 129, 172], "\uc5bb\uc744": [1, 4, 11, 15, 38, 46, 65, 69, 99, 115, 124, 127, 133], "eq": [1, 14, 17, 55, 74, 84, 104, 109, 131, 135, 136, 145, 170, 188], "all": [1, 3, 5, 7, 8, 13, 16, 17, 18, 23, 30, 35, 37, 43, 44, 47, 49, 50, 52, 55, 56, 66, 74, 78, 81, 84, 89, 91, 93, 99, 102, 103, 104, 105, 106, 109, 110, 111, 112, 113, 114, 115, 116, 118, 119, 123, 125, 130, 131, 132, 133, 136, 138, 141, 142, 143, 144, 148, 149, 150, 151, 152, 154, 157, 160, 161, 164, 167, 169, 170, 175, 181, 184, 188, 189], "bool": [1, 8, 17, 18, 55, 74, 84, 116, 119, 120, 123, 129, 148, 152, 154, 162, 182, 186], "is_leaf": [1, 144, 167], "detach_": [1, 132], "register_hook": 1, "retain_grad": 1, "\ub4f1": [1, 4, 33, 38, 42, 43, 80, 91, 129], "api\uc5d0": [1, 2, 16, 33, 42, 115, 162], "\uc790\uc138\ud55c": [1, 11, 16, 25, 29, 36, 37, 38, 44, 46, 54, 65, 97, 99, 100, 108, 113, 127, 128, 135, 137, 140, 162, 165, 177, 183], "\ubb38\uc11c": [1, 4, 25, 40, 88, 113, 115, 165, 183], "\uadf8\ub798\ub514\uc5b8\ud2b8\ub97c": [1, 4], "\uc0ac\uc6a9\ud558\ub294": [1, 2, 4, 9, 11, 14, 16, 18, 25, 29, 33, 34, 37, 38, 42, 43, 45, 46, 53, 54, 65, 69, 70, 85, 86, 91, 92, 94, 97, 100, 102, 108, 113, 115, 120, 121, 122, 127, 128, 129, 133, 140, 143, 177, 181], "\uc0ac\ub840\ub85c": 1, "\ud328\ub110\ud2f0": 1, "\uacc4\uc0b0\uc774": [1, 14, 80, 98, 120], "\uc0b4\ud3b4\ubd05\uc2dc\ub2e4": [1, 4, 15, 18, 86, 126, 183], "includ": [1, 2, 3, 4, 5, 16, 17, 23, 35, 47, 49, 55, 56, 66, 67, 74, 78, 81, 84, 106, 110, 111, 123, 125, 131, 138, 141, 142, 144, 145, 150, 151, 153, 155, 160, 161, 162, 164, 166, 167, 169, 170, 171, 173, 174, 175, 183, 186, 188], "h": [1, 2, 3, 4, 5, 6, 7, 9, 16, 17, 18, 30, 43, 45, 66, 99, 109, 116, 117, 120, 121, 124, 125, 129, 137, 143, 148, 150, 162, 165, 169, 171, 174, 178, 183], "nn": [1, 2, 3, 4, 6, 8, 9, 10, 11, 13, 14, 15, 16, 18, 19, 22, 25, 29, 30, 35, 36, 37, 38, 40, 43, 46, 49, 55, 58, 60, 65, 66, 67, 68, 70, 71, 78, 80, 83, 85, 86, 89, 91, 93, 95, 96, 98, 100, 102, 103, 104, 105, 107, 108, 109, 113, 114, 116, 118, 119, 120, 121, 122, 123, 124, 127, 129, 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155, 156, 159, 163, 164, 166, 167, 168, 169, 170, 171, 172, 175, 177, 178, 182], "n": [2, 3, 4, 6, 9, 14, 16, 17, 25, 26, 29, 30, 33, 36, 42, 43, 45, 54, 55, 62, 63, 67, 74, 78, 80, 81, 83, 84, 91, 92, 93, 94, 96, 99, 100, 103, 104, 107, 109, 115, 116, 117, 119, 120, 121, 122, 124, 126, 129, 130, 131, 132, 133, 135, 136, 137, 139, 143, 145, 148, 151, 152, 153, 154, 162, 165, 169, 178, 183], "super": [2, 3, 4, 6, 8, 9, 10, 11, 13, 14, 15, 16, 18, 26, 29, 30, 37, 38, 40, 43, 46, 54, 55, 65, 69, 70, 74, 78, 80, 81, 83, 85, 86, 89, 91, 92, 96, 97, 99, 104, 105, 107, 108, 109, 113, 114, 119, 120, 122, 124, 126, 129, 130, 131, 132, 133, 135, 136, 137, 139, 142, 155, 156, 159, 162, 163, 164, 168, 169, 170, 171, 172, 175], "paramet": [2, 3, 4, 6, 7, 8, 11, 14, 16, 18, 25, 26, 28, 29, 30, 36, 37, 40, 43, 45, 46, 56, 59, 67, 74, 78, 80, 83, 85, 86, 89, 91, 92, 93, 94, 96, 97, 98, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 111, 113, 114, 115, 118, 120, 122, 123, 124, 126, 127, 129, 132, 133, 135, 136, 138, 139, 141, 142, 143, 145, 151, 156, 157, 159, 164, 166, 170, 175, 179, 181, 182, 184, 192], "mv": [2, 93], "els": [2, 3, 5, 6, 8, 9, 11, 13, 14, 17, 18, 20, 24, 26, 30, 35, 37, 38, 43, 45, 46, 53, 54, 55, 65, 66, 78, 83, 84, 92, 93, 96, 97, 98, 99, 103, 107, 108, 109, 114, 115, 116, 117, 120, 121, 125, 126, 127, 129, 130, 131, 132, 133, 135, 136, 137, 139, 143, 145, 148, 156, 162, 163, 164, 166, 168, 171, 178, 182, 184, 188, 189], "\uba54\uc18c\ub4dc\ub294": [2, 9, 88, 115, 122, 162], "\uc785\ub825\uac12\uc5d0": [2, 53], "\uc601\ud5a5\uc744": [2, 4, 6, 9, 14, 29, 46, 122, 126, 137], "\ubc1b\ub294": [2, 14, 34, 96], "\ubaa8\ub4c8\uc740": [2, 4, 9, 15, 18, 26, 30, 34, 69, 70, 80, 91, 96, 99, 121, 124, 126, 159], "\ud2b8\ub808\uc774\uc2f1\uc5d0\ub294": 2, "\ucef4\ud30c\uc77c\ud574\uc57c": 2, "my_modul": 2, "10": [2, 4, 5, 6, 8, 10, 11, 14, 17, 18, 22, 23, 24, 26, 27, 29, 30, 31, 34, 35, 36, 37, 38, 40, 43, 45, 46, 47, 55, 59, 62, 65, 66, 67, 69, 70, 74, 78, 80, 81, 83, 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"\ub85c\ub4dc\ud558\uae30": [2, 80], "\uc5b4\ud50c\ub9ac\ucf00\uc774\uc158\uc774": 2, "\ubc18\ub4dc\uc2dc": [2, 4, 27, 54, 113, 115], "\ubd88\ub9ac\ub294": [2, 4, 15, 18, 25, 31, 116, 135, 140], "\uc0ac\uc6a9\ud574\uc57c\ud569\ub2c8\ub2e4": 2, "libtorch\ub294": 2, "\uc5ec\ub7ec": [2, 11, 38, 40, 43, 53, 54, 65, 69, 70, 80, 86, 99, 102, 107, 108, 113, 115, 116, 120, 122, 124, 128, 133, 137, 140, 165, 181], "\uacf5\uc720": [2, 115], "\ub77c\uc774\ube0c\ub7ec\ub9ac\ub4e4": 2, "\ud5e4\ub354": [2, 4], "\ud30c\uc77c\ub4e4": [2, 162, 165], "cmake": [2, 4, 16, 150, 161, 169, 183], "\uc124\uc815\ud30c\uc77c\ub4e4\uc744": 2, "cmake\ub294": [2, 4], "libtorch\ub97c": [2, 16, 160], "\uc4f0\uae30\uc704\ud55c": 2, "\ud544\uc218": [2, 4, 9], "\uc544\ub2c8\uc9c0\ub9cc": [2, 6, 53, 54, 80, 94, 172], "\uad8c\uc7a5\ub418\ub294": [2, 4, 183], "\ubc29\uc2dd\uc774\uace0": 2, "\ud5a5\ud6c4\uc5d0\ub3c4": 2, "\uacc4\uc18d": [2, 26, 40, 43, 65, 80, 88, 91, 113, 160], "\uc9c0\uc6d0\ub420": 2, "cmake\uc640": 2, "\uc544\uc8fc": [2, 15, 43, 70, 88, 98, 122, 127, 133, 135], "\ub9cc\ub4e4\uc5b4\ubcf4\ub3c4\ub85d": [2, 45], "\ud558\uaca0\uc2b5\ub2c8\ub2e4": [2, 4, 6, 30, 37, 43, 45, 46, 85, 92, 115, 120, 126, 139, 143, 178], "\uc6b0\uc120": [2, 4, 43, 97, 113, 115, 172], "\ub85c\ub4dc\ud558\ub294": [2, 4, 80], "\uc0b4\ud3b4\ubcf4\ub3c4\ub85d": [2, 45, 115, 139], "\uc544\ub798\uc758": [2, 4, 26, 27, 46, 53, 54, 85, 91, 100, 105, 122, 137, 143], "\ud558\ub098\uc758": [2, 4, 11, 27, 29, 38, 40, 43, 69, 80, 85, 86, 88, 91, 92, 96, 102, 107, 108, 113, 115, 122, 124, 126, 129, 133, 137, 140, 165, 172, 181], "\ud5e4\ub354\ud30c\uc77c": 2, "iostream": [2, 3, 4, 16, 17, 169], "memori": [2, 3, 5, 7, 13, 15, 16, 17, 56, 66, 81, 84, 87, 90, 93, 97, 102, 103, 104, 111, 120, 123, 131, 138, 144, 150, 151, 154, 155, 164, 167, 168, 169, 181, 184], "int": [2, 3, 4, 8, 13, 14, 16, 17, 18, 19, 22, 23, 45, 47, 49, 53, 54, 55, 67, 74, 96, 97, 99, 100, 103, 104, 105, 106, 115, 117, 120, 123, 125, 126, 129, 130, 131, 132, 138, 143, 148, 150, 161, 162, 163, 165, 169, 172, 178, 182, 183, 186], "main": [2, 3, 4, 8, 16, 17, 46, 47, 49, 54, 56, 67, 92, 100, 103, 104, 111, 114, 130, 131, 132, 141, 142, 143, 149, 161, 162, 167, 168, 169, 170, 171, 172, 175, 183, 184, 186, 188, 190], "argc": [2, 16, 17, 169, 183], "const": [2, 3, 4, 5, 7, 16, 17, 54, 125, 136, 162, 169, 171, 183], "char": [2, 16, 17, 54, 162, 169, 183], "cerr": [2, 16, 17, 169, 183], "usag": [2, 8, 17, 55, 78, 102, 104, 130, 132, 138, 142, 148, 150, 155, 156, 169, 175, 183, 188], "path": [2, 3, 4, 6, 13, 14, 16, 17, 20, 21, 23, 27, 35, 37, 43, 44, 45, 46, 47, 54, 55, 66, 78, 84, 92, 98, 103, 104, 105, 106, 107, 108, 116, 120, 125, 127, 136, 137, 141, 143, 145, 148, 150, 151, 155, 156, 160, 161, 162, 165, 169, 171, 172, 173, 174, 175, 177, 178, 183], "export": [2, 5, 15, 17, 40, 55, 66, 74, 78, 93, 112, 116, 136, 162, 163, 167, 171, 183], "try": [2, 16, 17, 35, 43, 47, 52, 53, 55, 56, 66, 78, 84, 105, 106, 108, 109, 121, 125, 133, 136, 138, 141, 145, 149, 152, 162, 165, 166, 169, 171, 183, 188, 189], "load": [2, 3, 4, 6, 13, 14, 15, 16, 17, 18, 19, 22, 24, 27, 28, 30, 31, 35, 37, 40, 43, 49, 53, 54, 65, 67, 84, 85, 92, 93, 100, 102, 104, 105, 113, 116, 117, 136, 137, 138, 144, 145, 147, 148, 149, 155, 156, 160, 161, 162, 165, 167, 169, 170, 171, 172, 173, 174, 179, 181, 183], "scriptmodule\uc744": [2, 183], "\uc5ed\uc9c1\ub82c\ud654": [2, 183], "catch": [2, 5, 8, 16, 53, 162, 169, 171, 183], "c10": [2, 5, 7, 16, 125, 150, 162, 169, 183], "error": [2, 3, 5, 7, 8, 16, 29, 30, 36, 40, 43, 47, 53, 55, 56, 59, 69, 78, 81, 84, 94, 103, 110, 114, 122, 125, 129, 147, 151, 152, 156, 162, 169, 171, 183, 188], "e": [2, 3, 5, 7, 8, 13, 16, 17, 23, 35, 46, 47, 52, 53, 55, 56, 66, 67, 74, 78, 81, 84, 91, 93, 99, 102, 104, 106, 110, 112, 114, 117, 120, 121, 124, 125, 130, 132, 133, 136, 137, 138, 141, 145, 148, 152, 153, 154, 157, 161, 162, 164, 166, 169, 183], "ok": [2, 55, 130, 188], "\ud5e4\ub354\ub294": [2, 162], "\uc608\uc2dc\ub97c": [2, 4, 40, 45, 53, 54, 85, 86, 91], "\uc6b0\ub9ac\uc758": [2, 4, 38, 43, 46, 53, 54, 86, 91, 92, 107, 129, 143, 162, 178], "\uc5b4\ud50c\ub9ac\ucf00\uc774\uc158\uc740": [2, 113], "\uacbd\ub85c\ub97c": [2, 4, 43, 46, 85, 105, 160, 162], "\uc720\uc77c\ud55c": [2, 4, 36, 143], "\uba85\ub839\ud589": 2, "\uc785\ub825\ubc1b\uace0": [2, 4, 38], "\ud30c\uc77c\uacbd\ub85c\ub97c": 2, "\uc5ed\uc9c1\ub82c\ud654\ud569\ub2c8\ub2e4": 2, "\ub3cc\ub824\ubc1b\uc2b5\ub2c8\ub2e4": [2, 107], "\ub9ac\ud134\ubc1b\uc740": 2, "\uc0ac\uc6a9\ud558\ub294\uc9c0\uc5d0": [2, 16, 91, 122], "\ub300\ud574\uc11c\ub294": [2, 36, 37, 38, 43, 69, 88, 91, 92, 94, 98, 120, 122], "\uace7": 2, "cpp": [2, 3, 4, 5, 16, 17, 101, 102, 149, 162, 169, 183], "\ud30c\uc77c\uc5d0": [2, 16, 27, 43, 160, 162, 165, 181], "\uc800\uc7a5\ud558\uc600\ub2e4\uace0": 2, "\ube4c\ub4dc\ud558\uae30": [2, 4], "cmakelist": [2, 4, 16, 17, 162, 169, 183], "txt": [2, 3, 4, 6, 16, 17, 43, 67, 107, 108, 116, 128, 133, 136, 148, 162, 169, 183], "cmake_minimum_requir": [2, 4, 16, 17, 162, 169, 183], "version": [2, 3, 4, 5, 7, 16, 17, 35, 66, 81, 84, 103, 104, 105, 106, 109, 116, 118, 121, 123, 125, 136, 138, 146, 148, 149, 150, 151, 161, 162, 168, 169, 170, 171, 183, 186, 189], "fatal_error": [2, 4, 16, 17, 162, 169, 183], "project": [2, 3, 4, 16, 17, 55, 78, 83, 125, 139, 149, 150, 160, 162, 169, 170, 171, 173, 174, 175, 176, 181, 183, 184, 187, 192], "custom_op": [2, 183], "find_packag": [2, 4, 16, 17, 169, 183], "requir": [2, 3, 4, 5, 7, 13, 16, 17, 20, 21, 22, 23, 24, 36, 49, 55, 56, 66, 67, 74, 78, 104, 106, 109, 110, 112, 113, 114, 116, 118, 123, 130, 131, 132, 142, 145, 146, 148, 152, 153, 154, 155, 163, 169, 170, 171, 173, 183, 186], "add_execut": [2, 4, 16, 17, 169, 183], "target_link_librari": [2, 4, 16, 17, 162, 169, 183], "torch_librari": [2, 4, 5, 16, 17, 169, 183], "set_properti": [2, 4, 169, 183], "properti": [2, 3, 4, 8, 17, 24, 78, 84, 106, 117, 121, 141, 142, 152, 162, 169, 183, 186], "cxx_standard": [2, 4, 169, 183], "14": [2, 4, 10, 16, 17, 18, 24, 31, 43, 55, 59, 63, 65, 66, 67, 74, 80, 81, 82, 83, 86, 98, 99, 100, 104, 107, 117, 124, 133, 135, 136, 141, 144, 147, 153, 162, 167, 169, 170, 177, 192], "\uc608\uc2dc": [2, 43, 97, 107, 113, 126], "\ub9c8\uc9c0\ub9c9\uc73c\ub85c": [2, 4, 6, 9, 11, 14, 15, 36, 43, 46, 65, 80, 86, 92, 97, 115, 126, 139, 140, 160, 165, 181], "\uac83\uc740": [2, 4, 18, 33, 36, 37, 38, 42, 43, 46, 53, 54, 70, 86, 88, 91, 92, 94, 97, 105, 120, 121, 122, 126, 128, 133, 137, 181, 183], "\ubc30\ud3ec\ud310\uc785\ub2c8\ub2e4": 2, "\ucd5c\uc2e0\uc758": [2, 94, 100], "\uc548\uc815": 2, "\uc6f9\uc0ac\uc774\ud2b8\uc758": 2, "page": [2, 7, 17, 48, 56, 132, 138, 162, 163, 171, 190, 192], "\ub85c\ubd80\ud130": [2, 36, 69, 92, 96, 143], "\ubc1b\uc73c\uc2e4": [2, 143], "\ucd5c\uc2e0": [2, 4, 80, 97, 100, 115, 116, 121, 127, 128, 129, 133, 135, 162], "\ub2e4\uc6b4\ub85c\ub4dc": [2, 9, 14, 45, 65, 77, 80, 92, 97, 98, 107, 127, 128, 143, 160], 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147, 148, 151, 152, 156, 161, 164, 166, 167, 186], "user": [3, 13, 55, 65, 74, 93, 103, 105, 113, 119, 121, 123, 130, 132, 135, 136, 138, 140, 141, 142, 144, 145, 148, 149, 151, 152, 153, 154, 156, 157, 160, 164, 166, 167, 169, 170, 175, 188, 189], "creat": [3, 7, 13, 16, 17, 24, 35, 36, 52, 55, 67, 69, 74, 78, 81, 83, 89, 91, 93, 99, 102, 103, 110, 113, 114, 115, 116, 118, 121, 123, 125, 131, 132, 136, 138, 143, 144, 147, 148, 149, 150, 151, 154, 155, 156, 161, 163, 167, 171, 174, 175, 182, 184, 188], "i": [3, 4, 5, 6, 8, 9, 13, 14, 16, 17, 18, 20, 27, 35, 37, 43, 45, 46, 47, 52, 53, 54, 55, 56, 65, 66, 67, 74, 78, 80, 81, 83, 85, 86, 89, 91, 92, 95, 98, 99, 103, 107, 108, 112, 114, 115, 117, 120, 121, 123, 124, 130, 131, 132, 133, 136, 137, 139, 141, 142, 143, 151, 153, 154, 162, 163, 164, 166, 167, 170, 175, 178, 188, 189], "separ": [3, 5, 17, 66, 74, 78, 83, 84, 99, 106, 117, 129, 131, 145, 151, 166], "backend": [3, 8, 11, 13, 46, 47, 49, 56, 98, 100, 101, 102, 106, 109, 112, 113, 121, 128, 138, 140, 142, 149, 150, 155, 157, 164, 167, 177, 187], "approach": [3, 6, 17, 50, 111, 131, 133, 146, 151, 154, 170], "differ": [3, 5, 6, 7, 8, 13, 17, 22, 23, 54, 55, 56, 66, 74, 81, 84, 103, 104, 106, 108, 109, 112, 114, 118, 119, 121, 123, 125, 129, 130, 131, 132, 136, 138, 141, 142, 144, 145, 147, 150, 151, 152, 153, 154, 156, 161, 166, 167, 168, 179, 181, 182, 184, 186], "nativ": [3, 5, 17, 35, 49, 102, 103, 116, 132, 141, 142, 151, 154, 162, 166, 169], "intend": [3, 5, 17, 78, 104, 109, 151, 164, 167], "much": [3, 5, 7, 17, 50, 66, 78, 91, 103, 106, 123, 131, 132, 136, 138, 141, 151, 154, 168, 175, 176, 181, 186, 188], "boilerpl": [3, 4, 14, 37, 66, 151], "associ": [3, 5, 6, 7, 110, 117, 118, 152], "s": [3, 5, 6, 8, 9, 13, 14, 15, 16, 17, 19, 22, 23, 24, 31, 38, 43, 45, 66, 67, 74, 78, 80, 81, 83, 84, 88, 89, 91, 93, 96, 97, 98, 99, 100, 101, 102, 103, 104, 106, 107, 108, 109, 110, 111, 112, 113, 116, 117, 118, 119, 120, 123, 124, 127, 129, 130, 131, 132, 133, 136, 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56, 78, 84, 102, 106, 111, 114, 142, 151, 152, 156], "If": [3, 5, 7, 8, 13, 17, 23, 47, 49, 52, 55, 56, 66, 67, 74, 78, 81, 83, 84, 89, 91, 103, 104, 109, 118, 119, 123, 125, 130, 131, 132, 133, 136, 138, 141, 145, 146, 148, 149, 150, 151, 152, 154, 155, 156, 161, 163, 166, 168, 169, 170, 171, 174, 175, 182, 186, 188], "being": [3, 6, 7, 17, 35, 55, 66, 91, 93, 103, 106, 109, 131, 136, 142, 148, 150, 152, 153, 156, 169], "chase": 3, "someon": [3, 136], "fire": [3, 6, 66], "don": [3, 5, 7, 35, 43, 47, 81, 83, 84, 89, 106, 109, 110, 119, 123, 132, 136, 145, 146, 148, 149, 150, 151, 152, 153, 166, 171, 175, 186, 188, 189], "get": [3, 5, 8, 16, 17, 21, 22, 23, 24, 43, 49, 50, 52, 53, 55, 56, 66, 67, 69, 78, 81, 83, 84, 86, 89, 92, 98, 100, 101, 102, 103, 106, 107, 108, 109, 114, 119, 125, 130, 131, 134, 136, 137, 138, 141, 142, 145, 148, 151, 153, 155, 156, 161, 162, 163, 164, 165, 166, 168, 171, 175, 183, 184], "dai": [3, 6, 35, 91, 96], "skip": [3, 7, 17, 35, 110, 118, 120, 130, 132, 138, 145, 146, 157, 164], "section": [3, 5, 8, 13, 17, 24, 30, 66, 84, 85, 89, 109, 117, 118, 123, 130, 132, 141, 142, 145, 150, 152, 153, 169, 175, 186, 188, 189, 190, 192], "head": [3, 35, 67, 81, 97, 106, 124, 127, 129], "straight": [3, 17], "detail": [3, 5, 7, 17, 47, 55, 56, 66, 74, 81, 84, 104, 106, 109, 111, 117, 129, 132, 138, 142, 144, 148, 150, 151, 152, 153, 154, 155, 167, 168, 169, 173, 174, 175, 182], "next": [3, 5, 6, 8, 16, 17, 27, 35, 37, 46, 47, 49, 50, 55, 67, 74, 78, 80, 81, 83, 84, 86, 89, 96, 98, 103, 104, 109, 110, 112, 117, 119, 122, 123, 127, 130, 131, 132, 135, 138, 139, 142, 143, 149, 150, 153, 154, 156, 166, 167, 169, 171, 175, 186, 188, 189], "let": [3, 5, 7, 8, 13, 17, 38, 43, 54, 66, 67, 74, 78, 81, 83, 84, 89, 106, 110, 113, 114, 117, 119, 123, 130, 131, 132, 136, 138, 141, 142, 144, 149, 150, 151, 152, 167, 171, 186, 188], "sai": [3, 43, 84, 91, 96, 136, 138, 171, 189], "ve": [3, 5, 16, 78, 81, 84, 102, 109, 119, 123, 131, 141, 144, 151, 153, 154, 167], "come": [3, 7, 17, 55, 66, 74, 78, 81, 84, 104, 106, 125, 145, 148, 170, 184, 187], "up": [3, 5, 7, 13, 16, 22, 23, 29, 35, 43, 49, 55, 56, 69, 74, 78, 80, 81, 84, 85, 89, 91, 98, 102, 103, 104, 109, 111, 112, 119, 123, 130, 131, 136, 138, 139, 141, 142, 144, 145, 148, 149, 160, 164, 166, 167, 169, 173, 174, 184, 188], "new": [3, 5, 10, 16, 17, 35, 49, 53, 55, 66, 67, 74, 83, 84, 89, 91, 93, 96, 102, 103, 104, 106, 118, 120, 123, 125, 130, 136, 138, 144, 147, 149, 150, 151, 156, 157, 161, 162, 166, 167, 171, 172, 173, 174, 175, 188], "kind": [3, 17, 89, 102, 116, 142, 182], "recurr": [3, 43, 55, 72, 89, 93, 99, 107, 108, 133, 156], "unit": [3, 24, 43, 81, 84, 93, 103, 104, 141, 142, 145, 149], "superior": 3, "compar": [3, 7, 17, 56, 84, 89, 104, 106, 119, 123, 130, 132, 138, 141, 142, 145, 151, 157, 164, 169], "state": [3, 5, 7, 8, 16, 30, 31, 37, 43, 47, 49, 55, 56, 69, 70, 81, 89, 92, 94, 103, 104, 107, 109, 111, 118, 120, 129, 130, 131, 132, 138, 148, 151, 154, 156, 166, 181], "art": [3, 37, 70, 81, 91, 148], "similar": [3, 5, 6, 7, 8, 17, 23, 24, 56, 66, 81, 84, 110, 114, 119, 123, 130, 131, 132, 136, 138, 141, 144, 145, 148, 151, 152, 153, 154, 167, 168, 184], "lstm": [3, 12, 15, 37, 43, 70, 81, 87, 90, 93, 100, 102, 107, 108, 132, 146, 147, 156, 177, 181], "lack": [3, 151], "forget": [3, 150], "gate": [3, 43, 81], "exponenti": [3, 24, 78, 84], "elu": [3, 93], "its": [3, 5, 6, 7, 8, 13, 17, 23, 24, 47, 49, 55, 56, 67, 78, 81, 84, 89, 96, 103, 104, 106, 118, 119, 123, 130, 131, 132, 136, 138, 141, 144, 147, 150, 153, 154, 161, 163, 167, 168, 169, 171, 175, 184, 188], "intern": [3, 5, 7, 8, 22, 30, 31, 50, 55, 81, 94, 102, 104, 106, 138, 141, 150, 151, 157, 188], "never": [3, 52, 78, 96], "ll": [3, 5, 6, 7, 17, 55, 78, 81, 83, 84, 118, 123, 131, 141, 145, 146, 147, 148, 149, 150, 151, 153, 156], "lltm": 3, "long": [3, 6, 7, 17, 43, 55, 66, 69, 74, 81, 84, 85, 87, 90, 91, 97, 99, 103, 107, 116, 119, 124, 129, 132, 133, 136, 138, 147, 148, 156, 172, 188, 189], "term": [3, 66, 78, 81, 87, 90, 103, 154, 188, 189], "two": [3, 5, 7, 8, 13, 17, 23, 24, 35, 55, 66, 67, 74, 78, 80, 81, 84, 89, 103, 104, 106, 109, 110, 112, 113, 114, 117, 118, 119, 120, 123, 124, 125, 130, 132, 136, 141, 142, 144, 146, 147, 152, 154, 156, 164, 166, 167, 170, 173, 174, 175, 182, 184, 188, 189, 193], "vanilla": [3, 17, 23, 151, 184], "signific": [3, 35, 103, 109, 119, 138, 142, 170, 188], "enough": [3, 17, 109], "lstmcell": 3, "our": [3, 5, 7, 16, 17, 47, 49, 55, 56, 66, 67, 78, 81, 83, 84, 89, 91, 103, 104, 106, 110, 111, 112, 118, 119, 123, 130, 131, 136, 141, 144, 145, 149, 150, 151, 152, 153, 154, 155, 156, 163, 165, 166, 167, 171, 181, 184], "so": [3, 4, 5, 6, 7, 8, 13, 16, 17, 18, 23, 24, 35, 43, 47, 52, 55, 66, 67, 74, 78, 81, 84, 89, 91, 97, 99, 103, 104, 106, 108, 109, 110, 114, 117, 119, 123, 125, 130, 131, 132, 133, 136, 138, 141, 142, 145, 146, 147, 148, 149, 150, 151, 153, 154, 155, 156, 162, 163, 166, 169, 171, 173, 174, 175, 176, 182, 184, 187, 188, 189], "cell": [3, 17, 18, 20, 21, 44, 55, 67, 78, 81, 84, 117, 129, 136, 189], "first": [3, 5, 6, 7, 8, 13, 16, 17, 23, 24, 25, 33, 35, 45, 47, 55, 56, 66, 74, 78, 81, 84, 89, 96, 102, 103, 104, 106, 109, 110, 111, 114, 117, 118, 119, 123, 125, 130, 131, 132, 136, 138, 144, 145, 147, 148, 149, 150, 151, 153, 154, 155, 156, 164, 166, 167, 168, 170, 171, 172, 174, 178, 188, 189], "good": [3, 6, 20, 21, 43, 66, 83, 84, 86, 104, 106, 117, 136, 141, 142, 147, 156, 175, 188], "step": [3, 4, 5, 7, 8, 9, 11, 13, 14, 17, 24, 29, 30, 36, 37, 40, 43, 46, 55, 56, 65, 74, 78, 80, 83, 85, 86, 89, 91, 92, 93, 96, 97, 98, 99, 101, 102, 103, 104, 106, 109, 111, 113, 115, 117, 120, 122, 124, 127, 129, 130, 131, 132, 133, 135, 136, 139, 141, 142, 143, 145, 147, 148, 150, 155, 156, 161, 163, 166, 169, 170, 171, 175, 182, 184], "desir": [3, 5, 66, 93, 138, 152, 175, 189], "plain": [3, 17], "someth": [3, 8, 17, 84, 188], "input_featur": 3, "state_s": 3, "candid": 3, "multipli": [3, 14, 55, 78, 84, 92, 141, 142], "empti": [3, 4, 5, 14, 17, 84, 109, 117, 119, 121, 138, 141, 144, 148, 153, 159, 161, 167, 189], "reset_paramet": [3, 109], "stdv": 3, "math": [3, 7, 19, 24, 43, 59, 62, 63, 65, 74, 78, 92, 93, 94, 97, 99, 105, 107, 108, 109, 124, 129, 133, 178, 192], "sqrt": [3, 74, 92, 99, 109, 123, 124, 151, 159], "uniform_": [3, 4, 6, 96, 99, 124, 132, 144, 156, 159, 167], "old_h": 3, "old_cel": 3, "cat": [3, 6, 15, 33, 37, 42, 43, 55, 69, 80, 85, 88, 89, 93, 96, 97, 99, 107, 108, 114, 122, 124, 129, 132, 133, 136, 139], "one": [3, 5, 6, 8, 13, 16, 17, 23, 24, 34, 49, 50, 52, 55, 56, 66, 74, 78, 81, 84, 89, 91, 103, 104, 106, 108, 109, 110, 112, 113, 114, 117, 118, 119, 120, 123, 130, 131, 132, 136, 138, 142, 145, 146, 151, 152, 153, 155, 156, 166, 167, 173, 179, 182, 184, 188], "gate_weight": 3, "f": [3, 5, 6, 8, 9, 13, 14, 16, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 33, 35, 36, 37, 40, 42, 43, 47, 49, 55, 59, 62, 63, 65, 67, 69, 78, 80, 81, 83, 86, 89, 91, 92, 93, 94, 97, 98, 99, 103, 104, 105, 109, 113, 114, 115, 116, 117, 120, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 135, 136, 137, 139, 144, 145, 148, 149, 150, 156, 160, 164, 165, 166, 167, 170, 175, 178, 183, 184, 188], "split": [3, 5, 6, 13, 14, 43, 55, 67, 74, 83, 85, 86, 89, 91, 96, 99, 107, 114, 116, 122, 123, 124, 131, 132, 133, 136, 144, 145, 148, 164, 167, 175], "combin": [3, 7, 56, 67, 78, 81, 101, 102, 107, 109, 123, 132, 146, 170], "matrix": [3, 17, 25, 33, 36, 42, 78, 81, 84, 92, 93, 99, 107, 117, 141, 142, 154, 169, 170, 175], "compon": [3, 5, 7, 56, 74, 81, 102, 106, 132, 138, 142], "chunk": [3, 49, 115, 124, 136], "input_g": 3, "sigmoid": [3, 4, 46, 81, 93, 167], "output_g": 3, "instead": [3, 5, 7, 17, 47, 55, 56, 78, 84, 98, 103, 104, 106, 109, 110, 111, 114, 119, 120, 123, 125, 129, 130, 131, 132, 136, 141, 142, 147, 151, 153, 154, 163, 166, 182, 184], "tanh": [3, 4, 18, 43, 46, 55, 81, 86, 93, 97], "candidate_cel": 3, "new_cel": 3, "hidden": [3, 6, 43, 55, 69, 81, 85, 89, 92, 97, 106, 107, 108, 123, 132, 133, 156, 186], "new_h": [3, 18, 45, 178], "could": [3, 5, 7, 8, 17, 55, 66, 78, 81, 89, 103, 104, 109, 130, 131, 132, 138, 141, 142, 145, 151, 153, 166, 169, 170], "expect": [3, 7, 8, 16, 17, 25, 55, 56, 66, 74, 78, 81, 84, 89, 106, 109, 114, 120, 123, 129, 130, 131, 136, 141, 144, 145, 147, 149, 150, 155, 156, 165, 167, 169, 175, 184], "batch_siz": [3, 4, 11, 14, 27, 29, 30, 37, 38, 43, 45, 46, 49, 55, 65, 66, 67, 69, 78, 80, 83, 92, 93, 96, 97, 98, 99, 103, 104, 106, 109, 114, 115, 116, 120, 122, 124, 127, 129, 130, 131, 135, 136, 138, 139, 140, 141, 142, 143, 145, 148, 170, 178], "rnn": [3, 6, 15, 18, 38, 43, 55, 56, 69, 70, 81, 93, 97, 99, 107, 108, 114, 131, 133, 136, 156], "new_c": 3, "natur": [3, 6, 13, 17, 56, 67, 81, 106, 123, 131, 153, 188], "possibl": [3, 5, 7, 17, 55, 56, 67, 78, 81, 84, 109, 110, 118, 119, 123, 130, 131, 145, 148, 149, 166, 169, 170, 182, 188], "should": [3, 5, 7, 8, 13, 14, 16, 17, 23, 35, 43, 47, 49, 52, 55, 66, 74, 78, 81, 83, 84, 89, 102, 103, 106, 110, 117, 119, 125, 130, 131, 136, 141, 142, 144, 145, 147, 149, 150, 151, 152, 153, 161, 167, 168, 171, 175, 182, 186, 188, 191], "sinc": [3, 5, 7, 8, 17, 22, 24, 47, 55, 66, 74, 78, 89, 98, 100, 