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<title>MADlib: madlib_keras.sql_in File Reference</title>
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<div class="title">madlib_keras.sql_in File Reference</div> </div>
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<p>SQL functions for multilayer perceptron.
<a href="#details">More...</a></p>
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Functions</h2></td></tr>
<tr class="memitem:ac7d1e2a90c6d1acdf078ac13dba2e6c3"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#ac7d1e2a90c6d1acdf078ac13dba2e6c3">madlib_keras_fit</a> (varchar source_table, varchar model, varchar model_arch_table, integer model_arch_id, varchar compile_params, varchar fit_params, integer num_iterations, integer gpus_per_host, varchar validation_table, integer metrics_compute_frequency, boolean warm_start, varchar name, varchar description)</td></tr>
<tr class="separator:ac7d1e2a90c6d1acdf078ac13dba2e6c3"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:ae32ae3233480054461ecadbd08385867"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#ae32ae3233480054461ecadbd08385867">madlib_keras_fit</a> (varchar source_table, varchar model, varchar model_arch_table, integer model_arch_id, varchar compile_params, varchar fit_params, integer num_iterations, integer gpus_per_host, varchar validation_table, integer metrics_compute_frequency, boolean warm_start, varchar name)</td></tr>
<tr class="separator:ae32ae3233480054461ecadbd08385867"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:acbff6c17c250e69caeebcfc8011deef5"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#acbff6c17c250e69caeebcfc8011deef5">madlib_keras_fit</a> (varchar source_table, varchar model, varchar model_arch_table, integer model_arch_id, varchar compile_params, varchar fit_params, integer num_iterations, integer gpus_per_host, varchar validation_table, integer metrics_compute_frequency, boolean warm_start)</td></tr>
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<tr class="memitem:af11894b659c6ad82c861f12237118cad"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#af11894b659c6ad82c861f12237118cad">madlib_keras_fit</a> (varchar source_table, varchar model, varchar model_arch_table, integer model_arch_id, varchar compile_params, varchar fit_params, integer num_iterations, integer gpus_per_host, varchar validation_table, integer metrics_compute_frequency)</td></tr>
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<tr class="memitem:a9bc92f958bc0d3fffd67c91ea943737b"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#a9bc92f958bc0d3fffd67c91ea943737b">madlib_keras_fit</a> (varchar source_table, varchar model, varchar model_arch_table, integer model_arch_id, varchar compile_params, varchar fit_params, integer num_iterations, integer gpus_per_host, varchar validation_table)</td></tr>
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<tr class="memitem:ab9167f50e2dab9d4722ec8a1de6808a9"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#ab9167f50e2dab9d4722ec8a1de6808a9">madlib_keras_fit</a> (varchar source_table, varchar model, varchar model_arch_table, integer model_arch_id, varchar compile_params, varchar fit_params, integer num_iterations, integer gpus_per_host)</td></tr>
<tr class="separator:ab9167f50e2dab9d4722ec8a1de6808a9"><td class="memSeparator" colspan="2">&#160;</td></tr>
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<tr class="memitem:ac9e88e8d1dfadb14361c7d5ce0f2e7fa"><td class="memItemLeft" align="right" valign="top">bytea&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#ac9e88e8d1dfadb14361c7d5ce0f2e7fa">fit_transition</a> (bytea state, smallint[] dependent_var, real[] independent_var, text model_architecture, text compile_params, text fit_params, integer current_seg_id, integer[] seg_ids, integer[] images_per_seg, integer gpus_per_host, integer segments_per_host, bytea prev_serialized_weights)</td></tr>
<tr class="separator:ac9e88e8d1dfadb14361c7d5ce0f2e7fa"><td class="memSeparator" colspan="2">&#160;</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>
<tr class="separator:a93155e5285e2f1b2b095b90d370fea42"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:ad21e0200882e39c32a92bf1300f64439"><td class="memItemLeft" align="right" valign="top">float8 []&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#ad21e0200882e39c32a92bf1300f64439">internal_keras_predict</a> (real[] independent_var, text model_architecture, bytea model_data, boolean is_response, float8 normalizing_const, integer current_seg_id, integer[] seg_ids, integer[] images_per_seg, integer gpus_per_host, integer segments_per_host)</td></tr>
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<tr class="separator:a12433bd04db55dc5dd7c633bdd8a184a"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a379574acd7e9ac62900ae24322934554"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#a379574acd7e9ac62900ae24322934554">madlib_keras_evaluate</a> (varchar model_table, varchar test_table, varchar output_table)</td></tr>
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<tr class="memitem:ad2963d6d2b0f1877d40d19aabb75289a"><td class="memItemLeft" align="right" valign="top">real [3]&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#ad2963d6d2b0f1877d40d19aabb75289a">internal_keras_eval_transition</a> (real[3] state, smallint[] dependent_var, real[] independent_var, text model_architecture, bytea serialized_weights, text compile_params, integer current_seg_id, integer[] seg_ids, integer[] images_per_seg, integer gpus_per_host, integer segments_per_host)</td></tr>
<tr class="separator:ad2963d6d2b0f1877d40d19aabb75289a"><td class="memSeparator" colspan="2">&#160;</td></tr>
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<tr class="memitem:a7600b491d347d2d45800dd0d7c6bcbe1"><td class="memItemLeft" align="right" valign="top">aggregate real [2]&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#a7600b491d347d2d45800dd0d7c6bcbe1">internal_keras_evaluate</a> (smallint[], real[], text, bytea, text, integer, integer[], integer[], integer, integer)</td></tr>
