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<a href="#var-members">Variables</a> </div>
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<div class="title">test_dataug Namespace Reference</div> </div>
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</div><!--header-->
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<div class="contents">
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<table class="memberdecls">
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<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="var-members"></a>
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Variables</h2></td></tr>
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<tr class="memitem:abf9cdb5cbd8187b5bc3cfdebc5eb3f62"><td class="memItemLeft" align="right" valign="top"><a id="abf9cdb5cbd8187b5bc3cfdebc5eb3f62"></a>
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list </td><td class="memItemRight" valign="bottom"><b>tf_names</b></td></tr>
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<tr class="separator:abf9cdb5cbd8187b5bc3cfdebc5eb3f62"><td class="memSeparator" colspan="2"> </td></tr>
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<tr class="memitem:acc962540e9500d766908487f60477460"><td class="memItemLeft" align="right" valign="top"><a id="acc962540e9500d766908487f60477460"></a>
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 </td><td class="memItemRight" valign="bottom"><b>device</b> = torch.device('cuda')</td></tr>
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<tr class="separator:acc962540e9500d766908487f60477460"><td class="memSeparator" colspan="2"> </td></tr>
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<tr class="memitem:a4216fd2bb9f315fe14acdd0c2f0ad9b7"><td class="memItemLeft" align="right" valign="top"><a id="a4216fd2bb9f315fe14acdd0c2f0ad9b7"></a>
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string </td><td class="memItemRight" valign="bottom"><b>device_name</b> = 'CPU'</td></tr>
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<tr class="separator:a4216fd2bb9f315fe14acdd0c2f0ad9b7"><td class="memSeparator" colspan="2"> </td></tr>
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<tr class="memitem:a118af35f8451e22ae7de7f16378e05e0"><td class="memItemLeft" align="right" valign="top">dictionary </td><td class="memItemRight" valign="bottom"><b>tasks</b></td></tr>
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int </td><td class="memItemRight" valign="bottom"><b>n_inner_iter</b> = 1</td></tr>
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<tr class="memitem:a31dbfe21f649abd303b619d88977de0b"><td class="memItemLeft" align="right" valign="top"><a id="a31dbfe21f649abd303b619d88977de0b"></a>
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int </td><td class="memItemRight" valign="bottom"><b>epochs</b> = 200</td></tr>
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<tr class="separator:a31dbfe21f649abd303b619d88977de0b"><td class="memSeparator" colspan="2"> </td></tr>
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<tr class="memitem:ad9efa472385803e79aac393e1d64df4f"><td class="memItemLeft" align="right" valign="top"><a id="ad9efa472385803e79aac393e1d64df4f"></a>
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int </td><td class="memItemRight" valign="bottom"><b>dataug_epoch_start</b> = 0</td></tr>
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<tr class="separator:ad9efa472385803e79aac393e1d64df4f"><td class="memSeparator" colspan="2"> </td></tr>
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<tr class="memitem:a73e13dfcff6496be8bd69fb48cf38e95"><td class="memItemLeft" align="right" valign="top">dictionary </td><td class="memItemRight" valign="bottom"><b>optim_param</b></td></tr>
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<tr class="memitem:a670cb2a0efb71495503578e837f12a4b"><td class="memItemLeft" align="right" valign="top"><a id="a670cb2a0efb71495503578e837f12a4b"></a>
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 </td><td class="memItemRight" valign="bottom"><b>model</b> = <a class="el" href="classmodel_1_1LeNet.html">LeNet</a>(3,10)</td></tr>
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<tr class="separator:a670cb2a0efb71495503578e837f12a4b"><td class="memSeparator" colspan="2"> </td></tr>
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<tr class="memitem:acb183b445bf78adc1733ec99506191e8"><td class="memItemLeft" align="right" valign="top"> </td><td class="memItemRight" valign="bottom"><a class="el" href="namespacetest__dataug.html#acb183b445bf78adc1733ec99506191e8">t0</a> = time.process_time()</td></tr>
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<tr class="memdesc:acb183b445bf78adc1733ec99506191e8"><td class="mdescLeft"> </td><td class="mdescRight">Classic ####. <a href="#acb183b445bf78adc1733ec99506191e8">More...</a><br /></td></tr>
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<tr class="separator:acb183b445bf78adc1733ec99506191e8"><td class="memSeparator" colspan="2"> </td></tr>
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<tr class="memitem:ad6b12b3992524b48096dd0402e211f3a"><td class="memItemLeft" align="right" valign="top"><a id="ad6b12b3992524b48096dd0402e211f3a"></a>
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 </td><td class="memItemRight" valign="bottom"><b>log</b> = train_classic(model=model, opt_param=optim_param, epochs=epochs, print_freq=1)</td></tr>
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<tr class="memitem:a1a7f4dbc41b71a5e0fb8c9c5e2f10f60"><td class="memItemLeft" align="right" valign="top"><a id="a1a7f4dbc41b71a5e0fb8c9c5e2f10f60"></a>
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 </td><td class="memItemRight" valign="bottom"><b>exec_time</b> = time.process_time() - <a class="el" href="namespacetest__dataug.html#acb183b445bf78adc1733ec99506191e8">t0</a></td></tr>
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list </td><td class="memItemRight" valign="bottom"><b>times</b> = [x["time"] for x in log]</td></tr>