106, 107, 108, 110, 111, 117, 119, 123, 127, 130, 131, 132, 133, 136, 141, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 164, 167, 169, 175, 184, 188], "ha": [3, 6, 7, 8, 17, 23, 35, 55, 56, 66, 67, 74, 78, 81, 84, 89, 96, 97, 99, 102, 103, 104, 106, 109, 110, 111, 112, 115, 117, 121, 123, 132, 136, 141, 142, 144, 145, 146, 148, 149, 151, 152, 153, 154, 156, 164, 166, 167, 169, 170, 182, 184, 188, 189], "highli": [3, 7, 13, 55, 123, 142], "optim": [3, 4, 5, 7, 8, 9, 11, 13, 14, 17, 24, 25, 26, 27, 28, 30, 31, 33, 34, 36, 40, 43, 46, 47, 49, 53, 54, 55, 56, 65, 67, 70, 74, 78, 80, 83, 85, 86, 89, 91, 96, 98, 99, 100, 102, 103, 104, 109, 111, 113, 114, 115, 119, 120, 121, 122, 123, 124, 127, 129, 130, 131, 133, 135, 136, 138, 139, 141, 143, 145, 147, 148, 150, 151, 155, 156, 157, 161, 168, 169, 170, 171, 176, 177, 181], "cpu": [3, 4, 5, 6, 7, 8, 9, 13, 14, 17, 18, 26, 30, 33, 35, 37, 38, 42, 43, 46, 55, 63, 65, 66, 74, 78, 84, 86, 92, 93, 94, 96, 97, 98, 99, 102, 104, 105, 109, 114, 116, 117, 120, 123, 125, 126, 127, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 140, 143, 144, 145, 148, 149, 150, 155, 156, 159, 161, 164, 166, 167, 169, 172, 175], "nvidia": [3, 84, 115, 116, 121, 123, 181], "cudnn": [3, 46, 69, 98, 109, 121], "intel": [3, 102, 115, 121, 161, 181], "mkl": 3, "nnpack": 3, "abov": [3, 5, 7, 8, 17, 23, 45, 56, 78, 81, 83, 84, 89, 93, 103, 106, 109, 110, 111, 112, 113, 114, 117, 118, 123, 130, 131, 132, 138, 141, 142, 144, 149, 150, 151, 152, 153, 154, 156, 166, 167, 168, 169, 170, 171, 173, 174, 175, 176, 182, 187, 188], "often": [3, 6, 7, 66, 78, 84, 106, 123, 136, 142, 166, 188], "see": [3, 5, 6, 7, 8, 13, 17, 24, 35, 49, 52, 55, 66, 67, 69, 74, 78, 81, 83, 84, 89, 91, 103, 104, 106, 109, 110, 116, 117, 118, 119, 120, 123, 125, 129, 131, 132, 136, 138, 141, 142, 144, 145, 148, 149, 150, 151, 153, 154, 155, 157, 161, 166, 167, 168, 171, 173, 174, 175, 182, 188], "why": [3, 5, 6, 8, 74, 110, 123, 133, 152, 154, 188], "under": [3, 5, 13, 17, 21, 43, 48, 50, 83, 86, 96, 116, 132, 138, 142, 144, 147, 149, 150, 152, 154, 164, 166, 167, 169, 170, 171, 174, 175, 188], "certain": [3, 7, 8, 49, 55, 101, 103, 109, 118, 136, 150, 151, 154, 155], "circumst": 3, "room": [3, 19, 188], "further": [3, 5, 17, 56, 81, 142, 147, 156, 157, 166, 169, 171, 182], "improv": [3, 5, 7, 24, 35, 50, 84, 101, 102, 103, 104, 109, 121, 123, 141, 142, 148, 155, 164, 166, 168, 169, 171, 189], "most": [3, 6, 8, 17, 35, 55, 66, 67, 78, 81, 84, 89, 97, 98, 101, 104, 106, 109, 110, 119, 130, 131, 132, 136, 138, 141, 142, 145, 147, 153, 154, 155, 156, 169, 170, 178], "obviou": 3, "knowledg": [3, 52, 123, 188], "algorithm": [3, 7, 8, 22, 46, 50, 52, 66, 103, 106, 109, 117, 125, 131, 166], "It": [3, 5, 6, 7, 8, 13, 17, 24, 35, 52, 55, 56, 66, 67, 78, 81, 83, 84, 103, 104, 106, 109, 110, 111, 114, 118, 119, 120, 123, 130, 132, 136, 138, 142, 147, 164, 166, 171, 173, 174, 186, 188], "know": [3, 5, 6, 8, 13, 16, 17, 23, 43, 66, 81, 84, 110, 130, 141, 142, 145, 147, 152, 156, 170, 186, 188], "onli": [3, 5, 6, 7, 8, 13, 16, 17, 23, 24, 35, 47, 49, 50, 55, 56, 66, 77, 78, 81, 84, 103, 104, 106, 109, 110, 111, 112, 117, 118, 119, 123, 125, 131, 132, 136, 138, 141, 142, 145, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 160, 161, 164, 166, 167, 168, 169, 171, 173, 174, 175, 182, 184, 188], "individu": [3, 66, 74, 78, 81, 93, 106, 109, 119, 123, 131, 175], "compos": [3, 7, 9, 14, 37, 46, 53, 54, 65, 66, 67, 80, 81, 83, 93, 98, 100, 104, 109, 115, 118, 120, 123, 127, 128, 129, 131, 135, 138, 139, 143, 145, 160, 163, 165, 170, 178], "As": [3, 5, 6, 7, 8, 17, 55, 56, 66, 74, 81, 84, 91, 103, 104, 106, 118, 119, 123, 130, 131, 132, 141, 142, 144, 145, 148, 149, 150, 154, 156, 164, 167, 170, 171, 175, 184], "each": [3, 5, 6, 7, 8, 13, 17, 45, 47, 49, 50, 54, 55, 56, 66, 67, 74, 78, 81, 83, 84, 89, 101, 103, 104, 106, 110, 111, 112, 113, 114, 115, 117, 118, 119, 123, 130, 131, 132, 136, 138, 141, 142, 144, 147, 148, 151, 154, 156, 162, 163, 164, 166, 167, 169, 170, 175, 182, 184, 186, 188], "kernel": [3, 5, 13, 17, 24, 81, 84, 93, 121, 123, 138, 141, 142, 166], "involv": [3, 5, 17, 22, 24, 55, 74, 78, 84, 101, 112, 132, 145], "launch": [3, 47, 56, 96, 106, 112, 113, 130, 131, 132, 138, 141, 161, 170], "amount": [3, 23, 24, 126], "overhead": [3, 7, 50, 103, 104, 113, 123, 130, 132, 138, 141, 142], "becom": [3, 8, 43, 56, 67, 74, 110, 138, 141, 166], "across": [3, 5, 6, 8, 13, 48, 49, 50, 56, 84, 101, 103, 104, 111, 112, 113, 114, 123, 131, 132, 141, 144, 167, 179, 184, 186], "furthermor": [3, 141, 173, 174], "interpret": [3, 17, 18, 23, 74, 102, 144, 157, 166, 167, 179, 181, 188], "run": [3, 5, 6, 7, 8, 9, 10, 13, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 33, 34, 35, 36, 37, 38, 40, 42, 43, 44, 45, 46, 50, 56, 59, 62, 63, 65, 67, 69, 70, 78, 80, 81, 83, 84, 85, 86, 88, 89, 91, 92, 96, 97, 98, 99, 100, 102, 103, 104, 105, 107, 108, 109, 110, 111, 112, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 129, 130, 131, 132, 133, 135, 136, 137, 139, 141, 142, 144, 145, 146, 147, 149, 150, 151, 152, 153, 154, 156, 157, 161, 163, 165, 166, 167, 168, 169, 171, 172, 174, 175, 176, 178, 181, 182, 188], "itself": [3, 8, 17, 23, 55, 56, 74, 81, 84, 89, 110, 118, 131, 132, 156, 166], "slow": [3, 5, 6, 35, 104, 141], "down": [3, 5, 6, 7, 8, 35, 78, 81, 83, 104, 131, 136, 141, 144, 151, 167, 186], "program": [3, 6, 13, 17, 52, 55, 56, 81, 91, 119, 123, 131, 142, 144, 167], "A": [3, 5, 6, 8, 9, 16, 22, 23, 24, 35, 46, 47, 49, 51, 55, 81, 84, 86, 89, 91, 93, 96, 99, 101, 102, 106, 107, 108, 110, 111, 117, 119, 120, 122, 124, 130, 131, 133, 136, 137, 141, 142, 147, 167, 169, 171, 182, 183, 189], "definit": [3, 5, 6, 7, 31, 55, 74, 102, 119, 123, 152, 163, 168, 170, 182, 188], "method": [3, 4, 5, 7, 8, 16, 17, 23, 24, 37, 43, 49, 55, 66, 74, 78, 81, 83, 84, 92, 96, 101, 106, 110, 118, 119, 123, 124, 125, 127, 130, 131, 136, 139, 141, 146, 151, 162, 163, 165, 170, 173, 174, 188], "speed": [3, 7, 19, 24, 56, 66, 74, 78, 101, 103, 111, 121, 123, 130, 141, 145, 148, 164, 166], "thing": [3, 4, 5, 16, 17, 74, 78, 84, 89, 91, 106, 109, 110, 111, 112, 119, 142, 145, 156, 188], "therefor": [3, 23, 24, 55, 66, 101, 114, 123, 125, 131, 132, 141, 153, 154, 188], "rewrit": [3, 55, 109, 120, 182], "fuse": [3, 14, 102, 128, 134, 141, 142, 145, 147, 155, 161, 176, 181, 182], "particular": [3, 5, 8, 17, 35, 55, 78, 81, 106, 131, 144, 151, 152, 154, 167], "group": [3, 8, 13, 14, 56, 81, 84, 101, 102, 103, 104, 109, 111, 114, 115, 136, 166, 184, 188, 189], "singl": [3, 5, 7, 8, 13, 16, 17, 23, 33, 47, 48, 49, 50, 55, 56, 74, 78, 81, 83, 84, 103, 104, 109, 110, 111, 112, 114, 119, 122, 130, 131, 132, 136, 138, 144, 145, 167, 168, 176, 181, 182, 188], "profit": 3, "fewer": [3, 8, 66, 109], "increas": [3, 13, 24, 103, 104, 106, 111, 114, 123, 138, 145, 155, 163, 167], "visibl": [3, 17, 83, 143, 144, 145, 167], "global": [3, 18, 43, 55, 99, 122, 126, 129, 131, 145, 164, 166, 182], "flow": [3, 17, 18, 25, 36, 55, 74, 83, 93, 138, 145, 146, 148, 182, 188], "how": [3, 5, 6, 7, 13, 16, 17, 20, 23, 24, 35, 43, 49, 50, 51, 52, 55, 56, 66, 67, 74, 76, 78, 81, 84, 89, 91, 101, 102, 106, 110, 111, 114, 117, 118, 119, 123, 125, 130, 131, 132, 136, 138, 141, 142, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 163, 168, 170, 173, 174, 181, 182, 188, 190, 192], "begin": [3, 8, 16, 17, 23, 24, 25, 36, 49, 74, 78, 89, 99, 103, 117, 124, 129, 131, 138, 153, 188], "aten": [3, 5, 7, 17, 18, 35, 55, 74, 78, 138, 142, 144, 145, 148, 150, 167, 169, 175], "easili": [3, 55, 56, 84, 103, 106, 113, 119, 132, 141, 142, 145, 170], "translat": [3, 17, 43, 55, 102, 133, 149, 153, 182], "move": [3, 4, 16, 17, 65, 78, 93, 103, 104, 112, 113, 114, 120, 125, 131, 132, 135, 138, 142, 144, 146, 150, 152, 161, 163, 164, 167], "benefit": [3, 6, 13, 35, 66, 74, 103, 118, 123, 141, 166, 169], "massiv": [3, 169], "parallel": [3, 8, 11, 13, 37, 39, 41, 46, 49, 70, 84, 102, 106, 111, 113, 122, 123, 124, 130, 131, 132, 141, 166, 167, 184], "flavor": [3, 17], "thei": [3, 5, 6, 7, 17, 22, 43, 49, 52, 55, 66, 67, 74, 78, 81, 84, 89, 91, 96, 103, 106, 110, 114, 130, 132, 133, 141, 142, 145, 147, 148, 151, 152, 153, 154, 156, 169, 173, 174, 182, 186, 188], "ahead": [3, 6, 150], "just": [3, 5, 7, 16, 17, 20, 21, 35, 43, 47, 50, 52, 55, 66, 74, 78, 81, 84, 89, 103, 104, 106, 113, 123, 125, 130, 131, 132, 136, 141, 145, 150, 153, 155, 166, 169, 188, 190], "via": [3, 13, 16, 17, 23, 48, 49, 74, 102, 103, 104, 106, 123, 141, 142, 150, 153, 164, 166, 169, 170, 175, 186, 192], "util": [3, 7, 14, 16, 17, 19, 22, 23, 26, 27, 29, 30, 37, 38, 43, 45, 46, 47, 49, 55, 65, 66, 67, 80, 83, 92, 96, 97, 98, 99, 100, 102, 103, 104, 106, 109, 114, 115, 116, 117, 118, 120, 123, 124, 125, 127, 131, 135, 136, 138, 139, 141, 142, 143, 145, 147, 148, 150, 155, 159, 160, 161, 162, 163, 166, 168, 169, 170, 171, 173, 174, 175, 178, 182], "cpp_extens": [3, 7, 17, 125, 162], "discuss": [3, 5, 6, 7, 17, 66, 78, 81, 89, 93, 103, 104, 114, 119, 141, 142, 146, 151, 152, 153, 154], "latter": [3, 55, 56, 106, 130, 167], "later": [3, 4, 8, 17, 55, 66, 81, 89, 104, 109, 110, 114, 115, 118, 119, 123, 132, 145, 147, 151, 175], "setup": [3, 7, 35, 47, 49, 66, 103, 104, 106, 113, 122, 125, 132, 144, 150, 153, 154, 160, 161, 167, 172], "simpl": [3, 5, 17, 48, 50, 56, 74, 81, 84, 101, 102, 104, 106, 110, 123, 130, 131, 132, 134, 138, 145, 147, 148, 167, 169, 170, 181, 182, 184, 188, 189], "lltm_cpp": 3, "ext_modul": [3, 7, 17, 125], "cppextens": [3, 7, 17, 125], "cmdclass": [3, 7, 17, 125], "build_ext": [3, 7, 17, 125], "buildextens": [3, 7, 17, 125], "conveni": [3, 5, 16, 17, 125, 152, 154, 169, 182], "wrapper": [3, 4, 5, 11, 49, 103, 104, 110, 120, 178], "around": [3, 8, 17, 49, 67, 81, 84, 123, 133, 136, 138, 145, 151, 152, 155, 188, 191], "correct": [3, 5, 7, 8, 10, 14, 23, 29, 30, 37, 55, 65, 66, 74, 78, 80, 81, 84, 89, 103, 104, 107, 109, 117, 130, 131, 135, 136, 145, 170, 186], "set": [3, 5, 7, 8, 13, 14, 16, 17, 24, 33, 35, 42, 47, 49, 54, 55, 56, 76, 78, 81, 83, 84, 89, 91, 92, 93, 96, 97, 102, 103, 104, 109, 111, 112, 113, 120, 121, 125, 128, 130, 131, 132, 135, 136, 138, 139, 142, 144, 149, 150, 151, 153, 155, 160, 161, 162, 167, 169, 170, 173, 174, 175, 186, 190, 193], "languag": [3, 6, 17, 52, 55, 81, 89, 97, 99, 102, 106, 107, 108, 116, 123, 132, 133, 156, 182, 187, 188, 189], "equival": [3, 8, 17, 22, 78, 98, 118, 123, 131, 148, 151, 153], "simpli": [3, 5, 17, 47, 55, 74, 106, 110, 114, 117, 123, 125, 130, 131, 136, 141, 142, 149, 150, 152, 168, 173, 174, 182], "include_dir": [3, 7, 125], "include_path": 3, "number": [3, 8, 13, 17, 23, 24, 35, 45, 47, 49, 55, 66, 74, 78, 81, 94, 103, 104, 106, 112, 114, 118, 122, 123, 130, 131, 132, 136, 138, 144, 148, 149, 150, 154, 161, 167, 186], "manag": [3, 36, 56, 78, 92, 101, 111, 112, 113, 138, 142, 144, 166, 167], "And": [3, 7, 17, 43, 91, 110, 138, 141, 142, 156], "about": [3, 5, 7, 17, 35, 47, 48, 49, 51, 52, 66, 78, 81, 83, 84, 89, 91, 101, 103, 106, 110, 112, 113, 115, 119, 123, 130, 132, 133, 136, 138, 141, 144, 146, 148, 149, 150, 152, 153, 154, 155, 157, 163, 166, 167, 171, 186], "now": [3, 5, 6, 7, 8, 13, 16, 17, 24, 35, 49, 55, 66, 74, 78, 83, 84, 91, 103, 104, 106, 107, 108, 109, 110, 114, 117, 119, 120, 123, 125, 128, 130, 131, 132, 133, 136, 138, 141, 144, 145, 148, 149, 150, 151, 152, 155, 166, 167, 173, 188], "goe": [3, 17, 84, 110, 131, 188], "One": [3, 7, 8, 17, 55, 56, 78, 81, 84, 103, 107, 108, 113, 119, 123, 133, 142, 147, 153, 156, 170, 188, 189], "small": [3, 6, 13, 17, 35, 52, 66, 78, 81, 83, 84, 89, 91, 103, 104, 106, 109, 119, 120, 123, 132, 143, 151, 163], "piec": [3, 5, 6, 74, 132, 142, 150], "overal": [3, 6, 35, 66, 81, 103, 104, 123], "environ": [3, 8, 13, 35, 47, 49, 56, 74, 83, 103, 104, 112, 113, 114, 115, 123, 125, 130, 131, 132, 140, 141, 144, 161, 162, 164, 166, 167, 171, 175, 182, 184], "avail": [3, 4, 6, 7, 13, 16, 17, 20, 22, 23, 33, 35, 47, 65, 66, 81, 84, 103, 104, 118, 132, 136, 138, 141, 142, 144, 149, 150, 157, 164, 167, 171, 173, 174, 175, 176, 186], "d_sigmoid": 3, "stop": [3, 17, 23, 24, 45, 78, 85, 93, 106, 123, 130, 136, 138], "header": [3, 5, 16, 17, 119, 125, 147, 150, 160, 162, 171, 174, 186, 188, 189], "necessari": [3, 5, 7, 13, 17, 23, 47, 49, 55, 66, 74, 84, 103, 104, 109, 117, 130, 131, 132, 138, 142, 145, 147, 148, 153, 156], "bit": [3, 17, 23, 84, 123, 128, 151, 170], "primari": [3, 66, 123, 141, 142, 161], "pybind11": [3, 5, 16, 17, 125], "between": [3, 5, 8, 17, 22, 24, 55, 66, 74, 78, 81, 84, 89, 102, 104, 106, 119, 131, 132, 141, 142, 147, 148, 151, 152, 154, 156, 157, 168, 184, 188, 189], "show": [3, 6, 7, 8, 9, 13, 19, 20, 21, 22, 23, 24, 27, 35, 37, 45, 46, 56, 65, 66, 67, 74, 78, 81, 84, 96, 98, 102, 104, 106, 107, 109, 110, 114, 117, 123, 125, 127, 129, 130, 132, 133, 135, 136, 137, 138, 141, 142, 144, 145, 147, 148, 149, 150, 151, 155, 156, 164, 166, 167, 171, 174, 175, 178, 184, 186, 188], "interfac": [3, 17, 18, 55, 84, 106, 112, 115, 155, 163, 169, 175], "less": [3, 5, 6, 50, 55, 66, 81, 103, 106, 118, 130, 138, 141], "datatyp": [3, 17, 33, 42, 63, 84, 169], "Its": [3, 188], "inspect": [3, 17, 78, 103, 106, 119, 145, 147, 148, 166], "notic": [3, 5, 16, 17, 35, 55, 66, 74, 78, 84, 110, 138, 141, 142, 150, 151, 153, 156], "ani": [3, 5, 6, 7, 8, 16, 17, 23, 46, 47, 49, 52, 55, 66, 78, 81, 84, 93, 96, 101, 104, 105, 110, 111, 116, 118, 119, 121, 123, 131, 132, 138, 141, 142, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 163, 166, 168, 171, 174, 175, 182, 186, 188], "11": [3, 4, 8, 9, 10, 13, 17, 18, 31, 43, 46, 54, 55, 59, 62, 63, 66, 67, 74, 84, 86, 90, 98, 99, 100, 103, 104, 107, 117, 118, 123, 124, 126, 128, 132, 133, 135, 136, 140, 143, 144, 147, 152, 153, 155, 160, 162, 167, 174, 176, 183, 188, 192], "dispos": 3, "nvcc": 3, "hit": [3, 56, 138], "pars": [3, 17, 43, 91, 103, 104, 106, 163, 188], "window": [3, 37, 81, 124, 131, 138, 161, 175, 188], "workaround": [3, 17, 74, 110, 118], "logic": [3, 8, 17, 29, 74, 104, 106, 112, 114, 131, 132, 142, 146, 166], "pure": [3, 7, 17, 110], "sigmoidalphablendforwardcuda": 3, "current": [3, 5, 7, 8, 16, 17, 29, 30, 55, 98, 103, 104, 106, 108, 117, 118, 123, 130, 131, 132, 138, 145, 147, 148, 149, 150, 151, 153, 154, 155, 156, 166, 168, 173, 186], "bug": [3, 7, 17], "complet": [3, 22, 23, 43, 66, 74, 78, 98, 102, 103, 106, 110, 127, 129, 131, 142, 144, 153, 154, 167, 174, 182], "port": [3, 11, 115, 131], "entir": [3, 13, 47, 55, 89, 103, 104, 109, 114, 123, 132, 141, 145, 151, 152, 153, 155, 188], "lltm_forward": 3, "addmm": [3, 4, 150, 161], "transpos": [3, 4, 33, 37, 42, 43, 45, 46, 55, 80, 83, 93, 98, 109, 120, 124, 127, 129, 135, 139, 161, 178], "alpha": [3, 22, 24, 85, 107, 108, 117, 120, 122, 151, 189], "doe": [3, 5, 6, 17, 19, 22, 23, 24, 36, 55, 56, 74, 78, 81, 83, 84, 103, 104, 110, 114, 117, 123, 131, 132, 136, 137, 138, 141, 145, 147, 152, 153, 154, 166, 174, 175, 188], "respect": [3, 66, 78, 96, 114, 118, 119, 123, 132, 138, 141, 142, 144, 164, 167], "ultim": [3, 55, 74, 151], "plop": [3, 17], "autograd": [3, 9, 10, 11, 15, 18, 25, 26, 27, 29, 30, 31, 33, 34, 35, 39, 40, 41, 51, 52, 54, 56, 59, 68, 72, 77, 79, 80, 81, 83, 84, 85, 92, 93, 100, 102, 107, 109, 110, 113, 114, 123, 129, 130, 131, 133, 134, 142, 144, 153, 162, 164, 165, 166, 167, 175], "nice": [3, 119], "slightli": [3, 17, 66, 103, 123, 144, 154, 167], "dig": [3, 91], "deeper": [3, 8, 66, 84, 119, 142], "interest": [3, 7, 17, 66, 69, 78, 103, 106, 141, 147, 188], "alex": 3, "grave": 3, "thesi": 3, "d_tanh": 3, "relu": [3, 4, 9, 14, 17, 18, 29, 30, 31, 37, 40, 46, 65, 66, 69, 78, 80, 81, 83, 86, 91, 92, 93, 104, 113, 114, 119, 120, 122, 126, 127, 128, 129, 130, 131, 132, 133, 135, 136, 138, 139, 142, 145, 167, 168, 169, 170, 172, 182], "exp": [3, 6, 24, 78, 85, 86, 92, 97, 99, 105, 110, 117, 118, 124, 129, 153], "d_elu": 3, "scalar": [3, 17, 36, 46, 55, 78, 84, 139, 161], "mask": [3, 21, 53, 67, 81, 99, 102, 126, 143, 151, 152, 154, 157, 169], "type_a": 3, "lltm_backward": 3, "grad_h": 3, "grad_cel": 3, "d_output_g": 3, "d_tanh_new_cel": 3, "d_new_cel": 3, "d_old_cel": 3, "d_candidate_cel": 3, "d_input_g": 3, "d_gate": 3, "d_weight": 3, "d_bia": 3, "keepdim": [3, 10, 14, 65, 104, 109, 123, 131, 135, 145, 170], "d_x": [3, 46], "d_old_h": 3, "d_input": 3, "manner": [3, 5, 56, 78, 166], "question": [3, 5, 7, 17, 67, 103, 119, 146, 152], "span": [3, 67, 138, 175, 189], "four": [3, 13, 16, 56, 66, 74, 81, 83, 84, 96, 103, 114, 136, 188, 189], "line": [3, 5, 6, 16, 17, 43, 50, 55, 56, 78, 83, 84, 97, 106, 107, 108, 119, 131, 132, 133, 136, 138, 139, 142, 147, 150, 151, 153, 169, 170, 171, 173, 174, 178, 182, 189], "pybind11_modul": [3, 125], "torch_extension_nam": [3, 125], "macro": [3, 5, 17], "valu": [3, 4, 13, 16, 17, 18, 23, 24, 26, 34, 43, 49, 55, 56, 66, 74, 78, 81, 84, 89, 92, 106, 107, 109, 112, 117, 118, 119, 120, 125, 126, 130, 131, 132, 138, 140, 145, 146, 147, 148, 149, 151, 152, 153, 154, 156, 157, 163, 166, 171, 184, 186], "avoid": [3, 24, 103, 104, 109, 114, 117, 123, 130, 142, 151, 152, 157], "maintain": [3, 6, 7, 25, 36, 81, 89, 102, 111, 132, 141, 142, 155, 184], "place": [3, 6, 8, 9, 13, 17, 24, 33, 36, 42, 66, 74, 81, 83, 88, 92, 103, 106, 109, 136, 144, 145, 151, 164, 167, 182, 188, 189, 190], "mismatch": [3, 56], "lead": [3, 56, 96, 110, 147, 153, 188], "nasti": 3, "hard": [3, 5, 66, 106], "track": [3, 5, 6, 26, 66, 78, 81, 83, 84, 93, 103, 112, 132, 138, 139], "At": [3, 5, 17, 74, 89, 103, 104, 118, 130, 136, 138, 151, 154, 161, 187], "point": [3, 5, 7, 8, 13, 17, 23, 52, 55, 74, 78, 81, 84, 89, 93, 104, 106, 110, 111, 113, 117, 119, 130, 133, 136, 145, 148, 151, 153, 154, 155, 170, 186, 187, 188], "directori": [3, 17, 43, 66, 67, 106, 108, 138, 148, 150, 155, 170, 175, 178], "structur": [3, 5, 13, 16, 17, 26, 47, 55, 56, 66, 74, 78, 81, 89, 93, 111, 119, 126, 132, 154, 155, 186, 188, 192], "bdist_egg": 3, "egg_info": [3, 17], "egg": [3, 6, 17], "pkg": [3, 17], "dependency_link": [3, 17], "top": [3, 5, 14, 16, 17, 30, 45, 46, 66, 83, 96, 107, 119, 128, 132, 138, 139, 141, 145, 163, 175, 176, 178, 183, 186, 190], "level": [3, 6, 17, 47, 49, 52, 59, 66, 81, 94, 96, 103, 104, 106, 111, 115, 116, 118, 119, 121, 123, 138, 141, 142, 144, 145, 148, 156, 157, 163, 164, 166, 167, 170, 176, 184, 192], "top_level": [3, 17], "manifest": [3, 17, 153, 155], "bdist": 3, "x86_64": [3, 13, 17, 160, 162], "install_lib": 3, "temp": [3, 6, 14, 17, 105, 116, 145, 148], "7": [3, 4, 9, 10, 13, 14, 16, 17, 19, 23, 26, 27, 29, 30, 31, 37, 43, 45, 46, 53, 54, 55, 66, 67, 74, 78, 81, 84, 86, 88, 89, 96, 97, 98, 99, 100, 103, 104, 106, 109, 114, 115, 117, 119, 120, 121, 122, 126, 127, 128, 135, 136, 137, 138, 140, 142, 143, 144, 147, 150, 151, 152, 153, 156, 159, 160, 161, 162, 167, 168, 170, 171, 173, 174, 176, 177, 182, 192], "gcc": [3, 17], "local": [3, 5, 13, 16, 17, 19, 23, 43, 78, 97, 98, 100, 103, 106, 114, 120, 127, 130, 131, 132, 133, 135, 142, 148, 162, 164, 166, 168, 171, 172, 178, 182, 184, 186], "miniconda": [3, 13, 17], "compiler_compat": [3, 17], "wl": [3, 16, 17, 169], "sysroot": [3, 17], "wsign": [3, 17], "dndebug": [3, 17], "g": [3, 5, 7, 8, 9, 13, 17, 35, 36, 46, 52, 55, 56, 78, 81, 84, 86, 93, 99, 102, 104, 106, 116, 117, 124, 125, 130, 132, 133, 137, 138, 141, 145, 148, 154, 157, 161, 188], "fwrapv": [3, 17], "o3": [3, 17], "wall": [3, 17, 85, 119], "wstrict": [3, 17], "prototyp": [3, 7, 8, 17, 27, 56, 155, 158, 161, 164], "fpic": [3, 17], "site": [3, 13, 16, 17, 19, 53, 54, 97, 98, 100, 106, 119, 120, 149, 173, 174, 176, 178, 188], "packag": [3, 13, 16, 17, 19, 20, 21, 22, 23, 24, 40, 56, 67, 68, 93, 97, 98, 100, 101, 102, 103, 104, 106, 117, 119, 120, 125, 129, 132, 136, 142, 148, 149, 162, 169, 178], "csrc": [3, 16, 17, 125, 150, 171], "th": [3, 17], "thc": [3, 17], "7m": [3, 17, 31, 67, 98, 100, 137], "dtorch_api_include_extension_h": [3, 17], "dtorch_extension_nam": [3, 17], "d_glibcxx_use_cxx11_abi": [3, 17], "cc1plu": [3, 17], "warn": [3, 14, 17, 35, 45, 83, 116, 120, 145, 148, 149, 151, 152, 153, 154, 166, 178, 182], "command": [3, 17, 67, 83, 102, 106, 112, 113, 114, 125, 130, 131, 132, 134, 138, 139, 141, 150, 162, 168, 169, 171, 188, 189], "valid": [3, 6, 10, 17, 29, 67, 81, 83, 96, 99, 103, 104, 106, 109, 110, 123, 124, 125, 136, 143, 145, 152, 153, 171], "objc": [3, 17], "l": [3, 9, 17, 22, 36, 43, 45, 46, 78, 86, 93, 99, 107, 108, 117, 124, 129, 133, 137, 155], "rpath": [3, 17], "cpython": [3, 17], "37m": [3, 17, 100], "copi": [3, 9, 13, 17, 49, 53, 66, 78, 93, 98, 99, 104, 109, 116, 118, 119, 120, 123, 127, 131, 145, 146, 147, 150, 155, 161, 162, 164, 168, 189], "stub": [3, 127, 163, 172, 189], "loader": [3, 4, 9, 37, 45, 131, 171], "byte": [3, 23, 162], "37": [3, 31, 37, 43, 67, 98, 99, 100, 117, 124, 128, 132, 136, 137, 142, 147, 156], "pyc": 3, "native_lib": 3, "zip_saf": 3, "flag": [3, 17, 36, 66, 78, 133, 141, 148, 157, 160], "analyz": [3, 17, 55, 102, 123, 144, 148, 167], "archiv": 3, "__pycache__": 3, "__file__": [3, 125], "dist": [3, 8, 11, 13, 93, 103, 104, 113, 115, 125, 131, 140, 184], "py3": 3, "ad": [3, 7, 13, 17, 19, 47, 55, 74, 78, 81, 83, 84, 86, 93, 103, 104, 118, 125, 133, 142, 149, 150, 163, 169, 170, 173, 174, 182], "remov": [3, 6, 14, 47, 55, 93, 98, 99, 100, 105, 113, 116, 123, 126, 129, 145, 146, 148, 151, 152, 155, 166, 177, 182, 186], "everyth": [3, 84, 106, 110, 130, 149, 150, 164], "process": [3, 8, 13, 17, 22, 24, 35, 40, 43, 50, 55, 56, 74, 78, 81, 91, 93, 96, 99, 101, 102, 103, 104, 106, 111, 112, 113, 115, 117, 119, 121, 123, 124, 131, 132, 136, 138, 141, 142, 145, 148, 149, 150, 156, 157, 162, 164, 167, 170, 181, 184, 187, 188], "extract": [3, 66, 67, 83, 84, 95, 102, 108, 117, 118, 129, 147, 164, 166], "alreadi": [3, 7, 8, 16, 17, 37, 78, 80, 84, 106, 109, 123, 138, 141, 142, 153, 155, 164, 166, 184], "finish": [3, 17, 23, 37, 53, 80, 83, 96, 114, 119, 130, 132, 139, 150, 164, 168, 172, 175], "due": [3, 13, 16, 55, 74, 84, 103, 104, 106, 123, 131, 141, 144, 145, 153, 166, 167, 170, 187, 188], "compat": [3, 5, 8, 55, 84, 145, 149, 166, 171], "wa": [3, 6, 8, 17, 24, 35, 55, 66, 78, 81, 84, 96, 99, 104, 106, 117, 132, 141, 142, 150, 153, 154, 167, 175, 188], "ubuntu": [3, 4, 162], "16": [3, 9, 11, 14, 17, 23, 24, 31, 37, 40, 43, 46, 55, 59, 62, 63, 66, 67, 74, 78, 80, 81, 83, 84, 86, 92, 98, 99, 100, 106, 113, 117, 118, 121, 124, 126, 127, 128, 129, 132, 133, 135, 136, 137, 139, 142, 144, 147, 149, 151, 153, 155, 160, 162, 167, 192], "04": [3, 9, 19, 31, 