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fkm3 2018-08-14 00:05:49 -04:00 committed by Greg Steuck
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</script></head><body><div id="package-header"><ul class="links" id="page-menu"><li><a href="index.html">Contents</a></li><li><a href="doc-index.html">Index</a></li></ul><p class="caption">tensorflow-0.1.0.2: TensorFlow bindings.</p></div><div id="content"><div id="description"><h1>tensorflow-0.1.0.2: TensorFlow bindings.</h1><div class="doc"><p>This library provides an interface to the TensorFlow
bindings. <a href="TensorFlow-Core.html">TensorFlow.Core</a> contains the base API for
building and running computational graphs. Other packages
such as <code>tensorflow-ops</code> contain bindings to the actual
computational kernels.</p><p>For more documentation and examples, see
<a href="https://github.com/tensorflow/haskell#readme">https://github.com/tensorflow/haskell#readme</a></p></div></div><div id="module-list"><p class="caption">Modules</p><ul><li><span id="control.n.1" class="module collapser" onclick="toggleSection('n.1')">TensorFlow</span><ul id="section.n.1" class="show"><li><span class="module"><a href="TensorFlow-Build.html">TensorFlow.Build</a></span></li><li><span class="module"><a href="TensorFlow-BuildOp.html">TensorFlow.BuildOp</a></span></li><li><span class="module"><a href="TensorFlow-ControlFlow.html">TensorFlow.ControlFlow</a></span></li><li><span class="module"><a href="TensorFlow-Core.html">TensorFlow.Core</a></span></li><li><span id="control.n.1.5" class="module collapser" onclick="toggleSection('n.1.5')">Internal</span><ul id="section.n.1.5" class="show"><li><span class="module"><a href="TensorFlow-Internal-FFI.html">TensorFlow.Internal.FFI</a></span></li><li><span class="module"><a href="TensorFlow-Internal-VarInt.html">TensorFlow.Internal.VarInt</a></span> Encoders and decoders for varint types.</li></ul></li><li><span class="module"><a href="TensorFlow-Nodes.html">TensorFlow.Nodes</a></span></li><li><span class="module"><a href="TensorFlow-Output.html">TensorFlow.Output</a></span></li><li><span class="module"><a href="TensorFlow-Session.html">TensorFlow.Session</a></span></li><li><span class="module"><a href="TensorFlow-Tensor.html">TensorFlow.Tensor</a></span></li><li><span class="module"><a href="TensorFlow-Types.html">TensorFlow.Types</a></span></li></ul></li></ul></div></div><div id="footer"><p>Produced by <a href="http://www.haskell.org/haddock/">Haddock</a> version 2.17.3</p></div></body></html>

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</script></head><body id="mini"><div id="module-header"><p class="caption">TensorFlow.ControlFlow</p></div><div id="interface"><h1>Dependencies</h1><div class="top"><p class="src"><a href="TensorFlow-ControlFlow.html#v:withControlDependencies" target="main">withControlDependencies</a></p></div><div class="top"><p class="src"><a href="TensorFlow-ControlFlow.html#v:group" target="main">group</a></p></div><h1>Operations</h1><div class="top"><p class="src"><a href="TensorFlow-ControlFlow.html#v:noOp" target="main">noOp</a></p></div></div></body></html>

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</script></head><body id="mini"><div id="module-header"><p class="caption">TensorFlow.Internal.FFI</p></div><div id="interface"><div class="top"><p class="src"><span class="keyword">data</span> <a href="TensorFlow-Internal-FFI.html#t:TensorFlowException" target="main">TensorFlowException</a></p></div><div class="top"><p class="src"><span class="keyword">data</span> <a href="TensorFlow-Internal-FFI.html#t:Session" target="main">Session</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Internal-FFI.html#v:withSession" target="main">withSession</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Internal-FFI.html#v:extendGraph" target="main">extendGraph</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Internal-FFI.html#v:run" target="main">run</a></p></div><div class="top"><p class="src"><span class="keyword">data</span> <a href="TensorFlow-Internal-FFI.html#t:TensorData" target="main">TensorData</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Internal-FFI.html#v:setSessionConfig" target="main">setSessionConfig</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Internal-FFI.html#v:setSessionTarget" target="main">setSessionTarget</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Internal-FFI.html#v:getAllOpList" target="main">getAllOpList</a></p></div><h1>Internal helper.</h1><div class="top"><p class="src"><a href="TensorFlow-Internal-FFI.html#v:useProtoAsVoidPtrLen" target="main">useProtoAsVoidPtrLen</a></p></div></div></body></html>

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</script></head><body id="mini"><div id="module-header"><p class="caption">TensorFlow.Nodes</p></div><div id="interface"><div class="top"><p class="src"><span class="keyword">class</span> <a href="TensorFlow-Nodes.html#t:Nodes" target="main">Nodes</a> t</p></div><div class="top"><p class="src"><span class="keyword">class</span> <a href="TensorFlow-Nodes.html#t:Fetchable" target="main">Fetchable</a> t a</p></div><div class="top"><p class="src"><span class="keyword">data</span> <a href="TensorFlow-Nodes.html#t:Fetch" target="main">Fetch</a> a</p></div><div class="top"><p class="src"><a href="TensorFlow-Nodes.html#v:nodesUnion" target="main">nodesUnion</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Nodes.html#v:fetchTensorVector" target="main">fetchTensorVector</a></p></div></div></body></html>

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</script></head><body id="mini"><div id="module-header"><p class="caption">TensorFlow.Output</p></div><div id="interface"><div class="top"><p class="src"><span class="keyword">data</span> <a href="TensorFlow-Output.html#t:ControlNode" target="main">ControlNode</a></p></div><div class="top"><p class="src"><span class="keyword">data</span> <a href="TensorFlow-Output.html#t:Device" target="main">Device</a></p></div><h1>Ops</h1><div class="top"><p class="src"><span class="keyword">data</span> <a href="TensorFlow-Output.html#t:NodeName" target="main">NodeName</a></p></div><div class="top"><p class="src"><span class="keyword">data</span> <a href="TensorFlow-Output.html#t:OpDef" target="main">OpDef</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Output.html#v:opName" target="main">opName</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Output.html#v:opType" target="main">opType</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Output.html#v:opAttr" target="main">opAttr</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Output.html#v:opInputs" target="main">opInputs</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Output.html#v:opControlInputs" target="main">opControlInputs</a></p></div><div class="top"><p class="src"><span class="keyword">data</span> <a href="TensorFlow-Output.html#t:OpType" target="main">OpType</a></p></div><div class="top"><p class="src"><span class="keyword">data</span> <a href="TensorFlow-Output.html#t:OutputIx" target="main">OutputIx</a></p></div><div class="top"><p class="src"><span class="keyword">data</span> <a href="TensorFlow-Output.html#t:Output" target="main">Output</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Output.html#v:output" target="main">output</a></p></div><div class="top"><p class="src"><span class="keyword">data</span> <a href="TensorFlow-Output.html#t:PendingNodeName" target="main">PendingNodeName</a></p></div></div></body></html>

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</script></head><body id="mini"><div id="module-header"><p class="caption">TensorFlow.Session</p></div><div id="interface"><div class="top"><p class="src"><span class="keyword">type</span> <a href="TensorFlow-Session.html#t:Session" target="main">Session</a></p></div><div class="top"><p class="src"><span class="keyword">data</span> <a href="TensorFlow-Session.html#t:SessionT" target="main">SessionT</a> m a</p></div><div class="top"><p class="src"><span class="keyword">data</span> <a href="TensorFlow-Session.html#t:Options" target="main">Options</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Session.html#v:sessionConfig" target="main">sessionConfig</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Session.html#v:sessionTarget" target="main">sessionTarget</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Session.html#v:sessionTracer" target="main">sessionTracer</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Session.html#v:runSession" target="main">runSession</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Session.html#v:runSessionWithOptions" target="main">runSessionWithOptions</a></p></div><div class="top"><p class="src"><span class="keyword">class</span> <a href="TensorFlow-Session.html#t:MonadBuild" target="main">MonadBuild</a> m</p></div><div class="top"><p class="src"><a href="TensorFlow-Session.html#v:extend" target="main">extend</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Session.html#v:addGraphDef" target="main">addGraphDef</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Session.html#v:run" target="main">run</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Session.html#v:runWithFeeds" target="main">runWithFeeds</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Session.html#v:run_" target="main">run_</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Session.html#v:runWithFeeds_" target="main">runWithFeeds_</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Session.html#v:asyncProdNodes" target="main">asyncProdNodes</a></p></div></div></body></html>

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</script></head><body id="mini"><div id="module-header"><p class="caption">TensorFlow.Tensor</p></div><div id="interface"><div class="top"><p class="src"><span class="keyword">data</span> <a href="TensorFlow-Tensor.html#t:Tensor" target="main">Tensor</a> v a</p></div><div class="top"><p class="src"><span class="keyword">data</span> <a href="TensorFlow-Tensor.html#t:Value" target="main">Value</a> a</p></div><div class="top"><p class="src"><span class="keyword">data</span> <a href="TensorFlow-Tensor.html#t:Ref" target="main">Ref</a> a</p></div><div class="top"><p class="src"><a href="TensorFlow-Tensor.html#v:value" target="main">value</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Tensor.html#v:renderValue" target="main">renderValue</a></p></div><div class="top"><p class="src"><span class="keyword">data</span> <a href="TensorFlow-Tensor.html#t:Feed" target="main">Feed</a></p></div><div class="top"><p class="src"><span class="keyword">class</span> <a href="TensorFlow-Tensor.html#t:Rendered" target="main">Rendered</a> t</p></div><div class="top"><p class="src"><a href="TensorFlow-Tensor.html#v:tensorNodeName" target="main">tensorNodeName</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Tensor.html#v:feed" target="main">feed</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Tensor.html#v:tensorFromName" target="main">tensorFromName</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Tensor.html#v:tensorValueFromName" target="main">tensorValueFromName</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Tensor.html#v:tensorRefFromName" target="main">tensorRefFromName</a></p></div><div class="top"><p class="src"><span class="keyword">type</span> <a href="TensorFlow-Tensor.html#t:TensorList" target="main">TensorList</a> v</p></div><div class="top"><p class="src"><a href="TensorFlow-Tensor.html#v:tensorListOutputs" target="main">tensorListOutputs</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Tensor.html#v:colocateWith" target="main">colocateWith</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Tensor.html#v:render" target="main">render</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Tensor.html#v:expr" target="main">expr</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Tensor.html#v:addSummary" target="main">addSummary</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Tensor.html#v:collectAllSummaries" target="main">collectAllSummaries</a></p></div><div class="top"><p class="src"><span class="keyword">type</span> <a href="TensorFlow-Tensor.html#t:SummaryTensor" target="main">SummaryTensor</a></p></div><div class="top"><p class="src"><span class="keyword">class</span> <a href="TensorFlow-Tensor.html#t:TensorKind" target="main">TensorKind</a> v</p></div><div class="top"><p class="src"><span class="keyword">class</span> <a href="TensorFlow-Tensor.html#t:ToTensor" target="main">ToTensor</a> t</p></div></div></body></html>

