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<title>MADlib: madlib_keras.sql_in File Reference</title>
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<a href="#func-members">Functions</a> </div>
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<div class="title">madlib_keras.sql_in File Reference</div> </div>
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<p>SQL functions for distributed deep learning with keras.
<a href="#details">More...</a></p>
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<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
Functions</h2></td></tr>
<tr class="memitem:a2277a353d16623515fe4488b43fadaaa"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#a2277a353d16623515fe4488b43fadaaa">madlib_keras_fit</a> (varchar source_table, varchar model, varchar model_arch_table, integer model_id, varchar compile_params, varchar fit_params, integer num_iterations, boolean use_gpus, varchar validation_table, integer metrics_compute_frequency, boolean warm_start, varchar name, varchar description)</td></tr>
<tr class="separator:a2277a353d16623515fe4488b43fadaaa"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a7348b5bba0f2873350ed3d59a740ed12"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#a7348b5bba0f2873350ed3d59a740ed12">madlib_keras_fit</a> (varchar source_table, varchar model, varchar model_arch_table, integer model_id, varchar compile_params, varchar fit_params, integer num_iterations, boolean use_gpus, varchar validation_table, integer metrics_compute_frequency, boolean warm_start, varchar name)</td></tr>
<tr class="separator:a7348b5bba0f2873350ed3d59a740ed12"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a1ef596b705f1531d3863fbe3d7cbd9ab"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#a1ef596b705f1531d3863fbe3d7cbd9ab">madlib_keras_fit</a> (varchar source_table, varchar model, varchar model_arch_table, integer model_id, varchar compile_params, varchar fit_params, integer num_iterations, boolean use_gpus, varchar validation_table, integer metrics_compute_frequency, boolean warm_start)</td></tr>
<tr class="separator:a1ef596b705f1531d3863fbe3d7cbd9ab"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a8c2226dd73ed52ae99b20b1599458c52"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#a8c2226dd73ed52ae99b20b1599458c52">madlib_keras_fit</a> (varchar source_table, varchar model, varchar model_arch_table, integer model_id, varchar compile_params, varchar fit_params, integer num_iterations, boolean use_gpus, varchar validation_table, integer metrics_compute_frequency)</td></tr>
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<tr class="memitem:a4b7dae7a619db29d119cd416352d5242"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#a4b7dae7a619db29d119cd416352d5242">madlib_keras_fit</a> (varchar source_table, varchar model, varchar model_arch_table, integer model_id, varchar compile_params, varchar fit_params, integer num_iterations, boolean use_gpus, varchar validation_table)</td></tr>
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<tr class="memitem:a02b249fc761d06858544368f73ad4552"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#a02b249fc761d06858544368f73ad4552">madlib_keras_fit</a> (varchar source_table, varchar model, varchar model_arch_table, integer model_id, varchar compile_params, varchar fit_params, integer num_iterations, boolean use_gpus)</td></tr>
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<tr class="memitem:ade193e83d63f5f55a2aa3c01ca203dea"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#ade193e83d63f5f55a2aa3c01ca203dea">madlib_keras_fit</a> (varchar source_table, varchar model, varchar model_arch_table, integer model_id, varchar compile_params, varchar fit_params, integer num_iterations)</td></tr>
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<tr class="memitem:a850f8c8fcfe7b4999aebee849252f703"><td class="memItemLeft" align="right" valign="top">bytea&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#a850f8c8fcfe7b4999aebee849252f703">fit_transition</a> (bytea state, bytea dependent_var, bytea independent_var, integer[] dependent_var_shape, integer[] independent_var_shape, text model_architecture, text compile_params, text fit_params, integer dist_key, integer[] dist_key_mapping, integer current_seg_id, integer segments_per_host, integer[] images_per_seg, boolean use_gpus, integer[] accessible_gpus_for_seg, bytea prev_serialized_weights, boolean is_final_iteration)</td></tr>
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<tr class="memitem:acb0ec519bd8ee5ed964d092ca1654e6a"><td class="memItemLeft" align="right" valign="top">bytea&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#acb0ec519bd8ee5ed964d092ca1654e6a">fit_merge</a> (bytea state1, bytea state2)</td></tr>
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<tr class="memitem:afed0955ca706593416484f91c9248c3c"><td class="memItemLeft" align="right" valign="top">bytea&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#afed0955ca706593416484f91c9248c3c">fit_final</a> (bytea state)</td></tr>
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<tr class="memitem:ae1f24820d99f9536085b2c20bc0bfd58"><td class="memItemLeft" align="right" valign="top">aggregate bytea&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#ae1f24820d99f9536085b2c20bc0bfd58">fit_step</a> (bytea, bytea, integer[], integer[], text, text, text, integer, integer[], integer, integer, integer[], boolean, integer[], bytea, boolean)</td></tr>
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<tr class="memitem:a98620f248df8129f83bbcc1df0f47780"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#a98620f248df8129f83bbcc1df0f47780">madlib_keras_predict</a> (varchar model_table, varchar test_table, varchar id_col, varchar independent_varname, varchar output_table, varchar pred_type, boolean use_gpus)</td></tr>
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<tr class="memitem:ac45dd3c88be4d8e6b7fdfd6548918a7c"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#ac45dd3c88be4d8e6b7fdfd6548918a7c">madlib_keras_predict</a> (varchar model_table, varchar test_table, varchar id_col, varchar independent_varname, varchar output_table, varchar pred_type)</td></tr>