67, 84, 99, 100, 106, 107, 120, 136, 137, 143, 144, 167], "recent": [3, 67, 89, 97, 106, 138, 178], "distribut": [3, 11, 67, 84, 91, 102, 103, 104, 106, 111, 112, 116, 124, 125, 130, 138, 140, 141, 148, 157, 162, 164, 181, 184], "default": [3, 4, 5, 7, 8, 14, 23, 24, 36, 49, 55, 66, 67, 81, 83, 84, 97, 98, 103, 104, 109, 114, 118, 120, 121, 123, 125, 127, 130, 131, 132, 138, 142, 143, 145, 150, 154, 155, 156, 161, 166, 169, 175, 182, 184, 186, 187, 188], "On": [3, 5, 17, 84, 96, 103, 130, 131, 142, 175], "maco": [3, 115], "clang": [3, 160, 161], "worst": [3, 96], "same": [3, 5, 6, 7, 8, 9, 16, 17, 23, 24, 47, 49, 55, 66, 69, 74, 78, 84, 89, 103, 104, 109, 112, 113, 117, 118, 123, 125, 130, 131, 132, 136, 138, 141, 142, 144, 145, 147, 148, 151, 152, 153, 154, 155, 167, 168, 171, 182, 184, 186, 188], "specifi": [3, 5, 8, 17, 23, 40, 66, 67, 78, 81, 84, 93, 100, 103, 104, 106, 110, 114, 118, 125, 131, 132, 138, 144, 151, 152, 153, 154, 157, 161, 163, 164, 167, 170, 171, 182, 186, 188], "sure": [3, 5, 7, 8, 55, 66, 83, 84, 85, 104, 108, 119, 130, 133, 148, 150, 152, 154, 155, 164, 169], "resolv": [3, 17, 136, 142, 153], "some": [3, 5, 7, 8, 16, 17, 24, 35, 52, 55, 56, 66, 69, 78, 81, 83, 84, 89, 93, 103, 104, 105, 106, 109, 110, 111, 114, 118, 119, 123, 131, 132, 136, 138, 141, 142, 144, 145, 146, 149, 150, 151, 152, 153, 154, 155, 163, 166, 167, 169, 170, 182, 187, 188], "symbol": [3, 18, 96, 145, 188], "dynam": [3, 5, 17, 25, 36, 56, 78, 87, 102, 121, 145, 146, 147, 157, 169, 170, 171, 179, 181], "linker": [3, 17, 160], "pycapsul": [3, 17, 147], "help": [3, 5, 7, 13, 17, 24, 43, 55, 56, 89, 102, 103, 104, 106, 112, 114, 123, 125, 130, 131, 132, 141, 142, 144, 148, 152, 153, 154, 164, 166, 167, 170, 171, 175, 176, 181], "signatur": [3, 5, 7, 17, 131, 182], "match": [3, 7, 23, 30, 37, 55, 56, 59, 67, 84, 94, 114, 123, 131, 145, 148, 152, 154, 156, 169], "builtin": [3, 125, 144, 167], "instanc": [3, 8, 16, 17, 26, 31, 38, 47, 48, 49, 55, 81, 84, 86, 89, 94, 103, 104, 106, 111, 112, 114, 130, 131, 132, 143, 146, 169, 175, 182, 184], "arg0": 3, "arg1": [3, 131], "arg2": [3, 131], "arg3": 3, "arg4": 3, "list": [3, 4, 5, 8, 10, 14, 15, 19, 20, 22, 23, 27, 40, 43, 46, 55, 56, 66, 81, 84, 89, 93, 96, 114, 116, 117, 119, 121, 123, 126, 128, 130, 131, 132, 133, 136, 138, 143, 146, 148, 153, 161, 163, 164, 166, 168, 171, 176, 181, 182, 192], "abl": [3, 6, 17, 23, 52, 55, 74, 106, 109, 110, 111, 112, 123, 131, 145, 148, 150, 153, 167], "wrap": [3, 7, 38, 55, 70, 89, 92, 93, 104, 109, 123, 131, 132, 146, 155, 175, 184, 188, 191], "them": [3, 5, 7, 8, 13, 17, 22, 23, 47, 49, 52, 55, 56, 67, 78, 81, 83, 84, 89, 102, 103, 106, 109, 110, 114, 115, 117, 119, 123, 130, 131, 132, 141, 142, 144, 147, 153, 155, 156, 163, 167, 168, 169, 170, 174, 182, 186], "citizen": [3, 17, 151, 153], "lltmfunction": 3, "staticmethod": [3, 10, 109, 110, 118, 130], "contigu": [3, 5, 6, 99, 121, 124, 148, 155, 163, 168, 172], "saved_tensor": [3, 10, 109, 110], "benchmark": [3, 27, 35, 98, 102, 106, 123, 141, 142, 149, 170, 172], "gain": [3, 123, 138, 141, 144, 167], "measur": [3, 78, 81, 104, 119, 123, 141, 142, 147, 156, 164], "durat": [3, 125, 129, 138, 142, 188], "32": [3, 9, 13, 14, 15, 17, 23, 40, 43, 45, 46, 49, 66, 67, 80, 81, 84, 89, 97, 98, 100, 104, 106, 107, 109, 116, 117, 120, 121, 124, 128, 129, 131, 132, 135, 136, 138, 141, 142, 143, 147, 156, 170], "128": [3, 4, 9, 16, 22, 24, 31, 43, 45, 46, 49, 66, 74, 91, 97, 104, 106, 107, 108, 109, 114, 115, 116, 117, 119, 122, 123, 128, 129, 130, 131, 132, 138, 143, 148, 164, 178], "rang": [3, 4, 6, 8, 9, 11, 13, 14, 15, 18, 19, 20, 23, 24, 27, 29, 30, 35, 37, 43, 45, 46, 47, 55, 59, 62, 63, 65, 66, 67, 69, 74, 78, 80, 83, 85, 86, 89, 91, 92, 94, 96, 97, 98, 99, 100, 103, 104, 106, 107, 108, 109, 114, 115, 117, 120, 122, 123, 124, 127, 129, 130, 132, 133, 135, 136, 138, 139, 141, 142, 143, 148, 155, 156, 163, 164, 167, 170, 175, 178, 184], "100000": [3, 53, 54, 107, 108, 116, 120], "print": [3, 4, 6, 8, 9, 10, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 33, 35, 36, 37, 38, 40, 42, 43, 45, 46, 47, 53, 54, 59, 62, 63, 65, 66, 67, 69, 74, 78, 80, 81, 83, 84, 85, 86, 88, 89, 91, 92, 93, 94, 96, 97, 98, 99, 100, 103, 104, 105, 107, 108, 109, 112, 113, 114, 115, 116, 117, 119, 120, 121, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 135, 136, 137, 139, 140, 141, 142, 143, 144, 145, 147, 148, 150, 151, 152, 153, 154, 155, 156, 161, 162, 163, 164, 167, 168, 170, 177, 178, 182, 183, 184, 188], "3f": [3, 6, 14, 37, 80, 96, 97, 117, 120], "format": [3, 6, 9, 11, 14, 17, 19, 23, 43, 45, 55, 65, 66, 83, 84, 93, 96, 100, 102, 103, 104, 109, 115, 116, 119, 123, 124, 126, 127, 130, 132, 135, 138, 139, 141, 145, 147, 148, 149, 150, 151, 153, 154, 155, 166, 169, 170, 173, 174, 178, 183, 188, 189], "origin": [3, 5, 17, 21, 22, 24, 55, 84, 89, 96, 100, 117, 123, 141, 142, 144, 145, 146, 147, 154, 167, 168, 169, 170, 175, 182], "wrote": [3, 17, 144, 167, 188], "post": [3, 8, 43, 53, 54, 102, 103, 104, 106, 117, 141, 142, 146, 148, 157, 170], "follow": [3, 5, 7, 8, 13, 16, 17, 20, 21, 22, 23, 24, 35, 47, 48, 49, 50, 55, 66, 67, 74, 76, 78, 81, 83, 84, 89, 102, 103, 104, 106, 109, 111, 112, 117, 119, 125, 130, 131, 136, 138, 141, 142, 144, 145, 146, 148, 149, 150, 152, 154, 155, 156, 161, 163, 166, 167, 168, 169, 171, 173, 174, 175, 176, 182, 186, 188, 189, 193], "my": [3, 35, 43, 44, 45, 55, 91, 133, 153, 188], "machin": [3, 13, 47, 48, 49, 50, 55, 56, 65, 66, 78, 103, 104, 106, 111, 112, 114, 115, 119, 131, 132, 133, 141, 144, 148, 155, 167, 175], "506": [3, 43, 91], "480": [3, 43], "444": [3, 43, 124], "694": [3, 43], "349": [3, 43, 80, 143], "335": [3, 43, 107, 121, 132, 184], "443": [3, 43, 132], "523": [3, 43], "speedup": [3, 24, 35, 123, 142, 145, 167], "than": [3, 5, 6, 7, 8, 17, 20, 24, 47, 55, 66, 74, 78, 81, 84, 98, 103, 104, 106, 109, 112, 119, 123, 130, 133, 136, 138, 142, 144, 145, 150, 151, 155, 156, 161, 163, 167, 181, 187, 188], "30": [3, 4, 6, 9, 12, 14, 19, 31, 37, 38, 43, 67, 74, 86, 96, 99, 100, 102, 103, 107, 108, 117, 121, 124, 126, 128, 130, 132, 136, 137, 143, 145, 147, 154, 156], "albeit": 3, "major": [3, 7, 8, 24, 81, 84, 123, 141, 142, 154, 166, 184], "particularli": [3, 47], "engin": [3, 56, 78, 100, 104, 128, 132, 143, 149, 177, 178, 186], "graph": [3, 7, 16, 17, 18, 52, 62, 63, 74, 76, 78, 93, 94, 105, 110, 119, 123, 131, 132, 138, 139, 141, 147, 157, 166, 168, 169, 170, 182], "effici": [3, 7, 17, 23, 24, 35, 66, 84, 100, 102, 103, 104, 106, 123, 132, 138, 142, 149, 154, 155, 158], "wonder": 3, "abstract": [3, 8, 22, 52, 84, 91, 93, 94, 106, 125, 189], "correspondingli": 3, "dispatch": [3, 102, 142], "big": [3, 35, 46, 81, 85, 109, 155], "win": [3, 96, 148], "No": [3, 43, 47, 67, 86, 123, 160, 178], "chang": [3, 7, 8, 16, 17, 23, 47, 49, 52, 56, 66, 74, 78, 89, 104, 106, 111, 112, 116, 117, 118, 120, 123, 130, 136, 138, 142, 145, 149, 150, 153, 161, 164, 166, 167, 169, 170, 171, 182, 186], "put": [3, 5, 35, 67, 74, 81, 84, 96, 102, 103, 104, 114, 131, 132, 144, 149, 167, 188], "either": [3, 5, 17, 35, 55, 103, 116, 123, 130, 131, 136, 138, 145, 148, 154, 163, 166, 170, 173, 174, 175, 186, 188], "cuda_devic": 3, "creation": [3, 6, 7, 84, 154], "assert": [3, 6, 8, 9, 13, 14, 16, 23, 45, 83, 84, 85, 105, 109, 113, 118, 131, 139, 155, 162, 163, 178], "is_avail": [3, 4, 9, 26, 30, 33, 35, 37, 38, 42, 43, 46, 65, 66, 78, 84, 92, 93, 96, 97, 98, 99, 109, 117, 120, 121, 125, 126, 127, 129, 131, 133, 135, 136, 137, 143], "repres": [3, 6, 7, 13, 24, 55, 67, 74, 78, 81, 93, 96, 103, 104, 106, 117, 118, 119, 132, 136, 141, 145, 151, 188], "synchron": [3, 8, 49, 50, 56, 113, 115, 123, 130, 131, 138, 141, 142, 164, 175, 184], "1e6": [3, 6, 14, 116, 145, 148, 177, 184], "1e5": 3, "again": [3, 6, 55, 78, 81, 83, 84, 89, 99, 109, 117, 130, 132, 138, 141, 188], "187": [3, 43], "719": [3, 43], "410": [3, 43, 121], "815": [3, 43], "149": [3, 43, 117, 144, 167], "802": [3, 43], "393": [3, 43, 80, 118, 142], "458": [3, 43], "That": [3, 17, 78, 84, 89, 114, 118, 119, 138, 143, 151, 152, 154, 173, 188], "great": [3, 6, 55, 153, 188], "pull": [3, 84, 119, 123, 165], "dive": [3, 8, 17], "soon": [3, 23, 103, 169], "befor": [3, 5, 6, 7, 8, 14, 17, 26, 40, 49, 55, 66, 74, 78, 81, 84, 89, 103, 106, 109, 117, 118, 123, 130, 131, 132, 138, 141, 142, 145, 146, 148, 149, 151, 152, 154, 156, 168, 173, 174, 176, 181, 182, 184], "previous": [3, 5, 55, 74, 118, 123, 130, 151], "mention": [3, 7, 8, 55, 74, 84, 104, 123, 131, 148, 175], "cover": [3, 13, 52, 84, 102, 103, 106, 125, 131, 132, 153, 164, 169, 182], "former": [3, 6, 56], "elabor": [3, 24, 130], "fly": [3, 17, 24], "background": [3, 17, 19, 83, 188], "do": [3, 6, 7, 8, 13, 16, 17, 20, 21, 23, 35, 43, 48, 55, 56, 66, 74, 81, 83, 84, 89, 102, 104, 106, 109, 112, 114, 118, 119, 123, 125, 132, 136, 141, 142, 145, 147, 148, 150, 152, 153, 154, 155, 156, 157, 166, 168, 170, 171, 173, 174, 175, 187, 189], "temporari": [3, 106, 142], "tmp": [3, 17, 23, 106, 109, 144, 167, 168, 172, 177], "torch_extens": 3, "emit": [3, 85], "ninja": 3, "verbos": [3, 17, 112, 142, 162, 189], "result": [3, 5, 7, 10, 15, 17, 23, 24, 54, 55, 59, 62, 63, 66, 78, 84, 94, 96, 103, 108, 116, 117, 118, 119, 120, 121, 123, 125, 130, 131, 132, 136, 137, 141, 142, 143, 144, 145, 147, 150, 152, 153, 154, 156, 161, 162, 163, 164, 167, 168, 170, 171, 182, 183, 184, 186], "exactli": [3, 5, 7, 55, 148], "produc": [3, 6, 8, 16, 17, 24, 55, 66, 96, 106, 118, 119, 123, 145, 146, 148, 188], "complic": [3, 106, 142, 163, 182], "own": [3, 5, 6, 7, 8, 13, 17, 66, 78, 91, 103, 104, 109, 113, 115, 131, 132, 136, 141, 146, 155, 156, 163, 166, 188], "techniqu": [3, 21, 55, 66, 109, 110, 111, 119, 132, 136, 142, 151], "fine": [3, 14, 43, 66, 78, 101, 114, 128, 138, 148, 150, 151], "system": [3, 5, 7, 17, 23, 24, 49, 102, 106, 123, 130, 141, 142, 161, 162], "re": [3, 7, 14, 17, 43, 55, 81, 83, 84, 118, 119, 123, 130, 131, 133, 141, 145, 149, 151, 155, 162, 169, 188], "increment": [3, 8, 55, 74], "thu": [3, 5, 7, 17, 66, 74, 103, 142, 166, 175, 182, 188], "second": [3, 5, 6, 9, 10, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 33, 34, 35, 36, 37, 38, 40, 42, 43, 45, 46, 55, 59, 62, 63, 65, 66, 67, 69, 70, 74, 78, 80, 81, 83, 84, 85, 86, 88, 89, 91, 92, 96, 97, 98, 99, 100, 104, 105, 106, 107, 108, 109, 110, 114, 116, 117, 118, 119, 120, 121, 122, 123, 124, 126, 129, 133, 135, 136, 137, 138, 141, 144, 147, 148, 151, 152, 153, 154, 156, 164, 167, 168, 170, 172, 173, 178, 188], "low": [3, 59, 81, 94, 102, 120, 138, 142, 169, 170], "didn": [3, 5, 119, 130, 188], "hand": [3, 5, 6, 13, 17, 56, 84, 123, 142, 152], "prospect": 3, "effect": [3, 5, 8, 17, 19, 21, 49, 81, 84, 91, 107, 108, 123, 133, 141, 142, 153, 186], "pointwis": [3, 5, 121, 123], "sequenc": [3, 17, 43, 55, 59, 81, 87, 90, 94, 95, 97, 117, 123, 124, 134, 137, 145, 148, 156, 168, 182, 188], "strategi": [3, 13, 106, 130, 131, 166, 170], "those": [3, 7, 8, 35, 56, 78, 84, 119, 125, 132, 142, 150, 152, 161, 170, 175, 188], "declar": [3, 17, 55, 182], "cu": 3, "actual": [3, 5, 8, 16, 17, 30, 55, 74, 102, 106, 109, 113, 119, 123, 136, 138, 139, 142, 144, 145, 151, 153, 167, 173, 174, 182], "care": [3, 56, 66, 78, 110, 123, 132, 136, 151], "ensur": [3, 5, 7, 8, 47, 50, 55, 112, 118, 131, 141, 155, 167], "best": [3, 5, 6, 17, 24, 36, 56, 66, 96, 98, 102, 111, 114, 127, 130, 132, 137, 155, 169, 170, 188], "lltm_cuda": 3, "lltm_cuda_forward": 3, "lltm_cuda_backward": 3, "check_cuda": 3, "torch_check": [3, 5], "is_cuda": [3, 121], "check_contigu": 3, "is_contigu": [3, 121], "check_input": 3, "lltm_cuda_kernel": 3, "standard": [3, 5, 17, 55, 56, 84, 136, 163, 188], "cannot": [3, 8, 13, 16, 17, 55, 56, 84, 110, 123, 147, 156, 187], "handl": [3, 5, 6, 7, 17, 23, 24, 47, 56, 66, 74, 81, 84, 104, 106, 131, 132, 142, 145, 148, 151, 153, 169, 178], "peek": 3, "what": [3, 5, 13, 16, 17, 39, 43, 47, 48, 49, 56, 66, 67, 69, 76, 81, 84, 89, 102, 106, 111, 112, 130, 147, 149, 153, 156, 171, 179, 182, 188], "cuda_runtim": 3, "templat": [3, 5, 16, 17, 162, 163, 170, 186], "typenam": [3, 162], "scalar_t": 3, "__device__": 3, "__forceinline__": 3, "describ": [3, 5, 6, 7, 17, 56, 66, 101, 117, 132, 136, 141, 157, 182], "specif": [3, 5, 7, 8, 13, 16, 17, 49, 52, 66, 78, 81, 83, 93, 103, 104, 109, 116, 119, 123, 130, 131, 132, 136, 138, 141, 142, 148, 149, 152, 161, 164, 169, 175, 181, 182, 184, 188], "continu": [3, 47, 55, 65, 74, 84, 89, 102, 111, 119, 123, 132, 138, 141, 144, 149, 150, 151, 153, 154, 167, 171, 182, 188], "helper": [3, 5, 6, 17, 20, 21, 24, 40, 49, 83, 93, 103, 104, 106, 109, 114, 115, 123, 125, 130, 131, 132, 135, 139], "fmax": [3, 22], "fmin": [3, 22], "d_relu": 3, "wish": [3, 17, 55, 66, 84, 131, 148, 152, 189], "explicitli": [3, 13, 47, 55, 78, 112, 123, 132, 141, 142, 145, 154, 169, 175], "zeros_lik": [3, 84, 130, 166], "dim3": 3, "at_dispatch_floating_typ": 3, "type": [3, 4, 5, 6, 7, 13, 14, 15, 16, 17, 24, 29, 30, 33, 35, 42, 43, 45, 46, 55, 66, 69, 74, 83, 97, 99, 100, 101, 103, 104, 106, 114, 119, 121, 123, 125, 130, 131, 132, 133, 136, 138, 142, 145, 147, 148, 149, 151, 155, 160, 162, 163, 164, 165, 166, 169, 170, 171, 175, 178, 188], "lltm_forward_cuda": 3, "lltm_cuda_forward_kernel": 3, "indic": [3, 6, 7, 8, 11, 17, 55, 78, 81, 83, 89, 93, 106, 117, 131, 136, 137, 138, 141, 142, 143, 144, 148, 151, 153, 154, 156, 167, 183, 186, 188], "awai": [3, 6, 17, 55, 81, 83, 119, 123, 130, 154, 188], "deal": [3, 6, 55, 93, 103, 170], "runtim": [3, 5, 13, 17, 44, 55, 74, 78, 84, 102, 109, 119, 123, 136, 138, 141, 142, 148, 161, 181], "back": [3, 5, 7, 16, 17, 55, 78, 83, 84, 85, 92, 117, 119, 130, 131, 132, 136, 141, 144, 150, 151, 155, 167, 188], "concret": [3, 5, 8, 78, 151], "determin": [3, 5, 6, 8, 24, 84, 89, 106, 145], "select": [3, 7, 17, 18, 35, 55, 66, 83, 121, 130, 132, 136, 138, 145, 148, 153, 157, 161, 187, 190], "correspond": [3, 5, 7, 23, 24, 49, 55, 67, 78, 81, 83, 89, 106, 117, 131, 136, 138, 144, 147, 148, 149, 154, 163, 167, 170], "manual": [3, 5, 17, 47, 66, 84, 110, 118, 123, 145, 146, 148, 164, 175, 187, 188], "conceptu": [3, 55, 142], "switch": [3, 5, 83, 84, 155, 161], "scalartyp": 3, "float": [3, 4, 5, 8, 9, 10, 14, 17, 18, 23, 29, 30, 33, 34, 37, 42, 45, 46, 53, 54, 63, 65, 74, 78, 84, 92, 94, 97, 99, 103, 104, 106, 115, 116, 117, 119, 120, 121, 123, 124, 125, 126, 129, 130, 132, 135, 143, 148, 151, 152, 153, 154, 155, 161, 162, 166, 168, 170, 172, 178], "messag": [3, 78, 115, 116, 148, 162, 171, 174, 182], "lambda": [3, 16, 43, 92, 96, 99, 105, 119, 124, 128, 129, 130, 188], "insid": [3, 7, 13, 17, 69, 123, 138, 156, 188], "alia": [3, 7, 84], "instanti": [3, 7, 16, 27, 31, 66, 74, 92, 125, 137], "retriev": [3, 11, 23, 43, 106, 123, 130, 131, 142, 175], "pointer": [3, 16, 17, 131], "over": [3, 6, 7, 8, 13, 17, 24, 47, 55, 56, 66, 67, 78, 80, 81, 83, 84, 89, 102, 103, 104, 109, 112, 119, 123, 130, 131, 132, 136, 137, 138, 141, 144, 145, 148, 149, 155, 167, 182, 188], "at_dispatch_all_typ": 3, "These": [3, 5, 8, 49, 81, 89, 123, 131, 141, 142, 145, 186, 188], "sens": [3, 5, 66, 106, 188], "routin": [3, 17], "convolut": [3, 5, 10, 19, 24, 46, 55, 66, 84, 92, 98, 102, 121, 126, 129, 134, 136, 141, 142, 145, 147, 161, 169, 172, 175, 182], "harder": [3, 66, 148], "ourselv": [3, 109], "grid": [3, 19, 22, 23, 24, 45, 83, 122, 135, 139, 178], "fill": [3, 118, 141, 152, 153], "matric": [3, 17, 78, 84], "per": [3, 5, 8, 14, 23, 83, 103, 106, 109, 123, 132, 138, 139, 141, 142, 148, 151, 155, 164, 166, 168, 170, 172, 184], "2048": [3, 13, 22, 43, 66, 98, 109], "batch": [3, 4, 11, 27, 29, 30, 31, 35, 37, 38, 40, 43, 45, 46, 47, 49, 50, 55, 56, 66, 67, 69, 70, 78, 80, 81, 83, 84, 89, 92, 93, 97, 99, 101, 102, 103, 104, 106, 107, 111, 114, 115, 116, 120, 121, 124, 128, 129, 131, 132, 134, 136, 138, 139, 142, 145, 148, 153, 157, 165, 170, 172, 178], "total": [3, 6, 8, 9, 10, 12, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 36, 37, 38, 40, 41, 42, 43, 45, 46, 47, 49, 55, 59, 60, 62, 63, 64, 65, 66, 67, 69, 70, 71, 74, 75, 78, 80, 81, 82, 83, 84, 85, 86, 88, 89, 90, 91, 92, 95, 96, 97, 98, 99, 100, 103, 105, 106, 107, 108, 109, 116, 117, 118, 119, 120, 121, 122, 123, 124, 126, 129, 131, 133, 134, 135, 136, 137, 138, 141, 143, 144, 145, 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54, 65, 92, 100, 116, 126, 127, 129, 133, 137, 160, 172, 177], "\ud30c\uc774\ud504\ub77c\uc778\uc744": [4, 96, 124, 143], "\uad6c\ud604\ud558\uba74\uc11c\ub3c4": 4, "\uac1c\ub150\uc744": [4, 43, 46, 91, 94, 102], "\uadf8\uc5d0": [4, 15, 36, 43, 45, 139], "\ud074\ub798\uc2a4\ub4e4\uc5d0": [4, 53, 54], "\uac04\ub2e8\ud788": [4, 10, 19, 36, 69, 85, 88, 92, 94, 115, 124, 129, 172], "\ub17c\uc758\uc5d0\uc11c": 4, "\ubaa8\ub378\uc774\ub780": 4, "\uc800\uc7a5\ud558\uace0": [4, 18, 25, 26, 27, 29, 30, 33, 34, 37, 43, 45, 65, 96, 105, 129, 181], "\uc804\ub2ec\ud558\ub294": [4, 94, 108, 162], "\ubc29\uc2dd": [4, 18, 29, 65, 116, 121, 126, 135, 177, 181], "\ub204\uac00": 4, "\ubb34\uc5c7\uc774": [4, 38, 46, 69, 88], "\uc18c\uc720\ud558\ub294\uc9c0": 4, "\uc9c0\uce6d\ud569\ub2c8\ub2e4": 4, "\uac1d\uccb4\ub294": [4, 25, 59, 88, 92, 94, 99], "\ud56d\uc0c1": [4, 11, 34, 80, 86, 92, 105, 128, 129, 143, 178], "\ud799\uc5d0": 4, "\ub3d9\uc801\uc73c\ub85c": [4, 9, 116, 162], "\ud560\ub2f9\ub418\uba70": 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"\uc65c\ub0d0\ud558\uba74": [4, 11, 92, 120, 143], "\ud0c0\uc774\ud551\ud558\uae30\uc5d0": 4, "\ub108\ubb34": [4, 37, 59, 80, 85, 94, 107, 113, 122, 129, 133, 177], "\uae38\uae30": 4, "\uc5f0\uad6c\uc6d0\ub4e4\uc758": 4, "\uc0dd\uc0b0\uc131\uc744": 4, "\uc720\uc9c0\ud558\uae30": [4, 65, 115, 124, 129], "\uc2dc\ub9e8\ud2f1\ub9cc\uc758": 4, "\uc7a5\uc810\uc778": 4, "\uc5b8\uae09\uc744": 4, "\uc228\uae30\uae30": 4, "\uc815\uad50\ud55c": [4, 46, 94, 137], "\uacc4\ud68d\uc744": 4, "\uc138\uc6e0\uc2b5\ub2c8\ub2e4": 4, "\uc791\ub3d9": [4, 15, 107, 108], "\uc774\ud574\ud558\uae30": [4, 92, 98, 127, 162], "\ucf54\uc5b4": [4, 115], "\ub77c\uc774\ube0c\ub7ec\ub9ac\uc5d0": [4, 116], "\ub2e8\uc21c\ud654\ub41c": 4, "linearimpl": 4, "torch_modul": 4, "\uc694\uc57d\ud558\uc790\uba74": [4, 45, 91, 178], "\ubd88\ub9bd\ub2c8\ub2e4": [4, 86, 133], "\ub9e4\ud06c\ub85c\uac00": 4, "\uc2e4\uc81c": [4, 9, 10, 14, 18, 19, 25, 29, 30, 31, 43, 45, 46, 53, 54, 80, 85, 86, 99, 107, 115, 122, 129, 133, 160], "\ub798\ud37c": [4, 11, 120], "typedef\uac00": 4, "\ub798\ud37c\uc774\ubbc0\ub85c": 4, "\uc0dd\uc131\uc790\ub3c4": 4, "\uc5ec\uc804\ud788": [4, 9, 14, 37, 65, 88, 92, 115, 121, 160], "\uc608\uc0c1\ud558\ub294": [4, 128], "\ub300\ub85c": [4, 11, 46, 69, 159], "\uc791\ub3d9\ud569\ub2c8\ub2e4": [4, 92, 113, 128, 159], "\uc4f8": [4, 85, 88, 97, 116], "\ub9e4\ud06c\ub85c\uc5d0": 4, "holder": [4, 190], "\ubaa8\ub4c8\uc774\ub77c\uace0": 4, "\ubd80\ub985\ub2c8\ub2e4": [4, 15, 29, 36, 43, 137], "\ud3ec\uc778\ud130\uc640": 4, "\ud654\uc0b4\ud45c": 4, "\uc5f0\uc0b0\uc790": [4, 15, 116, 121, 160, 162], "\uae30\uc800": 4, "\uac1d\uccb4\uc5d0": [4, 16, 29, 143], "\uc561\uc138\uc2a4\ud569\ub2c8\ub2e4": 4, "\uacb0\ub860\uc801\uc73c\ub85c": 4, "\uc5bb\uc5c8\uc2b5\ub2c8\ub2e4": [4, 86, 143], "\ub530\ub974\uc9c0\ub9cc": 4, "\ub4f1\uc744": [4, 15, 43, 70, 80, 92, 107], "\ud0c0\uc774\ud551\ud560": 4, "\ud544\uc694\uac00": [4, 11, 18, 33, 37, 46, 53, 70, 85, 86, 88, 92, 94, 98, 113, 122, 126, 127, 178], "netimpl": 4, "\uc5b8\uae09\ud560": 4, "\ud558\ub098": [4, 40, 46, 65, 69, 122, 133], "\uc0dd\uc131\uc790\uc5d0": [4, 18, 46], "\ube44\uc5b4": [4, 43, 108], "null": [4, 43, 53, 162, 172, 175], "\ud3ec\uc778\ud130\uc785\ub2c8\ub2e4": 4, "\uc0dd\uc131\uc790\ub85c": 4, "\uc774\ub098": [4, 25, 33, 36, 42, 53, 54, 69, 128], "\ubb34\uc5c7\uc774\uc5b4\uc57c": 4, "\ud560\uae4c\uc694": [4, 37, 69, 86, 91], "\uc74c": 4, "\uc774\uac74": 4, "\uc5b4\ub824\uc6b4": 4, "\uacb0\uc815\uc785\ub2c8\ub2e4": 4, "\ube48": [4, 15, 128, 133, 159], "\uc815\ud560": [4, 143], "\uac19\ub2e4\ub294": 4, "\uae30\uc5b5\ud569\uc2dc\ub2e4": 4, "\ud3ec\uc778\ud130\uc5ec\uc57c": 4, "\ud55c\ub2e4\uace0": [4, 16, 36], "\uacb0\uc815\ud55c\ub2e4\uba74": 4, "\uc0dd\uc131\uc790\uc5d0\uc11c": [4, 46], "\ubc1b\uc9c0": 4, "\uc54a\uac70\ub098": 4, "\uc778\uc790\uc5d0": 4, "\uae30\ubcf8\uac12\uc744": [4, 80], "\ubc29\ubc95\uc774": [4, 6, 19, 69, 77, 122, 127, 159], "\uc5c6\uc5b4\uc9d1\ub2c8\ub2e4": 4, "\uc774\uc720\ub85c": [4, 25, 46, 113], "api\uc5d0\uc11c": [4, 16], "\uc0dd\uc131\uc790\ub97c": [4, 9, 16, 18, 46], "\ud638\ucd9c\ud569\ub2c8\ub2e4": [4, 10, 15, 18, 43, 65, 92, 116, 162], "\uc0dd\uc131\uc790\uac00": [4, 46], "\uc5c6\uc73c\uba74": [4, 19], "\ucef4\ud30c\uc77c\ub7ec": [4, 18, 183], "\ubc18\ub300\ub85c": [4, 15, 85, 108, 122, 126, 177], "holder\ub97c": 4, "\uc0dd\uc131\ud558\ub824\uba74": [4, 16], "nullptr": [4, 162], "\uc804\ub2ec\ud558\uba74": [4, 165], "\uc2e4\uc81c\ub85c\ub294": [4, 127], "\uc55e\uc5d0\uc11c\uc640": 4, "initi": [4, 5, 8, 13, 16, 17, 43, 49, 55, 84, 89, 92, 103, 104, 106, 109, 120, 123, 130, 131, 132, 138, 144, 151, 154, 157, 161, 175, 188], "\uc0dd\uc131\ud558\uac70\ub098": 4, "\uc0ac\uc6a9\uc790\ub4e4\uc5d0\uac8c": 4, "\uce5c\uc219\ud55c": 4, "\ud640\ub354\ub97c": 4, "\uc9c0\uc815\ud560": [4, 80, 88, 178], "construct": [4, 55, 56, 74, 110, 114, 123, 131, 146, 157, 170, 184, 188, 189], "\uc88b\uc744\uae4c\uc694": [4, 91], "holder\uac00": 4, "\uc9c0\uc6d0\ud569\ub2c8\ub2e4": [4, 25, 30, 40, 69, 91, 97, 113, 115, 121, 128, 172], "\uba54\ucee4\ub2c8\uc998\uc758": [4, 133, 135], "\ub2e8\uc810\uc740": 4, "\uc120\uc5b8": [4, 65], "\uc904\uc774": 4, "\ucd94\uac00\ub41c\ub2e4\ub294": 4, "\ubaa8\ub378\uc740": [4, 6, 11, 14, 29, 30, 31, 38, 43, 54, 65, 80, 85, 86, 91, 92, 96, 97, 99, 124, 127, 128, 129, 133, 135, 137, 139, 143, 165, 177, 183], "\uae30\ucd08\ub97c": 4, "\ubc30\uc6b8": [4, 53, 54, 70, 133, 162, 172, 178], "\ub584": 4, "\ub098\uc624\ub294": [4, 46, 65, 128], "\ubaa8\ub378\uc785\ub2c8\ub2e4": [4, 11, 43, 65, 97, 100, 133, 137, 143, 162], "\uc791\uace0": 4, "\uc2a4\ud06c\ub9bd\ud2b8\uc758": 4, "\uc774\uac83\ub9cc\uc73c\ub85c": 4, "\uc5b8\uc820\uac00\ub294": 4, "\uae30\uc220\uc801": 4, "\uae30\ub2a5\uc774": [4, 43, 44, 86], "\uc9c0\uc6d0\ub418\uc9c0\ub294": 4, "\uc54a\ub294\ub2e4\ub294": 4, "\uc0ac\uc2e4\uc744": [4, 14, 38, 86, 91, 129], "\uc54c\uac8c": [4, 16, 33, 42, 92, 96, 105], "\ub9cc\uc744": [4, 43, 113], "\uc815\uc758\ud560": [4, 16, 18, 25, 69, 92, 94, 105, 115], "\ub584\uc5d0\ub294": 4, "\uad8c\uc7a5\ub418\uba70": 4, "\uae00\uc5d0\uc11c": 4, "\ud574\uacb0\ud558\ub824\ub294": 