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</script></head><body id="mini"><div id="module-header"><p class="caption">TensorFlow.Types</p></div><div id="interface"><div class="top"><p class="src"><span class="keyword">class</span> <a href="TensorFlow-Types.html#t:TensorType" target="main">TensorType</a> a</p></div><div class="top"><p class="src"><span class="keyword">data</span> <a href="TensorFlow-Types.html#t:TensorData" target="main">TensorData</a> a</p></div><div class="top"><p class="src"><span class="keyword">class</span> <a href="TensorFlow-Types.html#t:TensorDataType" target="main">TensorDataType</a> s a</p></div><div class="top"><p class="src"><span class="keyword">data</span> <a href="TensorFlow-Types.html#t:Scalar" target="main">Scalar</a> a</p></div><div class="top"><p class="src"><span class="keyword">data</span> <a href="TensorFlow-Types.html#t:Shape" target="main">Shape</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Types.html#v:protoShape" target="main">protoShape</a></p></div><div class="top"><p class="src"><span class="keyword">class</span> <a href="TensorFlow-Types.html#t:Attribute" target="main">Attribute</a> a</p></div><div class="top"><p class="src"><span class="keyword">data</span> <a href="TensorFlow-Types.html#t:DataType" target="main">DataType</a></p></div><div class="top"><p class="src"><span class="keyword">type</span> <a href="TensorFlow-Types.html#t:ResourceHandle" target="main">ResourceHandle</a></p></div><h1>Lists</h1><div class="top"><p class="src"><span class="keyword">data</span> <a href="TensorFlow-Types.html#t:ListOf" target="main">ListOf</a> f as</p></div><div class="top"><p class="src"><span class="keyword">type</span> <a href="TensorFlow-Types.html#t:List" target="main">List</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Types.html#v:-47-:-47-" target="main">(/:/)</a></p></div><div class="top"><p class="src"><span class="keyword">data</span> <a href="TensorFlow-Types.html#t:TensorTypeProxy" target="main">TensorTypeProxy</a> a</p></div><div class="top"><p class="src"><span class="keyword">class</span> <a href="TensorFlow-Types.html#t:TensorTypes" target="main">TensorTypes</a> ts</p></div><div class="top"><p class="src"><span class="keyword">type</span> <a href="TensorFlow-Types.html#t:TensorTypeList" target="main">TensorTypeList</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Types.html#v:fromTensorTypeList" target="main">fromTensorTypeList</a></p></div><div class="top"><p class="src"><a href="TensorFlow-Types.html#v:fromTensorTypes" target="main">fromTensorTypes</a></p></div><h1>Type constraints</h1><div class="top"><p class="src"><span class="keyword">type</span> <a href="TensorFlow-Types.html#t:OneOf" target="main">OneOf</a> ts a</p></div><div class="top"><p class="src"><span class="keyword">type family</span> a <a href="#t:-47--61-">/=</a> b :: <a href="../base-4.9.1.0/Data-Kind.html#t:Constraint">Constraint</a> <span class="keyword">where ...</span></p></div><div class="top"><p class="src"><span class="keyword">type</span> <a href="TensorFlow-Types.html#t:OneOfs" target="main">OneOfs</a> ts as</p></div><h2>Implementation of constraints</h2><div class="top"><p class="src"><span class="keyword">data</span> <a href="TensorFlow-Types.html#t:TypeError" target="main">TypeError</a> a</p></div><div class="top"><p class="src"><span class="keyword">data</span> <a href="TensorFlow-Types.html#t:ExcludedCase" target="main">ExcludedCase</a></p></div><div class="top"><p class="src"><span class="keyword">type family</span> <a href="#t:NoneOf">NoneOf</a> ts a :: <a href="../base-4.9.1.0/Data-Kind.html#t:Constraint">Constraint</a> <span class="keyword">where ...</span></p></div><div class="top"><p class="src"><span class="keyword">type family</span> as <a href="#t:-92--92-">\\</a> bs <span class="keyword">where ...</span></p></div><div class="top"><p class="src"><span class="keyword">type family</span> <a href="#t:Delete">Delete</a> a as <span class="keyword">where ...</span></p></div><div class="top"><p class="src"><span class="keyword">type</span> <a href="TensorFlow-Types.html#t:AllTensorTypes" target="main">AllTensorTypes</a></p></div></div></body></html>

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<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd"><html xmlns="http://www.w3.org/1999/xhtml"><head><link rel="stylesheet" type="text/css" href="style.css" /><script type="text/javascript" src="highlight.js"></script></head><body><pre><span class="hs-comment">-- Copyright 2016 TensorFlow authors.</span><span>
</span><a name="line-2"></a><span class="hs-comment">--</span><span>
</span><a name="line-3"></a><span class="hs-comment">-- Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span><span>
</span><a name="line-4"></a><span class="hs-comment">-- you may not use this file except in compliance with the License.</span><span>
</span><a name="line-5"></a><span class="hs-comment">-- You may obtain a copy of the License at</span><span>
</span><a name="line-6"></a><span class="hs-comment">--</span><span>
</span><a name="line-7"></a><span class="hs-comment">-- http://www.apache.org/licenses/LICENSE-2.0</span><span>
</span><a name="line-8"></a><span class="hs-comment">--</span><span>
</span><a name="line-9"></a><span class="hs-comment">-- Unless required by applicable law or agreed to in writing, software</span><span>
</span><a name="line-10"></a><span class="hs-comment">-- distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span><span>
</span><a name="line-11"></a><span class="hs-comment">-- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span><span>
</span><a name="line-12"></a><span class="hs-comment">-- See the License for the specific language governing permissions and</span><span>
</span><a name="line-13"></a><span class="hs-comment">-- limitations under the License.</span><span>
</span><a name="line-14"></a><span>
</span><a name="line-15"></a><span class="hs-pragma">{-# LANGUAGE DataKinds #-}</span><span>
</span><a name="line-16"></a><span class="hs-pragma">{-# LANGUAGE FlexibleContexts #-}</span><span>
</span><a name="line-17"></a><span class="hs-pragma">{-# LANGUAGE FlexibleInstances #-}</span><span>
</span><a name="line-18"></a><span class="hs-pragma">{-# LANGUAGE MultiParamTypeClasses #-}</span><span>
</span><a name="line-19"></a><span class="hs-pragma">{-# LANGUAGE RankNTypes #-}</span><span>
</span><a name="line-20"></a><span class="hs-pragma">{-# LANGUAGE ScopedTypeVariables #-}</span><span>
</span><a name="line-21"></a><span class="hs-pragma">{-# LANGUAGE TypeFamilies #-}</span><span>
</span><a name="line-22"></a><span class="hs-pragma">{-# LANGUAGE TypeOperators #-}</span><span>
</span><a name="line-23"></a><span class="hs-pragma">{-# LANGUAGE UndecidableInstances #-}</span><span> </span><span class="hs-comment">-- For Fetchable (TensorExpr a)</span><span>
</span><a name="line-24"></a><span class="hs-keyword">module</span><span> </span><span class="hs-identifier">TensorFlow</span><span class="hs-operator">.</span><span class="hs-identifier">Nodes</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-25"></a><span>
</span><a name="line-26"></a><span class="hs-keyword">import</span><span> </span><span class="hs-identifier">Control</span><span class="hs-operator">.</span><span class="hs-identifier">Applicative</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-var">liftA2</span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-var">liftA3</span><span class="hs-special">)</span><span>
</span><a name="line-27"></a><span class="hs-keyword">import</span><span> </span><span class="hs-identifier">Data</span><span class="hs-operator">.</span><span class="hs-identifier">Functor</span><span class="hs-operator">.</span><span class="hs-identifier">Identity</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">Identity</span><span class="hs-special">)</span><span>
</span><a name="line-28"></a><span class="hs-keyword">import</span><span> </span><span class="hs-identifier">Data</span><span class="hs-operator">.</span><span class="hs-identifier">Map</span><span class="hs-operator">.</span><span class="hs-identifier">Strict</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">Map</span><span class="hs-special">)</span><span>
</span><a name="line-29"></a><span class="hs-keyword">import</span><span> </span><span class="hs-identifier">Data</span><span class="hs-operator">.</span><span class="hs-identifier">Monoid</span><span> </span><span class="hs-special">(</span><span class="hs-special">(</span><span class="hs-operator hs-var">&lt;&gt;</span><span class="hs-special">)</span><span class="hs-special">)</span><span>
</span><a name="line-30"></a><span class="hs-keyword">import</span><span> </span><span class="hs-identifier">Data</span><span class="hs-operator">.</span><span class="hs-identifier">Set</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">Set</span><span class="hs-special">)</span><span>
</span><a name="line-31"></a><span class="hs-keyword">import</span><span> </span><span class="hs-identifier">Data</span><span class="hs-operator">.</span><span class="hs-identifier">Text</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">Text</span><span class="hs-special">)</span><span>
</span><a name="line-32"></a><span class="hs-keyword">import</span><span> </span><span class="hs-keyword">qualified</span><span> </span><span class="hs-identifier">Data</span><span class="hs-operator">.</span><span class="hs-identifier">Map</span><span class="hs-operator">.</span><span class="hs-identifier">Strict</span><span> </span><span class="hs-keyword">as</span><span> </span><span class="hs-identifier">Map</span><span>
</span><a name="line-33"></a><span class="hs-keyword">import</span><span> </span><span class="hs-keyword">qualified</span><span> </span><span class="hs-identifier">Data</span><span class="hs-operator">.</span><span class="hs-identifier">Set</span><span> </span><span class="hs-keyword">as</span><span> </span><span class="hs-identifier">Set</span><span>
</span><a name="line-34"></a><span>
</span><a name="line-35"></a><span class="hs-keyword">import</span><span> </span><a href="TensorFlow.Build.html"><span class="hs-identifier">TensorFlow</span><span class="hs-operator">.</span><span class="hs-identifier">Build</span></a><span>
</span><a name="line-36"></a><span class="hs-keyword">import</span><span> </span><a href="TensorFlow.Output.html"><span class="hs-identifier">TensorFlow</span><span class="hs-operator">.</span><span class="hs-identifier">Output</span></a><span>