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<tr class="memitem:a255b2d1c5c446ee47162b8ba5cb3f834"><td class="memItemLeft" align="right" valign="top">varchar&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="madlib__keras_8sql__in.html#a255b2d1c5c446ee47162b8ba5cb3f834">madlib_keras_fit</a> (varchar message)</td></tr>
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<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>
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<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>
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<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>
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</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 2012 </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>
<div class="memitem">
<div class="memproto">
<table class="memname">
<tr>
<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>
<div class="memitem">
<div class="memproto">
<table class="memname">
<tr>
<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="af24bc90dcab5995b7a53ccf5a51631c2"></a>
<h2 class="memtitle"><span class="permalink"><a href="#af24bc90dcab5995b7a53ccf5a51631c2">&#9670;&nbsp;</a></span>fit_step()</h2>
<div class="memitem">
<div class="memproto">
<table class="memname">
<tr>
<td class="memname">aggregate bytea fit_step </td>
<td>(</td>
<td class="paramtype">smallint&#160;</td>
<td class="paramname">[], </td>
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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">real&#160;</td>
<td class="paramname">[], </td>
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<tr>
<td class="paramkey"></td>
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<td class="paramtype">text&#160;</td>
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<td class="paramtype">text&#160;</td>
<td class="paramname">, </td>
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<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</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>
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<td class="paramtype">integer&#160;</td>
<td class="paramname">[], </td>
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<td class="paramtype">integer&#160;</td>
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<td class="paramkey"></td>
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<td class="paramtype">integer&#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">&#160;</td>
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<tr>
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<a id="ac9e88e8d1dfadb14361c7d5ce0f2e7fa"></a>
<h2 class="memtitle"><span class="permalink"><a href="#ac9e88e8d1dfadb14361c7d5ce0f2e7fa">&#9670;&nbsp;</a></span>fit_transition()</h2>
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<div class="memproto">
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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">smallint []&#160;</td>
<td class="paramname"><em>dependent_var</em>, </td>
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<tr>
<td class="paramkey"></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>
</tr>
<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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<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">text&#160;</td>
<td class="paramname"><em>fit_params</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>
</tr>
<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">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>, </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>&#160;</td>
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<tr>
<td></td>
<td>)</td>
<td></td><td></td>
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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>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a id="ad2963d6d2b0f1877d40d19aabb75289a"></a>
<h2 class="memtitle"><span class="permalink"><a href="#ad2963d6d2b0f1877d40d19aabb75289a">&#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">smallint []&#160;</td>
<td class="paramname"><em>dependent_var</em>, </td>
</tr>
<tr>
<td class="paramkey"></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>
</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>current_seg_id</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer []&#160;</td>
<td class="paramname"><em>seg_ids</em>, </td>
</tr>
<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">integer&#160;</td>
<td class="paramname"><em>gpus_per_host</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>segments_per_host</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
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</div>
</div>
<a id="a7600b491d347d2d45800dd0d7c6bcbe1"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a7600b491d347d2d45800dd0d7c6bcbe1">&#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">smallint&#160;</td>
<td class="paramname">[], </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">real&#160;</td>
<td class="paramname">[], </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">text&#160;</td>
<td class="paramname">, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">bytea&#160;</td>
<td class="paramname">, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">text&#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">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>
</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">integer&#160;</td>
<td class="paramname">&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
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</div>
</div>