4, "\ud0dc\uc2a4\ud06c\ub97c": [4, 129, 137, 162], "\uc815\uc758\ud558\ub294\ub370": 4, "\ubc30\uacbd\uacfc": [4, 143], "\ub3c4\uc785\ubd80": 4, "\uc0c1\uae30\ud558\uc790\uba74": 4, "\ud0dc\uc2a4\ud06c\ub294": [4, 129, 162], "\ub370\uc774\ud130\uc14b": [4, 6, 34, 40, 43, 45, 46, 80, 92, 98, 115, 135, 137, 181], "\ud480\uae30": 4, "\uc801\ub300\uc801": [4, 37, 70, 95, 102], "gan": [4, 46, 102], "\uc0ac\uc6a9\ud558\uace0\uc790": [4, 53, 54, 162], "\uc911\uc5d0\uc11c\ub3c4": 4, "\uc544\ud0a4\ud14d\ucc98": [4, 65], "dcgan\uc740": 4, "\ucd08\uae30\uc5d0": [4, 140], "\ubc1c\ud45c\ub410\ub358": 4, "\uc81c\uc77c": [4, 92, 108, 116], "gan\uc774\uc9c0\ub9cc": 4, "\ucda9\ubd84\ud569\ub2c8\ub2e4": [4, 43, 85, 113], "\ud29c\ud1a0\ub9ac\uc5bc\uc5d0": [4, 19, 44, 92, 116, 127, 133], "\uc18c\uc2a4": [4, 11, 16, 18, 65, 99, 113, 115, 124, 162], "\uc804\uccb4\ub294": [4, 40, 69], "gan\uc740": [4, 46], "\ubaa8\ub378\ub85c": [4, 14, 43, 46, 92, 96, 116, 121, 127, 143], "\uad6c\uc131\ub429\ub2c8\ub2e4": [4, 18, 27, 29, 96, 120], "\uc0dd\uc131\uae30\ub294": 4, "\ub178\uc774\uc988": [4, 9], "\ubd84\ud3ec\uc5d0\uc11c": [4, 46], "\uc0d8\ud50c\uc744": [4, 27, 29, 37, 45, 96, 107, 129, 178], "\ubaa9\ud45c": [4, 43, 86, 91, 105, 107, 108, 120, 129, 133, 160], "\ubd84\ud3ec": [4, 14, 86], "\uc774\ubbf8\uc9c0\ub85c": [4, 9, 45, 46, 53, 54, 92, 120, 122, 143, 178], "\ubaa9\ud45c\uc785\ub2c8\ub2e4": [4, 115], "\ud310\ubcc4\uae30\ub294": 4, "\ub370\uc774\ud130\uc14b\uc758": [4, 26, 27, 37, 40, 45, 46, 53, 54, 80, 92, 143, 165, 178], "\uc9c4\uc9dc": [4, 37, 46, 91], "\uc785\ub825\ubc1b\uac70\ub098": 4, "\uc0dd\uc131\uae30\ub85c\ubd80\ud130": 4, "\uac00\uc9dc": [4, 9, 14, 18, 46, 69, 127, 177], "\uc785\ub825\ubc1b\uc2b5\ub2c8\ub2e4": 4, "\uc5bc\ub9c8\ub098": [4, 6, 14, 15, 37, 40, 46, 65, 80, 91, 92, 100, 107, 115, 122, 178], "\uc9c4\uc9dc\uac19\uc740\uc9c0": 4, "\uac00\uae4c\uc6b4": [4, 46, 129], "\ucd9c\ub825": [4, 9, 25, 26, 29, 33, 36, 37, 38, 40, 42, 43, 45, 46, 59, 62, 63, 65, 69, 80, 86, 91, 92, 94, 98, 99, 100, 107, 108, 113, 120, 122, 127, 128, 129, 133, 135, 139, 143, 183], "\uac00\uc9dc\uac19\uc740": 4, "\uc9c0": [4, 181], "\ud310\ubcc4\ud569\ub2c8\ub2e4": [4, 46], "\uc0dd\uc131\uae30\uac00": 4, "\ub9cc\ub4e0": [4, 43, 46, 65, 80, 88, 115, 139], "\uc9c4\uc9dc\uac19\uc740": [4, 46], "\ud310\ubcc4\uae30\uac00": 4, "\ud53c\ub4dc\ubc31\ud558\uace0": 4, "\ud53c\ub4dc\ubc31\uc740": 4, "\ud559\uc2b5\uc5d0": [4, 14, 30, 34, 36, 46, 80, 86, 96, 107, 108, 124, 127, 139, 143, 177], "\uc0ac\uc6a9\ub429\ub2c8\ub2e4": [4, 9, 11, 14, 15, 19, 45, 63, 88, 92, 96, 97, 99, 107, 108, 124, 143, 177, 178, 183], "\uc9c4\uc9dc\uc5d0": 4, "\uc548\ubaa9\uc774": 4, "\uc9c0\uc5d0": 4, "\ud310\ubcc4\uae30\ub97c": 4, "\ucd5c\uc801\ud654\ud558\uae30": [4, 43, 95], "\uc774\ub860\uc801\uc73c\ub85c": [4, 105], "\uc0dd\uc131\uae30\uc640": 4, "\uc0ac\uc774\uc758": [4, 9, 29, 46, 53, 54, 65, 80, 91, 92, 94, 99, 107, 120, 129, 133], "\uc12c\uc138\ud55c": 4, "\uade0\ud615\uc740": 4, "\ub458\uc744": [4, 92], "\uac1c\uc120\uc2dc\ud0b5\ub2c8\ub2e4": 4, "\ubd84\ud3ec\uc640": 4, "\uad6c\ubcc4\ud560": [4, 46], "\uadf8\ub54c\ucbe4\uc774\uba74": 4, "\ud559\uc2b5\ub418\uc5b4": 4, "\ud310\ubcc4\uae30\uc758": 4, "\uc548\ubaa9\uc744": 4, "\uc18d\uc5ec": [4, 65], "\uc9c4\uc9dc\uc640": 4, "\ubaa8\ub450\uc5d0": [4, 92], "\ud655\ub960\uc744": [4, 26, 43, 53, 54, 85, 86, 91, 99, 128, 139], "\ucd9c\ub825\ud560": [4, 43, 128], "\uacb0\uacfc\ubb3c\uc740": 4, "\ub178\uc774\uc988\ub97c": 4, "\uc785\ub825\ubc1b\uc544": [4, 46], "\uc22b\uc790\uc758": [4, 14], "\ucd9c\ub825\uc73c\ub85c": [4, 43, 65, 113], "\uae30\uacc4\uc785\ub2c8\ub2e4": 4, "\uc77c\ub828\uc758": [4, 33, 42, 43, 120, 122], "\uc804\uce58\ub41c": 4, "2d": [4, 26, 81, 92, 109, 117, 126, 130, 140, 182], "\ud569\uc131\uacf1": [4, 9, 10, 19, 46, 72, 80, 100, 102, 121, 126, 127, 172], "\uc815\uaddc\ud654": [4, 9, 14, 19, 31, 34, 37, 43, 46, 86, 107, 127, 128, 133, 165], "\ud65c\uc131\ud654": [4, 9, 26, 80, 92, 126, 128], "\uc720\ub2db\uc73c\ub85c": 4, "\uad6c\uc131\ub41c": [4, 25, 26, 36, 43, 92, 122, 126, 133], "\uc815\uc758\ud558\uaca0\uc2b5\ub2c8\ub2e4": [4, 16, 120, 137], "\uc815\uc758\ud558\uc5ec": [4, 43, 122, 139], "\uac04": [4, 113, 122, 124, 126, 181], "\uc785\ub825\uc744": [4, 9, 15, 18, 26, 37, 38, 40, 43, 65, 70, 80, 86, 88, 91, 96, 107, 108, 120, 135, 139, 160, 165, 172], "\ud568\uc218\ud615\uc73c\ub85c": 4, "\uc804\ub2ec\ud569\ub2c8\ub2e4": [4, 9, 11, 26, 29, 30, 31, 86, 107, 108, 115, 133, 159], "dcgangeneratorimpl": 4, "knoises": 4, "conv1": [4, 37, 40, 65, 69, 80, 81, 83, 92, 104, 109, 119, 122, 126, 127, 129, 131, 135, 136, 138, 139, 145, 156, 170], "convtranspose2dopt": 4, "256": [4, 6, 14, 22, 31, 43, 45, 46, 66, 97, 98, 100, 106, 114, 119, 120, 133, 136, 138, 141, 143, 145, 156, 178], "batch_norm1": 4, "conv2": [4, 37, 40, 65, 69, 80, 81, 83, 92, 104, 109, 119, 126, 129, 131, 135, 136, 138, 139, 156, 170], "pad": [4, 14, 19, 31, 35, 43, 46, 55, 66, 67, 69, 81, 92, 96, 97, 109, 114, 119, 136, 138, 153], "batch_norm2": 4, "conv3": [4, 92, 129, 136], "batch_norm3": 4, "conv4": [4, 136], "convtranspose2d": [4, 46], "batchnorm2d": [4, 9, 14, 46, 92, 109, 114, 119, 129, 138, 168, 172, 182], "dcgangener": 4, "\ud638\ucd9c\ud574": 4, "\ub9e4\ud551\ud560": [4, 43], "\uc0ac\uc6a9\ud55c": [4, 14, 43, 46, 53, 54, 69, 80, 92, 96, 97, 100, 102, 127, 134, 177, 181], "\uc124\uba85\ud55c": [4, 11, 16, 40, 43, 53, 54, 91], "\uc0c1\uc218": [4, 18, 33, 42, 46, 129, 139], "\uc785\ub825": [4, 9, 18, 25, 26, 33, 36, 37, 40, 43, 46, 53, 54, 59, 80, 85, 86, 88, 91, 92, 94, 107, 108, 113, 116, 120, 121, 126, 133, 135, 143, 162, 165, 172, 183], "\ubca1\ud130\uc758": [4, 46, 88, 91, 99, 107], "\ud06c\uae30\ub97c": [4, 6, 9, 14, 37, 38, 40, 43, 45, 46, 53, 54, 80, 88, 92, 100, 115, 116, 120, 129, 135, 143, 162, 165, 172, 177, 178], "\uacb0\uc815\ud558\uba70": 4, "\uc124\uc815\ub429\ub2c8\ub2e4": [4, 124, 129], "\ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub294": 4, "\ub300\ud559\uc6d0\uc0dd\ub4e4\uc758": 4, "\ub178\ub825\uc744": [4, 43], "\uc138\ud305\ub410\uc2b5\ub2c8\ub2e4": 4, "\ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub97c": [4, 29], "\uc815\ud558\ub290\ub77c": 4, "\ub2e4\uce5c": 4, "\ub300\ud559\uc6d0\uc0dd\uc740": 4, "\uc5c6\uc5c8\uc2b5\ub2c8\ub2e4": [4, 85], "\uadf8\ub4e4\uc740": [4, 92], "\uc11c\ub85c\uc11c\ub85c": 4, "\uac1c\uc0ac\ub8cc\ub97c": 4, "\uba39\uc774\ub2c8\uae4c\uc694": 4, "\uc81c\uacf5": [4, 51, 92, 107, 121, 139], "\uc635\uc158\uc774": [4, 177], "\uc804\ub2ec\ub418\ub294": [4, 16, 120, 121, 159], "\uc124\uba85\ud558\uc790\uba74": 4, "\uc608": [4, 18, 27, 46, 70, 98, 99, 115, 121], "\uac1c\uc218": [4, 91, 99, 115, 116, 124, 126], "\uc635\uc158\ub9cc": 4, "\uc124\uc815\ud558\ub824": 4, "\ud55c\ub2e4\uba74": [4, 45, 70, 91, 98, 124, 129, 162, 172], "\uc804\ub2ec\ud560": [4, 16, 96, 113, 115], "\uc5ec\uae30\uc11c\ub294": [4, 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96, 110, 130, 131, 132, 134, 141, 142, 155, 160, 164, 166, 173, 174, 175, 184, 186, 188], "myaddfunct": [5, 7], "autononvariabletypemod": [5, 7, 54, 162], "myadd_autograd": [5, 7], "except": [5, 8, 17, 43, 55, 56, 81, 84, 89, 105, 114, 116, 118, 121, 125, 152, 157, 161, 169, 171], "off": [5, 6, 27, 45, 46, 81, 84, 97, 98, 104, 105, 106, 127, 130, 131, 132, 136, 147, 149, 151, 178], "raii": 5, "guard": [5, 54, 162], "infinit": [5, 24], "overflow": 5, "send": [5, 7, 8, 56, 66, 115, 130, 131, 132, 144, 164, 167], "exclud": [5, 136], "consider": [5, 7, 104], "handler": [5, 142], "autogradcpu": 5, "autogradcuda": 5, "explor": [5, 17, 102, 106, 110, 147], "pythondispatch": 5, "tool": [5, 55, 78, 81, 104, 113, 115, 130, 142, 145, 147, 156, 162, 163, 175], "_python_dispatch": 5, "isn": [5, 78, 118, 123, 136, 153, 186, 188], "glorifi": 5, "add_cpu": 5, "add_cuda": 5, "unsupport": [5, 142], "There": [5, 6, 7, 17, 66, 74, 78, 81, 84, 89, 101, 112, 117, 119, 125, 131, 132, 133, 136, 153, 155, 182, 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113, 114, 115, 130, 131, 132, 144, 149, 155, 164, 165, 167, 175, 184], "arbitrarili": 8, "order": [8, 16, 49, 55, 78, 84, 94, 104, 106, 110, 114, 119, 123, 125, 129, 131, 144, 145, 150, 153, 155, 166, 167, 171, 182], "prior": [8, 35, 78, 81, 113, 141, 142, 164], "introduct": [8, 47, 48, 49, 50, 51, 73, 74, 77, 78, 80, 81, 87, 102, 111, 112, 153, 169, 181, 183], "togeth": [8, 55, 67, 74, 81, 84, 104, 109, 123, 130, 132, 144, 150, 166, 167, 182], "previou": [8, 17, 47, 49, 84, 103, 110, 111, 112, 114, 123, 130, 132, 138, 141, 142, 145, 147, 186], "lr": [8, 11, 14, 29, 30, 36, 37, 40, 43, 46, 66, 78, 80, 83, 85, 86, 89, 91, 92, 93, 96, 98, 99, 103, 104, 109, 113, 114, 115, 120, 122, 124, 127, 130, 131, 132, 133, 135, 136, 138, 139, 143, 166, 170, 184], "yield": [8, 11, 84, 92, 96, 130, 132, 154, 170], "notabl": [8, 155], "addition": [8, 24, 106, 123, 141, 142], "divide_by_initial_world_s": 8, "nonetheless": [8, 188], "preliminari": 8, "delv": 8, "greater": [8, 141, 144, 150, 161, 167], 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with Wav2Vec2", "Forward-mode Automatic Differentiation (Beta)", "(beta) Building a Simple CPU Performance Profiler with FX", "\ub9c8\ub9ac\uc624 \uac8c\uc784 RL \uc5d0\uc774\uc804\ud2b8\ub85c \ud559\uc2b5\ud558\uae30", "(\ubca0\ud0c0) PyTorch\ub97c \uc0ac\uc6a9\ud55c Channels Last \uba54\ubaa8\ub9ac \ud615\uc2dd", "\ub2e8\uc77c \uba38\uc2e0\uc744 \uc0ac\uc6a9\ud55c \ubaa8\ub378 \ubcd1\ub82c\ud654 \ubaa8\ubc94 \uc0ac\ub840", "Getting Started - Accelerate Your Scripts with nvFuser", "\ud30c\uc774\ud504\ub77c\uc778 \ubcd1\ub82c\ud654\ub85c \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ubaa8\ub378 \ud559\uc2b5\uc2dc\ud0a4\uae30", "Customize Process Group Backends Using Cpp Extensions", "\uac00\uc9c0\uce58\uae30 \uae30\ubc95(Pruning) \ud29c\ud1a0\ub9ac\uc5bc", "(\ubca0\ud0c0) \ucef4\ud4e8\ud130 \ube44\uc804 \ud29c\ud1a0\ub9ac\uc5bc\uc744 \uc704\ud55c \uc591\uc790\ud654\ub41c \uc804\uc774\ud559\uc2b5(Quantized Transfer Learning)", "Raspberry Pi 4 \uc5d0\uc11c \uc2e4\uc2dc\uac04 \ucd94\ub860(Inference) (30fps!)", "\uac15\ud654 \ud559\uc2b5 (DQN) \ud29c\ud1a0\ub9ac\uc5bc", "Implementing Batch RPC Processing Using Asynchronous Executions", "Implementing a Parameter Server Using Distributed RPC Framework", "Getting Started with Distributed RPC Framework", "\uae30\ucd08\ubd80\ud130 \uc2dc\uc791\ud558\ub294 NLP: Sequence to Sequence \ub124\ud2b8\uc6cc\ud06c\uc640 Attention\uc744 \uc774\uc6a9\ud55c \ubc88\uc5ed", "Computation times", "\uacf5\uac04 \ubcc0\ud615 \ub124\ud2b8\uc6cc\ud06c(Spatial Transformer Networks) \ud29c\ud1a0\ub9ac\uc5bc", "Speech Command Classification with torchaudio", "Wav2Vec2\ub97c \uc774\uc6a9\ud574\uc11c \uc74c\uc131 \uc778\uc2dd\ud558\uae30", "PyTorch Profiler With TensorBoard", "TensorBoard\ub85c \ubaa8\ub378, \ub370\uc774\ud130, \ud559\uc2b5 \uc2dc\uac01\ud654\ud558\uae30", "TorchRec \uc18c\uac1c", "Grokking PyTorch Intel CPU performance from first principles", "Grokking PyTorch Intel CPU performance from first principles (Part 2)", "TorchVision \uac1d\uccb4 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Backend User Workflow", "PyTorch \uc0ac\uc804 \ube4c\ub4dc\ub41c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\ub294 \ub124\uc774\ud2f0\ube0c Android \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ub9cc\ub4e4\uae30", "(beta) Bundling inputs to PyTorch Models", "Direct Device-to-Device Communication with TensorPipe CUDA RPC", "Flask\ub85c \ubc30\ud3ec\ud558\uae30", "Distributed Optimizer with TorchScript support", "Profiling PyTorch RPC-Based Workloads", "Fuse Modules Recipe", "Intel\u00ae Extension for PyTorch*", "Ease-of-use quantization for PyTorch with Intel\u00ae Neural Compressor", "(beta) Efficient mobile interpreter in Android and iOS", "PyTorch \ubaa8\ubc14\uc77c \uc131\ub2a5 \ub808\uc2dc\ud53c", "Model Preparation for Android Recipe", "Model Preparation for iOS Recipe", "Profiling PyTorch workloads with The Instrumentation and Tracing Technology (ITT) API", "Summary of PyTorch Mobile Recipes", "\uc591\uc790\ud654 \ub808\uc2dc\ud53c", "\uc0ac\uc6a9\uc790 \uc815\uc758 PyTorch 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63, 78, 80, 81, 84, 86, 91, 94, 96, 99, 103, 106, 107, 108, 109, 113, 116, 117, 122, 123, 124, 133, 136, 137, 138, 140, 148, 154, 162, 188, 189], "dx\ub97c": 1, "\ucd9c\ub825\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4": [1, 69], "grad": [1, 10, 25, 36, 40, 59, 65, 69, 78, 88, 92, 94, 104, 105, 107, 108, 109, 110, 113, 115, 118, 123, 129, 130, 131, 132, 151, 166], "4": [1, 3, 4, 9, 10, 11, 15, 17, 18, 21, 24, 25, 26, 27, 29, 30, 31, 33, 36, 38, 42, 43, 45, 46, 47, 48, 49, 55, 65, 66, 67, 78, 80, 81, 83, 84, 85, 86, 88, 89, 91, 92, 96, 98, 99, 100, 102, 103, 104, 105, 106, 107, 109, 111, 112, 115, 117, 119, 120, 121, 122, 124, 126, 127, 129, 130, 131, 132, 135, 136, 137, 141, 143, 144, 147, 151, 152, 153, 154, 156, 160, 162, 167, 169, 171, 178, 182, 186, 188, 189, 192], "5000": [1, 24, 66, 67, 83, 84, 99, 107, 108, 124, 133, 151, 152, 153, 165], "5": [1, 3, 4, 6, 8, 9, 10, 17, 19, 20, 23, 24, 25, 27, 29, 30, 31, 33, 36, 38, 40, 42, 43, 46, 55, 65, 66, 67, 69, 74, 78, 80, 81, 83, 84, 85, 86, 88, 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[2, 9, 14, 43, 45, 53, 54, 66, 67, 98, 100, 119, 127, 128, 135, 138, 141, 142, 145, 147, 149, 150, 155, 160, 161, 165, 168, 169, 172, 173, 174, 178, 182, 183], "trace\ub97c": 2, "\uc774\uc6a9\ud574": [2, 18, 46, 65, 85, 88, 91, 102, 116, 128, 129, 135, 137, 143, 162, 177], "traced_script_modul": [2, 172], "trace\ub41c": 2, "\uc740": [2, 4, 9, 10, 11, 14, 15, 18, 25, 26, 27, 29, 30, 33, 34, 36, 37, 40, 42, 43, 45, 46, 53, 54, 59, 69, 80, 86, 92, 94, 96, 97, 98, 99, 100, 105, 107, 113, 115, 116, 120, 121, 124, 126, 127, 128, 129, 133, 137, 139, 140, 143, 162, 165, 172, 178], "\uc77c\ubc18\uc801\uc778": [2, 14, 15, 25, 29, 30, 36, 40, 43, 45, 53, 54, 62, 63, 80, 92, 94, 96, 108, 113, 115, 120, 133, 135, 137, 140, 162, 181], "\ubaa8\ub4c8\uacfc": [2, 9, 18, 40, 92, 126], "\ubc1b\uc544": [2, 14, 18, 40, 43, 86, 94, 98, 115, 127, 178], "\ucc98\ub9ac\ud560": [2, 18, 37, 45, 70, 96, 122, 126, 128], "In": [2, 3, 6, 7, 8, 13, 16, 17, 21, 22, 23, 35, 36, 38, 47, 49, 50, 51, 55, 66, 67, 74, 76, 81, 83, 89, 91, 101, 102, 103, 104, 106, 109, 110, 111, 112, 114, 117, 119, 123, 125, 130, 131, 132, 136, 138, 141, 142, 144, 145, 147, 148, 149, 150, 151, 152, 153, 154, 156, 161, 164, 166, 167, 168, 169, 170, 171, 173, 175, 184, 188, 189, 191], "2698": [2, 43, 147], "0381": 2, "4023": [2, 43], "3010": [2, 43], "0448": 2, "slicebackward": 2, "\ud2b9\uc815\ud55c": [2, 14, 43, 53, 54, 88, 127, 137, 172], "\ud658\uacbd": [2, 4, 115, 122, 129, 162], "\uac00\ub839": 2, "\uc81c\uc5b4\ud750\ub984\uc744": 2, "\uc0ac\uc6a9\ud558\uace0": [2, 16, 29, 40, 43, 45, 46, 53, 54, 65, 94, 102, 107, 120, 124, 126, 127, 181], "\uc5d0\uc11c\ub294": [2, 4, 10, 65, 85, 94, 108, 116, 121, 124, 128, 139], "\uc5ec\ub7ec\ubd84\uc758": [2, 4, 43, 45, 92, 122, 126, 127], "\uc5b4\ub178\ud14c\uc774\ud2b8": 2, "\ud558\uc5ec": [2, 4, 10, 14, 16, 33, 94, 97, 100, 115, 139], "\ubc14\ub85c": [2, 9, 15, 33, 37, 42, 46, 54, 80, 91, 97, 102, 116, 121, 124, 127, 128, 133, 177], "\uc791\uc131\ud558\ub294": [2, 37, 86, 92, 172], "\uac83\uc774": [2, 4, 14, 15, 27, 36, 43, 45, 46, 53, 65, 70, 80, 86, 88, 91, 92, 94, 97, 107, 113, 115, 121, 122, 124, 126, 127, 128, 140, 143, 165, 172, 181], "\ubc14\ub78c\uc9c1\ud55c": 2, "\uacbd\uc6b0\uac00": [2, 25, 88, 129, 140], "\uac00\uc815\ud558\uaca0\uc2b5\ub2c8\ub2e4": [2, 25, 37, 85], "mymodul": [2, 4, 159, 164], "modul": [2, 3, 4, 6, 9, 10, 11, 13, 14, 15, 16, 17, 22, 23, 24, 26, 29, 30, 35, 37, 38, 40, 43, 46, 47, 49, 53, 54, 59, 65, 69, 70, 78, 80, 83, 84, 85, 86, 89, 91, 93, 96, 99, 102, 103, 104, 105, 106, 107, 108, 109, 113, 119, 120, 122, 124, 125, 126, 129, 130, 131, 132, 133, 135, 136, 137, 139, 140, 141, 142, 145, 146, 147, 148, 149, 150, 155, 157, 159, 161, 162, 163, 164, 169, 170, 171, 172, 175, 176, 178, 181, 182, 183, 187, 188, 189], "def": [2, 3, 4, 5, 6, 8, 9, 10, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 26, 27, 29, 30, 37, 38, 40, 43, 45, 46, 47, 49, 55, 65, 66, 67, 69, 70, 74, 78, 80, 81, 83, 85, 86, 89, 91, 92, 96, 97, 98, 99, 103, 104, 105, 106, 107, 108, 109, 110, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 129, 130, 131, 132, 133, 135, 136, 137, 138, 139, 142, 143, 144, 145, 146, 147, 148, 149, 151, 155, 156, 159, 162, 163, 164, 165, 166, 167, 168, 169, 170, 172, 175, 177, 178, 182, 184, 188], "__init__": [2, 3, 4, 6, 8, 9, 10, 11, 14, 15, 16, 18, 26, 29, 30, 37, 38, 40, 43, 45, 46, 47, 55, 65, 69, 70, 74, 78, 80, 81, 83, 85, 86, 89, 91, 92, 96, 97, 99, 104, 105, 107, 108, 109, 113, 114, 115, 119, 120, 122, 124, 126, 129, 130, 131, 132, 133, 135, 136, 137, 139, 142, 143, 145, 146, 155, 156, 159, 163, 164, 166, 168, 169, 170, 172, 175, 177, 178, 182, 188], "self": [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 14, 15, 16, 18, 26, 27, 29, 30, 37, 38, 40, 43, 45, 46, 47, 49, 55, 65, 69, 70, 74, 78, 80, 81, 83, 85, 86, 89, 91, 92, 96, 97, 99, 104, 105, 106, 107, 108, 109, 113, 114, 115, 117, 119, 120, 122, 124, 126, 129, 130, 131, 132, 133, 135, 136, 137, 138, 139, 142, 143, 144, 145, 146, 148, 155, 156, 159, 163, 164, 166, 167, 168, 169, 170, 171, 172, 175, 177, 178, 182], "n": [2, 3, 4, 6, 9, 14, 16, 17, 25, 26, 29, 30, 33, 36, 42, 43, 45, 54, 55, 62, 63, 67, 74, 78, 80, 81, 83, 84, 91, 92, 93, 94, 96, 99, 100, 103, 104, 107, 109, 115, 116, 117, 119, 120, 121, 122, 124, 126, 129, 130, 131, 132, 133, 135, 136, 137, 139, 143, 145, 148, 151, 152, 153, 154, 162, 165, 169, 178, 183], "super": [2, 3, 4, 6, 8, 9, 10, 11, 13, 14, 15, 16, 18, 26, 29, 30, 37, 38, 40, 43, 46, 54, 55, 65, 69, 70, 74, 78, 80, 81, 83, 85, 86, 89, 91, 92, 96, 97, 99, 104, 105, 107, 108, 109, 113, 114, 119, 120, 122, 124, 126, 129, 130, 131, 132, 133, 135, 136, 137, 139, 142, 155, 156, 159, 162, 163, 164, 168, 169, 170, 171, 172, 175], "paramet": [2, 3, 4, 6, 7, 8, 11, 14, 16, 18, 25, 26, 28, 29, 30, 36, 37, 40, 43, 45, 46, 56, 59, 67, 74, 78, 80, 83, 85, 86, 89, 91, 92, 93, 94, 96, 97, 98, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 111, 113, 114, 115, 118, 120, 122, 123, 124, 126, 127, 129, 132, 133, 135, 136, 138, 139, 141, 142, 143, 145, 151, 156, 157, 159, 164, 166, 170, 175, 179, 181, 182, 184, 192], "mv": [2, 93], "els": [2, 3, 5, 6, 8, 9, 11, 13, 14, 17, 18, 20, 24, 26, 30, 35, 37, 38, 43, 45, 46, 53, 54, 55, 65, 66, 78, 83, 84, 92, 93, 96, 97, 98, 99, 103, 107, 108, 109, 114, 115, 116, 117, 120, 121, 125, 126, 127, 129, 130, 131, 132, 133, 135, 136, 137, 139, 143, 145, 148, 156, 162, 163, 164, 166, 168, 171, 178, 182, 184, 188, 189], "\uba54\uc18c\ub4dc\ub294": [2, 9, 88, 115, 122, 162], "\uc785\ub825\uac12\uc5d0": [2, 53], "\uc601\ud5a5\uc744": [2, 4, 6, 9, 14, 29, 46, 122, 126, 137], "\ubc1b\ub294": [2, 14, 34, 96], "\ubaa8\ub4c8\uc740": [2, 4, 9, 15, 18, 26, 30, 34, 69, 70, 80, 91, 96, 99, 121, 124, 126, 159], "\ud2b8\ub808\uc774\uc2f1\uc5d0\ub294": 2, "\ucef4\ud30c\uc77c\ud574\uc57c": 2, "my_modul": 2, "10": [2, 4, 5, 6, 8, 10, 11, 14, 17, 18, 22, 23, 24, 26, 27, 29, 30, 31, 34, 35, 36, 37, 38, 40, 43, 45, 46, 47, 55, 59, 62, 65, 66, 67, 69, 70, 74, 78, 80, 81, 83, 84, 86, 91, 92, 96, 97, 98, 99, 100, 103, 104, 105, 106, 107, 108, 109, 113, 115, 117, 118, 120, 121, 122, 123, 124, 126, 127, 128, 129, 130, 131, 132, 133, 135, 136, 137, 138, 139, 141, 143, 147, 149, 151, 152, 153, 155, 156, 157, 159, 160, 161, 162, 163, 164, 167, 170, 175, 178, 192], "20": [2, 4, 6, 9, 10, 11, 14, 17, 18, 26, 31, 43, 53, 54, 55, 56, 59, 63, 65, 67, 69, 70, 74, 81, 84, 85, 86, 91, 98, 99, 100, 104, 106, 107, 108, 109, 113, 115, 117, 120, 121, 122, 123, 124, 126, 130, 132, 133, 135, 136, 137, 142, 143, 144, 147, 149, 153, 154, 156, 163, 167, 170, 184, 192], "sm": [2, 138], "\uc544\uc9c1": [2, 4, 15, 43, 80, 91, 115, 122, 140], "torchscript\uc5d0\uc11c": [2, 15, 16, 18], "\uc9c0\uc6d0\ud558\uc9c0": [2, 11, 53, 54, 121, 162, 172], "\uba54\uc18c\ub4dc\ub4e4\uc744": [2, 126, 178], "\uc81c\uc678\ud558\uace0": [2, 127, 133, 159], "\uc2f6\ub2e4\uba74": [2, 14, 37, 43, 45, 53, 54, 85, 143], "ignor": [2, 14, 45, 89, 125, 145, 149, 151, 152, 153, 154, 168, 178], "\uc5b4\ub178\ud14c\uc774\ud2b8\ud558\uba74": 2, "\uc9c1\ub82c\ud654": [2, 4, 30, 31], "serial": [2, 3, 7, 16, 17, 22, 30, 31, 55, 141, 145, 167, 175], "\ub41c": [2, 6, 9, 16, 18, 25, 34, 36, 43, 98, 100, 107, 115, 126, 127, 129, 133, 139, 172, 183], "\uc778\uc2a4\ud134\uc2a4\uc785\ub2c8\ub2e4": [2, 18, 159], "\ud2b8\ub808\uc774\uc2f1\uc774\ub098": 2, "\uc5b4\ub178\ud14c\uc774\ud305\uc744": 2, "\ubcc0\ud658\ud558\uc600\ub2e4\uba74": 2, "\uadf8\uac83\uc744": [2, 4, 38, 86, 108, 129], "\ud30c\uc77c\ub85c\ubd80\ud130": [2, 116], "\uc77d\uc5b4\uc62c": [2, 113], "\uc788\uace0": [2, 11, 14, 16, 43, 65, 86, 88, 92, 98, 107, 124, 129, 133, 139, 159, 160, 177], "python\uc5d0": [2, 16], "\uc758\uc874\uc131\ub3c4": [2, 165], "\uc5c6\uc774": [2, 4, 18, 25, 43, 91, 102, 105, 115, 120, 127, 128, 162], "\uc608\uc2dc\uc5d0\uc11c": [2, 4, 15, 45, 143], "\ub4e4\uc5c8\ub358": [2, 4], "\uc9c1\ub82c\ud654\ud558\uace0": [2, 4, 116], "\uc2f6\ub2e4\uace0": [2, 115, 178], "\uac00\uc815\ud569\uc2dc\ub2e4": [2, 45], "\uc9c1\ub82c\ud654\ub97c": 2, "\ud638\ucd9c\ud558\uace0": [2, 11, 18, 92, 94, 108, 162, 172], "\ud30c\uc77c\uba85\ub9cc": 2, "\ub118\uaca8\uc8fc\uba74": 2, "traced_resnet_model": 2, "pt": [2, 4, 16, 17, 18, 47, 53, 54, 67, 100, 103, 104, 116, 150, 155, 160, 161, 162, 168, 169, 170, 171, 172, 173, 174, 177, 183], "\uc791\uc5c5": [2, 9, 11, 15, 43, 53, 54, 98, 99, 165, 178], "\ub514\ub809\ud1a0\ub9ac\uc5d0": [2, 4, 16, 27, 98, 107, 108, 127, 133, 162], "\uc0dd\uc131\ud560": [2, 4, 16, 25, 33, 40, 42, 46, 85, 88, 92, 108, 122, 137, 159, 172], "\uc608\uc2dc\uc758": 2, "my_module_model": 2, "\ud638\ucd9c\ud558\uba74": [2, 4, 18, 25, 26, 36, 43, 69, 88, 105, 162], "\uc774\ub85c\uc368": 2, "\uc138\uacc4\uc5d0\uc11c": 2, "\ubc97\uc5b4\ub098": 2, "\ud658\uacbd\uc5d0\uc11c": [2, 4, 14, 18, 19, 37, 77, 102, 120, 129, 160, 177, 183], "\uc791\uc5c5\ud560": [2, 9, 16], "\uc900\ube44\ub97c": [2, 91, 133, 165], "\ub9c8\ucce4\uc2b5\ub2c8\ub2e4": 2, "\uc9c1\ub82c\ud654\ub41c": [2, 16, 102], "\ub85c\ub4dc\ud558\uae30": [2, 80], "\uc5b4\ud50c\ub9ac\ucf00\uc774\uc158\uc774": 2, "\ubc18\ub4dc\uc2dc": [2, 4, 27, 54, 113, 115], "\ubd88\ub9ac\ub294": [2, 4, 15, 18, 25, 31, 116, 135, 140], "\uc0ac\uc6a9\ud574\uc57c\ud569\ub2c8\ub2e4": 2, "libtorch\ub294": 