<tr class="separator:ac45dd3c88be4d8e6b7fdfd6548918a7c"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a93155e5285e2f1b2b095b90d370fea42"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#a93155e5285e2f1b2b095b90d370fea42">madlib_keras_predict</a> (varchar model_table, varchar test_table, varchar id_col, varchar independent_varname, varchar output_table)</td></tr>
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<tr class="memitem:a20dfc5a72a13e7647b69c7b21fe37f8d"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#a20dfc5a72a13e7647b69c7b21fe37f8d">madlib_keras_predict_byom</a> (varchar model_arch_table, integer model_id, varchar test_table, varchar id_col, varchar independent_varname, varchar output_table, varchar pred_type, boolean use_gpus, text[] class_values, float8 normalizing_const)</td></tr>
<tr class="separator:a20dfc5a72a13e7647b69c7b21fe37f8d"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a0d01c29f03a76f9bb71c7dc9f3a15cf1"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#a0d01c29f03a76f9bb71c7dc9f3a15cf1">madlib_keras_predict_byom</a> (varchar model_arch_table, integer model_id, varchar test_table, varchar id_col, varchar independent_varname, varchar output_table, varchar pred_type, boolean use_gpus, text[] class_values)</td></tr>
<tr class="separator:a0d01c29f03a76f9bb71c7dc9f3a15cf1"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a7066fd8ef56abcb8bb058e4aaa9f5722"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#a7066fd8ef56abcb8bb058e4aaa9f5722">madlib_keras_predict_byom</a> (varchar model_arch_table, integer model_id, varchar test_table, varchar id_col, varchar independent_varname, varchar output_table, varchar pred_type, boolean use_gpus)</td></tr>
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<tr class="memitem:a1785160cada96aa687dde8cce118ebb3"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#a1785160cada96aa687dde8cce118ebb3">madlib_keras_predict_byom</a> (varchar model_arch_table, integer model_id, varchar test_table, varchar id_col, varchar independent_varname, varchar output_table, varchar pred_type)</td></tr>
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<tr class="memitem:a28e4824dd3daf1a0e6187517dd97b73f"><td class="memItemLeft" align="right" valign="top">varchar&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#a28e4824dd3daf1a0e6187517dd97b73f">madlib_keras_fit</a> ()</td></tr>
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<tr class="memitem:a43d52c0c82dd7a5f484077e1f8226bad"><td class="memItemLeft" align="right" valign="top">varchar&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#a43d52c0c82dd7a5f484077e1f8226bad">madlib_keras_evaluate</a> (varchar message)</td></tr>
<tr class="separator:a43d52c0c82dd7a5f484077e1f8226bad"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a60d92087e0229cc5ac4ce38dd3f0c754"><td class="memItemLeft" align="right" valign="top">varchar&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#a60d92087e0229cc5ac4ce38dd3f0c754">madlib_keras_evaluate</a> ()</td></tr>
<tr class="separator:a60d92087e0229cc5ac4ce38dd3f0c754"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a37ff677efafc788a222aceca98fefa10"><td class="memItemLeft" align="right" valign="top">varchar&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#a37ff677efafc788a222aceca98fefa10">madlib_keras_predict</a> (varchar message)</td></tr>
<tr class="separator:a37ff677efafc788a222aceca98fefa10"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a855673cb0170e2d71fd95c627bdd35ba"><td class="memItemLeft" align="right" valign="top">varchar&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#a855673cb0170e2d71fd95c627bdd35ba">madlib_keras_predict</a> ()</td></tr>
<tr class="separator:a855673cb0170e2d71fd95c627bdd35ba"><td class="memSeparator" colspan="2">&#160;</td></tr>
</table>
<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
<div class="textblock"><p>Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ownership. The ASF licenses this file to you under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at</p>
<p><a href="http://www.apache.org/licenses/LICENSE-2.0">http://www.apache.org/licenses/LICENSE-2.0</a></p>
<p>Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.</p>
<dl class="section date"><dt>Date</dt><dd>June 2019 </dd></dl>
</div><h2 class="groupheader">Function Documentation</h2>
<a id="afed0955ca706593416484f91c9248c3c"></a>
<h2 class="memtitle"><span class="permalink"><a href="#afed0955ca706593416484f91c9248c3c">&#9670;&nbsp;</a></span>fit_final()</h2>
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<div class="memproto">
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<td class="memname">bytea fit_final </td>
<td>(</td>
<td class="paramtype">bytea&#160;</td>
<td class="paramname"><em>state</em></td><td>)</td>
<td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a id="acb0ec519bd8ee5ed964d092ca1654e6a"></a>
<h2 class="memtitle"><span class="permalink"><a href="#acb0ec519bd8ee5ed964d092ca1654e6a">&#9670;&nbsp;</a></span>fit_merge()</h2>
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<div class="memproto">
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<td class="memname">bytea fit_merge </td>
<td>(</td>
<td class="paramtype">bytea&#160;</td>
<td class="paramname"><em>state1</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">bytea&#160;</td>
<td class="paramname"><em>state2</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a id="ae1f24820d99f9536085b2c20bc0bfd58"></a>
<h2 class="memtitle"><span class="permalink"><a href="#ae1f24820d99f9536085b2c20bc0bfd58">&#9670;&nbsp;</a></span>fit_step()</h2>
<div class="memitem">
<div class="memproto">
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<td class="memname">aggregate bytea fit_step </td>
<td>(</td>
<td class="paramtype">bytea&#160;</td>
<td class="paramname">, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">bytea&#160;</td>
<td class="paramname">, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname">[], </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname">[], </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">text&#160;</td>