</span><a name="line-37"></a><span class="hs-keyword">import</span><span> </span><a href="TensorFlow.Tensor.html"><span class="hs-identifier">TensorFlow</span><span class="hs-operator">.</span><span class="hs-identifier">Tensor</span></a><span>
</span><a name="line-38"></a><span class="hs-keyword">import</span><span> </span><a href="TensorFlow.Types.html"><span class="hs-identifier">TensorFlow</span><span class="hs-operator">.</span><span class="hs-identifier">Types</span></a><span>
</span><a name="line-39"></a><span class="hs-keyword">import</span><span> </span><span class="hs-keyword">qualified</span><span> </span><a href="TensorFlow.Internal.FFI.html"><span class="hs-identifier">TensorFlow</span><span class="hs-operator">.</span><span class="hs-identifier">Internal</span><span class="hs-operator">.</span><span class="hs-identifier">FFI</span></a><span> </span><span class="hs-keyword">as</span><span> </span><span class="hs-identifier">FFI</span><span>
</span><a name="line-40"></a><span>
</span><a name="line-41"></a><span class="hs-comment">-- | Types that contain ops which can be run.</span><span>
</span><a name="line-42"></a><span class="hs-keyword">class</span><span> </span><a name="Nodes"><a href="TensorFlow.Nodes.html#Nodes"><span class="hs-identifier">Nodes</span></a></a><span> </span><a name="local-6989586621679125018"><a href="#local-6989586621679125018"><span class="hs-identifier">t</span></a></a><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-43"></a><span> </span><span class="hs-identifier">getNodes</span><span> </span><span class="hs-glyph">::</span><span> </span><a href="#local-6989586621679125018"><span class="hs-identifier hs-type">t</span></a><span> </span><span class="hs-glyph">-&gt;</span><span> </span><a href="TensorFlow.Build.html#Build"><span class="hs-identifier hs-type">Build</span></a><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">Set</span><span> </span><a href="TensorFlow.Output.html#NodeName"><span class="hs-identifier hs-type">NodeName</span></a><span class="hs-special">)</span><span>
</span><a name="line-44"></a><span>
</span><a name="line-45"></a><span class="hs-comment">-- | Types that tensor representations (e.g. 'Tensor', 'ControlNode') can be</span><span>
</span><a name="line-46"></a><span class="hs-comment">-- fetched into.</span><span>
</span><a name="line-47"></a><span class="hs-comment">--</span><span>
</span><a name="line-48"></a><span class="hs-comment">-- Includes collections of tensors (e.g. tuples).</span><span>
</span><a name="line-49"></a><span class="hs-keyword">class</span><span> </span><a href="TensorFlow.Nodes.html#Nodes"><span class="hs-identifier hs-type">Nodes</span></a><span> </span><a href="#local-6989586621679125016"><span class="hs-identifier hs-type">t</span></a><span> </span><span class="hs-glyph">=&gt;</span><span> </span><a name="Fetchable"><a href="TensorFlow.Nodes.html#Fetchable"><span class="hs-identifier">Fetchable</span></a></a><span> </span><a name="local-6989586621679125016"><a href="#local-6989586621679125016"><span class="hs-identifier">t</span></a></a><span> </span><a name="local-6989586621679125017"><a href="#local-6989586621679125017"><span class="hs-identifier">a</span></a></a><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-50"></a><span> </span><span class="hs-identifier">getFetch</span><span> </span><span class="hs-glyph">::</span><span> </span><a href="#local-6989586621679125016"><span class="hs-identifier hs-type">t</span></a><span> </span><span class="hs-glyph">-&gt;</span><span> </span><a href="TensorFlow.Build.html#Build"><span class="hs-identifier hs-type">Build</span></a><span> </span><span class="hs-special">(</span><a href="TensorFlow.Nodes.html#Fetch"><span class="hs-identifier hs-type">Fetch</span></a><span> </span><a href="#local-6989586621679125017"><span class="hs-identifier hs-type">a</span></a><span class="hs-special">)</span><span>
</span><a name="line-51"></a><span>
</span><a name="line-52"></a><span class="hs-comment">-- | Fetch action. Keeps track of what needs to be fetched and how to decode</span><span>
</span><a name="line-53"></a><span class="hs-comment">-- the fetched data.</span><span>
</span><a name="line-54"></a><span class="hs-keyword">data</span><span> </span><a name="Fetch"><a href="TensorFlow.Nodes.html#Fetch"><span class="hs-identifier">Fetch</span></a></a><span> </span><a name="local-6989586621679125015"><a href="#local-6989586621679125015"><span class="hs-identifier">a</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a name="Fetch"><a href="TensorFlow.Nodes.html#Fetch"><span class="hs-identifier">Fetch</span></a></a><span>
</span><a name="line-55"></a><span> </span><span class="hs-special">{</span><span> </span><span class="hs-comment">-- | Nodes to fetch</span><span>
</span><a name="line-56"></a><span> </span><a name="fetches"><a href="TensorFlow.Nodes.html#fetches"><span class="hs-identifier">fetches</span></a></a><span> </span><span class="hs-glyph">::</span><span> </span><span class="hs-identifier hs-type">Set</span><span> </span><span class="hs-identifier hs-type">Text</span><span>
</span><a name="line-57"></a><span> </span><span class="hs-comment">-- | Function to create an 'a' from the fetched data.</span><span>
</span><a name="line-58"></a><span> </span><span class="hs-special">,</span><span> </span><a name="fetchRestore"><a href="TensorFlow.Nodes.html#fetchRestore"><span class="hs-identifier">fetchRestore</span></a></a><span> </span><span class="hs-glyph">::</span><span> </span><span class="hs-identifier hs-type">Map</span><span> </span><span class="hs-identifier hs-type">Text</span><span> </span><a href="TensorFlow.Internal.FFI.html#TensorData"><span class="hs-identifier hs-type">FFI</span><span class="hs-operator hs-type">.</span><span class="hs-identifier hs-type">TensorData</span></a><span> </span><span class="hs-glyph">-&gt;</span><span> </span><a href="#local-6989586621679125015"><span class="hs-identifier hs-type">a</span></a><span>
</span><a name="line-59"></a><span> </span><span class="hs-special">}</span><span>
</span><a name="line-60"></a><span>
</span><a name="line-61"></a><span class="hs-keyword">instance</span><span> </span><span class="hs-identifier hs-type">Functor</span><span> </span><a href="TensorFlow.Nodes.html#Fetch"><span class="hs-identifier hs-type">Fetch</span></a><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-62"></a><span> </span><a name="local-3458764513820541101"><span class="hs-identifier">fmap</span></a><span> </span><a name="local-6989586621679125099"><a href="#local-6989586621679125099"><span class="hs-identifier">f</span></a></a><span> </span><span class="hs-special">(</span><a href="TensorFlow.Nodes.html#Fetch"><span class="hs-identifier hs-var">Fetch</span></a><span> </span><a name="local-6989586621679125100"><a href="#local-6989586621679125100"><span class="hs-identifier">fetch</span></a></a><span> </span><a name="local-6989586621679125101"><a href="#local-6989586621679125101"><span class="hs-identifier">restore</span></a></a><span class="hs-special">)</span><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Nodes.html#Fetch"><span class="hs-identifier hs-var">Fetch</span></a><span> </span><a href="#local-6989586621679125100"><span class="hs-identifier hs-var">fetch</span></a><span> </span><span class="hs-special">(</span><a href="#local-6989586621679125099"><span class="hs-identifier hs-var">f</span></a><span> </span><span class="hs-operator hs-var">.</span><span> </span><a href="#local-6989586621679125101"><span class="hs-identifier hs-var">restore</span></a><span class="hs-special">)</span><span>
</span><a name="line-63"></a><span>
</span><a name="line-64"></a><span class="hs-keyword">instance</span><span> </span><span class="hs-identifier hs-type">Applicative</span><span> </span><a href="TensorFlow.Nodes.html#Fetch"><span class="hs-identifier hs-type">Fetch</span></a><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-65"></a><span> </span><a name="local-3458764513820541680"><span class="hs-identifier">pure</span></a><span> </span><a name="local-6989586621679125094"><a href="#local-6989586621679125094"><span class="hs-identifier">x</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Nodes.html#Fetch"><span class="hs-identifier hs-var">Fetch</span></a><span> </span><span class="hs-identifier hs-var">Set</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">empty</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-var">const</span><span> </span><a href="#local-6989586621679125094"><span class="hs-identifier hs-var">x</span></a><span class="hs-special">)</span><span>
</span><a name="line-66"></a><span> </span><a href="TensorFlow.Nodes.html#Fetch"><span class="hs-identifier hs-var">Fetch</span></a><span> </span><a name="local-6989586621679125095"><a href="#local-6989586621679125095"><span class="hs-identifier">fetch</span></a></a><span> </span><a name="local-6989586621679125096"><a href="#local-6989586621679125096"><span class="hs-identifier">restore</span></a></a><span> </span><a name="local-3458764513820541679"><span class="hs-operator">&lt;*&gt;</span></a><span> </span><a href="TensorFlow.Nodes.html#Fetch"><span class="hs-identifier hs-var">Fetch</span></a><span> </span><a name="local-6989586621679125097"><a href="#local-6989586621679125097"><span class="hs-identifier">fetch'</span></a></a><span> </span><a name="local-6989586621679125098"><a href="#local-6989586621679125098"><span class="hs-identifier">restore'</span></a></a><span> </span><span class="hs-glyph">=</span><span>
</span><a name="line-67"></a><span> </span><a href="TensorFlow.Nodes.html#Fetch"><span class="hs-identifier hs-var">Fetch</span></a><span> </span><span class="hs-special">(</span><a href="#local-6989586621679125095"><span class="hs-identifier hs-var">fetch</span></a><span> </span><span class="hs-operator hs-var">&lt;&gt;</span><span> </span><a href="#local-6989586621679125097"><span class="hs-identifier hs-var">fetch'</span></a><span class="hs-special">)</span><span> </span><span class="hs-special">(</span><a href="#local-6989586621679125096"><span class="hs-identifier hs-var">restore</span></a><span> </span><span class="hs-operator hs-var">&lt;*&gt;</span><span> </span><a href="#local-6989586621679125098"><span class="hs-identifier hs-var">restore'</span></a><span class="hs-special">)</span><span>
</span><a name="line-68"></a><span>
</span><a name="line-69"></a><span class="hs-identifier">nodesUnion</span><span> </span><span class="hs-glyph">::</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">Monoid</span><span> </span><a href="#local-6989586621679125021"><span class="hs-identifier hs-type">b</span></a><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-type">Traversable</span><span> </span><a href="#local-6989586621679125022"><span class="hs-identifier hs-type">t</span></a><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-type">Applicative</span><span> </span><a href="#local-6989586621679125023"><span class="hs-identifier hs-type">f</span></a><span class="hs-special">)</span><span> </span><span class="hs-glyph">=&gt;</span><span> </span><a href="#local-6989586621679125022"><span class="hs-identifier hs-type">t</span></a><span> </span><span class="hs-special">(</span><a href="#local-6989586621679125023"><span class="hs-identifier hs-type">f</span></a><span> </span><a href="#local-6989586621679125021"><span class="hs-identifier hs-type">b</span></a><span class="hs-special">)</span><span> </span><span class="hs-glyph">-&gt;</span><span> </span><a href="#local-6989586621679125023"><span class="hs-identifier hs-type">f</span></a><span> </span><a href="#local-6989586621679125021"><span class="hs-identifier hs-type">b</span></a><span>