2, "\uc5ec\ub7ec": [2, 11, 38, 40, 43, 53, 54, 65, 69, 70, 80, 86, 99, 102, 107, 108, 113, 115, 116, 120, 122, 124, 128, 133, 137, 140, 165, 181], "\uacf5\uc720": [2, 115], "\ub77c\uc774\ube0c\ub7ec\ub9ac\ub4e4": 2, "\ud5e4\ub354": [2, 4], "\ud30c\uc77c\ub4e4": [2, 162, 165], "cmake": [2, 4, 16, 150, 161, 169, 183], "\uc124\uc815\ud30c\uc77c\ub4e4\uc744": 2, "cmake\ub294": [2, 4], "libtorch\ub97c": [2, 16, 160], "\uc4f0\uae30\uc704\ud55c": 2, "\ud544\uc218": [2, 4, 9], "\uc544\ub2c8\uc9c0\ub9cc": [2, 6, 53, 54, 80, 94, 172], "\uad8c\uc7a5\ub418\ub294": [2, 4, 183], "\ubc29\uc2dd\uc774\uace0": 2, "\ud5a5\ud6c4\uc5d0\ub3c4": 2, "\uacc4\uc18d": [2, 26, 40, 43, 65, 80, 88, 91, 113, 160], "\uc9c0\uc6d0\ub420": 2, "cmake\uc640": 2, "\uc544\uc8fc": [2, 15, 43, 70, 88, 98, 122, 127, 133, 135], "\ub9cc\ub4e4\uc5b4\ubcf4\ub3c4\ub85d": [2, 45], "\ud558\uaca0\uc2b5\ub2c8\ub2e4": [2, 4, 6, 30, 37, 43, 45, 46, 85, 92, 115, 120, 126, 139, 143, 178], "\uc6b0\uc120": [2, 4, 43, 97, 113, 115, 172], "\ub85c\ub4dc\ud558\ub294": [2, 4, 80], "\uc0b4\ud3b4\ubcf4\ub3c4\ub85d": [2, 45, 115, 139], "\uc544\ub798\uc758": [2, 4, 26, 27, 46, 53, 54, 85, 91, 100, 105, 122, 137, 143], "\ud558\ub098\uc758": [2, 4, 11, 27, 29, 38, 40, 43, 69, 80, 85, 86, 88, 91, 92, 96, 102, 107, 108, 113, 115, 122, 124, 126, 129, 133, 137, 140, 165, 172, 181], "\ud5e4\ub354\ud30c\uc77c": 2, "iostream": [2, 3, 4, 16, 17, 169], "memori": [2, 3, 5, 7, 13, 15, 16, 17, 56, 66, 81, 84, 87, 90, 93, 97, 102, 103, 104, 111, 120, 123, 131, 138, 144, 150, 151, 154, 155, 164, 167, 168, 169, 181, 184], "int": [2, 3, 4, 8, 13, 14, 16, 17, 18, 19, 22, 23, 45, 47, 49, 53, 54, 55, 67, 74, 96, 97, 99, 100, 103, 104, 105, 106, 115, 117, 120, 123, 125, 126, 129, 130, 131, 132, 138, 143, 148, 150, 161, 162, 163, 165, 169, 172, 178, 182, 183, 186], "main": [2, 3, 4, 8, 16, 17, 46, 47, 49, 54, 56, 67, 92, 100, 103, 104, 111, 114, 130, 131, 132, 141, 142, 143, 149, 161, 162, 167, 168, 169, 170, 171, 172, 175, 183, 184, 186, 188, 190], "argc": [2, 16, 17, 169, 183], "const": [2, 3, 4, 5, 7, 16, 17, 54, 125, 136, 162, 169, 171, 183], "char": [2, 16, 17, 54, 162, 169, 183], "cerr": [2, 16, 17, 169, 183], "usag": [2, 8, 17, 55, 78, 102, 104, 130, 132, 138, 142, 148, 150, 155, 156, 169, 175, 183, 188], "path": [2, 3, 4, 6, 13, 14, 16, 17, 20, 21, 23, 27, 35, 37, 43, 44, 45, 46, 47, 54, 55, 66, 78, 84, 92, 98, 103, 104, 105, 106, 107, 108, 116, 120, 125, 127, 136, 137, 141, 143, 145, 148, 150, 151, 155, 156, 160, 161, 162, 165, 169, 171, 172, 173, 174, 175, 177, 178, 183], "export": [2, 5, 15, 17, 40, 55, 66, 74, 78, 93, 112, 116, 136, 162, 163, 167, 171, 183], "try": [2, 16, 17, 35, 43, 47, 52, 53, 55, 56, 66, 78, 84, 105, 106, 108, 109, 121, 125, 133, 136, 138, 141, 145, 149, 152, 162, 165, 166, 169, 171, 183, 188, 189], "load": [2, 3, 4, 6, 13, 14, 15, 16, 17, 18, 19, 22, 24, 27, 28, 30, 31, 35, 37, 40, 43, 49, 53, 54, 65, 67, 84, 85, 92, 93, 100, 102, 104, 105, 113, 116, 117, 136, 137, 138, 144, 145, 147, 148, 149, 155, 156, 160, 161, 162, 165, 167, 169, 170, 171, 172, 173, 174, 179, 181, 183], "scriptmodule\uc744": [2, 183], "\uc5ed\uc9c1\ub82c\ud654": [2, 183], "catch": [2, 5, 8, 16, 53, 162, 169, 171, 183], "c10": [2, 5, 7, 16, 125, 150, 162, 169, 183], "error": [2, 3, 5, 7, 8, 16, 29, 30, 36, 40, 43, 47, 53, 55, 56, 59, 69, 78, 81, 84, 94, 103, 110, 114, 122, 125, 129, 147, 151, 152, 156, 162, 169, 171, 183, 188], "e": [2, 3, 5, 7, 8, 13, 16, 17, 23, 35, 46, 47, 52, 53, 55, 56, 66, 67, 74, 78, 81, 84, 91, 93, 99, 102, 104, 106, 110, 112, 114, 117, 120, 121, 124, 125, 130, 132, 133, 136, 137, 138, 141, 145, 148, 152, 153, 154, 157, 161, 162, 164, 166, 169, 183], "ok": [2, 55, 130, 188], "\ud5e4\ub354\ub294": [2, 162], 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132, 136, 138, 142, 148, 157, 161, 166, 172, 181], "\uba54\ubaa8\ub9ac\uc5d0": [2, 11, 45, 120, 121, 129, 143, 172, 178], "\uc62c\ub9ac\uae30": 2, "kcuda": [2, 4], "\uc0ac\uc6a9\ud558\uba74": [2, 4, 6, 9, 18, 33, 43, 91, 94, 100, 115, 120, 128, 133, 137, 139, 159, 177], "\uc785\ub825\uac12\ub4e4\uc5d0": 2, "\ub300\ud574\uc11c\ub3c4": [2, 11, 126], "\uc62c\ub9b0": 2, "\ub9ac\ud134\ud569\ub2c8\ub2e4": [2, 65], "python\uc5d0\uc11c\ubd80\ud130": 2, "\uc774\ud574\ud558\ub294\ub370": 2, "\ub3c4\uc6c0\uc774": [2, 46, 85, 120, 133, 172, 181], "\ub418\uc5c8\uae38": 2, "\ubcf8": [2, 4, 29, 46, 54, 65, 88, 91, 143], "\ub2e4\ub8ec": [2, 16, 40], "\uac1c\ub150\ub4e4\ub85c": 2, "\uc5ec\ub7ec\ubd84\uc740": [2, 18, 43, 65, 92, 122], "\ubaa8\ub378\uc5d0\uc11c\ubd80\ud130": 2, "\ucef4\ud30c\uc77c\ub41c": [2, 115, 160], "\ub098\uc544\uac00": [2, 4], "\ub514\uc2a4\ud06c": [2, 162, 172], "\uc0c1\uc758": [2, 25, 33, 36, 42, 43, 44, 102, 121], "\uc2e4\ud589\uac00\ub2a5\ud55c": 2, "\uae4c\uc9c0": [2, 59, 62, 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127, 136, 149, 150, 152, 154, 160, 167, 178, 179, 188], "document": [2, 3, 19, 20, 22, 23, 55, 56, 66, 74, 78, 81, 83, 84, 102, 113, 118, 119, 131, 132, 136, 138, 141, 142, 144, 153, 163, 167, 168, 170, 182, 183, 186, 188, 189, 193], "cppdoc": 2, "\ubb38\uc81c\ub97c": [2, 9, 16, 43, 45, 46, 94, 105, 116, 122, 135], "\ub9de\ub2e5\ub728\ub9ac\uc2dc\uac70\ub098": 2, "\uc788\uc73c\uc2dc\uba74": 2, "forum": [2, 3, 16, 17, 93, 119, 146], "\uc62c\ub824\uc8fc\uc2dc\uba74": [2, 16], "author": [3, 6, 8, 9, 10, 18, 35, 43, 47, 48, 49, 50, 51, 52, 55, 56, 66, 72, 74, 76, 77, 86, 88, 89, 91, 94, 98, 100, 103, 104, 106, 107, 108, 111, 112, 114, 115, 116, 117, 119, 121, 123, 124, 125, 127, 129, 130, 131, 132, 133, 141, 142, 145, 146, 148, 149, 150, 161, 163, 171, 189], "peter": 3, "goldsborough": 3, "provid": [3, 5, 7, 8, 13, 17, 20, 22, 23, 24, 55, 56, 74, 78, 84, 101, 102, 103, 106, 111, 112, 114, 117, 119, 123, 130, 131, 138, 144, 147, 148, 149, 153, 154, 155, 156, 157, 163, 166, 167, 168, 169, 170, 175, 176, 188], "plethora": 3, "relat": [3, 8, 55, 78, 84, 123, 145, 188], "arbitrari": [3, 5, 24, 89, 103, 156], "algebra": [3, 84], "wrangl": 3, "purpos": [3, 74, 78, 81, 104, 106, 117, 119, 131, 132, 145, 152, 167, 170], "howev": [3, 5, 6, 7, 16, 17, 23, 55, 56, 66, 74, 109, 110, 114, 119, 123, 125, 130, 131, 132, 136, 141, 146, 152, 153, 167, 171, 186, 187], "mai": [3, 5, 6, 7, 8, 16, 17, 23, 35, 55, 66, 74, 78, 81, 84, 98, 104, 106, 109, 110, 116, 118, 119, 131, 133, 138, 141, 142, 145, 148, 150, 153, 168, 169, 182, 188, 189], "still": [3, 5, 7, 8, 13, 17, 35, 56, 78, 84, 103, 106, 113, 118, 119, 123, 132, 141, 147, 149, 150, 151, 153, 156, 163, 169, 171, 184], "find": [3, 5, 6, 7, 16, 17, 24, 46, 74, 81, 84, 102, 104, 107, 108, 118, 132, 136, 138, 146, 151, 152, 153, 154, 156, 160, 170, 171, 175, 182], "yourself": [3, 5, 17, 35, 55, 146], "need": [3, 4, 7, 8, 9, 13, 16, 17, 18, 20, 21, 23, 43, 47, 48, 49, 55, 56, 66, 67, 83, 84, 89, 99, 102, 103, 104, 106, 109, 110, 112, 113, 118, 119, 123, 124, 125, 130, 131, 132, 136, 138, 142, 145, 147, 148, 149, 150, 151, 152, 155, 156, 161, 163, 164, 166, 169, 170, 171, 173, 174, 175, 182, 188], "more": [3, 5, 6, 7, 8, 20, 23, 24, 35, 47, 49, 50, 56, 66, 67, 74, 81, 83, 89, 91, 93, 96, 101, 103, 106, 109, 110, 111, 112, 113, 117, 118, 119, 123, 131, 132, 136, 141, 142, 146, 147, 148, 151, 152, 153, 154, 156, 157, 164, 166, 169, 170, 175, 184, 186, 189], "For": [3, 7, 8, 13, 16, 17, 22, 23, 47, 49, 52, 55, 56, 66, 67, 81, 83, 84, 89, 102, 103, 104, 106, 109, 112, 113, 114, 117, 119, 123, 130, 131, 132, 136, 138, 141, 142, 144, 145, 148, 150, 151, 152, 153, 154, 156, 161, 163, 166, 167, 168, 169, 170, 175, 176, 182, 184, 186, 188, 189], "might": [3, 5, 7, 18, 24, 47, 55, 78, 84, 89, 110, 111, 112, 119, 132, 138, 145, 148, 150, 151, 161, 182, 186], "want": [3, 4, 5, 6, 7, 16, 17, 52, 55, 66, 74, 78, 81, 84, 89, 106, 118, 119, 123, 131, 133, 136, 145, 146, 151, 153, 156, 157, 170, 171, 175], "novel": 3, "paper": [3, 22, 56, 66, 123, 131, 135, 136], "implement": [3, 7, 8, 16, 21, 22, 24, 35, 36, 49, 55, 56, 74, 78, 94, 101, 102, 106, 110, 114, 115, 118, 123, 132, 136, 138, 152, 154, 155, 160, 161, 162, 166, 169, 170, 171, 173, 187], "develop": [3, 5, 6, 7, 17, 55, 74, 96, 123, 125, 132, 149, 150, 151, 154, 160, 169, 170, 171, 176, 179, 188, 189], "part": [3, 5, 7, 17, 35, 46, 52, 55, 66, 78, 81, 102, 103, 108, 110, 111, 114, 115, 119, 144, 145, 146, 147, 150, 151, 153, 157, 163, 166, 167, 170, 171, 175, 186, 187, 188], "research": [3, 14, 17, 18, 55, 66, 67, 74, 84, 96, 105, 116, 123, 166], "easiest": [3, 17, 123], "wai": [3, 5, 6, 7, 8, 16, 22, 47, 48, 49, 50, 55, 78, 84, 93, 96, 101, 104, 106, 110, 112, 118, 119, 130, 131, 135, 148, 152, 153, 154, 156, 157, 163, 166, 171, 182], "extend": [3, 5, 14, 21, 24, 56, 102, 104, 114, 123, 131, 132, 142, 162, 169, 170], "outlin": [3, 17, 176], "here": [3, 5, 6, 7, 8, 9, 10, 13, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 33, 34, 35, 36, 37, 38, 40, 42, 43, 45, 46, 47, 49, 55, 59, 62, 63, 65, 66, 67, 69, 70, 74, 78, 80, 81, 83, 84, 85, 86, 88, 89, 91, 92, 96, 97, 98, 99, 100, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 117, 118, 119, 120, 121, 122, 123, 124, 126, 129, 131, 132, 133, 135, 136, 137, 138, 141, 144, 145, 147, 148, 149, 150, 151, 152, 153, 154, 156, 163, 166, 167, 168, 169, 170, 171, 174, 178, 182, 186, 188, 189], "thi": [3, 5, 6, 7, 8, 13, 16, 17, 18, 22, 23, 24, 43, 47, 48, 49, 50, 51, 52, 53, 55, 56, 66, 67, 74, 76, 78, 81, 83, 84, 89, 91, 96, 101, 102, 104, 106, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 123, 124, 125, 130, 131, 132, 136, 137, 138, 141, 142, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 161, 162, 163, 164, 166, 167, 168, 169, 170, 171, 173, 174, 175, 176, 182, 184, 186, 187, 188, 190, 191], "give": [3, 8, 17, 55, 56, 66, 67, 78, 81, 84, 86, 89, 111, 119, 131, 138, 141, 142, 145, 152, 166, 186, 188], "full": [3, 5, 6, 8, 9, 10, 14, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 33, 34, 36, 37, 38, 40, 42, 43, 45, 46, 55, 59, 62, 63, 65, 66, 67, 69, 70, 74, 78, 80, 81, 83, 84, 85, 86, 88, 89, 91, 92, 96, 97, 98, 99, 100, 103, 104, 105, 106, 107, 108, 109, 111, 114, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 129, 130, 133, 135, 136, 137, 138, 144, 145, 147, 151, 152, 153, 154, 155, 156, 163, 167, 171, 178, 181, 183], "power": [3, 6, 17, 21, 22, 67, 78, 104, 106, 125, 136, 149, 154, 155, 176, 188], "spare": 3, "deriv": [3, 7, 17, 18, 25, 29, 33, 42, 66, 78, 84, 89, 93, 94, 109, 110, 118, 156], "well": [3, 5, 6, 7, 8, 17, 35, 43, 47, 55, 74, 93, 103, 106, 109, 110, 118, 119, 123, 130, 131, 132, 138, 142, 144, 145, 147, 148, 149, 150, 151, 152, 153, 156, 167, 169, 171, 175, 188], "usual": [3, 5, 17, 52, 55, 56, 81, 83, 84, 89, 109, 110, 123, 136, 156, 186], "express": [3, 17, 78, 81, 84, 116, 153, 163, 188], "time": [3, 5, 6, 8, 9, 10, 14, 15, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 33, 34, 35, 36, 37, 38, 40, 42, 43, 45, 46, 55, 56, 59, 62, 63, 65, 66, 67, 69, 70, 74, 78, 80, 81, 83, 84, 85, 86, 88, 89, 91, 92, 96, 97, 98, 99, 100, 102, 103, 104, 105, 106, 107, 108, 109, 110, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 126, 127, 128, 129, 130, 131, 132, 133, 135, 136, 137, 138, 141, 142, 143, 144, 145, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 161, 164, 167, 175, 178, 186, 188], "when": [3, 5, 6, 7, 8, 13, 16, 17, 20, 21, 22, 23, 24, 35, 47, 49, 55, 56, 66, 67, 74, 78, 81, 83, 84, 91, 93, 102, 103, 104, 106, 109, 112, 114, 117, 118, 119, 123, 125, 130, 132, 136, 138, 141, 142, 145, 146, 147, 150, 151, 154, 156, 161, 163, 164, 167, 175, 176, 184, 186, 188, 190], "better": [3, 50, 56, 78, 81, 83, 96, 102, 106, 108, 138, 141, 142, 145, 147, 151, 152, 156], "realli": [3, 5, 17, 35, 78, 81, 84, 133, 151, 153], "fast": [3, 13, 24, 65, 78, 92, 102, 104, 123, 157], "becaus": [3, 5, 17, 23, 24, 35, 45, 49, 50, 55, 56, 66, 74, 78, 81, 84, 109, 110, 114, 118, 119, 123, 130, 132, 138, 141, 146, 147, 148, 150, 151, 153, 155, 156, 182], "call": [3, 5, 6, 7, 8, 16, 17, 25, 35, 47, 49, 55, 56, 66, 67, 69, 74, 78, 81, 83, 84, 86, 89, 91, 97, 101, 102, 104, 106, 114, 117, 118, 119, 123, 125, 130, 131, 132, 136, 138, 141, 142, 144, 145, 146, 147, 148, 149, 150, 155, 156, 161, 166, 167, 168, 173, 174, 177, 178, 182, 188], "veri": [3, 5, 13, 17, 55, 56, 66, 67, 74, 81, 104, 114, 123, 130, 132, 133, 138, 141, 145, 151, 153, 156, 175, 189, 190], "frequent": [3, 17, 67, 104, 141, 142, 153, 169], "expens": [3, 24, 132, 142], "even": [3, 5, 6, 7, 17, 78, 81, 84, 96, 103, 104, 110, 119, 123, 130, 141, 147, 151, 153, 154, 156], "few": [3, 5, 7, 16, 17, 23, 50, 52, 55, 66, 74, 78, 84, 89, 101, 103, 109, 123, 131, 136, 142, 152, 153, 154, 163, 166, 169, 170], "anoth": [3, 5, 8, 17, 24, 36, 55, 74, 81, 84, 89, 96, 109, 110, 112, 118, 130, 131, 132, 141, 150, 156, 161, 182, 188, 189], "plausibl": 3, "reason": [3, 5, 17, 78, 89, 109, 153, 182], "interact": [3, 55, 83, 84, 106, 110, 131, 139, 188], "librari": [3, 5, 13, 16, 17, 35, 56, 67, 102, 106, 110, 119, 125, 132, 138, 142, 143, 155, 160, 161, 169, 171, 175, 176, 181], "To": [3, 5, 7, 8, 17, 22, 23, 24, 35, 55, 56, 66, 74, 83, 89, 91, 102, 103, 104, 106, 109, 110, 111, 117, 118, 123, 125, 130, 131, 133, 136, 138, 141, 142, 144, 145, 148, 149, 150, 151, 153, 154, 157, 161, 163, 167, 169, 170, 171, 173, 174, 175, 176, 182, 186], "address": [3, 13, 16, 81, 130, 131, 141, 170, 189], "case": [3, 5, 7, 8, 16, 17, 23, 24, 55, 56, 66, 67, 74, 78, 84, 89, 101, 102, 103, 104, 106, 109, 110, 114, 117, 118, 129, 130, 131, 132, 136, 138, 141, 142, 144, 148, 151, 153, 154, 155, 161, 166, 167, 182], "easi": [3, 6, 17, 20, 55, 56, 78, 84, 103, 106, 117, 119, 138, 141, 146, 147, 156, 163], "mechan": [3, 8, 22, 25, 55, 102, 110, 119, 133, 138, 142, 144, 166, 167, 169, 170, 175], "allow": [3, 5, 7, 8, 16, 17, 23, 24, 47, 55, 56, 74, 78, 81, 84, 89, 103, 106, 110, 123, 125, 130, 132, 136, 141, 142, 144, 147, 148, 151, 152, 156, 161, 164, 166, 167, 186], "user": [3, 13, 55, 65, 74, 93, 103, 105, 113, 119, 121, 123, 130, 132, 135, 136, 138, 140, 141, 142, 144, 145, 148, 149, 151, 152, 153, 154, 156, 157, 160, 164, 166, 167, 169, 170, 175, 188, 189], "creat": [3, 7, 13, 16, 17, 24, 35, 36, 52, 55, 67, 69, 74, 78, 81, 83, 89, 91, 93, 99, 102, 103, 110, 113, 114, 115, 116, 118, 121, 123, 125, 131, 132, 136, 138, 143, 144, 147, 148, 149, 150, 151, 154, 155, 156, 161, 163, 167, 171, 174, 175, 182, 184, 188], "i": [3, 4, 5, 6, 8, 9, 13, 14, 16, 17, 18, 20, 27, 35, 37, 43, 45, 46, 47, 52, 53, 54, 55, 56, 65, 66, 67, 74, 78, 80, 81, 83, 85, 86, 89, 91, 92, 95, 98, 99, 103, 107, 108, 112, 114, 115, 117, 120, 121, 123, 124, 130, 131, 132, 133, 136, 137, 139, 141, 142, 143, 151, 153, 154, 162, 163, 164, 166, 167, 170, 175, 178, 188, 189], "separ": [3, 5, 17, 66, 74, 78, 83, 84, 99, 106, 117, 129, 131, 145, 151, 166], "backend": [3, 8, 11, 13, 46, 47, 49, 56, 98, 100, 101, 102, 106, 109, 112, 113, 121, 128, 138, 140, 142, 149, 150, 155, 157, 164, 167, 177, 187], "approach": [3, 6, 17, 50, 111, 131, 133, 146, 151, 154, 170], "differ": [3, 5, 6, 7, 8, 13, 17, 22, 23, 54, 55, 56, 66, 74, 81, 84, 103, 104, 106, 108, 109, 112, 114, 118, 119, 121, 123, 125, 129, 130, 131, 132, 136, 138, 141, 142, 144, 145, 147, 150, 151, 152, 153, 154, 156, 161, 166, 167, 168, 179, 181, 182, 184, 186], "nativ": [3, 5, 17, 35, 49, 102, 103, 116, 132, 141, 142, 151, 154, 162, 166, 169], "intend": [3, 5, 17, 78, 104, 109, 151, 164, 167], "much": [3, 5, 7, 17, 50, 66, 78, 91, 103, 106, 123, 131, 132, 136, 138, 141, 151, 154, 168, 175, 176, 181, 186, 188], "boilerpl": [3, 4, 14, 37, 66, 151], "associ": [3, 5, 6, 7, 110, 117, 118, 152], "s": [3, 5, 6, 8, 9, 13, 14, 15, 16, 17, 19, 22, 23, 24, 31, 38, 43, 45, 66, 67, 74, 78, 80, 81, 83, 84, 88, 89, 91, 93, 96, 97, 98, 99, 100, 101, 102, 103, 104, 106, 107, 108, 109, 110, 111, 112, 113, 116, 117, 118, 119, 120, 123, 124, 127, 129, 130, 131, 132, 133, 136, 137, 138, 141, 143, 144, 145, 147, 148, 149, 150, 151, 153, 154, 155, 156, 157, 162, 163, 164, 166, 167, 171, 173, 174, 178, 181, 182, 184, 186, 188, 189], "high": [3, 6, 17, 35, 47, 49, 55, 74, 81, 94, 102, 103, 104, 106, 109, 117, 120, 123, 138, 141, 142, 154, 156, 157, 164, 166, 182, 184, 186], "degre": [3, 24, 29, 81, 106, 138, 154], "flexibl": [3, 17, 55, 74, 78, 102, 103, 111, 123], "base": [3, 7, 8, 13, 17, 35, 43, 55, 67, 74, 78, 81, 100, 101, 102, 103, 104, 106, 116, 117, 131, 133, 142, 145, 148, 153, 156, 157, 164, 174, 181, 188], "nevertheless": [3, 17], "onc": [3, 5, 7, 8, 17, 20, 21, 23, 46, 50, 55, 66, 83, 84, 89, 111, 117, 131, 142, 148, 150, 156, 169, 175], "turn": [3, 5, 6, 17, 81, 83, 84, 89, 97, 106, 123, 130, 136, 147, 152, 153, 166], "larg": [3, 13, 17, 24, 35, 66, 81, 83, 89, 101, 102, 103, 104, 106, 109, 117, 123, 131, 132, 141, 142, 143, 153, 186, 188], "matter": [3, 114, 151, 153], "organ": [3, 5, 17, 119, 189], "which": [3, 5, 6, 7, 8, 13, 16, 17, 21, 23, 24, 35, 50, 55, 56, 66, 67, 74, 78, 81, 84, 89, 96, 102, 103, 104, 106, 109, 110, 112, 114, 117, 118, 119, 120, 123, 125, 130, 131, 132, 136, 138, 141, 142, 144, 145, 146, 148, 149, 151, 152, 153, 154, 156, 164, 166, 167, 170, 171, 175, 176, 182, 184, 186, 188, 189], "tackl": 3, "after": [3, 6, 7, 13, 14, 17, 25, 26, 40, 47, 55, 56, 66, 78, 81, 84, 89, 93, 96, 103, 106, 109, 112, 114, 121, 125, 131, 132, 136, 138, 141, 145, 146, 147, 148, 149, 150, 156, 161, 173, 174, 182, 184], "fact": [3, 5, 17, 55, 78, 81, 84], "decid": [3, 5, 7, 13, 78, 154, 157], "contribut": [3, 56, 84, 138, 141], "upstream": [3, 169], "rest": [3, 102, 119, 130, 131, 153, 168, 188, 189], "walk": [3, 7, 17, 48, 52, 55, 56, 78, 101, 102, 131, 141, 149, 150, 171], "through": [3, 5, 7, 17, 24, 48, 49, 52, 54, 55, 56, 67, 73, 75, 78, 81, 83, 89, 93, 101, 102, 103, 109, 110, 119, 123, 130, 131, 132, 138, 141, 142, 144, 145, 146, 147, 149, 150, 151, 153, 156, 163, 164, 167, 169, 170, 171, 188], "practic": [3, 8, 17, 43, 55, 56, 78, 84, 102, 106, 111, 114, 142, 151, 152, 156], "If": [3, 5, 7, 8, 13, 17, 23, 47, 49, 52, 55, 56, 66, 67, 74, 78, 81, 83, 84, 89, 91, 103, 104, 109, 118, 119, 123, 125, 130, 131, 132, 133, 136, 138, 141, 145, 146, 148, 149, 150, 151, 152, 154, 155, 156, 161, 163, 166, 168, 169, 170, 171, 174, 175, 182, 186, 188], "being": [3, 6, 7, 17, 35, 55, 66, 91, 93, 103, 106, 109, 131, 136, 142, 148, 150, 152, 153, 156, 169], "chase": 3, "someon": [3, 136], "fire": [3, 6, 66], "don": [3, 5, 7, 35, 43, 47, 81, 83, 84, 89, 106, 109, 110, 119, 123, 132, 136, 145, 146, 148, 149, 150, 151, 152, 153, 166, 171, 175, 186, 188, 189], "get": [3, 5, 8, 16, 17, 21, 22, 23, 24, 43, 49, 50, 52, 53, 55, 56, 66, 67, 69, 78, 81, 83, 84, 86, 89, 92, 98, 100, 101, 102, 103, 106, 107, 108, 109, 114, 119, 125, 130, 131, 134, 136, 137, 138, 141, 142, 145, 148, 151, 153, 155, 156, 161, 162, 163, 164, 165, 166, 168, 171, 175, 183, 184], "dai": [3, 6, 35, 91, 96], "skip": [3, 7, 17, 35, 110, 118, 120, 130, 132, 138, 145, 146, 157, 164], "section": [3, 5, 8, 13, 17, 24, 30, 66, 84, 85, 89, 109, 117, 118, 123, 130, 132, 141, 142, 145, 150, 152, 153, 169, 175, 186, 188, 189, 190, 192], "head": [3, 35, 67, 81, 97, 106, 124, 127, 129], "straight": [3, 17], "detail": [3, 5, 7, 17, 47, 55, 56, 66, 74, 81, 84, 104, 106, 109, 111, 117, 129, 132, 138, 142, 144, 148, 150, 151, 152, 153, 154, 155, 167, 168, 169, 173, 174, 175, 182], "next": [3, 5, 6, 8, 16, 17, 27, 35, 37, 46, 47, 49, 50, 55, 67, 74, 78, 80, 81, 83, 84, 86, 89, 96, 98, 103, 104, 109, 110, 112, 117, 119, 122, 123, 127, 130, 131, 132, 135, 138, 139, 142, 143, 149, 150, 153, 154, 156, 166, 167, 169, 171, 175, 186, 188, 189], "let": [3, 5, 7, 8, 13, 17, 38, 43, 54, 66, 67, 74, 78, 81, 83, 84, 89, 106, 110, 113, 114, 117, 119, 123, 130, 131, 132, 136, 138, 141, 142, 144, 149, 150, 151, 152, 167, 171, 186, 188], "sai": [3, 43, 84, 91, 96, 136, 138, 171, 189], "ve": [3, 5, 16, 78, 81, 84, 102, 109, 119, 123, 131, 141, 144, 151, 153, 154, 167], "come": [3, 7, 17, 55, 66, 74, 78, 81, 84, 104, 106, 125, 145, 148, 170, 184, 187], "up": [3, 5, 7, 13, 16, 22, 23, 29, 35, 43, 49, 55, 56, 69, 74, 78, 80, 81, 84, 85, 89, 91, 98, 102, 103, 104, 109, 111, 112, 119, 123, 130, 131, 136, 138, 139, 141, 142, 144, 145, 148, 149, 160, 164, 166, 167, 169, 173, 174, 184, 188], "new": [3, 5, 10, 16, 17, 35, 49, 53, 55, 66, 67, 74, 83, 84, 89, 91, 93, 96, 102, 103, 104, 106, 118, 120, 123, 125, 130, 136, 138, 144, 147, 149, 150, 151, 156, 157, 161, 162, 166, 167, 171, 172, 173, 174, 175, 188], "kind": [3, 17, 89, 102, 116, 142, 182], "recurr": [3, 43, 55, 72, 89, 93, 99, 107, 108, 133, 156], "unit": [3, 24, 43, 81, 84, 93, 103, 104, 141, 142, 145, 149], "superior": 3, "compar": [3, 7, 17, 56, 84, 89, 104, 106, 119, 123, 130, 132, 138, 141, 142, 145, 151, 157, 164, 169], "state": [3, 5, 7, 8, 16, 30, 31, 37, 43, 47, 49, 55, 56, 69, 70, 81, 89, 92, 94, 103, 104, 107, 109, 111, 118, 120, 129, 130, 131, 132, 138, 148, 151, 154, 156, 166, 181], "art": [3, 37, 70, 81, 91, 148], "similar": [3, 5, 6, 7, 8, 17, 23, 24, 56, 66, 81, 84, 110, 114, 119, 123, 130, 131, 132, 136, 138, 141, 144, 145, 148, 151, 152, 153, 154, 167, 168, 184], "lstm": [3, 12, 15, 37, 43, 70, 81, 87, 90, 93, 100, 102, 107, 108, 132, 146, 147, 156, 177, 181], "lack": [3, 151], "forget": [3, 150], "gate": [3, 43, 81], "exponenti": [3, 24, 78, 84], "elu": [3, 93], "its": [3, 5, 6, 7, 8, 13, 17, 23, 24, 47, 49, 55, 56, 67, 78, 81, 84, 89, 96, 103, 104, 106, 118, 119, 123, 130, 131, 132, 136, 138, 141, 144, 147, 150, 153, 154, 161, 163, 167, 168, 169, 171, 175, 184, 188], "intern": [3, 5, 7, 8, 22, 30, 31, 50, 55, 81, 94, 102, 104, 106, 138, 141, 150, 151, 157, 188], "never": [3, 52, 78, 96], "ll": [3, 5, 6, 7, 17, 55, 78, 81, 83, 84, 118, 123, 131, 141, 145, 146, 147, 148, 149, 150, 151, 153, 156], "lltm": 3, "long": [3, 6, 7, 17, 43, 55, 66, 69, 74, 81, 84, 85, 87, 90, 91, 97, 99, 103, 107, 116, 119, 124, 129, 132, 133, 136, 138, 147, 148, 156, 172, 188, 189], "term": [3, 66, 78, 81, 87, 90, 103, 154, 188, 189], "two": [3, 5, 7, 8, 13, 17, 23, 24, 35, 55, 66, 67, 74, 78, 80, 81, 84, 89, 103, 104, 106, 109, 110, 112, 113, 114, 117, 118, 119, 120, 123, 124, 125, 130, 132, 136, 141, 142, 144, 146, 147, 152, 154, 156, 164, 166, 167, 170, 173, 174, 175, 182, 184, 188, 189, 193], "vanilla": [3, 17, 23, 151, 184], "signific": [3, 35, 103, 109, 119, 138, 142, 170, 188], "enough": [3, 17, 109], "lstmcell": 3, "our": [3, 5, 7, 16, 17, 47, 49, 55, 56, 66, 67, 78, 81, 83, 84, 89, 91, 103, 104, 106, 110, 111, 112, 118, 119, 123, 130, 131, 136, 141, 144, 145, 149, 150, 151, 152, 153, 154, 155, 156, 163, 165, 166, 167, 171, 181, 184], "so": [3, 4, 