<td class="paramname">, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">text&#160;</td>
<td class="paramname">, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">text&#160;</td>
<td class="paramname">, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname">, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname">[], </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname">, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname">, </td>
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<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname">[], </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname">, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname">[], </td>
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<td class="paramkey"></td>
<td></td>
<td class="paramtype">bytea&#160;</td>
<td class="paramname">, </td>
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<td class="paramkey"></td>
<td></td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname">&#160;</td>
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<td></td>
<td>)</td>
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<a id="a850f8c8fcfe7b4999aebee849252f703"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a850f8c8fcfe7b4999aebee849252f703">&#9670;&nbsp;</a></span>fit_transition()</h2>
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<td class="memname">bytea fit_transition </td>
<td>(</td>
<td class="paramtype">bytea&#160;</td>
<td class="paramname"><em>state</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">bytea&#160;</td>
<td class="paramname"><em>dependent_var</em>, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">bytea&#160;</td>
<td class="paramname"><em>independent_var</em>, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer []&#160;</td>
<td class="paramname"><em>dependent_var_shape</em>, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer []&#160;</td>
<td class="paramname"><em>independent_var_shape</em>, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">text&#160;</td>
<td class="paramname"><em>model_architecture</em>, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">text&#160;</td>
<td class="paramname"><em>compile_params</em>, </td>
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<td class="paramkey"></td>
<td></td>
<td class="paramtype">text&#160;</td>
<td class="paramname"><em>fit_params</em>, </td>
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<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>dist_key</em>, </td>
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<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer []&#160;</td>
<td class="paramname"><em>dist_key_mapping</em>, </td>
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<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>current_seg_id</em>, </td>
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<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>segments_per_host</em>, </td>
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<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer []&#160;</td>
<td class="paramname"><em>images_per_seg</em>, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname"><em>use_gpus</em>, </td>
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<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer []&#160;</td>
<td class="paramname"><em>accessible_gpus_for_seg</em>, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">bytea&#160;</td>
<td class="paramname"><em>prev_serialized_weights</em>, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname"><em>is_final_iteration</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
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</div>
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<a id="a43bdec57230522681fb6d39cc826f7ba"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a43bdec57230522681fb6d39cc826f7ba">&#9670;&nbsp;</a></span>internal_keras_eval_final()</h2>
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<td class="memname">real [2] internal_keras_eval_final </td>
<td>(</td>
<td class="paramtype">real&#160;</td>
<td class="paramname"><em>state</em>[3]</td><td>)</td>
<td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a id="aba484f65a2ecdf6005e441cc27e8da09"></a>
<h2 class="memtitle"><span class="permalink"><a href="#aba484f65a2ecdf6005e441cc27e8da09">&#9670;&nbsp;</a></span>internal_keras_eval_merge()</h2>
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<td class="memname">real [3] internal_keras_eval_merge </td>
<td>(</td>
<td class="paramtype">real&#160;</td>
<td class="paramname"><em>state1</em>[3], </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">real&#160;</td>
<td class="paramname"><em>state2</em>[3]&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
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</table>
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</div>
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<a id="a05ede18786181c1673176940e79e4dce"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a05ede18786181c1673176940e79e4dce">&#9670;&nbsp;</a></span>internal_keras_eval_transition()</h2>
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<td class="memname">real [3] internal_keras_eval_transition </td>
<td>(</td>
<td class="paramtype">real&#160;</td>
<td class="paramname"><em>state</em>[3], </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">bytea&#160;</td>
<td class="paramname"><em>dependent_var</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">bytea&#160;</td>
<td class="paramname"><em>independent_var</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer []&#160;</td>
<td class="paramname"><em>dependent_var_shape</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer []&#160;</td>
<td class="paramname"><em>independent_var_shape</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">text&#160;</td>
<td class="paramname"><em>model_architecture</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">bytea&#160;</td>
<td class="paramname"><em>serialized_weights</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">text&#160;</td>