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dictionary </td><td class="memItemRight" valign="bottom"><b>out</b> = {"Accuracy": max([x["acc"] for x in log]), "Time": (np.mean(times),np.std(times), exec_time), 'Optimizer': optim_param['Inner'], "Device": device_name, "Log": log}</td></tr>
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<tr class="memitem:a695283a4cc6068bac64d3b4aa13a1ecd"><td class="memItemLeft" align="right" valign="top"><a id="a695283a4cc6068bac64d3b4aa13a1ecd"></a>
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string </td><td class="memItemRight" valign="bottom"><b>filename</b> = "{}-{} epochs".format(str(model),epochs)</td></tr>
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 </td><td class="memItemRight" valign="bottom"><b>f</b></td></tr>
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<tr class="memitem:ab749dc37c9d411e3884f0af475bd1ffa"><td class="memItemLeft" align="right" valign="top"><a id="ab749dc37c9d411e3884f0af475bd1ffa"></a>
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 </td><td class="memItemRight" valign="bottom"><b>indent</b></td></tr>
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 </td><td class="memItemRight" valign="bottom"><b>fig_name</b></td></tr>
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dictionary </td><td class="memItemRight" valign="bottom"><b>tf_dict</b> = {k: TF.TF_dict[k] for k in tf_names}</td></tr>
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<tr class="memitem:a76160308860e7131db5ac78f5e0c1eeb"><td class="memItemLeft" align="right" valign="top"><a id="a76160308860e7131db5ac78f5e0c1eeb"></a>
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 </td><td class="memItemRight" valign="bottom"><b>aug_model</b> = <a class="el" href="classdataug_1_1Augmented__model.html">Augmented_model</a>(<a class="el" href="classdataug_1_1Data__augV7.html">Data_augV7</a>(TF_dict=tf_dict, N_TF=3, mix_dist=0.8, fixed_prob=False, fixed_mag=False, shared_mag=False), model).to(device)</td></tr>
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 </td><td class="memItemRight" valign="bottom"><b>param_names</b></td></tr>
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</table>
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<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
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<div class="textblock"><pre class="fragment">Script to run experiment on smart augmentation.</pre> </div><h2 class="groupheader">Variable Documentation</h2>
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<a id="a73e13dfcff6496be8bd69fb48cf38e95"></a>
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<h2 class="memtitle"><span class="permalink"><a href="#a73e13dfcff6496be8bd69fb48cf38e95">◆ </a></span>optim_param</h2>
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<td class="memname">dictionary test_dataug.optim_param</td>
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<b>Initial value:</b><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno"> 1</span> = {</div><div class="line"><a name="l00002"></a><span class="lineno"> 2</span>  <span class="stringliteral">'Meta'</span>:{</div><div class="line"><a name="l00003"></a><span class="lineno"> 3</span>  <span class="stringliteral">'optim'</span>:<span class="stringliteral">'Adam'</span>,</div><div class="line"><a name="l00004"></a><span class="lineno"> 4</span>  <span class="stringliteral">'lr'</span>:1e-2, <span class="comment">#1e-2</span></div><div class="line"><a name="l00005"></a><span class="lineno"> 5</span>  },</div><div class="line"><a name="l00006"></a><span class="lineno"> 6</span>  <span class="stringliteral">'Inner'</span>:{</div><div class="line"><a name="l00007"></a><span class="lineno"> 7</span>  <span class="stringliteral">'optim'</span>: <span class="stringliteral">'SGD'</span>,</div><div class="line"><a name="l00008"></a><span class="lineno"> 8</span>  <span class="stringliteral">'lr'</span>:1e-2, <span class="comment">#1e-2</span></div><div class="line"><a name="l00009"></a><span class="lineno"> 9</span>  <span class="stringliteral">'momentum'</span>:0.9, <span class="comment">#0.9</span></div><div class="line"><a name="l00010"></a><span class="lineno"> 10</span>  }</div><div class="line"><a name="l00011"></a><span class="lineno"> 11</span>  }</div></div><!-- fragment -->
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<a id="acb183b445bf78adc1733ec99506191e8"></a>
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<h2 class="memtitle"><span class="permalink"><a href="#acb183b445bf78adc1733ec99506191e8">◆ </a></span>t0</h2>
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<td class="memname">test_dataug.t0 = time.process_time()</td>
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</div><div class="memdoc">
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<p>Classic ####. </p>
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<p>Augmented Dataset ####.</p>
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<p>Augmented Model #### </p>
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</div>
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</div>
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<a id="a118af35f8451e22ae7de7f16378e05e0"></a>
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<h2 class="memtitle"><span class="permalink"><a href="#a118af35f8451e22ae7de7f16378e05e0">◆ </a></span>tasks</h2>
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<td class="memname">dictionary test_dataug.tasks</td>
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<b>Initial value:</b><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno"> 1</span> = {</div><div class="line"><a name="l00002"></a><span class="lineno"> 2</span>  <span class="comment">#'classic',</span></div><div class="line"><a name="l00003"></a><span class="lineno"> 3</span>  <span class="comment">#'aug_dataset', #Moved to old code</span></div><div class="line"><a name="l00004"></a><span class="lineno"> 4</span>  <span class="stringliteral">'aug_model'</span></div><div class="line"><a name="l00005"></a><span class="lineno"> 5</span>  }</div></div><!-- fragment -->
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