<a id="ad21e0200882e39c32a92bf1300f64439"></a>
<h2 class="memtitle"><span class="permalink"><a href="#ad21e0200882e39c32a92bf1300f64439">&#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>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">bytea&#160;</td>
<td class="paramname"><em>model_data</em>, </td>
</tr>
<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>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>current_seg_id</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer []&#160;</td>
<td class="paramname"><em>seg_ids</em>, </td>
</tr>
<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">integer&#160;</td>
<td class="paramname"><em>gpus_per_host</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>segments_per_host</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
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<a id="a12433bd04db55dc5dd7c633bdd8a184a"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a12433bd04db55dc5dd7c633bdd8a184a">&#9670;&nbsp;</a></span>madlib_keras_evaluate() <span class="overload">[1/4]</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>
</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">integer&#160;</td>
<td class="paramname"><em>gpus_per_host</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">[2/4]</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>
</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">[3/4]</span></h2>
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<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">[4/4]</span></h2>
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<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="ac7d1e2a90c6d1acdf078ac13dba2e6c3"></a>
<h2 class="memtitle"><span class="permalink"><a href="#ac7d1e2a90c6d1acdf078ac13dba2e6c3">&#9670;&nbsp;</a></span>madlib_keras_fit() <span class="overload">[1/9]</span></h2>
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<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_arch_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">integer&#160;</td>
<td class="paramname"><em>gpus_per_host</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="ae32ae3233480054461ecadbd08385867"></a>
<h2 class="memtitle"><span class="permalink"><a href="#ae32ae3233480054461ecadbd08385867">&#9670;&nbsp;</a></span>madlib_keras_fit() <span class="overload">[2/9]</span></h2>
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<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_arch_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">integer&#160;</td>
<td class="paramname"><em>gpus_per_host</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="acbff6c17c250e69caeebcfc8011deef5"></a>
<h2 class="memtitle"><span class="permalink"><a href="#acbff6c17c250e69caeebcfc8011deef5">&#9670;&nbsp;</a></span>madlib_keras_fit() <span class="overload">[3/9]</span></h2>
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<div class="memproto">
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<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_arch_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">integer&#160;</td>
<td class="paramname"><em>gpus_per_host</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="af11894b659c6ad82c861f12237118cad"></a>
<h2 class="memtitle"><span class="permalink"><a href="#af11894b659c6ad82c861f12237118cad">&#9670;&nbsp;</a></span>madlib_keras_fit() <span class="overload">[4/9]</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_arch_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">integer&#160;</td>
<td class="paramname"><em>gpus_per_host</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="a9bc92f958bc0d3fffd67c91ea943737b"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a9bc92f958bc0d3fffd67c91ea943737b">&#9670;&nbsp;</a></span>madlib_keras_fit() <span class="overload">[5/9]</span></h2>
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<div class="memproto">
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<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_arch_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">integer&#160;</td>
<td class="paramname"><em>gpus_per_host</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="ab9167f50e2dab9d4722ec8a1de6808a9"></a>
<h2 class="memtitle"><span class="permalink"><a href="#ab9167f50e2dab9d4722ec8a1de6808a9">&#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_arch_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">integer&#160;</td>
<td class="paramname"><em>gpus_per_host</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a id="ab31345e93b7238aa0fd035fb315325f8"></a>
<h2 class="memtitle"><span class="permalink"><a href="#ab31345e93b7238aa0fd035fb315325f8">&#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_arch_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>
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<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="ae3f7ffe28478b15b99bdb30e25d54711"></a>
<h2 class="memtitle"><span class="permalink"><a href="#ae3f7ffe28478b15b99bdb30e25d54711">&#9670;&nbsp;</a></span>madlib_keras_predict() <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 </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">integer&#160;</td>
<td class="paramname"><em>gpus_per_host</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">[2/5]</span></h2>
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<div class="memproto">
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<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>
</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">[3/5]</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>
</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">[4/5]</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">[5/5]</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>
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