<td class="paramname"><em>compile_params</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>dist_key</em>, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer []&#160;</td>
<td class="paramname"><em>dist_key_mapping</em>, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>current_seg_id</em>, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>segments_per_host</em>, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer []&#160;</td>
<td class="paramname"><em>images_per_seg</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname"><em>use_gpus</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer []&#160;</td>
<td class="paramname"><em>accessible_gpus_for_seg</em>, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname"><em>is_final_iteration</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
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</div>
</div>
<a id="ad2d44bbeae0b0a466853228a740c2599"></a>
<h2 class="memtitle"><span class="permalink"><a href="#ad2d44bbeae0b0a466853228a740c2599">&#9670;&nbsp;</a></span>internal_keras_evaluate()</h2>
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<td class="memname">aggregate real [2] internal_keras_evaluate </td>
<td>(</td>
<td class="paramtype">bytea&#160;</td>
<td class="paramname">, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">bytea&#160;</td>
<td class="paramname">, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname">[], </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname">[], </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">text&#160;</td>
<td class="paramname">, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">bytea&#160;</td>
<td class="paramname">, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">text&#160;</td>
<td class="paramname">, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname">, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname">[], </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname">, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname">, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname">[], </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname">, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname">[], </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname">&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
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<a id="a96f46662a481884788f6b33f522136ba"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a96f46662a481884788f6b33f522136ba">&#9670;&nbsp;</a></span>internal_keras_predict()</h2>
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<td class="memname">float8 [] internal_keras_predict </td>
<td>(</td>
<td class="paramtype">real []&#160;</td>
<td class="paramname"><em>independent_var</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">text&#160;</td>
<td class="paramname"><em>model_architecture</em>, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">bytea&#160;</td>
<td class="paramname"><em>model_weights</em>, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname"><em>is_response</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">float8&#160;</td>
<td class="paramname"><em>normalizing_const</em>, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>current_seg_id</em>, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer []&#160;</td>
<td class="paramname"><em>seg_ids</em>, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer []&#160;</td>
<td class="paramname"><em>images_per_seg</em>, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname"><em>use_gpus</em>, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>gpus_per_host</em>, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>segments_per_host</em>&#160;</td>
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<tr>
<td></td>
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<a id="adfd96adf2b42c0fda3d7fcbde3c980de"></a>
<h2 class="memtitle"><span class="permalink"><a href="#adfd96adf2b42c0fda3d7fcbde3c980de">&#9670;&nbsp;</a></span>madlib_keras_evaluate() <span class="overload">[1/5]</span></h2>
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<td class="memname">void madlib_keras_evaluate </td>
<td>(</td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>model_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>test_table</em>, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>output_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname"><em>use_gpus</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>mst_key</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a id="acc8a3dd6d66f2ee42051bff16fdbb6f2"></a>
<h2 class="memtitle"><span class="permalink"><a href="#acc8a3dd6d66f2ee42051bff16fdbb6f2">&#9670;&nbsp;</a></span>madlib_keras_evaluate() <span class="overload">[2/5]</span></h2>
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<div class="memproto">
<table class="memname">
<tr>
<td class="memname">void madlib_keras_evaluate </td>
<td>(</td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>model_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>test_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>output_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname"><em>use_gpus</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a id="a379574acd7e9ac62900ae24322934554"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a379574acd7e9ac62900ae24322934554">&#9670;&nbsp;</a></span>madlib_keras_evaluate() <span class="overload">[3/5]</span></h2>
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<div class="memproto">
<table class="memname">
<tr>
<td class="memname">void madlib_keras_evaluate </td>
<td>(</td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>model_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>test_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>output_table</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a id="a43d52c0c82dd7a5f484077e1f8226bad"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a43d52c0c82dd7a5f484077e1f8226bad">&#9670;&nbsp;</a></span>madlib_keras_evaluate() <span class="overload">[4/5]</span></h2>