5, 6, 7, 8, 13, 16, 17, 18, 23, 24, 35, 43, 47, 52, 55, 66, 67, 74, 78, 81, 84, 89, 91, 97, 99, 103, 104, 106, 108, 109, 110, 114, 117, 119, 123, 125, 130, 131, 132, 133, 136, 138, 141, 142, 145, 146, 147, 148, 149, 150, 151, 153, 154, 155, 156, 162, 163, 166, 169, 171, 173, 174, 175, 176, 182, 184, 187, 188, 189], "cell": [3, 17, 18, 20, 21, 44, 55, 67, 78, 81, 84, 117, 129, 136, 189], "first": [3, 5, 6, 7, 8, 13, 16, 17, 23, 24, 25, 33, 35, 45, 47, 55, 56, 66, 74, 78, 81, 84, 89, 96, 102, 103, 104, 106, 109, 110, 111, 114, 117, 118, 119, 123, 125, 130, 131, 132, 136, 138, 144, 145, 147, 148, 149, 150, 151, 153, 154, 155, 156, 164, 166, 167, 168, 170, 171, 172, 174, 178, 188, 189], "good": [3, 6, 20, 21, 43, 66, 83, 84, 86, 104, 106, 117, 136, 141, 142, 147, 156, 175, 188], "step": [3, 4, 5, 7, 8, 9, 11, 13, 14, 17, 24, 29, 30, 36, 37, 40, 43, 46, 55, 56, 65, 74, 78, 80, 83, 85, 86, 89, 91, 92, 93, 96, 97, 98, 99, 101, 102, 103, 104, 106, 109, 111, 113, 115, 117, 120, 122, 124, 127, 129, 130, 131, 132, 133, 135, 136, 139, 141, 142, 143, 145, 147, 148, 150, 155, 156, 161, 163, 166, 169, 170, 171, 175, 182, 184], "desir": [3, 5, 66, 93, 138, 152, 175, 189], "plain": [3, 17], "someth": [3, 8, 17, 84, 188], "input_featur": 3, "state_s": 3, "candid": 3, "multipli": [3, 14, 55, 78, 84, 92, 141, 142], "empti": [3, 4, 5, 14, 17, 84, 109, 117, 119, 121, 138, 141, 144, 148, 153, 159, 161, 167, 189], "reset_paramet": [3, 109], "stdv": 3, "math": [3, 7, 19, 24, 43, 59, 62, 63, 65, 74, 78, 92, 93, 94, 97, 99, 105, 107, 108, 109, 124, 129, 133, 178, 192], "sqrt": [3, 74, 92, 99, 109, 123, 124, 151, 159], "uniform_": [3, 4, 6, 96, 99, 124, 132, 144, 156, 159, 167], "old_h": 3, "old_cel": 3, "cat": [3, 6, 15, 33, 37, 42, 43, 55, 69, 80, 85, 88, 89, 93, 96, 97, 99, 107, 108, 114, 122, 124, 129, 132, 133, 136, 139], "one": [3, 5, 6, 8, 13, 16, 17, 23, 24, 34, 49, 50, 52, 55, 56, 66, 74, 78, 81, 84, 89, 91, 103, 104, 106, 108, 109, 110, 112, 113, 114, 117, 118, 119, 120, 123, 130, 131, 132, 136, 138, 142, 145, 146, 151, 152, 153, 155, 156, 166, 167, 173, 179, 182, 184, 188], "gate_weight": 3, "f": [3, 5, 6, 8, 9, 13, 14, 16, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 33, 35, 36, 37, 40, 42, 43, 47, 49, 55, 59, 62, 63, 65, 67, 69, 78, 80, 81, 83, 86, 89, 91, 92, 93, 94, 97, 98, 99, 103, 104, 105, 109, 113, 114, 115, 116, 117, 120, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 135, 136, 137, 139, 144, 145, 148, 149, 150, 156, 160, 164, 165, 166, 167, 170, 175, 178, 183, 184, 188], "split": [3, 5, 6, 13, 14, 43, 55, 67, 74, 83, 85, 86, 89, 91, 96, 99, 107, 114, 116, 122, 123, 124, 131, 132, 133, 136, 144, 145, 148, 164, 167, 175], "combin": [3, 7, 56, 67, 78, 81, 101, 102, 107, 109, 123, 132, 146, 170], "matrix": [3, 17, 25, 33, 36, 42, 78, 81, 84, 92, 93, 99, 107, 117, 141, 142, 154, 169, 170, 175], "compon": [3, 5, 7, 56, 74, 81, 102, 106, 132, 138, 142], "chunk": [3, 49, 115, 124, 136], "input_g": 3, "sigmoid": [3, 4, 46, 81, 93, 167], "output_g": 3, "instead": [3, 5, 7, 17, 47, 55, 56, 78, 84, 98, 103, 104, 106, 109, 110, 111, 114, 119, 120, 123, 125, 129, 130, 131, 132, 136, 141, 142, 147, 151, 153, 154, 163, 166, 182, 184], "tanh": [3, 4, 18, 43, 46, 55, 81, 86, 93, 97], "candidate_cel": 3, "new_cel": 3, "hidden": [3, 6, 43, 55, 69, 81, 85, 89, 92, 97, 106, 107, 108, 123, 132, 133, 156, 186], "new_h": [3, 18, 45, 178], "could": [3, 5, 7, 8, 17, 55, 66, 78, 81, 89, 103, 104, 109, 130, 131, 132, 138, 141, 142, 145, 151, 153, 166, 169, 170], "expect": [3, 7, 8, 16, 17, 25, 55, 56, 66, 74, 78, 81, 84, 89, 106, 109, 114, 120, 123, 129, 130, 131, 136, 141, 144, 145, 147, 149, 150, 155, 156, 165, 167, 169, 175, 184], "batch_siz": [3, 4, 11, 14, 27, 29, 30, 37, 38, 43, 45, 46, 49, 55, 65, 66, 67, 69, 78, 80, 83, 92, 93, 96, 97, 98, 99, 103, 104, 106, 109, 114, 115, 116, 120, 122, 124, 127, 129, 130, 131, 135, 136, 138, 139, 140, 141, 142, 143, 145, 148, 170, 178], "rnn": [3, 6, 15, 18, 38, 43, 55, 56, 69, 70, 81, 93, 97, 99, 107, 108, 114, 131, 133, 136, 156], "new_c": 3, "natur": [3, 6, 13, 17, 56, 67, 81, 106, 123, 131, 153, 188], "possibl": [3, 5, 7, 17, 55, 56, 67, 78, 81, 84, 109, 110, 118, 119, 123, 130, 131, 145, 148, 149, 166, 169, 170, 182, 188], "should": [3, 5, 7, 8, 13, 14, 16, 17, 23, 35, 43, 47, 49, 52, 55, 66, 74, 78, 81, 83, 84, 89, 102, 103, 106, 110, 117, 119, 125, 130, 131, 136, 141, 142, 144, 145, 147, 149, 150, 151, 152, 153, 161, 167, 168, 171, 175, 182, 186, 188, 191], "sinc": [3, 5, 7, 8, 17, 22, 24, 47, 55, 66, 74, 78, 89, 98, 100, 106, 107, 108, 110, 111, 117, 119, 123, 127, 130, 131, 132, 133, 136, 141, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 164, 167, 169, 175, 184, 188], "ha": [3, 6, 7, 8, 17, 23, 35, 55, 56, 66, 67, 74, 78, 81, 84, 89, 96, 97, 99, 102, 103, 104, 106, 109, 110, 111, 112, 115, 117, 121, 123, 132, 136, 141, 142, 144, 145, 146, 148, 149, 151, 152, 153, 154, 156, 164, 166, 167, 169, 170, 182, 184, 188, 189], "highli": [3, 7, 13, 55, 123, 142], "optim": [3, 4, 5, 7, 8, 9, 11, 13, 14, 17, 24, 25, 26, 27, 28, 30, 31, 33, 34, 36, 40, 43, 46, 47, 49, 53, 54, 55, 56, 65, 67, 70, 74, 78, 80, 83, 85, 86, 89, 91, 96, 98, 99, 100, 102, 103, 104, 109, 111, 113, 114, 115, 119, 120, 121, 122, 123, 124, 127, 129, 130, 131, 133, 135, 136, 138, 139, 141, 143, 145, 147, 148, 150, 151, 155, 156, 157, 161, 168, 169, 170, 171, 176, 177, 181], "cpu": [3, 4, 5, 6, 7, 8, 9, 13, 14, 17, 18, 26, 30, 33, 35, 37, 38, 42, 43, 46, 55, 63, 65, 66, 74, 78, 84, 86, 92, 93, 94, 96, 97, 98, 99, 102, 104, 105, 109, 114, 116, 117, 120, 123, 125, 126, 127, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 140, 143, 144, 145, 148, 149, 150, 155, 156, 159, 161, 164, 166, 167, 169, 172, 175], "nvidia": [3, 84, 115, 116, 121, 123, 181], "cudnn": [3, 46, 69, 98, 109, 121], "intel": [3, 102, 115, 121, 161, 181], "mkl": 3, "nnpack": 3, "abov": [3, 5, 7, 8, 17, 23, 45, 56, 78, 81, 83, 84, 89, 93, 103, 106, 109, 110, 111, 112, 113, 114, 117, 118, 123, 130, 131, 132, 138, 141, 142, 144, 149, 150, 151, 152, 153, 154, 156, 166, 167, 168, 169, 170, 171, 173, 174, 175, 176, 182, 187, 188], "often": [3, 6, 7, 66, 78, 84, 106, 123, 136, 142, 166, 188], "see": [3, 5, 6, 7, 8, 13, 17, 24, 35, 49, 52, 55, 66, 67, 69, 74, 78, 81, 83, 84, 89, 91, 103, 104, 106, 109, 110, 116, 117, 118, 119, 120, 123, 125, 129, 131, 132, 136, 138, 141, 142, 144, 145, 148, 149, 150, 151, 153, 154, 155, 157, 161, 166, 167, 168, 171, 173, 174, 175, 182, 188], "why": [3, 5, 6, 8, 74, 110, 123, 133, 152, 154, 188], "under": [3, 5, 13, 17, 21, 43, 48, 50, 83, 86, 96, 116, 132, 138, 142, 144, 147, 149, 150, 152, 154, 164, 166, 167, 169, 170, 171, 174, 175, 188], "certain": [3, 7, 8, 49, 55, 101, 103, 109, 118, 136, 150, 151, 154, 155], "circumst": 3, "room": [3, 19, 188], "further": [3, 5, 17, 56, 81, 142, 147, 156, 157, 166, 169, 171, 182], "improv": [3, 5, 7, 24, 35, 50, 84, 101, 102, 103, 104, 109, 121, 123, 141, 142, 148, 155, 164, 166, 168, 169, 171, 189], "most": [3, 6, 8, 17, 35, 55, 66, 67, 78, 81, 84, 89, 97, 98, 101, 104, 106, 109, 110, 119, 130, 131, 132, 136, 138, 141, 142, 145, 147, 153, 154, 155, 156, 169, 170, 178], "obviou": 3, "knowledg": [3, 52, 123, 188], "algorithm": [3, 7, 8, 22, 46, 50, 52, 66, 103, 106, 109, 117, 125, 131, 166], "It": [3, 5, 6, 7, 8, 13, 17, 24, 35, 52, 55, 56, 66, 67, 78, 81, 83, 84, 103, 104, 106, 109, 110, 111, 114, 118, 119, 120, 123, 130, 132, 136, 138, 142, 147, 164, 166, 171, 173, 174, 186, 188], "know": [3, 5, 6, 8, 13, 16, 17, 23, 43, 66, 81, 84, 110, 130, 141, 142, 145, 147, 152, 156, 170, 186, 188], "onli": [3, 5, 6, 7, 8, 13, 16, 17, 23, 24, 35, 47, 49, 50, 55, 56, 66, 77, 78, 81, 84, 103, 104, 106, 109, 110, 111, 112, 117, 118, 119, 123, 125, 131, 132, 136, 138, 141, 142, 145, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 160, 161, 164, 166, 167, 168, 169, 171, 173, 174, 175, 182, 184, 188], "individu": [3, 66, 74, 78, 81, 93, 106, 109, 119, 123, 131, 175], "compos": [3, 7, 9, 14, 37, 46, 53, 54, 65, 66, 67, 80, 81, 83, 93, 98, 100, 104, 109, 115, 118, 120, 123, 127, 128, 129, 131, 135, 138, 139, 143, 145, 160, 163, 165, 170, 178], "As": [3, 5, 6, 7, 8, 17, 55, 56, 66, 74, 81, 84, 91, 103, 104, 106, 118, 119, 123, 130, 131, 132, 141, 142, 144, 145, 148, 149, 150, 154, 156, 164, 167, 170, 171, 175, 184], "each": [3, 5, 6, 7, 8, 13, 17, 45, 47, 49, 50, 54, 55, 56, 66, 67, 74, 78, 81, 83, 84, 89, 101, 103, 104, 106, 110, 111, 112, 113, 114, 115, 117, 118, 119, 123, 130, 131, 132, 136, 138, 141, 142, 144, 147, 148, 151, 154, 156, 162, 163, 164, 166, 167, 169, 170, 175, 182, 184, 186, 188], "kernel": [3, 5, 13, 17, 24, 81, 84, 93, 121, 123, 138, 141, 142, 166], "involv": [3, 5, 17, 22, 24, 55, 74, 78, 84, 101, 112, 132, 145], "launch": [3, 47, 56, 96, 106, 112, 113, 130, 131, 132, 138, 141, 161, 170], "amount": [3, 23, 24, 126], "overhead": [3, 7, 50, 103, 104, 113, 123, 130, 132, 138, 141, 142], "becom": [3, 8, 43, 56, 67, 74, 110, 138, 141, 166], "across": [3, 5, 6, 8, 13, 48, 49, 50, 56, 84, 101, 103, 104, 111, 112, 113, 114, 123, 131, 132, 141, 144, 167, 179, 184, 186], "furthermor": [3, 141, 173, 174], "interpret": [3, 17, 18, 23, 74, 102, 144, 157, 166, 167, 179, 181, 188], "run": [3, 5, 6, 7, 8, 9, 10, 13, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 33, 34, 35, 36, 37, 38, 40, 42, 43, 44, 45, 46, 50, 56, 59, 62, 63, 65, 67, 69, 70, 78, 80, 81, 83, 84, 85, 86, 88, 89, 91, 92, 96, 97, 98, 99, 100, 102, 103, 104, 105, 107, 108, 109, 110, 111, 112, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 129, 130, 131, 132, 133, 135, 136, 137, 139, 141, 142, 144, 145, 146, 147, 149, 150, 151, 152, 153, 154, 156, 157, 161, 163, 165, 166, 167, 168, 169, 171, 172, 174, 175, 176, 178, 181, 182, 188], "itself": [3, 8, 17, 23, 55, 56, 74, 81, 84, 89, 110, 118, 131, 132, 156, 166], "slow": [3, 5, 6, 35, 104, 141], "down": [3, 5, 6, 7, 8, 35, 78, 81, 83, 104, 131, 136, 141, 144, 151, 167, 186], "program": [3, 6, 13, 17, 52, 55, 56, 81, 91, 119, 123, 131, 142, 144, 167], "A": [3, 5, 6, 8, 9, 16, 22, 23, 24, 35, 46, 47, 49, 51, 55, 81, 84, 86, 89, 91, 93, 96, 99, 101, 102, 106, 107, 108, 110, 111, 117, 119, 120, 122, 124, 130, 131, 133, 136, 137, 141, 142, 147, 167, 169, 171, 182, 183, 189], "definit": [3, 5, 6, 7, 31, 55, 74, 102, 119, 123, 152, 163, 168, 170, 182, 188], "method": [3, 4, 5, 7, 8, 16, 17, 23, 24, 37, 43, 49, 55, 66, 74, 78, 81, 83, 84, 92, 96, 101, 106, 110, 118, 119, 123, 124, 125, 127, 130, 131, 136, 139, 141, 146, 151, 162, 163, 165, 170, 173, 174, 188], "speed": [3, 7, 19, 24, 56, 66, 74, 78, 101, 103, 111, 121, 123, 130, 141, 145, 148, 164, 166], "thing": [3, 4, 5, 16, 17, 74, 78, 84, 89, 91, 106, 109, 110, 111, 112, 119, 142, 145, 156, 188], "therefor": [3, 23, 24, 55, 66, 101, 114, 123, 125, 131, 132, 141, 153, 154, 188], "rewrit": [3, 55, 109, 120, 182], "fuse": [3, 14, 102, 128, 134, 141, 142, 145, 147, 155, 161, 176, 181, 182], "particular": [3, 5, 8, 17, 35, 55, 78, 81, 106, 131, 144, 151, 152, 154, 167], "group": [3, 8, 13, 14, 56, 81, 84, 101, 102, 103, 104, 109, 111, 114, 115, 136, 166, 184, 188, 189], "singl": [3, 5, 7, 8, 13, 16, 17, 23, 33, 47, 48, 49, 50, 55, 56, 74, 78, 81, 83, 84, 103, 104, 109, 110, 111, 112, 114, 119, 122, 130, 131, 132, 136, 138, 144, 145, 167, 168, 176, 181, 182, 188], "profit": 3, "fewer": [3, 8, 66, 109], "increas": [3, 13, 24, 103, 104, 106, 111, 114, 123, 138, 145, 155, 163, 167], "visibl": [3, 17, 83, 143, 144, 145, 167], "global": [3, 18, 43, 55, 99, 122, 126, 129, 131, 145, 164, 166, 182], "flow": [3, 17, 18, 25, 36, 55, 74, 83, 93, 138, 145, 146, 148, 182, 188], "how": [3, 5, 6, 7, 13, 16, 17, 20, 23, 24, 35, 43, 49, 50, 51, 52, 55, 56, 66, 67, 74, 76, 78, 81, 84, 89, 91, 101, 102, 106, 110, 111, 114, 117, 118, 119, 123, 125, 130, 131, 132, 136, 138, 141, 142, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 163, 168, 170, 173, 174, 181, 182, 188, 190, 192], "begin": [3, 8, 16, 17, 23, 24, 25, 36, 49, 74, 78, 89, 99, 103, 117, 124, 129, 131, 138, 153, 188], "aten": [3, 5, 7, 17, 18, 35, 55, 74, 78, 138, 142, 144, 145, 148, 150, 167, 169, 175], "easili": [3, 55, 56, 84, 103, 106, 113, 119, 132, 141, 142, 145, 170], "translat": [3, 17, 43, 55, 102, 133, 149, 153, 182], "move": [3, 4, 16, 17, 65, 78, 93, 103, 104, 112, 113, 114, 120, 125, 131, 132, 135, 138, 142, 144, 146, 150, 152, 161, 163, 164, 167], "benefit": [3, 6, 13, 35, 66, 74, 103, 118, 123, 141, 166, 169], "massiv": [3, 169], "parallel": [3, 8, 11, 13, 37, 39, 41, 46, 49, 70, 84, 102, 106, 111, 113, 122, 123, 124, 130, 131, 132, 141, 166, 167, 184], "flavor": [3, 17], "thei": [3, 5, 6, 7, 17, 22, 43, 49, 52, 55, 66, 67, 74, 78, 81, 84, 89, 91, 96, 103, 106, 110, 114, 130, 132, 133, 141, 142, 145, 147, 148, 151, 152, 153, 154, 156, 169, 173, 174, 182, 186, 188], "ahead": [3, 6, 150], "just": [3, 5, 7, 16, 17, 20, 21, 35, 43, 47, 50, 52, 55, 66, 74, 78, 81, 84, 89, 103, 104, 106, 113, 123, 125, 130, 131, 132, 136, 141, 145, 150, 153, 155, 166, 169, 188, 190], "via": [3, 13, 16, 17, 23, 48, 49, 74, 102, 103, 104, 106, 123, 141, 142, 150, 153, 164, 166, 169, 170, 175, 186, 192], "util": [3, 7, 14, 16, 17, 19, 22, 23, 26, 27, 29, 30, 37, 38, 43, 45, 46, 47, 49, 55, 65, 66, 67, 80, 83, 92, 96, 97, 98, 99, 100, 102, 103, 104, 106, 109, 114, 115, 116, 117, 118, 120, 123, 124, 125, 127, 131, 135, 136, 138, 139, 141, 142, 143, 145, 147, 148, 150, 155, 159, 160, 161, 162, 163, 166, 168, 169, 170, 171, 173, 174, 175, 178, 182], "cpp_extens": [3, 7, 17, 125, 162], "discuss": [3, 5, 6, 7, 17, 66, 78, 81, 89, 93, 103, 104, 114, 119, 141, 142, 146, 151, 152, 153, 154], "latter": [3, 55, 56, 106, 130, 167], "later": [3, 4, 8, 17, 55, 66, 81, 89, 104, 109, 110, 114, 115, 118, 119, 123, 132, 145, 147, 151, 175], "setup": [3, 7, 35, 47, 49, 66, 103, 104, 106, 113, 122, 125, 132, 144, 150, 153, 154, 160, 161, 167, 172], "simpl": [3, 5, 17, 48, 50, 56, 74, 81, 84, 101, 102, 104, 106, 110, 123, 130, 131, 132, 134, 138, 145, 147, 148, 167, 169, 170, 181, 182, 184, 188, 189], "lltm_cpp": 3, "ext_modul": [3, 7, 17, 125], "cppextens": [3, 7, 17, 125], "cmdclass": [3, 7, 17, 125], "build_ext": [3, 7, 17, 125], "buildextens": [3, 7, 17, 125], "conveni": [3, 5, 16, 17, 125, 152, 154, 169, 182], "wrapper": [3, 4, 5, 11, 49, 103, 104, 110, 120, 178], "around": [3, 8, 17, 49, 67, 81, 84, 123, 133, 136, 138, 145, 151, 152, 155, 188, 191], "correct": [3, 5, 7, 8, 10, 14, 23, 29, 30, 37, 55, 65, 66, 74, 78, 80, 81, 84, 89, 103, 104, 107, 109, 117, 130, 131, 135, 136, 145, 170, 186], "set": [3, 5, 7, 8, 13, 14, 16, 17, 24, 33, 35, 42, 47, 49, 54, 55, 56, 76, 78, 81, 83, 84, 89, 91, 92, 93, 96, 97, 102, 103, 104, 109, 111, 112, 113, 120, 121, 125, 128, 130, 131, 132, 135, 136, 138, 139, 142, 144, 149, 150, 151, 153, 155, 160, 161, 162, 167, 169, 170, 173, 174, 175, 186, 190, 193], "languag": [3, 6, 17, 52, 55, 81, 89, 97, 99, 102, 106, 107, 108, 116, 123, 132, 133, 156, 182, 187, 188, 189], "equival": [3, 8, 17, 22, 78, 98, 118, 123, 131, 148, 151, 153], "simpli": [3, 5, 17, 47, 55, 74, 106, 110, 114, 117, 123, 125, 130, 131, 136, 141, 142, 149, 150, 152, 168, 173, 174, 182], "include_dir": [3, 7, 125], "include_path": 3, "number": [3, 8, 13, 17, 23, 24, 35, 45, 47, 49, 55, 66, 74, 78, 81, 94, 103, 104, 106, 112, 114, 118, 122, 123, 130, 131, 132, 136, 138, 144, 148, 149, 150, 154, 161, 167, 186], "manag": [3, 36, 56, 78, 92, 101, 111, 112, 113, 138, 142, 144, 166, 167], "And": [3, 7, 17, 43, 91, 110, 138, 141, 142, 156], "about": [3, 5, 7, 17, 35, 47, 48, 49, 51, 52, 66, 78, 81, 83, 84, 89, 91, 101, 103, 106, 110, 112, 113, 115, 119, 123, 130, 132, 133, 136, 138, 141, 144, 146, 148, 149, 150, 152, 153, 154, 155, 157, 163, 166, 167, 171, 186], "now": [3, 5, 6, 7, 8, 13, 16, 17, 24, 35, 49, 55, 66, 74, 78, 83, 84, 91, 103, 104, 106, 107, 108, 109, 110, 114, 117, 119, 120, 123, 125, 128, 130, 131, 132, 133, 136, 138, 141, 144, 145, 148, 149, 150, 151, 152, 155, 166, 167, 173, 188], "goe": [3, 17, 84, 110, 131, 188], "One": [3, 7, 8, 17, 55, 56, 78, 81, 84, 103, 107, 108, 113, 119, 123, 133, 142, 147, 153, 156, 170, 188, 189], "small": [3, 6, 13, 17, 35, 52, 66, 78, 81, 83, 84, 89, 91, 103, 104, 106, 109, 119, 120, 123, 132, 143, 151, 163], "piec": [3, 5, 6, 74, 132, 142, 150], "overal": [3, 6, 35, 66, 81, 103, 104, 123], "environ": [3, 8, 13, 35, 47, 49, 56, 74, 83, 103, 104, 112, 113, 114, 115, 123, 125, 130, 131, 132, 140, 141, 144, 161, 162, 164, 166, 167, 171, 175, 182, 184], "avail": [3, 4, 6, 7, 13, 16, 17, 20, 22, 23, 33, 35, 47, 65, 66, 81, 84, 103, 104, 118, 132, 136, 138, 141, 142, 144, 149, 150, 157, 164, 167, 171, 173, 174, 175, 176, 186], "d_sigmoid": 3, "stop": [3, 17, 23, 24, 45, 78, 85, 93, 106, 123, 130, 136, 138], "header": [3, 5, 16, 17, 119, 125, 147, 150, 160, 162, 171, 174, 186, 188, 189], "necessari": [3, 5, 7, 13, 17, 23, 47, 49, 55, 66, 74, 84, 103, 104, 109, 117, 130, 131, 132, 138, 142, 145, 147, 148, 153, 156], "bit": [3, 17, 23, 84, 123, 128, 151, 170], "primari": [3, 66, 123, 141, 142, 161], "pybind11": [3, 5, 16, 17, 125], "between": [3, 5, 8, 17, 22, 24, 55, 66, 74, 78, 81, 84, 89, 102, 104, 106, 119, 131, 132, 141, 142, 147, 148, 151, 152, 154, 156, 157, 168, 184, 188, 189], "show": [3, 6, 7, 8, 9, 13, 19, 20, 21, 22, 23, 24, 27, 35, 37, 45, 46, 56, 65, 66, 67, 74, 78, 81, 84, 96, 98, 102, 104, 106, 107, 109, 110, 114, 117, 123, 125, 127, 129, 130, 132, 133, 135, 136, 137, 138, 141, 142, 144, 145, 147, 148, 149, 150, 151, 155, 156, 164, 166, 167, 171, 174, 175, 178, 184, 186, 188], "interfac": [3, 17, 18, 55, 84, 106, 112, 115, 155, 163, 169, 175], "less": [3, 5, 6, 50, 55, 66, 81, 103, 106, 118, 130, 138, 141], "datatyp": [3, 17, 33, 42, 63, 84, 169], "Its": [3, 188], "inspect": [3, 17, 78, 103, 106, 119, 145, 147, 148, 166], "notic": [3, 5, 16, 17, 35, 55, 66, 74, 78, 84, 110, 138, 141, 142, 150, 151, 153, 156], "ani": [3, 5, 6, 7, 8, 16, 17, 23, 46, 47, 49, 52, 55, 66, 78, 81, 84, 93, 96, 101, 104, 105, 110, 111, 116, 118, 119, 121, 123, 131, 132, 138, 141, 142, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 163, 166, 168, 171, 174, 175, 182, 186, 188], "11": [3, 4, 8, 9, 10, 13, 17, 18, 31, 43, 46, 54, 55, 59, 62, 63, 66, 67, 74, 84, 86, 90, 98, 99, 100, 103, 104, 107, 117, 118, 123, 124, 126, 128, 132, 133, 135, 136, 140, 143, 144, 147, 152, 153, 155, 160, 162, 167, 174, 176, 183, 188, 192], "dispos": 3, "nvcc": 3, "hit": [3, 56, 138], "pars": [3, 17, 43, 91, 103, 104, 106, 163, 188], "window": [3, 37, 81, 124, 131, 138, 161, 175, 188], "workaround": [3, 17, 74, 110, 118], "logic": [3, 8, 17, 29, 74, 104, 106, 112, 114, 131, 132, 142, 146, 166], "pure": [3, 7, 17, 110], "sigmoidalphablendforwardcuda": 3, "current": [3, 5, 7, 8, 16, 17, 29, 30, 55, 98, 103, 104, 106, 108, 117, 118, 123, 130, 131, 132, 138, 145, 147, 148, 149, 150, 151, 153, 154, 155, 156, 166, 168, 173, 186], "bug": [3, 7, 17], "complet": [3, 22, 23, 43, 66, 74, 78, 98, 102, 103, 106, 110, 127, 129, 131, 142, 144, 153, 154, 167, 174, 182], "port": [3, 11, 115, 131], "entir": [3, 13, 47, 55, 89, 103, 104, 109, 114, 123, 132, 141, 145, 151, 152, 153, 155, 188], "lltm_forward": 3, "addmm": [3, 4, 150, 161], "transpos": [3, 4, 33, 37, 42, 43, 45, 46, 55, 80, 83, 93, 98, 109, 120, 124, 127, 129, 135, 139, 161, 178], "alpha": [3, 22, 24, 85, 107, 108, 117, 120, 122, 151, 189], "doe": [3, 5, 6, 17, 19, 22, 23, 24, 36, 55, 56, 74, 78, 81, 83, 84, 103, 104, 110, 114, 117, 123, 131, 132, 136, 137, 138, 141, 145, 147, 152, 153, 154, 166, 174, 175, 188], "respect": [3, 66, 78, 96, 114, 118, 119, 123, 132, 138, 141, 142, 144, 164, 167], "ultim": [3, 55, 74, 151], "plop": [3, 17], "autograd": [3, 9, 10, 11, 15, 18, 25, 26, 27, 29, 30, 31, 33, 34, 35, 39, 40, 41, 51, 52, 54, 56, 59, 68, 72, 77, 79, 80, 81, 83, 84, 85, 92, 93, 100, 102, 107, 109, 110, 113, 114, 123, 129, 130, 131, 133, 134, 142, 144, 153, 162, 164, 165, 166, 167, 175], "nice": [3, 119], "slightli": [3, 17, 66, 103, 123, 144, 154, 167], "dig": [3, 91], "deeper": [3, 8, 66, 84, 119, 142], "interest": [3, 7, 17, 66, 69, 78, 103, 106, 141, 147, 188], "alex": 3, "grave": 3, "thesi": 3, "d_tanh": 3, "relu": [3, 4, 9, 14, 17, 18, 29, 30, 31, 37, 40, 46, 65, 66, 69, 78, 80, 81, 83, 86, 91, 92, 93, 104, 113, 114, 119, 120, 122, 126, 127, 128, 129, 130, 131, 132, 133, 135, 136, 138, 139, 142, 145, 167, 168, 169, 170, 172, 182], "exp": [3, 6, 24, 78, 85, 86, 92, 97, 99, 105, 110, 117, 118, 124, 129, 153], "d_elu": 3, "scalar": [3, 17, 36, 46, 55, 78, 84, 139, 161], "mask": [3, 21, 53, 67, 81, 99, 102, 126, 143, 151, 152, 154, 157, 169], "type_a": 3, "lltm_backward": 3, "grad_h": 3, "grad_cel": 3, "d_output_g": 3, "d_tanh_new_cel": 3, "d_new_cel": 3, "d_old_cel": 3, "d_candidate_cel": 3, "d_input_g": 3, "d_gate": 3, "d_weight": 3, "d_bia": 3, "keepdim": [3, 10, 14, 65, 104, 109, 123, 131, 135, 145, 170], "d_x": [3, 46], "d_old_h": 3, "d_input": 3, "manner": [3, 5, 56, 78, 166], "question": [3, 5, 7, 17, 67, 103, 119, 146, 152], "span": [3, 67, 138, 175, 189], "four": [3, 13, 16, 56, 66, 74, 81, 83, 84, 96, 103, 114, 136, 188, 189], "line": [3, 5, 6, 16, 17, 43, 50, 55, 56, 78, 83, 84, 97, 106, 107, 108, 119, 131, 132, 133, 136, 138, 139, 142, 147, 150, 151, 153, 169, 170, 171, 173, 174, 178, 182, 189], "pybind11_modul": [3, 125], "torch_extension_nam": [3, 125], "macro": [3, 5, 17], "valu": [3, 4, 13, 16, 17, 18, 23, 24, 26, 34, 43, 49, 55, 56, 66, 74, 78, 81, 84, 89, 92, 106, 107, 109, 112, 117, 118, 119, 120, 125, 126, 130, 131, 132, 138, 140, 145, 146, 147, 148, 149, 151, 152, 153, 154, 156, 157, 163, 166, 171, 184, 186], "avoid": [3, 24, 103, 104, 109, 114, 117, 123, 130, 142, 151, 152, 157], "maintain": [3, 6, 7, 25, 36, 81, 89, 102, 111, 132, 141, 142, 155, 184], "place": [3, 6, 8, 9, 13, 17, 24, 33, 36, 42, 66, 74, 81, 83, 88, 92, 103, 106, 109, 136, 144, 145, 151, 164, 167, 182, 188, 189, 190], "mismatch": [3, 56], "lead": [3, 56, 96, 110, 147, 153, 188], "nasti": 3, "hard": [3, 5, 66, 106], "track": [3, 5, 6, 26, 66, 78, 81, 83, 84, 93, 103, 112, 132, 138, 139], "At": [3, 5, 17, 74, 89, 103, 104, 118, 130, 136, 138, 151, 154, 161, 187], "point": [3, 5, 7, 8, 13, 17, 23, 52, 55, 74, 78, 81, 84, 89, 93, 104, 106, 110, 111, 113, 117, 119, 130, 133, 136, 145, 148, 151, 153, 154, 155, 170, 186, 187, 188], "directori": [3, 17, 43, 66, 67, 106, 108, 138, 148, 150, 155, 170, 175, 178], "structur": [3, 5, 13, 16, 17, 26, 47, 55, 56, 66, 74, 78, 81, 89, 93, 111, 119, 126, 132, 154, 155, 186, 188, 192], "bdist_egg": 3, "egg_info": [3, 17], "egg": [3, 6, 