</span><a name="line-70"></a><a name="nodesUnion"><a href="TensorFlow.Nodes.html#nodesUnion"><span class="hs-identifier">nodesUnion</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">fmap</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-var">foldMap</span><span> </span><span class="hs-identifier hs-var">id</span><span class="hs-special">)</span><span> </span><span class="hs-operator hs-var">.</span><span> </span><span class="hs-identifier hs-var">sequenceA</span><span>
</span><a name="line-71"></a><span>
</span><a name="line-72"></a><span class="hs-keyword">instance</span><span> </span><span class="hs-special">(</span><a href="TensorFlow.Nodes.html#Nodes"><span class="hs-identifier hs-type">Nodes</span></a><span> </span><a href="#local-6989586621679125090"><span class="hs-identifier hs-type">t1</span></a><span class="hs-special">,</span><span> </span><a href="TensorFlow.Nodes.html#Nodes"><span class="hs-identifier hs-type">Nodes</span></a><span> </span><a href="#local-6989586621679125091"><span class="hs-identifier hs-type">t2</span></a><span class="hs-special">)</span><span> </span><span class="hs-glyph">=&gt;</span><span> </span><a href="TensorFlow.Nodes.html#Nodes"><span class="hs-identifier hs-type">Nodes</span></a><span> </span><span class="hs-special">(</span><a href="#local-6989586621679125090"><span class="hs-identifier hs-type">t1</span></a><span class="hs-special">,</span><span> </span><a href="#local-6989586621679125091"><span class="hs-identifier hs-type">t2</span></a><span class="hs-special">)</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-73"></a><span> </span><a name="local-8214565720323899923"><a href="TensorFlow.Nodes.html#getNodes"><span class="hs-identifier">getNodes</span></a></a><span> </span><span class="hs-special">(</span><a name="local-6989586621679125092"><a href="#local-6989586621679125092"><span class="hs-identifier">x</span></a></a><span class="hs-special">,</span><span> </span><a name="local-6989586621679125093"><a href="#local-6989586621679125093"><span class="hs-identifier">y</span></a></a><span class="hs-special">)</span><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Nodes.html#nodesUnion"><span class="hs-identifier hs-var">nodesUnion</span></a><span> </span><span class="hs-special">[</span><a href="TensorFlow.Nodes.html#getNodes"><span class="hs-identifier hs-var">getNodes</span></a><span> </span><a href="#local-6989586621679125092"><span class="hs-identifier hs-var">x</span></a><span class="hs-special">,</span><span> </span><a href="TensorFlow.Nodes.html#getNodes"><span class="hs-identifier hs-var">getNodes</span></a><span> </span><a href="#local-6989586621679125093"><span class="hs-identifier hs-var">y</span></a><span class="hs-special">]</span><span>
</span><a name="line-74"></a><span>
</span><a name="line-75"></a><span class="hs-keyword">instance</span><span> </span><span class="hs-special">(</span><a href="TensorFlow.Nodes.html#Nodes"><span class="hs-identifier hs-type">Nodes</span></a><span> </span><a href="#local-6989586621679125084"><span class="hs-identifier hs-type">t1</span></a><span class="hs-special">,</span><span> </span><a href="TensorFlow.Nodes.html#Nodes"><span class="hs-identifier hs-type">Nodes</span></a><span> </span><a href="#local-6989586621679125085"><span class="hs-identifier hs-type">t2</span></a><span class="hs-special">,</span><span> </span><a href="TensorFlow.Nodes.html#Nodes"><span class="hs-identifier hs-type">Nodes</span></a><span> </span><a href="#local-6989586621679125086"><span class="hs-identifier hs-type">t3</span></a><span class="hs-special">)</span><span> </span><span class="hs-glyph">=&gt;</span><span> </span><a href="TensorFlow.Nodes.html#Nodes"><span class="hs-identifier hs-type">Nodes</span></a><span> </span><span class="hs-special">(</span><a href="#local-6989586621679125084"><span class="hs-identifier hs-type">t1</span></a><span class="hs-special">,</span><span> </span><a href="#local-6989586621679125085"><span class="hs-identifier hs-type">t2</span></a><span class="hs-special">,</span><span> </span><a href="#local-6989586621679125086"><span class="hs-identifier hs-type">t3</span></a><span class="hs-special">)</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-76"></a><span> </span><a name="local-8214565720323899923"><a href="TensorFlow.Nodes.html#getNodes"><span class="hs-identifier">getNodes</span></a></a><span> </span><span class="hs-special">(</span><a name="local-6989586621679125087"><a href="#local-6989586621679125087"><span class="hs-identifier">x</span></a></a><span class="hs-special">,</span><span> </span><a name="local-6989586621679125088"><a href="#local-6989586621679125088"><span class="hs-identifier">y</span></a></a><span class="hs-special">,</span><span> </span><a name="local-6989586621679125089"><a href="#local-6989586621679125089"><span class="hs-identifier">z</span></a></a><span class="hs-special">)</span><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Nodes.html#nodesUnion"><span class="hs-identifier hs-var">nodesUnion</span></a><span> </span><span class="hs-special">[</span><a href="TensorFlow.Nodes.html#getNodes"><span class="hs-identifier hs-var">getNodes</span></a><span> </span><a href="#local-6989586621679125087"><span class="hs-identifier hs-var">x</span></a><span class="hs-special">,</span><span> </span><a href="TensorFlow.Nodes.html#getNodes"><span class="hs-identifier hs-var">getNodes</span></a><span> </span><a href="#local-6989586621679125088"><span class="hs-identifier hs-var">y</span></a><span class="hs-special">,</span><span> </span><a href="TensorFlow.Nodes.html#getNodes"><span class="hs-identifier hs-var">getNodes</span></a><span> </span><a href="#local-6989586621679125089"><span class="hs-identifier hs-var">z</span></a><span class="hs-special">]</span><span>
</span><a name="line-77"></a><span>
</span><a name="line-78"></a><span class="hs-keyword">instance</span><span> </span><span class="hs-special">(</span><a href="TensorFlow.Nodes.html#Fetchable"><span class="hs-identifier hs-type">Fetchable</span></a><span> </span><a href="#local-6989586621679125078"><span class="hs-identifier hs-type">t1</span></a><span> </span><a href="#local-6989586621679125079"><span class="hs-identifier hs-type">a1</span></a><span class="hs-special">,</span><span> </span><a href="TensorFlow.Nodes.html#Fetchable"><span class="hs-identifier hs-type">Fetchable</span></a><span> </span><a href="#local-6989586621679125080"><span class="hs-identifier hs-type">t2</span></a><span> </span><a href="#local-6989586621679125081"><span class="hs-identifier hs-type">a2</span></a><span class="hs-special">)</span><span> </span><span class="hs-glyph">=&gt;</span><span> </span><a href="TensorFlow.Nodes.html#Fetchable"><span class="hs-identifier hs-type">Fetchable</span></a><span> </span><span class="hs-special">(</span><a href="#local-6989586621679125078"><span class="hs-identifier hs-type">t1</span></a><span class="hs-special">,</span><span> </span><a href="#local-6989586621679125080"><span class="hs-identifier hs-type">t2</span></a><span class="hs-special">)</span><span> </span><span class="hs-special">(</span><a href="#local-6989586621679125079"><span class="hs-identifier hs-type">a1</span></a><span class="hs-special">,</span><span> </span><a href="#local-6989586621679125081"><span class="hs-identifier hs-type">a2</span></a><span class="hs-special">)</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-79"></a><span> </span><a name="local-8214565720323899921"><a href="TensorFlow.Nodes.html#getFetch"><span class="hs-identifier">getFetch</span></a></a><span> </span><span class="hs-special">(</span><a name="local-6989586621679125082"><a href="#local-6989586621679125082"><span class="hs-identifier">x</span></a></a><span class="hs-special">,</span><span> </span><a name="local-6989586621679125083"><a href="#local-6989586621679125083"><span class="hs-identifier">y</span></a></a><span class="hs-special">)</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">liftA2</span><span> </span><span class="hs-special">(</span><span class="hs-special">,</span><span class="hs-special">)</span><span> </span><span class="hs-operator hs-var">&lt;$&gt;</span><span> </span><a href="TensorFlow.Nodes.html#getFetch"><span class="hs-identifier hs-var">getFetch</span></a><span> </span><a href="#local-6989586621679125082"><span class="hs-identifier hs-var">x</span></a><span> </span><span class="hs-operator hs-var">&lt;*&gt;</span><span> </span><a href="TensorFlow.Nodes.html#getFetch"><span class="hs-identifier hs-var">getFetch</span></a><span> </span><a href="#local-6989586621679125083"><span class="hs-identifier hs-var">y</span></a><span>
</span><a name="line-80"></a><span>
</span><a name="line-81"></a><span class="hs-keyword">instance</span><span> </span><span class="hs-special">(</span><a href="TensorFlow.Nodes.html#Fetchable"><span class="hs-identifier hs-type">Fetchable</span></a><span> </span><a href="#local-6989586621679125069"><span class="hs-identifier hs-type">t1</span></a><span> </span><a href="#local-6989586621679125070"><span class="hs-identifier hs-type">a1</span></a><span class="hs-special">,</span><span> </span><a href="TensorFlow.Nodes.html#Fetchable"><span class="hs-identifier hs-type">Fetchable</span></a><span> </span><a href="#local-6989586621679125071"><span class="hs-identifier hs-type">t2</span></a><span> </span><a href="#local-6989586621679125072"><span class="hs-identifier hs-type">a2</span></a><span class="hs-special">,</span><span> </span><a href="TensorFlow.Nodes.html#Fetchable"><span class="hs-identifier hs-type">Fetchable</span></a><span> </span><a href="#local-6989586621679125073"><span class="hs-identifier hs-type">t3</span></a><span> </span><a href="#local-6989586621679125074"><span class="hs-identifier hs-type">a3</span></a><span class="hs-special">)</span><span>
</span><a name="line-82"></a><span> </span><span class="hs-glyph">=&gt;</span><span> </span><a href="TensorFlow.Nodes.html#Fetchable"><span class="hs-identifier hs-type">Fetchable</span></a><span> </span><span class="hs-special">(</span><a href="#local-6989586621679125069"><span class="hs-identifier hs-type">t1</span></a><span class="hs-special">,</span><span> </span><a href="#local-6989586621679125071"><span class="hs-identifier hs-type">t2</span></a><span class="hs-special">,</span><span> </span><a href="#local-6989586621679125073"><span class="hs-identifier hs-type">t3</span></a><span class="hs-special">)</span><span> </span><span class="hs-special">(</span><a href="#local-6989586621679125070"><span class="hs-identifier hs-type">a1</span></a><span class="hs-special">,</span><span> </span><a href="#local-6989586621679125072"><span class="hs-identifier hs-type">a2</span></a><span class="hs-special">,</span><span> </span><a href="#local-6989586621679125074"><span class="hs-identifier hs-type">a3</span></a><span class="hs-special">)</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-83"></a><span> </span><a name="local-8214565720323899921"><a href="TensorFlow.Nodes.html#getFetch"><span class="hs-identifier">getFetch</span></a></a><span> </span><span class="hs-special">(</span><a name="local-6989586621679125075"><a href="#local-6989586621679125075"><span class="hs-identifier">x</span></a></a><span class="hs-special">,</span><span> </span><a name="local-6989586621679125076"><a href="#local-6989586621679125076"><span class="hs-identifier">y</span></a></a><span class="hs-special">,</span><span> </span><a name="local-6989586621679125077"><a href="#local-6989586621679125077"><span class="hs-identifier">z</span></a></a><span class="hs-special">)</span><span> </span><span class="hs-glyph">=</span><span>