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<div class="memproto">
<table class="memname">
<tr>
<td class="memname">varchar madlib_keras_evaluate </td>
<td>(</td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>message</em></td><td>)</td>
<td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a id="a60d92087e0229cc5ac4ce38dd3f0c754"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a60d92087e0229cc5ac4ce38dd3f0c754">&#9670;&nbsp;</a></span>madlib_keras_evaluate() <span class="overload">[5/5]</span></h2>
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<div class="memproto">
<table class="memname">
<tr>
<td class="memname">varchar madlib_keras_evaluate </td>
<td>(</td>
<td class="paramname"></td><td>)</td>
<td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a id="a2277a353d16623515fe4488b43fadaaa"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a2277a353d16623515fe4488b43fadaaa">&#9670;&nbsp;</a></span>madlib_keras_fit() <span class="overload">[1/9]</span></h2>
<div class="memitem">
<div class="memproto">
<table class="memname">
<tr>
<td class="memname">void madlib_keras_fit </td>
<td>(</td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>source_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>model</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>model_arch_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>model_id</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>compile_params</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>fit_params</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>num_iterations</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname"><em>use_gpus</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>validation_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>metrics_compute_frequency</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname"><em>warm_start</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>name</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>description</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a id="a7348b5bba0f2873350ed3d59a740ed12"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a7348b5bba0f2873350ed3d59a740ed12">&#9670;&nbsp;</a></span>madlib_keras_fit() <span class="overload">[2/9]</span></h2>
<div class="memitem">
<div class="memproto">
<table class="memname">
<tr>
<td class="memname">void madlib_keras_fit </td>
<td>(</td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>source_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>model</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>model_arch_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>model_id</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>compile_params</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>fit_params</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>num_iterations</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname"><em>use_gpus</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>validation_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>metrics_compute_frequency</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname"><em>warm_start</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>name</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a id="a1ef596b705f1531d3863fbe3d7cbd9ab"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a1ef596b705f1531d3863fbe3d7cbd9ab">&#9670;&nbsp;</a></span>madlib_keras_fit() <span class="overload">[3/9]</span></h2>
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<div class="memproto">
<table class="memname">
<tr>
<td class="memname">void madlib_keras_fit </td>
<td>(</td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>source_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>model</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>model_arch_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>model_id</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>compile_params</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>fit_params</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>num_iterations</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname"><em>use_gpus</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>validation_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>metrics_compute_frequency</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname"><em>warm_start</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a id="a8c2226dd73ed52ae99b20b1599458c52"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a8c2226dd73ed52ae99b20b1599458c52">&#9670;&nbsp;</a></span>madlib_keras_fit() <span class="overload">[4/9]</span></h2>
<div class="memitem">
<div class="memproto">
<table class="memname">
<tr>
<td class="memname">void madlib_keras_fit </td>
<td>(</td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>source_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>model</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>model_arch_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>model_id</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>compile_params</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>fit_params</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>num_iterations</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname"><em>use_gpus</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>validation_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>metrics_compute_frequency</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a id="a4b7dae7a619db29d119cd416352d5242"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a4b7dae7a619db29d119cd416352d5242">&#9670;&nbsp;</a></span>madlib_keras_fit() <span class="overload">[5/9]</span></h2>
<div class="memitem">
<div class="memproto">
<table class="memname">
<tr>
<td class="memname">void madlib_keras_fit </td>