17], "pkg": [3, 17], "dependency_link": [3, 17], "top": [3, 5, 14, 16, 17, 30, 45, 46, 66, 83, 96, 107, 119, 128, 132, 138, 139, 141, 145, 163, 175, 176, 178, 183, 186, 190], "level": [3, 6, 17, 47, 49, 52, 59, 66, 81, 94, 96, 103, 104, 106, 111, 115, 116, 118, 119, 121, 123, 138, 141, 142, 144, 145, 148, 156, 157, 163, 164, 166, 167, 170, 176, 184, 192], "top_level": [3, 17], "manifest": [3, 17, 153, 155], "bdist": 3, "x86_64": [3, 13, 17, 160, 162], "install_lib": 3, "temp": [3, 6, 14, 17, 105, 116, 145, 148], "7": [3, 4, 9, 10, 13, 14, 16, 17, 19, 23, 26, 27, 29, 30, 31, 37, 43, 45, 46, 53, 54, 55, 66, 67, 74, 78, 81, 84, 86, 88, 89, 96, 97, 98, 99, 100, 103, 104, 109, 114, 115, 117, 119, 120, 121, 122, 126, 127, 128, 135, 136, 137, 138, 140, 142, 143, 144, 147, 150, 151, 152, 153, 156, 159, 160, 161, 162, 167, 168, 170, 171, 173, 174, 176, 177, 182, 192], "gcc": [3, 17], "local": [3, 5, 13, 16, 17, 19, 23, 43, 78, 97, 98, 100, 103, 106, 114, 120, 127, 130, 131, 132, 133, 135, 142, 148, 162, 164, 166, 168, 171, 172, 178, 182, 184, 186], "miniconda": [3, 13, 17], "compiler_compat": [3, 17], "wl": [3, 16, 17, 169], "sysroot": [3, 17], "wsign": [3, 17], "dndebug": [3, 17], "g": [3, 5, 7, 8, 9, 13, 17, 35, 36, 46, 52, 55, 56, 78, 81, 84, 86, 93, 99, 102, 104, 106, 116, 117, 124, 125, 130, 132, 133, 137, 138, 141, 145, 148, 154, 157, 161, 188], "fwrapv": [3, 17], "o3": [3, 17], "wall": [3, 17, 85, 119], "wstrict": [3, 17], "prototyp": [3, 7, 8, 17, 27, 56, 155, 158, 161, 164], "fpic": [3, 17], "site": [3, 13, 16, 17, 19, 53, 54, 97, 98, 100, 106, 119, 120, 149, 173, 174, 176, 178, 188], "packag": [3, 13, 16, 17, 19, 20, 21, 22, 23, 24, 40, 56, 67, 68, 93, 97, 98, 100, 101, 102, 103, 104, 106, 117, 119, 120, 125, 129, 132, 136, 142, 148, 149, 162, 169, 178], "csrc": [3, 16, 17, 125, 150, 171], "th": [3, 17], "thc": [3, 17], "7m": [3, 17, 31, 67, 98, 100, 137], "dtorch_api_include_extension_h": [3, 17], "dtorch_extension_nam": [3, 17], "d_glibcxx_use_cxx11_abi": [3, 17], "cc1plu": [3, 17], "warn": [3, 14, 17, 35, 45, 83, 116, 120, 145, 148, 149, 151, 152, 153, 154, 166, 178, 182], "command": [3, 17, 67, 83, 102, 106, 112, 113, 114, 125, 130, 131, 132, 134, 138, 139, 141, 150, 162, 168, 169, 171, 188, 189], "valid": [3, 6, 10, 17, 29, 67, 81, 83, 96, 99, 103, 104, 106, 109, 110, 123, 124, 125, 136, 143, 145, 152, 153, 171], "objc": [3, 17], "l": [3, 9, 17, 22, 36, 43, 45, 46, 78, 86, 93, 99, 107, 108, 117, 124, 129, 133, 137, 155], "rpath": [3, 17], "cpython": [3, 17], "37m": [3, 17, 100], "copi": [3, 9, 13, 17, 49, 53, 66, 78, 93, 98, 99, 104, 109, 116, 118, 119, 120, 123, 127, 131, 145, 146, 147, 150, 155, 161, 162, 164, 168, 189], "stub": [3, 127, 163, 172, 189], "loader": [3, 4, 9, 37, 45, 131, 171], "byte": [3, 23, 162], "37": [3, 31, 37, 43, 67, 98, 99, 100, 117, 124, 128, 132, 136, 137, 142, 147, 156], "pyc": 3, "native_lib": 3, "zip_saf": 3, "flag": [3, 17, 36, 66, 78, 133, 141, 148, 157, 160], "analyz": [3, 17, 55, 102, 123, 144, 148, 167], "archiv": 3, "__pycache__": 3, "__file__": [3, 125], "dist": [3, 8, 11, 13, 93, 103, 104, 113, 115, 125, 131, 140, 184], "py3": 3, "ad": [3, 7, 13, 17, 19, 47, 55, 74, 78, 81, 83, 84, 86, 93, 103, 104, 118, 125, 133, 142, 149, 150, 163, 169, 170, 173, 174, 182], "remov": [3, 6, 14, 47, 55, 93, 98, 99, 100, 105, 113, 116, 123, 126, 129, 145, 146, 148, 151, 152, 155, 166, 177, 182, 186], "everyth": [3, 84, 106, 110, 130, 149, 150, 164], "process": [3, 8, 13, 17, 22, 24, 35, 40, 43, 50, 55, 56, 74, 78, 81, 91, 93, 96, 99, 101, 102, 103, 104, 106, 111, 112, 113, 115, 117, 119, 121, 123, 124, 131, 132, 136, 138, 141, 142, 145, 148, 149, 150, 156, 157, 162, 164, 167, 170, 181, 184, 187, 188], "extract": [3, 66, 67, 83, 84, 95, 102, 108, 117, 118, 129, 147, 164, 166], "alreadi": [3, 7, 8, 16, 17, 37, 78, 80, 84, 106, 109, 123, 138, 141, 142, 153, 155, 164, 166, 184], "finish": [3, 17, 23, 37, 53, 80, 83, 96, 114, 119, 130, 132, 139, 150, 164, 168, 172, 175], "due": [3, 13, 16, 55, 74, 84, 103, 104, 106, 123, 131, 141, 144, 145, 153, 166, 167, 170, 187, 188], "compat": [3, 5, 8, 55, 84, 145, 149, 166, 171], "wa": [3, 6, 8, 17, 24, 35, 55, 66, 78, 81, 84, 96, 99, 104, 106, 117, 132, 141, 142, 150, 153, 154, 167, 175, 188], "ubuntu": [3, 4, 162], "16": [3, 9, 11, 14, 17, 23, 24, 31, 37, 40, 43, 46, 55, 59, 62, 63, 66, 67, 74, 78, 80, 81, 83, 84, 86, 92, 98, 99, 100, 106, 113, 117, 118, 121, 124, 126, 127, 128, 129, 132, 133, 135, 136, 137, 139, 142, 144, 147, 149, 151, 153, 155, 160, 162, 167, 192], "04": [3, 9, 19, 31, 67, 84, 99, 100, 107, 120, 136, 137, 143, 144, 167], "recent": [3, 67, 89, 97, 106, 138, 178], "distribut": [3, 11, 67, 84, 91, 102, 103, 104, 106, 111, 112, 116, 124, 125, 130, 138, 140, 141, 148, 157, 162, 164, 181, 184], "default": [3, 4, 5, 7, 8, 14, 23, 24, 36, 49, 55, 66, 67, 81, 83, 84, 97, 98, 103, 104, 109, 114, 118, 120, 121, 123, 125, 127, 130, 131, 132, 138, 142, 143, 145, 150, 154, 155, 156, 161, 166, 169, 175, 182, 184, 186, 187, 188], "On": [3, 5, 17, 84, 96, 103, 130, 131, 142, 175], "maco": [3, 115], "clang": [3, 160, 161], "worst": [3, 96], "same": [3, 5, 6, 7, 8, 9, 16, 17, 23, 24, 47, 49, 55, 66, 69, 74, 78, 84, 89, 103, 104, 109, 112, 113, 117, 118, 123, 125, 130, 131, 132, 136, 138, 141, 142, 144, 145, 147, 148, 151, 152, 153, 154, 155, 167, 168, 171, 182, 184, 186, 188], "specifi": [3, 5, 8, 17, 23, 40, 66, 67, 78, 81, 84, 93, 100, 103, 104, 106, 110, 114, 118, 125, 131, 132, 138, 144, 151, 152, 153, 154, 157, 161, 163, 164, 167, 170, 171, 182, 186, 188], "sure": [3, 5, 7, 8, 55, 66, 83, 84, 85, 104, 108, 119, 130, 133, 148, 150, 152, 154, 155, 164, 169], "resolv": [3, 17, 136, 142, 153], "some": [3, 5, 7, 8, 16, 17, 24, 35, 52, 55, 56, 66, 69, 78, 81, 83, 84, 89, 93, 103, 104, 105, 106, 109, 110, 111, 114, 118, 119, 123, 131, 132, 136, 138, 141, 142, 144, 145, 146, 149, 150, 151, 152, 153, 154, 155, 163, 166, 167, 169, 170, 182, 187, 188], "symbol": [3, 18, 96, 145, 188], "dynam": [3, 5, 17, 25, 36, 56, 78, 87, 102, 121, 145, 146, 147, 157, 169, 170, 171, 179, 181], "linker": [3, 17, 160], "pycapsul": [3, 17, 147], "help": [3, 5, 7, 13, 17, 24, 43, 55, 56, 89, 102, 103, 104, 106, 112, 114, 123, 125, 130, 131, 132, 141, 142, 144, 148, 152, 153, 154, 164, 166, 167, 170, 171, 175, 176, 181], "signatur": [3, 5, 7, 17, 131, 182], "match": [3, 7, 23, 30, 37, 55, 56, 59, 67, 84, 94, 114, 123, 131, 145, 148, 152, 154, 156, 169], "builtin": [3, 125, 144, 167], "instanc": [3, 8, 16, 17, 26, 31, 38, 47, 48, 49, 55, 81, 84, 86, 89, 94, 103, 104, 106, 111, 112, 114, 130, 131, 132, 143, 146, 169, 175, 182, 184], "arg0": 3, "arg1": [3, 131], "arg2": [3, 131], "arg3": 3, "arg4": 3, "list": [3, 4, 5, 8, 10, 14, 15, 19, 20, 22, 23, 27, 40, 43, 46, 55, 56, 66, 81, 84, 89, 93, 96, 114, 116, 117, 119, 121, 123, 126, 128, 130, 131, 132, 133, 136, 138, 143, 146, 148, 153, 161, 163, 164, 166, 168, 171, 176, 181, 182, 192], "abl": [3, 6, 17, 23, 52, 55, 74, 106, 109, 110, 111, 112, 123, 131, 145, 148, 150, 153, 167], "wrap": [3, 7, 38, 55, 70, 89, 92, 93, 104, 109, 123, 131, 132, 146, 155, 175, 184, 188, 191], "them": [3, 5, 7, 8, 13, 17, 22, 23, 47, 49, 52, 55, 56, 67, 78, 81, 83, 84, 89, 102, 103, 106, 109, 110, 114, 115, 117, 119, 123, 130, 131, 132, 141, 142, 144, 147, 153, 155, 156, 163, 167, 168, 169, 170, 174, 182, 186], "citizen": [3, 17, 151, 153], "lltmfunction": 3, "staticmethod": [3, 10, 109, 110, 118, 130], "contigu": [3, 5, 6, 99, 121, 124, 148, 155, 163, 168, 172], "saved_tensor": [3, 10, 109, 110], "benchmark": [3, 27, 35, 98, 102, 106, 123, 141, 142, 149, 170, 172], "gain": [3, 123, 138, 141, 144, 167], "measur": [3, 78, 81, 104, 119, 123, 141, 142, 147, 156, 164], "durat": [3, 125, 129, 138, 142, 188], "32": [3, 9, 13, 14, 15, 17, 23, 40, 43, 45, 46, 49, 66, 67, 80, 81, 84, 89, 97, 98, 100, 104, 106, 107, 109, 116, 117, 120, 121, 124, 128, 129, 131, 132, 135, 136, 138, 141, 142, 143, 147, 156, 170], "128": [3, 4, 9, 16, 22, 24, 31, 43, 45, 46, 49, 66, 74, 91, 97, 104, 106, 107, 108, 109, 114, 115, 116, 117, 119, 122, 123, 128, 129, 130, 131, 132, 138, 143, 148, 164, 178], "rang": [3, 4, 6, 8, 9, 11, 13, 14, 15, 18, 19, 20, 23, 24, 27, 29, 30, 35, 37, 43, 45, 46, 47, 55, 59, 62, 63, 65, 66, 67, 69, 74, 78, 80, 83, 85, 86, 89, 91, 92, 94, 96, 97, 98, 99, 100, 103, 104, 106, 107, 108, 109, 114, 115, 117, 120, 122, 123, 124, 127, 129, 130, 132, 133, 135, 136, 138, 139, 141, 142, 143, 148, 155, 156, 163, 164, 167, 170, 175, 178, 184], "100000": [3, 53, 54, 107, 108, 116, 120], "print": [3, 4, 6, 8, 9, 10, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 33, 35, 36, 37, 38, 40, 42, 43, 45, 46, 47, 53, 54, 59, 62, 63, 65, 66, 67, 69, 74, 78, 80, 81, 83, 84, 85, 86, 88, 89, 91, 92, 93, 94, 96, 97, 98, 99, 100, 103, 104, 105, 107, 108, 109, 112, 113, 114, 115, 116, 117, 119, 120, 121, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 135, 136, 137, 139, 140, 141, 142, 143, 144, 145, 147, 148, 150, 151, 152, 153, 154, 155, 156, 161, 162, 163, 164, 167, 168, 170, 177, 178, 182, 183, 184, 188], "3f": [3, 6, 14, 37, 80, 96, 97, 117, 120], "format": [3, 6, 9, 11, 14, 17, 19, 23, 43, 45, 55, 65, 66, 83, 84, 93, 96, 100, 102, 103, 104, 109, 115, 116, 119, 123, 124, 126, 127, 130, 132, 135, 138, 139, 141, 145, 147, 148, 149, 150, 151, 153, 154, 155, 166, 169, 170, 173, 174, 178, 183, 188, 189], "origin": [3, 5, 17, 21, 22, 24, 55, 84, 89, 96, 100, 117, 123, 141, 142, 144, 145, 146, 147, 154, 167, 168, 169, 170, 175, 182], "wrote": [3, 17, 144, 167, 188], "post": [3, 8, 43, 53, 54, 102, 103, 104, 106, 117, 141, 142, 146, 148, 157, 170], "follow": [3, 5, 7, 8, 13, 16, 17, 20, 21, 22, 23, 24, 35, 47, 48, 49, 50, 55, 66, 67, 74, 76, 78, 81, 83, 84, 89, 102, 103, 104, 106, 109, 111, 112, 117, 119, 125, 130, 131, 136, 138, 141, 142, 144, 145, 146, 148, 149, 150, 152, 154, 155, 156, 161, 163, 166, 167, 168, 169, 171, 173, 174, 175, 176, 182, 186, 188, 189, 193], "my": [3, 35, 43, 44, 45, 55, 91, 133, 153, 188], "machin": [3, 13, 47, 48, 49, 50, 55, 56, 65, 66, 78, 103, 104, 106, 111, 112, 114, 115, 119, 131, 132, 133, 141, 144, 148, 155, 167, 175], "506": [3, 43, 91], "480": [3, 43], "444": [3, 43, 124], "694": [3, 43], "349": [3, 43, 80, 143], "335": [3, 43, 107, 121, 132, 184], "443": [3, 43, 132], "523": [3, 43], "speedup": [3, 24, 35, 123, 142, 145, 167], "than": [3, 5, 6, 7, 8, 17, 20, 24, 47, 55, 66, 74, 78, 81, 84, 98, 103, 104, 106, 109, 112, 119, 123, 130, 133, 136, 138, 142, 144, 145, 150, 151, 155, 156, 161, 163, 167, 181, 187, 188], "30": [3, 4, 6, 9, 12, 14, 19, 31, 37, 38, 43, 67, 74, 86, 96, 99, 100, 102, 103, 107, 108, 117, 121, 124, 126, 128, 130, 132, 136, 137, 143, 145, 147, 154, 156], "albeit": 3, "major": [3, 7, 8, 24, 81, 84, 123, 141, 142, 154, 166, 184], "particularli": [3, 47], "engin": [3, 56, 78, 100, 104, 128, 132, 143, 149, 177, 178, 186], "graph": [3, 7, 16, 17, 18, 52, 62, 63, 74, 76, 78, 93, 94, 105, 110, 119, 123, 131, 132, 138, 139, 141, 147, 157, 166, 168, 169, 170, 182], "effici": [3, 7, 17, 23, 24, 35, 66, 84, 100, 102, 103, 104, 106, 123, 132, 138, 142, 149, 154, 155, 158], "wonder": 3, "abstract": [3, 8, 22, 52, 84, 91, 93, 94, 106, 125, 189], "correspondingli": 3, "dispatch": [3, 102, 142], "big": [3, 35, 46, 81, 85, 109, 155], "win": [3, 96, 148], "No": [3, 43, 47, 67, 86, 123, 160, 178], "chang": [3, 7, 8, 16, 17, 23, 47, 49, 52, 56, 66, 74, 78, 89, 104, 106, 111, 112, 116, 117, 118, 120, 123, 130, 136, 138, 142, 145, 149, 150, 153, 161, 164, 166, 167, 169, 170, 171, 182, 186], "put": [3, 5, 35, 67, 74, 81, 84, 96, 102, 103, 104, 114, 131, 132, 144, 149, 167, 188], "either": [3, 5, 17, 35, 55, 103, 116, 123, 130, 131, 136, 138, 145, 148, 154, 163, 166, 170, 173, 174, 175, 186, 188], "cuda_devic": 3, "creation": [3, 6, 7, 84, 154], "assert": [3, 6, 8, 9, 13, 14, 16, 23, 45, 83, 84, 85, 105, 109, 113, 118, 131, 139, 155, 162, 163, 178], "is_avail": [3, 4, 9, 26, 30, 33, 35, 37, 38, 42, 43, 46, 65, 66, 78, 84, 92, 93, 96, 97, 98, 99, 109, 117, 120, 121, 125, 126, 127, 129, 131, 133, 135, 136, 137, 143], "repres": [3, 6, 7, 13, 24, 55, 67, 74, 78, 81, 93, 96, 103, 104, 106, 117, 118, 119, 132, 136, 141, 145, 151, 188], "synchron": [3, 8, 49, 50, 56, 113, 115, 123, 130, 131, 138, 141, 142, 164, 175, 184], "1e6": [3, 6, 14, 116, 145, 148, 177, 184], "1e5": 3, "again": [3, 6, 55, 78, 81, 83, 84, 89, 99, 109, 117, 130, 132, 138, 141, 188], "187": [3, 43], "719": [3, 43], "410": [3, 43, 121], "815": [3, 43], "149": [3, 43, 117, 144, 167], "802": [3, 43], "393": [3, 43, 80, 118, 142], "458": [3, 43], "That": [3, 17, 78, 84, 89, 114, 118, 119, 138, 143, 151, 152, 154, 173, 188], "great": [3, 6, 55, 153, 188], "pull": [3, 84, 119, 123, 165], "dive": [3, 8, 17], "soon": [3, 23, 103, 169], "befor": [3, 5, 6, 7, 8, 14, 17, 26, 40, 49, 55, 66, 74, 78, 81, 84, 89, 103, 106, 109, 117, 118, 123, 130, 131, 132, 138, 141, 142, 145, 146, 148, 149, 151, 152, 154, 156, 168, 173, 174, 176, 181, 182, 184], "previous": [3, 5, 55, 74, 118, 123, 130, 151], "mention": [3, 7, 8, 55, 74, 84, 104, 123, 131, 148, 175], "cover": [3, 13, 52, 84, 102, 103, 106, 125, 131, 132, 153, 164, 169, 182], "former": [3, 6, 56], "elabor": [3, 24, 130], "fly": [3, 17, 24], "background": [3, 17, 19, 83, 188], "do": [3, 6, 7, 8, 13, 16, 17, 20, 21, 23, 35, 43, 48, 55, 56, 66, 74, 81, 83, 84, 89, 102, 104, 106, 109, 112, 114, 118, 119, 123, 125, 132, 136, 141, 142, 145, 147, 148, 150, 152, 153, 154, 155, 156, 157, 166, 168, 170, 171, 173, 174, 175, 187, 189], "temporari": [3, 106, 142], "tmp": [3, 17, 23, 106, 109, 144, 167, 168, 172, 177], "torch_extens": 3, "emit": [3, 85], "ninja": 3, "verbos": [3, 17, 112, 142, 162, 189], "result": [3, 5, 7, 10, 15, 17, 23, 24, 54, 55, 59, 62, 63, 66, 78, 84, 94, 96, 103, 108, 116, 117, 118, 119, 120, 121, 123, 125, 130, 131, 132, 136, 137, 141, 142, 143, 144, 145, 147, 150, 152, 153, 154, 156, 161, 162, 163, 164, 167, 168, 170, 171, 182, 183, 184, 186], "exactli": [3, 5, 7, 55, 148], "produc": [3, 6, 8, 16, 17, 24, 55, 66, 96, 106, 118, 119, 123, 145, 146, 148, 188], "complic": [3, 106, 142, 163, 182], "own": [3, 5, 6, 7, 8, 13, 17, 66, 78, 91, 103, 104, 109, 113, 115, 131, 132, 136, 141, 146, 155, 156, 163, 166, 188], "techniqu": [3, 21, 55, 66, 109, 110, 111, 119, 132, 136, 142, 151], "fine": [3, 14, 43, 66, 78, 101, 114, 128, 138, 148, 150, 151], "system": [3, 5, 7, 17, 23, 24, 49, 102, 106, 123, 130, 141, 142, 161, 162], "re": [3, 7, 14, 17, 43, 55, 81, 83, 84, 118, 119, 123, 130, 131, 133, 141, 145, 149, 151, 155, 162, 169, 188], "increment": [3, 8, 55, 74], "thu": [3, 5, 7, 17, 66, 74, 103, 142, 166, 175, 182, 188], "second": [3, 5, 6, 9, 10, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 33, 34, 35, 36, 37, 38, 40, 42, 43, 45, 46, 55, 59, 62, 63, 65, 66, 67, 69, 70, 74, 78, 80, 81, 83, 84, 85, 86, 88, 89, 91, 92, 96, 97, 98, 99, 100, 104, 105, 106, 107, 108, 109, 110, 114, 116, 117, 118, 119, 120, 121, 122, 123, 124, 126, 129, 133, 135, 136, 137, 138, 141, 144, 147, 148, 151, 152, 153, 154, 156, 164, 167, 168, 170, 172, 173, 178, 188], "low": [3, 59, 81, 94, 102, 120, 138, 142, 169, 170], "didn": [3, 5, 119, 130, 188], "hand": [3, 5, 6, 13, 17, 56, 84, 123, 142, 152], "prospect": 3, "effect": [3, 5, 8, 17, 19, 21, 49, 81, 84, 91, 107, 108, 123, 133, 141, 142, 153, 186], "pointwis": [3, 5, 121, 123], "sequenc": [3, 17, 43, 55, 59, 81, 87, 90, 94, 95, 97, 117, 123, 124, 134, 137, 145, 148, 156, 168, 182, 188], "strategi": [3, 13, 106, 130, 131, 166, 170], "those": [3, 7, 8, 35, 56, 78, 84, 119, 125, 132, 142, 150, 152, 161, 170, 175, 188], "declar": [3, 17, 55, 182], "cu": 3, "actual": [3, 5, 8, 16, 17, 30, 55, 74, 102, 106, 109, 113, 119, 123, 136, 138, 139, 142, 144, 145, 151, 153, 167, 173, 174, 182], "care": [3, 56, 66, 78, 110, 123, 132, 136, 151], "ensur": [3, 5, 7, 8, 47, 50, 55, 112, 118, 131, 141, 155, 167], "best": [3, 5, 6, 17, 24, 36, 56, 66, 96, 98, 102, 111, 114, 127, 130, 132, 137, 155, 169, 170, 188], "lltm_cuda": 3, "lltm_cuda_forward": 3, "lltm_cuda_backward": 3, "check_cuda": 3, "torch_check": [3, 5], "is_cuda": [3, 121], "check_contigu": 3, "is_contigu": [3, 121], "check_input": 3, "lltm_cuda_kernel": 3, "standard": [3, 5, 17, 55, 56, 84, 136, 163, 188], "cannot": [3, 8, 13, 16, 17, 55, 56, 84, 110, 123, 147, 156, 187], "handl": [3, 5, 6, 7, 17, 23, 24, 47, 56, 66, 74, 81, 84, 104, 106, 131, 132, 142, 145, 148, 151, 153, 169, 178], "peek": 3, "what": [3, 5, 13, 16, 17, 39, 43, 47, 48, 49, 56, 66, 67, 69, 76, 81, 84, 89, 102, 106, 111, 112, 130, 147, 149, 153, 156, 171, 179, 182, 188], "cuda_runtim": 3, "templat": [3, 5, 16, 17, 162, 163, 170, 186], "typenam": [3, 162], "scalar_t": 3, "__device__": 3, "__forceinline__": 3, "describ": [3, 5, 6, 7, 17, 56, 66, 101, 117, 132, 136, 141, 157, 182], "specif": [3, 5, 7, 8, 13, 16, 17, 49, 52, 66, 78, 81, 83, 93, 103, 104, 109, 116, 119, 123, 130, 131, 132, 136, 138, 141, 142, 148, 149, 152, 161, 164, 169, 175, 181, 182, 184, 188], "continu": [3, 47, 55, 65, 74, 84, 89, 102, 111, 119, 123, 132, 138, 141, 144, 149, 150, 151, 153, 154, 167, 171, 182, 188], "helper": [3, 5, 6, 17, 20, 21, 24, 40, 49, 83, 93, 103, 104, 106, 109, 114, 115, 123, 125, 130, 131, 132, 135, 139], "fmax": [3, 22], "fmin": [3, 22], "d_relu": 3, "wish": [3, 17, 55, 66, 84, 131, 148, 152, 189], "explicitli": [3, 13, 47, 55, 78, 112, 123, 132, 141, 142, 145, 154, 169, 175], "zeros_lik": [3, 84, 130, 166], "dim3": 3, "at_dispatch_floating_typ": 3, "type": [3, 4, 5, 6, 7, 13, 14, 15, 16, 17, 24, 29, 30, 33, 35, 42, 43, 45, 46, 55, 66, 69, 74, 83, 97, 99, 100, 101, 103, 104, 106, 114, 119, 121, 123, 125, 130, 131, 132, 133, 136, 138, 142, 145, 147, 148, 149, 151, 155, 160, 162, 163, 164, 165, 166, 169, 170, 171, 175, 178, 188], "lltm_forward_cuda": 3, "lltm_cuda_forward_kernel": 3, "indic": [3, 6, 7, 8, 11, 17, 55, 78, 81, 83, 89, 93, 106, 117, 131, 136, 137, 138, 141, 142, 143, 144, 148, 151, 153, 154, 156, 167, 183, 186, 188], "awai": [3, 6, 17, 55, 81, 83, 119, 123, 130, 154, 188], "deal": [3, 6, 55, 93, 103, 170], "runtim": [3, 5, 13, 17, 44, 55, 74, 78, 84, 102, 109, 119, 123, 136, 138, 141, 142, 148, 161, 181], "back": [3, 5, 7, 16, 17, 55, 78, 83, 84, 85, 92, 117, 119, 130, 131, 132, 136, 141, 144, 150, 151, 155, 167, 188], "concret": [3, 5, 8, 78, 151], "determin": [3, 5, 6, 8, 24, 84, 89, 106, 145], "select": [3, 7, 17, 18, 35, 55, 66, 83, 121, 130, 132, 136, 138, 145, 148, 153, 157, 161, 187, 190], "correspond": [3, 5, 7, 23, 24, 49, 55, 67, 78, 81, 83, 89, 106, 117, 131, 136, 138, 144, 147, 148, 149, 154, 163, 167, 170], "manual": [3, 5, 17, 47, 66, 84, 110, 118, 123, 145, 146, 148, 164, 175, 187, 188], "conceptu": [3, 55, 142], "switch": [3, 5, 83, 84, 155, 161], "scalartyp": 3, "float": [3, 4, 5, 8, 9, 10, 14, 17, 18, 23, 29, 30, 33, 34, 37, 42, 45, 46, 53, 54, 63, 65, 74, 78, 84, 92, 94, 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"\uc0ac\ub840\uc5d0\uc11c": [4, 113, 172], "\uc0b4\ud3b4\ubcf8": [4, 36], "\ub2e8\uc21c\ud55c": [4, 40, 86, 88, 91, 92, 97, 137, 177, 178], "\uacbd\uc6b0\ub85c": 4, "\uc2a4\ud0dd\uc5d0": 4, "\ud560\ub2f9\ub418\uace0": 4, "\uc804\ub2ec\ub420": [4, 26], "\ud3ec\uc778\ud130\ub85c": [4, 16], "\ubcf5\uc0ac": [4, 9, 98, 129], "\uc774\ub3d9": [4, 14, 40, 120, 129], "\uc2dc\ud0a4\uac70\ub098": 4, "\uac00\uc838\uc62c": [4, 9], "\ud6c4\uc790": 4, "shared_ptr": [4, 16], "\uacf3\uc5d0\uc11c": [4, 69], "\uc0ac\uc6a9\ud55c\ub2e4\ub294": [4, 43], "\uac00\uc815": 4, "\ud558\uc5d0": 4, "\uc2dc\ub9e8\ud2f1\uc758": 4, "\uc7a5\uc810\uc740": 4, "\uc804\ub2ec\ub418\uace0": 4, "\uc778\uc790\uac00": [4, 159], "\uc120\uc5b8\ub418\ub294": 4, "\uc0dd\uac01\ud560": [4, 69, 86], "\ubd80\ub2f4\uc744": [4, 133], "\ub35c\uc5b4\uc900\ub2e4\ub294": 4, "make_shar": 4, "\uacbd\ud5d8\uc801\uc73c\ub85c": 4, "\ub3d9\uc801": [4, 12, 14, 16, 25, 36, 87, 90, 94, 100, 102], "\uc0ac\uc6a9\ud558\ub358": [4, 45, 135], "\uc5f0\uad6c\uc790\ub4e4\uc740": 4, "\ube44\ub85d": [4, 177], "\uc2dc\ub9e8\ud2f1\uc774": 4, "\ub124\uc774\ud2f0\ube0c": [4, 172, 181], "\ud568\uc5d0\ub3c4": 4, "\ubd88\uad6c\ud558\uace0": [4, 14, 113, 121], "\uc120\ud638\ud569\ub2c8\ub2e4": 4, "\uc124\uacc4\ub294": 4, "\uc0ac\uc6a9\uc790": [4, 34, 70, 92, 95, 102, 120, 179, 180, 181], "\uce5c\ud654\uc801\uc778": [4, 91], "\uc720\uc0ac\ud558\uac8c": [4, 9, 16, 19, 43, 53, 54, 133], "\ub530\ub974\uae30": 4, "\uc624\ub108\uc2ed\uc5d0": 4, "\uc758\uc874\ud569\ub2c8\ub2e4": [4, 99, 160], "\uc815\uc758\ub97c": [4, 18, 19, 162], "\ucd95\uc57d\ud574\uc11c": 4, "\ubaa8\ub4c8\uc778": 4, "\ud074\ub798\uc2a4\uc5d0": [4, 86, 96, 165, 178], "\uc800\uc7a5\ud558\uace0\uc790": 4, "\ubaa8\ub4c8\uc5d0": [4, 9, 18, 26, 43, 126, 137, 159], "\uc811\uadfc\ud560": [4, 9, 26, 27, 59, 65, 70, 94, 162], "\uc788\uae30\ub97c": 4, "\uc6d0\ud569\ub2c8\ub2e4": 4, "\ucc38\uc870\ub97c": [4, 43], "\uc800\uc7a5\ud574\uc57c": [4, 105], "\uc21c\uac04": 4, "\uc624\ub108\uc2ed\uc744": 4, "\ud544\uc694\ub85c": [4, 14, 15, 53, 54, 100, 120, 160, 172], "\ud074\ub798\uc2a4\uc640": [4, 16, 18, 102, 133], "\uad6c\uc0c1": 4, "\ud074\ub798\uc2a4\uc778": [4, 69, 92, 102, 126, 162], "\ubaa8\ub450\uc5d0\uc11c": [4, 46, 127], "\ub808\ud37c\ub7f0\uc2a4\uac00": 4, "\ub530\ub77c\uc11c": [4, 6, 15, 16, 18, 19, 25, 33, 36, 37, 40, 42, 43, 85, 88, 92, 105, 108, 113, 115, 121, 122, 124, 129, 133, 135, 137, 143, 160, 177], "\ud074\ub798\uc2a4\ub294": [4, 26, 27, 43, 80, 126], "\uc800\uc7a5\ud558\uba70": 4, "\ub530\ub77c": [4, 6, 11, 14, 15, 25, 27, 33, 36, 42, 43, 46, 65, 85, 86, 88, 92, 96, 100, 107, 115, 116, 120, 121, 122, 126, 128, 129, 137, 139, 140, 143, 159, 160, 172, 178, 183], "\ub9c8\ucc2c\uac00\uc9c0\uc77c": 4, "\uc7a0\uae50": 4, "\ucf54\ub4dc\uc5d0\ub294": [4, 183], "\uc5b8\uae09\uc774": 4, "\uc65c": [4, 37, 86, 91], "\uadf8\ub7f0": [4, 9, 11, 16, 18, 38, 86, 100, 124, 127, 129, 133, 139, 165], "\uac83\uc77c\uae4c\uc694": [4, 6], "\uc65c\ub0d0\ud558\uba74": [4, 11, 92, 120, 143], "\ud0c0\uc774\ud551\ud558\uae30\uc5d0": 4, "\ub108\ubb34": [4, 37, 59, 80, 85, 94, 107, 113, 122, 129, 133, 177], "\uae38\uae30": 4, "\uc5f0\uad6c\uc6d0\ub4e4\uc758": 4, "\uc0dd\uc0b0\uc131\uc744": 4, "\uc720\uc9c0\ud558\uae30": [4, 65, 115, 124, 129], "\uc2dc\ub9e8\ud2f1\ub9cc\uc758": 4, "\uc7a5\uc810\uc778": 4, "\uc5b8\uae09\uc744": 4, "\uc228\uae30\uae30": 4, "\uc815\uad50\ud55c": [4, 46, 94, 137], "\uacc4\ud68d\uc744": 4, "\uc138\uc6e0\uc2b5\ub2c8\ub2e4": 4, "\uc791\ub3d9": [4, 15, 107, 108], "\uc774\ud574\ud558\uae30": [4, 92, 98, 127, 162], "\ucf54\uc5b4": [4, 115], "\ub77c\uc774\ube0c\ub7ec\ub9ac\uc5d0": [4, 