</span><a name="line-84"></a><span> </span><span class="hs-identifier hs-var">liftA3</span><span> </span><span class="hs-special">(</span><span class="hs-special">,</span><span class="hs-special">,</span><span class="hs-special">)</span><span> </span><span class="hs-operator hs-var">&lt;$&gt;</span><span> </span><a href="TensorFlow.Nodes.html#getFetch"><span class="hs-identifier hs-var">getFetch</span></a><span> </span><a href="#local-6989586621679125075"><span class="hs-identifier hs-var">x</span></a><span> </span><span class="hs-operator hs-var">&lt;*&gt;</span><span> </span><a href="TensorFlow.Nodes.html#getFetch"><span class="hs-identifier hs-var">getFetch</span></a><span> </span><a href="#local-6989586621679125076"><span class="hs-identifier hs-var">y</span></a><span> </span><span class="hs-operator hs-var">&lt;*&gt;</span><span> </span><a href="TensorFlow.Nodes.html#getFetch"><span class="hs-identifier hs-var">getFetch</span></a><span> </span><a href="#local-6989586621679125077"><span class="hs-identifier hs-var">z</span></a><span>
</span><a name="line-85"></a><span>
</span><a name="line-86"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Nodes.html#Nodes"><span class="hs-identifier hs-type">Nodes</span></a><span> </span><a href="#local-6989586621679125068"><span class="hs-identifier hs-type">t</span></a><span> </span><span class="hs-glyph">=&gt;</span><span> </span><a href="TensorFlow.Nodes.html#Nodes"><span class="hs-identifier hs-type">Nodes</span></a><span> </span><span class="hs-special">[</span><a href="#local-6989586621679125068"><span class="hs-identifier hs-type">t</span></a><span class="hs-special">]</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-87"></a><span> </span><a name="local-8214565720323899923"><a href="TensorFlow.Nodes.html#getNodes"><span class="hs-identifier">getNodes</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Nodes.html#nodesUnion"><span class="hs-identifier hs-var">nodesUnion</span></a><span> </span><span class="hs-operator hs-var">.</span><span> </span><span class="hs-identifier hs-var">map</span><span> </span><a href="TensorFlow.Nodes.html#getNodes"><span class="hs-identifier hs-var">getNodes</span></a><span>
</span><a name="line-88"></a><span>
</span><a name="line-89"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Nodes.html#Fetchable"><span class="hs-identifier hs-type">Fetchable</span></a><span> </span><a href="#local-6989586621679125065"><span class="hs-identifier hs-type">t</span></a><span> </span><a href="#local-6989586621679125066"><span class="hs-identifier hs-type">a</span></a><span> </span><span class="hs-glyph">=&gt;</span><span> </span><a href="TensorFlow.Nodes.html#Fetchable"><span class="hs-identifier hs-type">Fetchable</span></a><span> </span><span class="hs-special">[</span><a href="#local-6989586621679125065"><span class="hs-identifier hs-type">t</span></a><span class="hs-special">]</span><span> </span><span class="hs-special">[</span><a href="#local-6989586621679125066"><span class="hs-identifier hs-type">a</span></a><span class="hs-special">]</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-90"></a><span> </span><a name="local-8214565720323899921"><a href="TensorFlow.Nodes.html#getFetch"><span class="hs-identifier">getFetch</span></a></a><span> </span><a name="local-6989586621679125067"><a href="#local-6989586621679125067"><span class="hs-identifier">ts</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">sequenceA</span><span> </span><span class="hs-operator hs-var">&lt;$&gt;</span><span> </span><span class="hs-identifier hs-var">mapM</span><span> </span><a href="TensorFlow.Nodes.html#getFetch"><span class="hs-identifier hs-var">getFetch</span></a><span> </span><a href="#local-6989586621679125067"><span class="hs-identifier hs-var">ts</span></a><span>
</span><a name="line-91"></a><span>
</span><a name="line-92"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Nodes.html#Nodes"><span class="hs-identifier hs-type">Nodes</span></a><span> </span><a href="#local-6989586621679125064"><span class="hs-identifier hs-type">t</span></a><span> </span><span class="hs-glyph">=&gt;</span><span> </span><a href="TensorFlow.Nodes.html#Nodes"><span class="hs-identifier hs-type">Nodes</span></a><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">Maybe</span><span> </span><a href="#local-6989586621679125064"><span class="hs-identifier hs-type">t</span></a><span class="hs-special">)</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-93"></a><span> </span><a name="local-8214565720323899923"><a href="TensorFlow.Nodes.html#getNodes"><span class="hs-identifier">getNodes</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Nodes.html#nodesUnion"><span class="hs-identifier hs-var">nodesUnion</span></a><span> </span><span class="hs-operator hs-var">.</span><span> </span><span class="hs-identifier hs-var">fmap</span><span> </span><a href="TensorFlow.Nodes.html#getNodes"><span class="hs-identifier hs-var">getNodes</span></a><span>
</span><a name="line-94"></a><span>
</span><a name="line-95"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Nodes.html#Fetchable"><span class="hs-identifier hs-type">Fetchable</span></a><span> </span><a href="#local-6989586621679125062"><span class="hs-identifier hs-type">t</span></a><span> </span><a href="#local-6989586621679125063"><span class="hs-identifier hs-type">a</span></a><span> </span><span class="hs-glyph">=&gt;</span><span> </span><a href="TensorFlow.Nodes.html#Fetchable"><span class="hs-identifier hs-type">Fetchable</span></a><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">Maybe</span><span> </span><a href="#local-6989586621679125062"><span class="hs-identifier hs-type">t</span></a><span class="hs-special">)</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">Maybe</span><span> </span><a href="#local-6989586621679125063"><span class="hs-identifier hs-type">a</span></a><span class="hs-special">)</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-96"></a><span> </span><a name="local-8214565720323899921"><a href="TensorFlow.Nodes.html#getFetch"><span class="hs-identifier">getFetch</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">fmap</span><span> </span><span class="hs-identifier hs-var">sequenceA</span><span> </span><span class="hs-operator hs-var">.</span><span> </span><span class="hs-identifier hs-var">mapM</span><span> </span><a href="TensorFlow.Nodes.html#getFetch"><span class="hs-identifier hs-var">getFetch</span></a><span>
</span><a name="line-97"></a><span>
</span><a name="line-98"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Nodes.html#Nodes"><span class="hs-identifier hs-type">Nodes</span></a><span> </span><a href="TensorFlow.Output.html#ControlNode"><span class="hs-identifier hs-type">ControlNode</span></a><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-99"></a><span> </span><a name="local-8214565720323899923"><a href="TensorFlow.Nodes.html#getNodes"><span class="hs-identifier">getNodes</span></a></a><span> </span><span class="hs-special">(</span><a href="TensorFlow.Output.html#ControlNode"><span class="hs-identifier hs-var">ControlNode</span></a><span> </span><a name="local-6989586621679125061"><a href="#local-6989586621679125061"><span class="hs-identifier">o</span></a></a><span class="hs-special">)</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">pure</span><span> </span><span class="hs-operator hs-var">$</span><span> </span><span class="hs-identifier hs-var">Set</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">singleton</span><span> </span><a href="#local-6989586621679125061"><span class="hs-identifier hs-var">o</span></a><span>
</span><a name="line-100"></a><span>
</span><a name="line-101"></a><span class="hs-comment">-- We use the constraint @(a ~ ())@ to help with type inference. For example,</span><span>
</span><a name="line-102"></a><span class="hs-comment">-- if @t :: ControlNode@, then this constraint ensures that @run t :: Session</span><span>
</span><a name="line-103"></a><span class="hs-comment">-- ()@. If we used @instance Fetchable ControlNode ()@ instead, then that</span><span>
</span><a name="line-104"></a><span class="hs-comment">-- expression would be ambiguous without explicitly specifying the return type.</span><span>
</span><a name="line-105"></a><span class="hs-keyword">instance</span><span> </span><a href="#local-6989586621679125060"><span class="hs-identifier hs-type">a</span></a><span> </span><span class="hs-glyph">~</span><span> </span><span class="hs-special">(</span><span class="hs-special">)</span><span> </span><span class="hs-glyph">=&gt;</span><span> </span><a href="TensorFlow.Nodes.html#Fetchable"><span class="hs-identifier hs-type">Fetchable</span></a><span> </span><a href="TensorFlow.Output.html#ControlNode"><span class="hs-identifier hs-type">ControlNode</span></a><span> </span><a href="#local-6989586621679125060"><span class="hs-identifier hs-type">a</span></a><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-106"></a><span> </span><a name="local-8214565720323899921"><a href="TensorFlow.Nodes.html#getFetch"><span class="hs-identifier">getFetch</span></a></a><span> </span><span class="hs-identifier">_</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">return</span><span> </span><span class="hs-operator hs-var">$</span><span> </span><span class="hs-identifier hs-var">pure</span><span> </span><span class="hs-special">(</span><span class="hs-special">)</span><span>
</span><a name="line-107"></a><span>
</span><a name="line-108"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Nodes.html#Nodes"><span class="hs-identifier hs-type">Nodes</span></a><span> </span><span class="hs-special">(</span><a href="TensorFlow.Types.html#ListOf"><span class="hs-identifier hs-type">ListOf</span></a><span> </span><a href="#local-6989586621679125059"><span class="hs-identifier hs-type">f</span></a><span> </span><span class="hs-char">'[]) where
getNodes _ = return Set.empty
instance (Nodes (f a), Nodes (ListOf f as)) =&gt; Nodes (ListOf f (a ': as)) where
getNodes (x :/ xs) = liftA2 Set.union (getNodes x) (getNodes xs)
instance l ~ List '[] =&gt; Fetchable (ListOf f '[]) l where
getFetch _ = return $ pure Nil
instance (Fetchable (f t) a, Fetchable (ListOf f ts) (List as), i ~ Identity)
=&gt; Fetchable (ListOf f (t ': ts)) (ListOf i (a ': as)) where
getFetch (x :/ xs) = liftA2 (\y ys -&gt; y /:/ ys) &lt;$&gt; getFetch x &lt;*&gt; getFetch xs
instance Nodes (Tensor v a) where
getNodes (Tensor o) = Set.singleton . outputNodeName &lt;$&gt; toBuild o
fetchTensorVector :: forall a v . (TensorType a)
=&gt; Tensor v a -&gt; Build (Fetch (TensorData a))
fetchTensorVector (Tensor o) = do
outputName &lt;- encodeOutput &lt;$&gt; toBuild o
pure $ Fetch (Set.singleton outputName) $ \tensors -&gt;
let tensorData = tensors Map.! outputName
expectedType = tensorType (undefined :: a)
actualType = FFI.tensorDataType tensorData
badTypeError = error $ &quot;Bad tensor type: expected &quot;
++ show expectedType
++ &quot;, got &quot;
++ show actualType
in if expectedType /= actualType
then badTypeError
else TensorData tensorData
-- The constraint &quot;a ~ a'&quot; means that the input/output of fetch can constrain
-- the TensorType of each other.