<td>(</td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>source_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>model</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>model_arch_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>model_id</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>compile_params</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>fit_params</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>num_iterations</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname"><em>use_gpus</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>validation_table</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a id="a02b249fc761d06858544368f73ad4552"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a02b249fc761d06858544368f73ad4552">&#9670;&nbsp;</a></span>madlib_keras_fit() <span class="overload">[6/9]</span></h2>
<div class="memitem">
<div class="memproto">
<table class="memname">
<tr>
<td class="memname">void madlib_keras_fit </td>
<td>(</td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>source_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>model</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>model_arch_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>model_id</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>compile_params</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>fit_params</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>num_iterations</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname"><em>use_gpus</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a id="ade193e83d63f5f55a2aa3c01ca203dea"></a>
<h2 class="memtitle"><span class="permalink"><a href="#ade193e83d63f5f55a2aa3c01ca203dea">&#9670;&nbsp;</a></span>madlib_keras_fit() <span class="overload">[7/9]</span></h2>
<div class="memitem">
<div class="memproto">
<table class="memname">
<tr>
<td class="memname">void madlib_keras_fit </td>
<td>(</td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>source_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>model</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>model_arch_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>model_id</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>compile_params</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>fit_params</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>num_iterations</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a id="a255b2d1c5c446ee47162b8ba5cb3f834"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a255b2d1c5c446ee47162b8ba5cb3f834">&#9670;&nbsp;</a></span>madlib_keras_fit() <span class="overload">[8/9]</span></h2>
<div class="memitem">
<div class="memproto">
<table class="memname">
<tr>
<td class="memname">varchar madlib_keras_fit </td>
<td>(</td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>message</em></td><td>)</td>
<td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a id="a28e4824dd3daf1a0e6187517dd97b73f"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a28e4824dd3daf1a0e6187517dd97b73f">&#9670;&nbsp;</a></span>madlib_keras_fit() <span class="overload">[9/9]</span></h2>
<div class="memitem">
<div class="memproto">
<table class="memname">
<tr>
<td class="memname">varchar madlib_keras_fit </td>
<td>(</td>
<td class="paramname"></td><td>)</td>
<td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a id="adcc77d0ebdd3164d57745713ae47419c"></a>
<h2 class="memtitle"><span class="permalink"><a href="#adcc77d0ebdd3164d57745713ae47419c">&#9670;&nbsp;</a></span>madlib_keras_predict() <span class="overload">[1/6]</span></h2>
<div class="memitem">
<div class="memproto">
<table class="memname">
<tr>
<td class="memname">void madlib_keras_predict </td>
<td>(</td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>model_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>test_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>id_col</em>, </td>
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<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>independent_varname</em>, </td>
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<td class="paramkey"></td>
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<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>output_table</em>, </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>pred_type</em>, </td>
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<td class="paramtype">boolean&#160;</td>
<td class="paramname"><em>use_gpus</em>, </td>
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<h2 class="memtitle"><span class="permalink"><a href="#a98620f248df8129f83bbcc1df0f47780">&#9670;&nbsp;</a></span>madlib_keras_predict() <span class="overload">[2/6]</span></h2>
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<td class="memname">void madlib_keras_predict </td>
<td>(</td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>model_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>test_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>id_col</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>independent_varname</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>output_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>pred_type</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname"><em>use_gpus</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a id="ac45dd3c88be4d8e6b7fdfd6548918a7c"></a>
<h2 class="memtitle"><span class="permalink"><a href="#ac45dd3c88be4d8e6b7fdfd6548918a7c">&#9670;&nbsp;</a></span>madlib_keras_predict() <span class="overload">[3/6]</span></h2>
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<td class="memname">void madlib_keras_predict </td>
<td>(</td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>model_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>test_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>id_col</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>independent_varname</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>output_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>pred_type</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a id="a93155e5285e2f1b2b095b90d370fea42"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a93155e5285e2f1b2b095b90d370fea42">&#9670;&nbsp;</a></span>madlib_keras_predict() <span class="overload">[4/6]</span></h2>
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<td class="memname">void madlib_keras_predict </td>