116], "\ub2e8\uc21c\ud654\ub41c": 4, "linearimpl": 4, "torch_modul": 4, "\uc694\uc57d\ud558\uc790\uba74": [4, 45, 91, 178], "\ubd88\ub9bd\ub2c8\ub2e4": [4, 86, 133], "\ub9e4\ud06c\ub85c\uac00": 4, "\uc2e4\uc81c": [4, 9, 10, 14, 18, 19, 25, 29, 30, 31, 43, 45, 46, 53, 54, 80, 85, 86, 99, 107, 115, 122, 129, 133, 160], "\ub798\ud37c": [4, 11, 120], "typedef\uac00": 4, "\ub798\ud37c\uc774\ubbc0\ub85c": 4, "\uc0dd\uc131\uc790\ub3c4": 4, "\uc5ec\uc804\ud788": [4, 9, 14, 37, 65, 88, 92, 115, 121, 160], "\uc608\uc0c1\ud558\ub294": [4, 128], "\ub300\ub85c": [4, 11, 46, 69, 159], "\uc791\ub3d9\ud569\ub2c8\ub2e4": [4, 92, 113, 128, 159], "\uc4f8": [4, 85, 88, 97, 116], "\ub9e4\ud06c\ub85c\uc5d0": 4, "holder": [4, 190], "\ubaa8\ub4c8\uc774\ub77c\uace0": 4, "\ubd80\ub985\ub2c8\ub2e4": [4, 15, 29, 36, 43, 137], "\ud3ec\uc778\ud130\uc640": 4, "\ud654\uc0b4\ud45c": 4, "\uc5f0\uc0b0\uc790": [4, 15, 116, 121, 160, 162], "\uae30\uc800": 4, "\uac1d\uccb4\uc5d0": [4, 16, 29, 143], "\uc561\uc138\uc2a4\ud569\ub2c8\ub2e4": 4, "\uacb0\ub860\uc801\uc73c\ub85c": 4, "\uc5bb\uc5c8\uc2b5\ub2c8\ub2e4": [4, 86, 143], "\ub530\ub974\uc9c0\ub9cc": 4, "\ub4f1\uc744": [4, 15, 43, 70, 80, 92, 107], "\ud0c0\uc774\ud551\ud560": 4, "\ud544\uc694\uac00": [4, 11, 18, 33, 37, 46, 53, 70, 85, 86, 88, 92, 94, 98, 113, 122, 126, 127, 178], "netimpl": 4, "\uc5b8\uae09\ud560": 4, "\ud558\ub098": [4, 40, 46, 65, 69, 122, 133], "\uc0dd\uc131\uc790\uc5d0": [4, 18, 46], "\ube44\uc5b4": [4, 43, 108], "null": [4, 43, 53, 162, 172, 175], "\ud3ec\uc778\ud130\uc785\ub2c8\ub2e4": 4, "\uc0dd\uc131\uc790\ub85c": 4, "\uc774\ub098": [4, 25, 33, 36, 42, 53, 54, 69, 128], "\ubb34\uc5c7\uc774\uc5b4\uc57c": 4, "\ud560\uae4c\uc694": [4, 37, 69, 86, 91], "\uc74c": 4, "\uc774\uac74": 4, "\uc5b4\ub824\uc6b4": 4, "\uacb0\uc815\uc785\ub2c8\ub2e4": 4, "\ube48": [4, 15, 128, 133, 159], "\uc815\ud560": [4, 143], "\uac19\ub2e4\ub294": 4, "\uae30\uc5b5\ud569\uc2dc\ub2e4": 4, "\ud3ec\uc778\ud130\uc5ec\uc57c": 4, "\ud55c\ub2e4\uace0": [4, 16, 36], "\uacb0\uc815\ud55c\ub2e4\uba74": 4, "\uc0dd\uc131\uc790\uc5d0\uc11c": [4, 46], "\ubc1b\uc9c0": 4, "\uc54a\uac70\ub098": 4, "\uc778\uc790\uc5d0": 4, "\uae30\ubcf8\uac12\uc744": [4, 80], "\ubc29\ubc95\uc774": [4, 6, 19, 69, 77, 122, 127, 159], "\uc5c6\uc5b4\uc9d1\ub2c8\ub2e4": 4, "\uc774\uc720\ub85c": [4, 25, 46, 113], "api\uc5d0\uc11c": [4, 16], "\uc0dd\uc131\uc790\ub97c": [4, 9, 16, 18, 46], "\ud638\ucd9c\ud569\ub2c8\ub2e4": [4, 10, 15, 18, 43, 65, 92, 116, 162], "\uc0dd\uc131\uc790\uac00": [4, 46], "\uc5c6\uc73c\uba74": [4, 19], "\ucef4\ud30c\uc77c\ub7ec": [4, 18, 183], "\ubc18\ub300\ub85c": [4, 15, 85, 108, 122, 126, 177], "holder\ub97c": 4, "\uc0dd\uc131\ud558\ub824\uba74": [4, 16], "nullptr": [4, 162], "\uc804\ub2ec\ud558\uba74": [4, 165], "\uc2e4\uc81c\ub85c\ub294": [4, 127], "\uc55e\uc5d0\uc11c\uc640": 4, "initi": [4, 5, 8, 13, 16, 17, 43, 49, 55, 84, 89, 92, 103, 104, 106, 109, 120, 123, 130, 131, 132, 138, 144, 151, 154, 157, 161, 175, 188], "\uc0dd\uc131\ud558\uac70\ub098": 4, "\uc0ac\uc6a9\uc790\ub4e4\uc5d0\uac8c": 4, "\uce5c\uc219\ud55c": 4, "\ud640\ub354\ub97c": 4, "\uc9c0\uc815\ud560": [4, 80, 88, 178], "construct": [4, 55, 56, 74, 110, 114, 123, 131, 146, 157, 170, 184, 188, 189], "\uc88b\uc744\uae4c\uc694": [4, 91], "holder\uac00": 4, "\uc9c0\uc6d0\ud569\ub2c8\ub2e4": [4, 25, 30, 40, 69, 91, 97, 113, 115, 121, 128, 172], "\uba54\ucee4\ub2c8\uc998\uc758": [4, 133, 135], "\ub2e8\uc810\uc740": 4, "\uc120\uc5b8": [4, 65], "\uc904\uc774": 4, "\ucd94\uac00\ub41c\ub2e4\ub294": 4, "\ubaa8\ub378\uc740": [4, 6, 11, 14, 29, 30, 31, 38, 43, 54, 65, 80, 85, 86, 91, 92, 96, 97, 99, 124, 127, 128, 129, 133, 135, 137, 139, 143, 165, 177, 183], "\uae30\ucd08\ub97c": 4, "\ubc30\uc6b8": [4, 53, 54, 70, 133, 162, 172, 178], "\ub584": 4, "\ub098\uc624\ub294": [4, 46, 65, 128], "\ubaa8\ub378\uc785\ub2c8\ub2e4": [4, 11, 43, 65, 97, 100, 133, 137, 143, 162], "\uc791\uace0": 4, "\uc2a4\ud06c\ub9bd\ud2b8\uc758": 4, "\uc774\uac83\ub9cc\uc73c\ub85c": 4, "\uc5b8\uc820\uac00\ub294": 4, "\uae30\uc220\uc801": 4, "\uae30\ub2a5\uc774": [4, 43, 44, 86], "\uc9c0\uc6d0\ub418\uc9c0\ub294": 4, "\uc54a\ub294\ub2e4\ub294": 4, "\uc0ac\uc2e4\uc744": [4, 14, 38, 86, 91, 129], "\uc54c\uac8c": [4, 16, 33, 42, 92, 96, 105], "\ub9cc\uc744": [4, 43, 113], "\uc815\uc758\ud560": [4, 16, 18, 25, 69, 92, 94, 105, 115], "\ub584\uc5d0\ub294": 4, "\uad8c\uc7a5\ub418\uba70": 4, "\uae00\uc5d0\uc11c": 4, "\ud574\uacb0\ud558\ub824\ub294": 4, "\ud0dc\uc2a4\ud06c\ub97c": [4, 129, 137, 162], "\uc815\uc758\ud558\ub294\ub370": 4, "\ubc30\uacbd\uacfc": [4, 143], "\ub3c4\uc785\ubd80": 4, "\uc0c1\uae30\ud558\uc790\uba74": 4, "\ud0dc\uc2a4\ud06c\ub294": [4, 129, 162], "\ub370\uc774\ud130\uc14b": [4, 6, 34, 40, 43, 45, 46, 80, 92, 98, 115, 135, 137, 181], "\ud480\uae30": 4, "\uc801\ub300\uc801": [4, 37, 70, 95, 102], "gan": [4, 46, 102], "\uc0ac\uc6a9\ud558\uace0\uc790": [4, 53, 54, 162], "\uc911\uc5d0\uc11c\ub3c4": 4, "\uc544\ud0a4\ud14d\ucc98": [4, 65], "dcgan\uc740": 4, "\ucd08\uae30\uc5d0": [4, 140], "\ubc1c\ud45c\ub410\ub358": 4, "\uc81c\uc77c": [4, 92, 108, 116], "gan\uc774\uc9c0\ub9cc": 4, "\ucda9\ubd84\ud569\ub2c8\ub2e4": [4, 43, 85, 113], "\ud29c\ud1a0\ub9ac\uc5bc\uc5d0": [4, 19, 44, 92, 116, 127, 133], "\uc18c\uc2a4": [4, 11, 16, 18, 65, 99, 113, 115, 124, 162], "\uc804\uccb4\ub294": [4, 40, 69], "gan\uc740": [4, 46], "\ubaa8\ub378\ub85c": [4, 14, 43, 46, 92, 96, 116, 121, 127, 143], "\uad6c\uc131\ub429\ub2c8\ub2e4": [4, 18, 27, 29, 96, 120], "\uc0dd\uc131\uae30\ub294": 4, "\ub178\uc774\uc988": [4, 9], "\ubd84\ud3ec\uc5d0\uc11c": [4, 46], "\uc0d8\ud50c\uc744": [4, 27, 29, 37, 45, 96, 107, 129, 178], "\ubaa9\ud45c": [4, 43, 86, 91, 105, 107, 108, 120, 129, 133, 160], "\ubd84\ud3ec": [4, 14, 86], "\uc774\ubbf8\uc9c0\ub85c": [4, 9, 45, 46, 53, 54, 92, 120, 122, 143, 178], "\ubaa9\ud45c\uc785\ub2c8\ub2e4": [4, 115], "\ud310\ubcc4\uae30\ub294": 4, "\ub370\uc774\ud130\uc14b\uc758": [4, 26, 27, 37, 40, 45, 46, 53, 54, 80, 92, 143, 165, 178], "\uc9c4\uc9dc": [4, 37, 46, 91], "\uc785\ub825\ubc1b\uac70\ub098": 4, "\uc0dd\uc131\uae30\ub85c\ubd80\ud130": 4, "\uac00\uc9dc": [4, 9, 14, 18, 46, 69, 127, 177], "\uc785\ub825\ubc1b\uc2b5\ub2c8\ub2e4": 4, "\uc5bc\ub9c8\ub098": [4, 6, 14, 15, 37, 40, 46, 65, 80, 91, 92, 100, 107, 115, 122, 178], "\uc9c4\uc9dc\uac19\uc740\uc9c0": 4, "\uac00\uae4c\uc6b4": [4, 46, 129], "\ucd9c\ub825": [4, 9, 25, 26, 29, 33, 36, 37, 38, 40, 42, 43, 45, 46, 59, 62, 63, 65, 69, 80, 86, 91, 92, 94, 98, 99, 100, 107, 108, 113, 120, 122, 127, 128, 129, 133, 135, 139, 143, 183], "\uac00\uc9dc\uac19\uc740": 4, "\uc9c0": [4, 181], "\ud310\ubcc4\ud569\ub2c8\ub2e4": [4, 46], "\uc0dd\uc131\uae30\uac00": 4, "\ub9cc\ub4e0": [4, 43, 46, 65, 80, 88, 115, 139], "\uc9c4\uc9dc\uac19\uc740": [4, 46], "\ud310\ubcc4\uae30\uac00": 4, "\ud53c\ub4dc\ubc31\ud558\uace0": 4, "\ud53c\ub4dc\ubc31\uc740": 4, "\ud559\uc2b5\uc5d0": [4, 14, 30, 34, 36, 46, 80, 86, 96, 107, 108, 124, 127, 139, 143, 177], "\uc0ac\uc6a9\ub429\ub2c8\ub2e4": [4, 9, 11, 14, 15, 19, 45, 63, 88, 92, 96, 97, 99, 107, 108, 124, 143, 177, 178, 183], "\uc9c4\uc9dc\uc5d0": 4, "\uc548\ubaa9\uc774": 4, "\uc9c0\uc5d0": 4, "\ud310\ubcc4\uae30\ub97c": 4, "\ucd5c\uc801\ud654\ud558\uae30": [4, 43, 95], "\uc774\ub860\uc801\uc73c\ub85c": [4, 105], "\uc0dd\uc131\uae30\uc640": 4, "\uc0ac\uc774\uc758": [4, 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4, "\uc0ac\uc6a9\ud574\ubcf4\uace0": [4, 72, 85], "\ucc38\uc870\ud574\ubcf4\ub294": 4, "\uad8c\uc7a5\ub4dc\ub9bd\ub2c8\ub2e4": 4, "\ub514\uc790\uc778\uacfc": 4, "\ub530\ub978\ub2e4\ub294": 4, "\uae30\uc5b5\ud558\uba74": 4, "\ud559\uc2b5\ud560": [4, 25, 26, 27, 36, 43, 46, 91, 92, 94, 100, 107, 115, 127, 129, 139], "\uc18c\uc2a4\ucf54\ub4dc\ub294": 4, "\uc81c\uacf5\ub418\uc5b4": [4, 43], "respons": [5, 8, 13, 19, 23, 55, 78, 102, 109, 130, 131, 142, 164, 165, 188], "figur": [5, 9, 19, 20, 22, 23, 24, 27, 43, 45, 46, 65, 98, 102, 105, 106, 107, 108, 117, 123, 129, 130, 133, 135, 137, 138, 139, 141, 145, 147, 156, 178, 189, 191], "nontrivi": [5, 163], "lot": [5, 7, 78, 104, 123, 131, 138, 141, 151], "cross": [5, 6, 10, 24, 37, 46, 80, 81, 84, 106, 117, 141, 188], "cut": [5, 6, 102, 188], "concern": [5, 56, 151, 166, 170], "whether": [5, 7, 8, 78, 83, 84, 106, 110, 119, 130, 136, 138, 154, 187], "mix": [5, 55, 56, 121, 145, 169, 170, 179, 181, 182], "precis": [5, 7, 23, 24, 56, 109, 110, 121, 123, 139, 142, 143, 145, 148, 150, 169, 170, 179, 181], "rule": [5, 6, 16, 25, 36, 55, 78, 84, 89, 91, 109, 145], "vmap": [5, 118, 157], "your": [5, 8, 13, 16, 17, 19, 22, 23, 24, 35, 47, 48, 49, 56, 66, 67, 69, 78, 81, 84, 89, 93, 102, 103, 104, 109, 110, 111, 112, 113, 117, 118, 119, 125, 131, 132, 134, 136, 137, 138, 141, 142, 146, 148, 149, 150, 155, 157, 161, 163, 166, 168, 171, 172, 173, 174, 181, 183, 186, 188, 189, 193], "custom": [5, 8, 16, 66, 92, 97, 102, 106, 123, 131, 134, 142, 146, 150, 156, 169, 170, 175, 179, 181], "write": [5, 6, 7, 17, 21, 43, 52, 55, 56, 66, 67, 83, 92, 102, 106, 110, 111, 113, 116, 118, 120, 121, 123, 125, 131, 132, 137, 139, 146, 148, 150, 154, 158, 161, 162, 173, 174, 188], "statement": [5, 55, 66, 146, 188], "convers": [5, 22, 43, 78, 84, 133, 142, 151, 155, 166], "infer": [5, 6, 7, 15, 16, 17, 23, 31, 55, 56, 77, 81, 92, 100, 102, 106, 109, 123, 130, 136, 142, 148, 149, 150, 155, 161, 170, 173, 174, 175, 179, 181, 183], "probabl": [5, 54, 55, 67, 81, 84, 104, 106, 109, 139], "basic": [5, 8, 17, 23, 48, 50, 51, 52, 56, 67, 76, 78, 81, 83, 84, 102, 109, 113, 152, 181, 182, 189], "registr": [5, 7, 16, 17, 169, 170, 175], "variou": [5, 55, 66, 74, 83, 89, 106, 119, 131, 132, 144, 153, 167], "assum": [5, 7, 48, 52, 55, 66, 78, 89, 131, 153, 154], "familiar": [5, 7, 47, 48, 50, 52, 55, 74, 84, 103, 111, 112, 131, 144, 167, 175], "principl": [5, 89, 102, 106], "divid": [5, 7, 8, 19, 74, 99, 114, 132, 141, 142], "highest": [5, 55, 83, 117], "prioriti": [5, 145], "transfer": [5, 12, 23, 53, 54, 66, 92, 95, 102, 128, 131, 138, 143, 187], "control": [5, 6, 7, 17, 18, 25, 36, 55, 56, 74, 78, 93, 103, 106, 114, 118, 130, 146, 175, 182], "redispatch": 5, "pass": [5, 7, 10, 11, 16, 17, 23, 24, 36, 47, 50, 55, 56, 66, 67, 74, 78, 81, 84, 89, 91, 92, 98, 102, 103, 104, 106, 109, 110, 111, 113, 114, 115, 118, 119, 120, 123, 130, 131, 132, 136, 138, 144, 146, 148, 149, 151, 154, 155, 156, 164, 166, 167, 171, 182, 184], "happen": [5, 6, 17, 78, 81, 84, 103, 110, 118, 130, 136, 138, 144, 148, 163, 167], "unlik": [5, 55, 84, 118], "style": [5, 55, 96, 97, 147, 162, 186, 188, 189], "string": [5, 16, 17, 45, 53, 55, 84, 106, 107, 108, 126, 133, 137, 147, 162, 163, 175, 186], "abid": 5, "myop": 5, "myadd": [5, 7], "myadd_cpu": 5, "self_": 5, "other_": 5, "torch_internal_assert": 5, "devicetyp": 5, "self_ptr": 5, "data_ptr": [5, 17, 54, 162], "other_ptr": 5, "result_ptr": 5, "numel": [5, 69, 97, 99, 105, 109, 121, 124, 130, 136, 151], "torch_library_impl": [5, 7], "impl": [5, 7], "myadd_cuda": 5, "boundari": [5, 56, 114, 117, 138], "myops_cpu": 5, "myops_cuda": 5, "speak": [5, 6, 84], "everi": [5, 7, 13, 24, 37, 55, 56, 78, 81, 83, 84, 109, 118, 123, 130, 132, 138, 184], "central": [5, 78, 84, 89, 111], "subdivid": 5, "did": [5, 6, 17, 55, 78, 81, 83, 84, 118, 123, 131, 136, 141, 145, 188], "exist": [5, 6, 7, 8, 16, 17, 43, 47, 66, 74, 83, 84, 92, 116, 123, 132, 137, 138, 148, 150, 151, 152, 154, 162, 163, 164, 166, 174], "core": [5, 7, 8, 22, 35, 52, 55, 92, 106, 120, 138, 142, 155, 157, 158, 160, 167, 171, 175], "xla": [5, 7], "torch_xla": [5, 7], "But": [5, 7, 35, 66, 84, 141, 145, 148, 151, 154, 168, 170, 182, 188], "useabl": 5, "behav": [5, 55, 84, 130, 136, 175, 190], "autogradnotimplementedfallback": 5, "append": [5, 6, 9, 11, 13, 14, 15, 19, 24, 43, 46, 55, 65, 66, 84, 85, 91, 96, 97, 103, 105, 107, 108, 109, 114, 115, 116, 117, 119, 120, 122, 123, 124, 129, 130, 131, 132, 133, 136, 139, 143, 145, 147, 148, 166, 167], "notimpl": 5, "node": [5, 13, 17, 36, 47, 48, 49, 50, 66, 78, 83, 93, 94, 101, 103, 111, 112, 113, 119, 131, 133, 141, 144, 145, 167, 182], "preserv": [5, 16, 84, 114, 142, 146, 152, 188], "require_grad": 5, "ness": 5, "rais": [5, 8, 9, 14, 20, 43, 55, 106, 108, 117, 120, 121, 123, 128, 166], "larger": [5, 24, 78, 103, 104, 106, 111, 132, 138, 186], "where": [5, 8, 13, 16, 17, 23, 24, 43, 55, 56, 67, 74, 78, 81, 83, 84, 89, 91, 93, 99, 103, 106, 110, 112, 114, 117, 118, 129, 130, 131, 132, 142, 143, 145, 147, 149, 151, 154, 155, 156, 166, 167, 175, 189], "pin": [5, 97, 187], "lost": [5, 86, 121], "dure": [5, 6, 13, 46, 55, 56, 66, 74, 78, 81, 84, 102, 103, 109, 110, 111, 119, 130, 132, 136, 138, 141, 142, 148, 157, 161, 166, 167, 169, 173, 174, 175, 182], "perform": [5, 7, 8, 17, 22, 35, 50, 55, 56, 66, 74, 78, 81, 84, 96, 101, 102, 103, 104, 106, 109, 110, 117, 118, 125, 130, 132, 134, 136, 145, 148, 151, 152, 155, 156, 164, 166, 168, 169, 175, 176, 179, 181, 182], "mutat": [5, 7], "alias": [5, 7, 24], "taken": [5, 55, 81, 119, 148, 188], "adinplaceorview": 5, "bookkeep": 5, "autogradnotimplementedinplaceorviewfallback": 5, "box": [5, 7, 8, 106, 110, 120, 130, 138, 141, 142, 143, 174, 175, 188], "reli": [5, 17, 31, 78, 153, 164], "logi": 5, "properli": [5, 7, 17, 49, 110, 113, 130, 131, 132, 141, 150, 151, 153, 155, 163, 173, 174], "annot": [5, 7, 13, 16, 17, 45, 55, 117, 142, 166], "guess": [5, 36, 107], "twist": 5, "constitut": 5, "hood": [5, 48, 50, 132, 144, 154, 164, 166, 167], "singleton": [5, 131], "findschemaorthrow": 5, "decltyp": 5, "break": [5, 6, 7, 8, 9, 14, 30, 43, 45, 55, 67, 78, 81, 108, 117, 120, 126, 129, 130, 132, 133, 136, 138, 151, 178, 188], "qualifi": [5, 6, 16], "overload": [5, 16], "typic": [5, 8, 48, 49, 106, 109, 111, 123, 131, 141, 142, 169, 170], "cast": [5, 10, 13, 63, 103], "test": [5, 6, 10, 16, 17, 29, 30, 35, 37, 52, 55, 65, 66, 67, 74, 84, 96, 97, 102, 103, 104, 118, 124, 131, 133, 135, 143, 145, 146, 157, 160, 170, 171, 188, 189], "given": [5, 7, 16, 17, 23, 24, 52, 55, 56, 66, 74, 81, 103, 118, 131, 132, 136, 137, 142, 144, 154, 156, 166, 167, 184], "underli": [5, 17, 23, 33, 84, 106, 131, 145, 153, 154, 166], "lookup": [5, 11, 96, 132, 140], "typo": 5, "invok": [5, 16, 17, 113, 114, 118, 119, 125, 131, 132, 142, 144, 150, 153, 167, 169, 175], "whatev": [5, 16, 17, 84, 156, 175], "appropri": [5, 35, 43, 55, 106, 131, 145, 167, 169], "With": [5, 7, 13, 35, 46, 56, 74, 78, 83, 96, 110, 130, 131, 132, 134, 141, 142, 155, 160, 164, 166, 173, 174, 175, 184, 186, 188], "myaddfunct": [5, 7], "autononvariabletypemod": [5, 7, 54, 162], "myadd_autograd": [5, 7], "except": [5, 8, 17, 43, 55, 56, 81, 84, 89, 105, 114, 116, 118, 121, 125, 152, 157, 161, 169, 171], "off": [5, 6, 27, 45, 46, 81, 84, 97, 98, 104, 105, 106, 127, 130, 131, 132, 136, 147, 149, 151, 178], "raii": 5, "guard": [5, 54, 162], "infinit": [5, 24], "overflow": 5, "send": [5, 7, 8, 56, 66, 115, 130, 131, 132, 144, 164, 167], "exclud": [5, 136], "consider": [5, 7, 104], "handler": [5, 142], "autogradcpu": 5, "autogradcuda": 5, "explor": [5, 17, 102, 106, 110, 147], "pythondispatch": 5, "tool": [5, 55, 78, 81, 104, 113, 115, 130, 142, 145, 147, 156, 162, 163, 175], "_python_dispatch": 5, "isn": [5, 78, 118, 123, 136, 153, 186, 188], "glorifi": 5, "add_cpu": 5, "add_cuda": 5, "unsupport": [5, 142], "There": [5, 6, 7, 17, 66, 74, 78, 81, 84, 89, 101, 112, 117, 119, 125, 131, 132, 133, 136, 153, 155, 182, 189], "decentr": 5, "assembl": [5, 114], "importantli": [5, 17, 35, 110, 151], "third": [5, 6, 17, 81, 84, 89, 94, 110, 125, 151, 156, 189], "parti": [5, 17, 125], "extra": [5, 50, 84, 89, 99, 109, 114, 117, 118, 142, 155, 169], "aspect": [5, 21, 22, 136, 143, 144, 167], "patch": [5, 7], "talk": [5, 49, 96, 131], "dispatchkei": [5, 7], "varieti": [5, 24, 78, 81, 154], "fallback": [5, 7, 148], "behavior": [5, 6, 7, 8, 16, 23, 81, 89, 98, 119, 152, 153], "opt": [5, 11, 16, 92, 93, 106, 114, 121, 125, 131, 132], "amp": [5, 56, 121, 169, 181], "incom": [5, 138], "float16": [5, 103, 116, 121], "float32": [5, 17, 23, 33, 42, 74, 80, 103, 121, 123, 128, 129, 132, 143, 151], "prefer": [5, 47, 125, 141, 145, 155, 182], "matmul": [5, 17, 25, 33, 42, 84, 162], "impair": 5, "converg": [5, 29, 181], "hypothet": 5, "autocast_mod": 5, "mymatmul_autocast": 5, "excludedispatchkeyguard": 5, "no_autocast": 5, "mymatmul": 5, "cached_cast": 5, "khalf": 5, "otherwis": [5, 7, 17, 49, 74, 84, 104, 110, 118, 129, 131, 161, 164], "leav": [5, 6, 25, 36, 43, 55, 56, 66, 74, 78, 106, 171], "unchang": [5, 78, 163], "elig": 5, "polici": [5, 104, 129, 130, 132], "mixtur": 5, "meanwhil": [5, 152], "float64": [5, 33, 42, 84, 154], "unaffect": 5, "recommend": [5, 7, 13, 17, 56, 83, 102, 120, 138, 141, 142, 148, 153, 157, 169, 175, 176, 188], "forc": [5, 17, 43, 55, 81, 97, 102, 133, 134, 151, 153, 186], "half": [5, 6, 23, 24, 84, 121, 141, 142, 184, 188], "By": [5, 6, 23, 24, 55, 66, 78, 84, 103, 106, 115, 118, 119, 138, 141, 142, 152, 154, 155, 161, 175, 182, 186], "fallthrough": 5, "occur": [5, 8, 17, 47, 67, 117, 130, 131, 138, 142, 148], "doesn": [5, 7, 119, 123, 141, 146, 151, 156, 188], "fall": [5, 24], "unfortun": [5, 17], "aren": [5, 110, 123, 153], "dri": 5, "guidanc": [5, 141, 142, 147, 156], "reduct": [5, 59, 84, 94, 100, 103, 104, 109, 123, 125, 138, 151, 153, 157], "gemm": [5, 141, 142], "common": [5, 6, 7, 20, 22, 23, 55, 56, 84, 102, 114, 119, 136, 137, 146, 149, 153, 166, 170, 178, 188], "unless": [5, 84, 109, 116, 148], "categori": [5, 7, 14, 43, 84, 106, 107, 108, 133, 138, 145, 151, 152, 153, 154, 162], "promote_typ": 5, "widest": 5, "present": [5, 6, 13, 24, 56, 114, 119, 123, 125, 130, 132, 144, 167, 184], "among": [5, 138, 141], "safest": 5, "choic": [5, 6, 43, 106, 123, 133], "my_multiple_input_op_autocast": 5, "t0": [5, 103, 152], "t1": [5, 33, 42, 144, 152, 167], "optimist": 5, "exec_typ": 5, "my_multiple_input_op": 5, "onto": [5, 6, 13, 81, 83, 84, 131, 132], "shown": [5, 66, 67, 78, 84, 106, 130, 132, 138, 141, 142, 146, 150, 152, 153, 154, 156, 169, 175, 182, 184, 186, 188], "myadd_autocast": 5, "dtype": [5, 6, 7, 10, 23, 24, 30, 33, 34, 42, 43, 46, 55, 63, 69, 74, 78, 80, 84, 85, 88, 89, 91, 94, 96, 97, 99, 100, 107, 109, 110, 116, 118, 120, 121, 123, 124, 129, 133, 135, 140, 143, 148, 151, 152, 153, 154, 156, 161, 163, 168, 169, 172, 177, 182], "gymnast": 5, "choos": [5, 7, 49, 66, 108, 113, 119, 136, 138, 142, 148, 164, 175, 176], "suitabl": [5, 111], "invoc": [5, 119, 130, 142, 175], "stabil": 5, "record": [5, 6, 17, 18, 55, 102, 103, 104, 109, 110, 119, 120, 131, 132, 136, 170, 182], "41478": 5, "progress": [5, 47, 83, 93, 127, 136, 189], "click": [6, 9, 10, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 33, 34, 35, 36, 37, 38, 40, 42, 43, 45, 46, 55, 59, 62, 63, 65, 66, 67, 69, 70, 74, 78, 80, 81, 83, 84, 85, 86, 88, 89, 91, 92, 96, 97, 98, 99, 100, 105, 106, 107, 108, 109, 117, 118, 119, 120, 121, 122, 123, 124, 126, 129, 133, 135, 136, 137, 138, 147, 150, 151, 152, 153, 154, 156, 174, 175, 178], "jame": [6, 18, 119], "reed": [6, 18, 119], "edit": [6, 8, 9, 33, 42, 56, 104, 114, 116, 119, 125, 127, 130, 131, 132, 174, 186], "seth": [6, 14], "weidman": [6, 14], "\ubc15\uacbd\ub9bc": 6, "myungha": [6, 116], "kwon": [6, 116], "\uc591\uc790\ud654\ub294": [6, 14, 100, 172, 177], "\uc904\uc774\uace0": [6, 128], "\ucd94\ub860": [6, 14, 31, 43, 92, 102, 143, 172, 177, 181], "\ub192\uc774\uba74\uc11c\ub3c4": 6, "\uc815\ud655\ub3c4\ub294": [6, 65, 92, 177], "\ubcc4\ub85c": [6, 92, 107, 122], "\ub0ae\uc544\uc9c0\uc9c0": 6, "\uac00\uc911\uce58\uc640": [6, 14, 26, 36, 59, 65, 69, 92, 94, 137, 177, 183], "\ud65c\uc131": [6, 14, 116, 177], "\uc2e4\uc218\ud615\uc5d0\uc11c": [6, 177], "\uc815\uc218\ud615\uc73c\ub85c": [6, 85, 177], "\ub530\ub77c\ud558\uba74\uc11c": [6, 116], "\uae30\ubc18\uc758": [6, 51, 85, 102], "\uc608\uce21": [6, 26, 29, 30, 37, 85, 92, 102, 107, 120, 135, 139, 165, 178], "\uae30\ubc95\uc778": [6, 102], "\uc801\uc6a9\ud574": [6, 45, 65], "os": [6, 8, 13, 14, 20, 21, 23, 26, 27, 43, 44, 45, 46, 47, 49, 55, 66, 98, 103, 104, 105, 107, 108, 113, 114, 115, 116, 120, 125, 127, 128, 130, 131, 132, 136, 137, 140, 143, 144, 145, 148, 155, 156, 162, 164, 165, 167, 177, 178, 184], "\uc608\uc81c\uc5d0\uc11c": [6, 15, 36, 59, 65, 80, 86, 94, 96, 99, 105, 115, 126, 140], "\uc544\ud0a4\ud14d\ucc98\ub97c": [6, 14, 26, 177], "lstmmodel": [6, 156], "\uc778\ucf54\ub354": 6, "\ubaa8\ub4c8": [6, 9, 11, 14, 15, 26, 40, 43, 69, 80, 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103, 104, 113, 114, 115, 124, 125, 130, 131, 132, 140, 144, 164, 167, 184], "num_input": 8, "master_addr": [8, 13, 47, 49, 104, 113, 114, 115, 125, 130, 131, 132, 140, 144, 164, 167, 184], "localhost": [8, 11, 13, 47, 49, 83, 104, 107, 113, 114, 125, 130, 131, 132, 138, 139, 140, 144, 164, 165, 167, 184], "master_port": [8, 13, 47, 49, 104, 113, 114, 115, 125, 130, 131, 132, 140, 144, 164, 167, 184], "29500": [8, 11, 13, 114, 115, 125, 130, 131, 132, 140, 144, 164, 167, 184], "init_process_group": [8, 11, 13, 47, 49, 56, 103, 104, 113, 115, 125, 140, 184], "device_id": [8, 11, 49, 70, 103, 113, 184], "spawn": [8, 11, 13, 47, 49, 104, 113, 114, 115, 130, 131, 132, 144, 164, 167, 184], "nproc": [8, 11, 47, 49, 104, 113, 114, 130, 132, 144, 164, 167, 184], "__name__": [8, 9, 11, 45, 46, 47, 49, 69, 103, 104, 113, 114, 115, 116, 121, 130, 131, 132, 144, 148, 149, 155, 164, 165, 167, 175, 178, 184], "__main__": [8, 11, 45, 47, 49, 103, 104, 113, 114, 115, 130, 131, 132, 144, 149, 155, 164, 165, 167, 175, 184], "arbitrarili": 8, "order": [8, 16, 49, 55, 78, 84, 94, 104, 106, 110, 114, 119, 123, 125, 129, 131, 144, 145, 150, 153, 155, 166, 167, 171, 182], "prior": [8, 35, 78, 81, 113, 141, 142, 164], "introduct": [8, 47, 48, 49, 50, 51, 73, 74, 77, 78, 80, 81, 87, 102, 111, 112, 153, 169, 181, 183], "togeth": [8, 55, 67, 74, 81, 84, 104, 109, 123, 130, 132, 144, 150, 166, 167, 182], "previou": [8, 17, 47, 49, 84, 103, 110, 111, 112, 114, 123, 130, 132, 138, 141, 142, 145, 147, 186], "lr": [8, 11, 14, 29, 30, 36, 37, 40, 43, 46, 66, 78, 80, 83, 85, 86, 89, 91, 92, 93, 96, 98, 99, 103, 104, 109, 113, 114, 115, 120, 122, 124, 127, 130, 131, 132, 133, 135, 136, 138, 139, 143, 166, 170, 184], "yield": [8, 11, 84, 92, 96, 130, 132, 154, 170], "notabl": [8, 155], "addition": [8, 24, 106, 123, 141, 142], "divide_by_initial_world_s": 8, "nonetheless": [8, 188], "preliminari": 8, "delv": 8, "greater": [8, 141, 144, 150, 161, 167], "insight": [8, 123, 144, 167], "capabl": [8, 55, 66, 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