instance (TensorType a, a ~ a') =&gt; Fetchable (Tensor v a) (TensorData a') where
getFetch = fetchTensorVector
instance (TensorType a, TensorDataType s a, a ~ a') =&gt; Fetchable (Tensor v a) (s a') where
getFetch t = fmap decodeTensorData &lt;$&gt; fetchTensorVector t
</span></pre></body></html>

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<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd"><html xmlns="http://www.w3.org/1999/xhtml"><head><link rel="stylesheet" type="text/css" href="style.css" /><script type="text/javascript" src="highlight.js"></script></head><body><pre><span class="hs-comment">-- Copyright 2016 TensorFlow authors.</span><span>
</span><a name="line-2"></a><span class="hs-comment">--</span><span>
</span><a name="line-3"></a><span class="hs-comment">-- Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span><span>
</span><a name="line-4"></a><span class="hs-comment">-- you may not use this file except in compliance with the License.</span><span>
</span><a name="line-5"></a><span class="hs-comment">-- You may obtain a copy of the License at</span><span>
</span><a name="line-6"></a><span class="hs-comment">--</span><span>
</span><a name="line-7"></a><span class="hs-comment">-- http://www.apache.org/licenses/LICENSE-2.0</span><span>
</span><a name="line-8"></a><span class="hs-comment">--</span><span>
</span><a name="line-9"></a><span class="hs-comment">-- Unless required by applicable law or agreed to in writing, software</span><span>
</span><a name="line-10"></a><span class="hs-comment">-- distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span><span>
</span><a name="line-11"></a><span class="hs-comment">-- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span><span>
</span><a name="line-12"></a><span class="hs-comment">-- See the License for the specific language governing permissions and</span><span>
</span><a name="line-13"></a><span class="hs-comment">-- limitations under the License.</span><span>
</span><a name="line-14"></a><span>
</span><a name="line-15"></a><span class="hs-pragma">{-# LANGUAGE ConstraintKinds #-}</span><span>
</span><a name="line-16"></a><span class="hs-pragma">{-# LANGUAGE CPP #-}</span><span>
</span><a name="line-17"></a><span class="hs-pragma">{-# LANGUAGE DataKinds #-}</span><span>
</span><a name="line-18"></a><span class="hs-pragma">{-# LANGUAGE FlexibleContexts #-}</span><span>
</span><a name="line-19"></a><span class="hs-pragma">{-# LANGUAGE FlexibleInstances #-}</span><span>
</span><a name="line-20"></a><span class="hs-pragma">{-# LANGUAGE GADTs #-}</span><span>
</span><a name="line-21"></a><span class="hs-pragma">{-# LANGUAGE GeneralizedNewtypeDeriving #-}</span><span>
</span><a name="line-22"></a><span class="hs-pragma">{-# LANGUAGE MonoLocalBinds #-}</span><span>
</span><a name="line-23"></a><span class="hs-pragma">{-# LANGUAGE MultiParamTypeClasses #-}</span><span>
</span><a name="line-24"></a><span class="hs-pragma">{-# LANGUAGE OverloadedStrings #-}</span><span>
</span><a name="line-25"></a><span class="hs-pragma">{-# LANGUAGE RankNTypes #-}</span><span>
</span><a name="line-26"></a><span class="hs-pragma">{-# LANGUAGE ScopedTypeVariables #-}</span><span>
</span><a name="line-27"></a><span class="hs-pragma">{-# LANGUAGE TypeFamilies #-}</span><span>
</span><a name="line-28"></a><span class="hs-pragma">{-# LANGUAGE TypeOperators #-}</span><span>
</span><a name="line-29"></a><span class="hs-comment">-- We use UndecidableInstances for type families with recursive definitions</span><span>
</span><a name="line-30"></a><span class="hs-comment">-- like &quot;\\&quot;. Those instances will terminate since each equation unwraps one</span><span>
</span><a name="line-31"></a><span class="hs-comment">-- cons cell of a type-level list.</span><span>
</span><a name="line-32"></a><span class="hs-pragma">{-# LANGUAGE UndecidableInstances #-}</span><span>
</span><a name="line-33"></a><span>
</span><a name="line-34"></a><span class="hs-keyword">module</span><span> </span><span class="hs-identifier">TensorFlow</span><span class="hs-operator">.</span><span class="hs-identifier">Types</span><span>
</span><a name="line-35"></a><span> </span><span class="hs-special">(</span><span> </span><a href="TensorFlow.Types.html#TensorType"><span class="hs-identifier hs-type">TensorType</span></a><span class="hs-special">(</span><span class="hs-glyph">..</span><span class="hs-special">)</span><span>
</span><a name="line-36"></a><span> </span><span class="hs-special">,</span><span> </span><a href="TensorFlow.Types.html#TensorData"><span class="hs-identifier hs-type">TensorData</span></a><span class="hs-special">(</span><span class="hs-glyph">..</span><span class="hs-special">)</span><span>
</span><a name="line-37"></a><span> </span><span class="hs-special">,</span><span> </span><a href="TensorFlow.Types.html#TensorDataType"><span class="hs-identifier hs-type">TensorDataType</span></a><span class="hs-special">(</span><span class="hs-glyph">..</span><span class="hs-special">)</span><span>
</span><a name="line-38"></a><span> </span><span class="hs-special">,</span><span> </span><a href="TensorFlow.Types.html#Scalar"><span class="hs-identifier hs-type">Scalar</span></a><span class="hs-special">(</span><span class="hs-glyph">..</span><span class="hs-special">)</span><span>
</span><a name="line-39"></a><span> </span><span class="hs-special">,</span><span> </span><a href="TensorFlow.Types.html#Shape"><span class="hs-identifier hs-type">Shape</span></a><span class="hs-special">(</span><span class="hs-glyph">..</span><span class="hs-special">)</span><span>
</span><a name="line-40"></a><span> </span><span class="hs-special">,</span><span> </span><a href="TensorFlow.Types.html#protoShape"><span class="hs-identifier hs-var">protoShape</span></a><span>
</span><a name="line-41"></a><span> </span><span class="hs-special">,</span><span> </span><a href="TensorFlow.Types.html#Attribute"><span class="hs-identifier hs-type">Attribute</span></a><span class="hs-special">(</span><span class="hs-glyph">..</span><span class="hs-special">)</span><span>
</span><a name="line-42"></a><span> </span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-type">DataType</span><span class="hs-special">(</span><span class="hs-glyph">..</span><span class="hs-special">)</span><span>
</span><a name="line-43"></a><span> </span><span class="hs-special">,</span><span> </span><a href="TensorFlow.Types.html#ResourceHandle"><span class="hs-identifier hs-type">ResourceHandle</span></a><span>
</span><a name="line-44"></a><span> </span><span class="hs-comment">-- * Lists</span><span>
</span><a name="line-45"></a><span> </span><span class="hs-special">,</span><span> </span><a href="TensorFlow.Types.html#ListOf"><span class="hs-identifier hs-type">ListOf</span></a><span class="hs-special">(</span><span class="hs-glyph">..</span><span class="hs-special">)</span><span>
</span><a name="line-46"></a><span> </span><span class="hs-special">,</span><span> </span><a href="TensorFlow.Types.html#List"><span class="hs-identifier hs-type">List</span></a><span>
</span><a name="line-47"></a><span> </span><span class="hs-special">,</span><span> </span><span class="hs-special">(</span><a href="TensorFlow.Types.html#%2F%3A%2F"><span class="hs-operator hs-var">/:/</span></a><span class="hs-special">)</span><span>
</span><a name="line-48"></a><span> </span><span class="hs-special">,</span><span> </span><a href="TensorFlow.Types.html#TensorTypeProxy"><span class="hs-identifier hs-type">TensorTypeProxy</span></a><span class="hs-special">(</span><span class="hs-glyph">..</span><span class="hs-special">)</span><span>
</span><a name="line-49"></a><span> </span><span class="hs-special">,</span><span> </span><a href="TensorFlow.Types.html#TensorTypes"><span class="hs-identifier hs-type">TensorTypes</span></a><span class="hs-special">(</span><span class="hs-glyph">..</span><span class="hs-special">)</span><span>
</span><a name="line-50"></a><span> </span><span class="hs-special">,</span><span> </span><a href="TensorFlow.Types.html#TensorTypeList"><span class="hs-identifier hs-type">TensorTypeList</span></a><span>
</span><a name="line-51"></a><span> </span><span class="hs-special">,</span><span> </span><a href="TensorFlow.Types.html#fromTensorTypeList"><span class="hs-identifier hs-var">fromTensorTypeList</span></a><span>
</span><a name="line-52"></a><span> </span><span class="hs-special">,</span><span> </span><a href="TensorFlow.Types.html#fromTensorTypes"><span class="hs-identifier hs-var">fromTensorTypes</span></a><span>
</span><a name="line-53"></a><span> </span><span class="hs-comment">-- * Type constraints</span><span>
</span><a name="line-54"></a><span> </span><span class="hs-special">,</span><span> </span><a href="TensorFlow.Types.html#OneOf"><span class="hs-identifier hs-type">OneOf</span></a><span>
</span><a name="line-55"></a><span> </span><span class="hs-special">,</span><span> </span><span class="hs-keyword">type</span><span> </span><span class="hs-special">(</span><a href="TensorFlow.Types.html#%2F%3D"><span class="hs-operator hs-type">/=</span></a><span class="hs-special">)</span><span>
</span><a name="line-56"></a><span> </span><span class="hs-special">,</span><span> </span><a href="TensorFlow.Types.html#OneOfs"><span class="hs-identifier hs-type">OneOfs</span></a><span>
</span><a name="line-57"></a><span> </span><span class="hs-comment">-- ** Implementation of constraints</span><span>
</span><a name="line-58"></a><span> </span><span class="hs-special">,</span><span> </span><a href="TensorFlow.Types.html#TypeError"><span class="hs-identifier hs-type">TypeError</span></a><span>
</span><a name="line-59"></a><span> </span><span class="hs-special">,</span><span> </span><a href="TensorFlow.Types.html#ExcludedCase"><span class="hs-identifier hs-type">ExcludedCase</span></a><span>
</span><a name="line-60"></a><span> </span><span class="hs-special">,</span><span> </span><a href="TensorFlow.Types.html#NoneOf"><span class="hs-identifier hs-type">NoneOf</span></a><span>
</span><a name="line-61"></a><span> </span><span class="hs-special">,</span><span> </span><span class="hs-keyword">type</span><span> </span><span class="hs-special">(</span><a href="TensorFlow.Types.html#%5C%5C"><span class="hs-operator hs-type">\\</span></a><span class="hs-special">)</span><span>
</span><a name="line-62"></a><span> </span><span class="hs-special">,</span><span> </span><a href="TensorFlow.Types.html#Delete"><span class="hs-identifier hs-type">Delete</span></a><span>