<td>(</td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>model_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>test_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>id_col</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>independent_varname</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>output_table</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a id="a37ff677efafc788a222aceca98fefa10"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a37ff677efafc788a222aceca98fefa10">&#9670;&nbsp;</a></span>madlib_keras_predict() <span class="overload">[5/6]</span></h2>
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<td class="memname">varchar madlib_keras_predict </td>
<td>(</td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>message</em></td><td>)</td>
<td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a id="a855673cb0170e2d71fd95c627bdd35ba"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a855673cb0170e2d71fd95c627bdd35ba">&#9670;&nbsp;</a></span>madlib_keras_predict() <span class="overload">[6/6]</span></h2>
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<td class="memname">varchar madlib_keras_predict </td>
<td>(</td>
<td class="paramname"></td><td>)</td>
<td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a id="a20dfc5a72a13e7647b69c7b21fe37f8d"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a20dfc5a72a13e7647b69c7b21fe37f8d">&#9670;&nbsp;</a></span>madlib_keras_predict_byom() <span class="overload">[1/5]</span></h2>
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<div class="memproto">
<table class="memname">
<tr>
<td class="memname">void madlib_keras_predict_byom </td>
<td>(</td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>model_arch_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>model_id</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>test_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>id_col</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>independent_varname</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>output_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>pred_type</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname"><em>use_gpus</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">text []&#160;</td>
<td class="paramname"><em>class_values</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">float8&#160;</td>
<td class="paramname"><em>normalizing_const</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a id="a0d01c29f03a76f9bb71c7dc9f3a15cf1"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a0d01c29f03a76f9bb71c7dc9f3a15cf1">&#9670;&nbsp;</a></span>madlib_keras_predict_byom() <span class="overload">[2/5]</span></h2>
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<div class="memproto">
<table class="memname">
<tr>
<td class="memname">void madlib_keras_predict_byom </td>
<td>(</td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>model_arch_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>model_id</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>test_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>id_col</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>independent_varname</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>output_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>pred_type</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname"><em>use_gpus</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">text []&#160;</td>
<td class="paramname"><em>class_values</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a id="a7066fd8ef56abcb8bb058e4aaa9f5722"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a7066fd8ef56abcb8bb058e4aaa9f5722">&#9670;&nbsp;</a></span>madlib_keras_predict_byom() <span class="overload">[3/5]</span></h2>
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<div class="memproto">
<table class="memname">
<tr>
<td class="memname">void madlib_keras_predict_byom </td>
<td>(</td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>model_arch_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>model_id</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>test_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>id_col</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>independent_varname</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>output_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>pred_type</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname"><em>use_gpus</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a id="a1785160cada96aa687dde8cce118ebb3"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a1785160cada96aa687dde8cce118ebb3">&#9670;&nbsp;</a></span>madlib_keras_predict_byom() <span class="overload">[4/5]</span></h2>
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<td class="memname">void madlib_keras_predict_byom </td>
<td>(</td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>model_arch_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>model_id</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>test_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>id_col</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>independent_varname</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>output_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>pred_type</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a id="acc0251a671b2b9b2e597428ebc41253f"></a>
<h2 class="memtitle"><span class="permalink"><a href="#acc0251a671b2b9b2e597428ebc41253f">&#9670;&nbsp;</a></span>madlib_keras_predict_byom() <span class="overload">[5/5]</span></h2>
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<td class="memname">void madlib_keras_predict_byom </td>
<td>(</td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>model_arch_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>model_id</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>test_table</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>id_col</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>independent_varname</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>output_table</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
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