</span><a name="line-63"></a><span> </span><span class="hs-special">,</span><span> </span><a href="TensorFlow.Types.html#AllTensorTypes"><span class="hs-identifier hs-type">AllTensorTypes</span></a><span>
</span><a name="line-64"></a><span> </span><span class="hs-special">)</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-65"></a><span>
</span><a name="line-66"></a><span class="hs-keyword">import</span><span> </span><span class="hs-identifier">Data</span><span class="hs-operator">.</span><span class="hs-identifier">Functor</span><span class="hs-operator">.</span><span class="hs-identifier">Identity</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">Identity</span><span class="hs-special">(</span><span class="hs-glyph">..</span><span class="hs-special">)</span><span class="hs-special">)</span><span>
</span><a name="line-67"></a><span class="hs-keyword">import</span><span> </span><span class="hs-identifier">Data</span><span class="hs-operator">.</span><span class="hs-identifier">Complex</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">Complex</span><span class="hs-special">)</span><span>
</span><a name="line-68"></a><span class="hs-keyword">import</span><span> </span><span class="hs-identifier">Data</span><span class="hs-operator">.</span><span class="hs-identifier">Default</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-var">def</span><span class="hs-special">)</span><span>
</span><a name="line-69"></a><span class="hs-keyword">import</span><span> </span><span class="hs-identifier">Data</span><span class="hs-operator">.</span><span class="hs-identifier">Int</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">Int8</span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-type">Int16</span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-type">Int32</span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-type">Int64</span><span class="hs-special">)</span><span>
</span><a name="line-70"></a><span class="hs-keyword">import</span><span> </span><span class="hs-identifier">Data</span><span class="hs-operator">.</span><span class="hs-identifier">Monoid</span><span> </span><span class="hs-special">(</span><span class="hs-special">(</span><span class="hs-operator hs-var">&lt;&gt;</span><span class="hs-special">)</span><span class="hs-special">)</span><span>
</span><a name="line-71"></a><span class="hs-keyword">import</span><span> </span><span class="hs-identifier">Data</span><span class="hs-operator">.</span><span class="hs-identifier">Proxy</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">Proxy</span><span class="hs-special">(</span><span class="hs-glyph">..</span><span class="hs-special">)</span><span class="hs-special">)</span><span>
</span><a name="line-72"></a><span class="hs-keyword">import</span><span> </span><span class="hs-identifier">Data</span><span class="hs-operator">.</span><span class="hs-identifier">String</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">IsString</span><span class="hs-special">)</span><span>
</span><a name="line-73"></a><span class="hs-keyword">import</span><span> </span><span class="hs-identifier">Data</span><span class="hs-operator">.</span><span class="hs-identifier">Word</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">Word8</span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-type">Word16</span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-type">Word64</span><span class="hs-special">)</span><span>
</span><a name="line-74"></a><span class="hs-keyword">import</span><span> </span><span class="hs-identifier">Foreign</span><span class="hs-operator">.</span><span class="hs-identifier">Storable</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">Storable</span><span class="hs-special">)</span><span>
</span><a name="line-75"></a><span class="hs-keyword">import</span><span> </span><span class="hs-identifier">GHC</span><span class="hs-operator">.</span><span class="hs-identifier">Exts</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">Constraint</span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-type">IsList</span><span class="hs-special">(</span><span class="hs-glyph">..</span><span class="hs-special">)</span><span class="hs-special">)</span><span>
</span><a name="line-76"></a><span class="hs-keyword">import</span><span> </span><span class="hs-identifier">Lens</span><span class="hs-operator">.</span><span class="hs-identifier">Family2</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">Lens'</span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-var">view</span><span class="hs-special">,</span><span> </span><span class="hs-special">(</span><span class="hs-operator hs-var">&amp;</span><span class="hs-special">)</span><span class="hs-special">,</span><span> </span><span class="hs-special">(</span><span class="hs-operator hs-var">.~</span><span class="hs-special">)</span><span class="hs-special">)</span><span>
</span><a name="line-77"></a><span class="hs-keyword">import</span><span> </span><span class="hs-identifier">Lens</span><span class="hs-operator">.</span><span class="hs-identifier">Family2</span><span class="hs-operator">.</span><span class="hs-identifier">Unchecked</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-var">iso</span><span class="hs-special">)</span><span>
</span><a name="line-78"></a><span class="hs-keyword">import</span><span> </span><span class="hs-identifier">Text</span><span class="hs-operator">.</span><span class="hs-identifier">Printf</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-var">printf</span><span class="hs-special">)</span><span>
</span><a name="line-79"></a><span class="hs-keyword">import</span><span> </span><span class="hs-keyword">qualified</span><span> </span><span class="hs-identifier">Data</span><span class="hs-operator">.</span><span class="hs-identifier">Attoparsec</span><span class="hs-operator">.</span><span class="hs-identifier">ByteString</span><span> </span><span class="hs-keyword">as</span><span> </span><span class="hs-identifier">Atto</span><span>
</span><a name="line-80"></a><span class="hs-keyword">import</span><span> </span><span class="hs-identifier">Data</span><span class="hs-operator">.</span><span class="hs-identifier">ByteString</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">ByteString</span><span class="hs-special">)</span><span>
</span><a name="line-81"></a><span class="hs-keyword">import</span><span> </span><span class="hs-keyword">qualified</span><span> </span><span class="hs-identifier">Data</span><span class="hs-operator">.</span><span class="hs-identifier">ByteString</span><span> </span><span class="hs-keyword">as</span><span> </span><span class="hs-identifier">B</span><span>
</span><a name="line-82"></a><span class="hs-keyword">import</span><span> </span><span class="hs-identifier">Data</span><span class="hs-operator">.</span><span class="hs-identifier">ByteString</span><span class="hs-operator">.</span><span class="hs-identifier">Builder</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">Builder</span><span class="hs-special">)</span><span>
</span><a name="line-83"></a><span class="hs-keyword">import</span><span> </span><span class="hs-keyword">qualified</span><span> </span><span class="hs-identifier">Data</span><span class="hs-operator">.</span><span class="hs-identifier">ByteString</span><span class="hs-operator">.</span><span class="hs-identifier">Builder</span><span> </span><span class="hs-keyword">as</span><span> </span><span class="hs-identifier">Builder</span><span>
</span><a name="line-84"></a><span class="hs-keyword">import</span><span> </span><span class="hs-keyword">qualified</span><span> </span><span class="hs-identifier">Data</span><span class="hs-operator">.</span><span class="hs-identifier">ByteString</span><span class="hs-operator">.</span><span class="hs-identifier">Lazy</span><span> </span><span class="hs-keyword">as</span><span> </span><span class="hs-identifier">L</span><span>
</span><a name="line-85"></a><span class="hs-keyword">import</span><span> </span><span class="hs-keyword">qualified</span><span> </span><span class="hs-identifier">Data</span><span class="hs-operator">.</span><span class="hs-identifier">Vector</span><span> </span><span class="hs-keyword">as</span><span> </span><span class="hs-identifier">V</span><span>
</span><a name="line-86"></a><span class="hs-keyword">import</span><span> </span><span class="hs-keyword">qualified</span><span> </span><span class="hs-identifier">Data</span><span class="hs-operator">.</span><span class="hs-identifier">Vector</span><span class="hs-operator">.</span><span class="hs-identifier">Storable</span><span> </span><span class="hs-keyword">as</span><span> </span><span class="hs-identifier">S</span><span>
</span><a name="line-87"></a><span class="hs-keyword">import</span><span> </span><span class="hs-identifier">Proto</span><span class="hs-operator">.</span><span class="hs-identifier">Tensorflow</span><span class="hs-operator">.</span><span class="hs-identifier">Core</span><span class="hs-operator">.</span><span class="hs-identifier">Framework</span><span class="hs-operator">.</span><span class="hs-identifier">AttrValue</span><span>
</span><a name="line-88"></a><span> </span><span class="hs-special">(</span><span> </span><span class="hs-identifier hs-type">AttrValue</span><span class="hs-special">(</span><span class="hs-glyph">..</span><span class="hs-special">)</span><span>
</span><a name="line-89"></a><span> </span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-type">AttrValue'ListValue</span><span class="hs-special">(</span><span class="hs-glyph">..</span><span class="hs-special">)</span><span>
</span><a name="line-90"></a><span> </span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-var">b</span><span>
</span><a name="line-91"></a><span> </span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-var">f</span><span>
</span><a name="line-92"></a><span> </span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-var">i</span><span>
</span><a name="line-93"></a><span> </span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-var">s</span><span>
</span><a name="line-94"></a><span> </span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-var">list</span><span>
</span><a name="line-95"></a><span> </span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-var">type'</span><span>
</span><a name="line-96"></a><span> </span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-var">shape</span><span>
</span><a name="line-97"></a><span> </span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-var">tensor</span><span>
</span><a name="line-98"></a><span> </span><span class="hs-special">)</span><span>
</span><a name="line-99"></a><span class="hs-keyword">import</span><span> </span><span class="hs-identifier">Proto</span><span class="hs-operator">.</span><span class="hs-identifier">Tensorflow</span><span class="hs-operator">.</span><span class="hs-identifier">Core</span><span class="hs-operator">.</span><span class="hs-identifier">Framework</span><span class="hs-operator">.</span><span class="hs-identifier">ResourceHandle</span><span>
</span><a name="line-100"></a><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">ResourceHandleProto</span><span class="hs-special">)</span><span>
</span><a name="line-101"></a><span class="hs-keyword">import</span><span> </span><span class="hs-identifier">Proto</span><span class="hs-operator">.</span><span class="hs-identifier">Tensorflow</span><span class="hs-operator">.</span><span class="hs-identifier">Core</span><span class="hs-operator">.</span><span class="hs-identifier">Framework</span><span class="hs-operator">.</span><span class="hs-identifier">Tensor</span><span> </span><span class="hs-keyword">as</span><span> </span><span class="hs-identifier">Tensor</span><span>
</span><a name="line-102"></a><span> </span><span class="hs-special">(</span><span> </span><span class="hs-identifier hs-type">TensorProto</span><span class="hs-special">(</span><span class="hs-glyph">..</span><span class="hs-special">)</span><span>
</span><a name="line-103"></a><span> </span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-var">boolVal</span><span>
</span><a name="line-104"></a><span> </span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-var">doubleVal</span><span>
</span><a name="line-105"></a><span> </span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-var">floatVal</span><span>
</span><a name="line-106"></a><span> </span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-var">intVal</span><span>
</span><a name="line-107"></a><span> </span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-var">int64Val</span><span>
</span><a name="line-108"></a><span> </span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-var">resourceHandleVal</span><span>
</span><a name="line-109"></a><span> </span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-var">stringVal</span><span>
</span><a name="line-110"></a><span> </span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-var">stringVal</span><span>
</span><a name="line-111"></a><span> </span><span class="hs-special">)</span><span>
</span><a name="line-112"></a><span class="hs-keyword">import</span><span> </span><span class="hs-identifier">Proto</span><span class="hs-operator">.</span><span class="hs-identifier">Tensorflow</span><span class="hs-operator">.</span><span class="hs-identifier">Core</span><span class="hs-operator">.</span><span class="hs-identifier">Framework</span><span class="hs-operator">.</span><span class="hs-identifier">TensorShape</span><span>
</span><a name="line-113"></a><span> </span><span class="hs-special">(</span><span> </span><span class="hs-identifier hs-type">TensorShapeProto</span><span class="hs-special">(</span><span class="hs-glyph">..</span><span class="hs-special">)</span><span>
</span><a name="line-114"></a><span> </span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-var">dim</span><span>
</span><a name="line-115"></a><span> </span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-var">size</span><span>
</span><a name="line-116"></a><span> </span><span class="hs-special">)</span><span>
</span><a name="line-117"></a><span class="hs-keyword">import</span><span> </span><span class="hs-identifier">Proto</span><span class="hs-operator">.</span><span class="hs-identifier">Tensorflow</span><span class="hs-operator">.</span><span class="hs-identifier">Core</span><span class="hs-operator">.</span><span class="hs-identifier">Framework</span><span class="hs-operator">.</span><span class="hs-identifier">Types</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">DataType</span><span class="hs-special">(</span><span class="hs-glyph">..</span><span class="hs-special">)</span><span class="hs-special">)</span><span>
</span><a name="line-118"></a><span>
</span><a name="line-119"></a><span class="hs-keyword">import</span><span> </span><a href="TensorFlow.Internal.VarInt.html"><span class="hs-identifier">TensorFlow</span><span class="hs-operator">.</span><span class="hs-identifier">Internal</span><span class="hs-operator">.</span><span class="hs-identifier">VarInt</span></a><span> </span><span class="hs-special">(</span><a href="TensorFlow.Internal.VarInt.html#getVarInt"><span class="hs-identifier hs-var">getVarInt</span></a><span class="hs-special">,</span><span> </span><a href="TensorFlow.Internal.VarInt.html#putVarInt"><span class="hs-identifier hs-var">putVarInt</span></a><span class="hs-special">)</span><span>
</span><a name="line-120"></a><span class="hs-keyword">import</span><span> </span><span class="hs-keyword">qualified</span><span> </span><a href="TensorFlow.Internal.FFI.html"><span class="hs-identifier">TensorFlow</span><span class="hs-operator">.</span><span class="hs-identifier">Internal</span><span class="hs-operator">.</span><span class="hs-identifier">FFI</span></a><span> </span><span class="hs-keyword">as</span><span> </span><span class="hs-identifier">FFI</span><span>
</span><a name="line-121"></a><span>
</span><a name="line-122"></a><span class="hs-keyword">type</span><span> </span><a name="ResourceHandle"><a href="TensorFlow.Types.html#ResourceHandle"><span class="hs-identifier">ResourceHandle</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-type">ResourceHandleProto</span><span>
</span><a name="line-123"></a><span>
</span><a name="line-124"></a><span class="hs-comment">-- | The class of scalar types supported by tensorflow.</span><span>
</span><a name="line-125"></a><span class="hs-keyword">class</span><span> </span><a name="TensorType"><a href="TensorFlow.Types.html#TensorType"><span class="hs-identifier">TensorType</span></a></a><span> </span><a name="local-6989586621679093633"><a href="#local-6989586621679093633"><span class="hs-identifier">a</span></a></a><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-126"></a><span> </span><span class="hs-identifier">tensorType</span><span> </span><span class="hs-glyph">::</span><span> </span><a href="#local-6989586621679093633"><span class="hs-identifier hs-type">a</span></a><span> </span><span class="hs-glyph">-&gt;</span><span> </span><span class="hs-identifier hs-type">DataType</span><span>
</span><a name="line-127"></a><span> </span><span class="hs-identifier">tensorRefType</span><span> </span><span class="hs-glyph">::</span><span> </span><a href="#local-6989586621679093633"><span class="hs-identifier hs-type">a</span></a><span> </span><span class="hs-glyph">-&gt;</span><span> </span><span class="hs-identifier hs-type">DataType</span><span>
</span><a name="line-128"></a><span> </span><span class="hs-identifier">tensorVal</span><span> </span><span class="hs-glyph">::</span><span> </span><span class="hs-identifier hs-type">Lens'</span><span> </span><span class="hs-identifier hs-type">TensorProto</span><span> </span><span class="hs-special">[</span><a href="#local-6989586621679093633"><span class="hs-identifier hs-type">a</span></a><span class="hs-special">]</span><span>
</span><a name="line-129"></a><span>
</span><a name="line-130"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#TensorType"><span class="hs-identifier hs-type">TensorType</span></a><span> </span><span class="hs-identifier hs-type">Float</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-131"></a><span> </span><a name="local-8214565720323868440"><a href="TensorFlow.Types.html#tensorType"><span class="hs-identifier">tensorType</span></a></a><span> </span><span class="hs-identifier">_</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">DT_FLOAT</span><span>
</span><a name="line-132"></a><span> </span><a name="local-8214565720323868441"><a href="TensorFlow.Types.html#tensorRefType"><span class="hs-identifier">tensorRefType</span></a></a><span> </span><span class="hs-identifier">_</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">DT_FLOAT_REF</span><span>
</span><a name="line-133"></a><span> </span><a name="local-8214565720323868442"><a href="TensorFlow.Types.html#tensorVal"><span class="hs-identifier">tensorVal</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">floatVal</span><span>
</span><a name="line-134"></a><span>
</span><a name="line-135"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#TensorType"><span class="hs-identifier hs-type">TensorType</span></a><span> </span><span class="hs-identifier hs-type">Double</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-136"></a><span> </span><a name="local-8214565720323868440"><a href="TensorFlow.Types.html#tensorType"><span class="hs-identifier">tensorType</span></a></a><span> </span><span class="hs-identifier">_</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">DT_DOUBLE</span><span>
</span><a name="line-137"></a><span> </span><a name="local-8214565720323868441"><a href="TensorFlow.Types.html#tensorRefType"><span class="hs-identifier">tensorRefType</span></a></a><span> </span><span class="hs-identifier">_</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">DT_DOUBLE_REF</span><span>
</span><a name="line-138"></a><span> </span><a name="local-8214565720323868442"><a href="TensorFlow.Types.html#tensorVal"><span class="hs-identifier">tensorVal</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">doubleVal</span><span>
</span><a name="line-139"></a><span>
</span><a name="line-140"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#TensorType"><span class="hs-identifier hs-type">TensorType</span></a><span> </span><span class="hs-identifier hs-type">Int32</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-141"></a><span> </span><a name="local-8214565720323868440"><a href="TensorFlow.Types.html#tensorType"><span class="hs-identifier">tensorType</span></a></a><span> </span><span class="hs-identifier">_</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">DT_INT32</span><span>
</span><a name="line-142"></a><span> </span><a name="local-8214565720323868441"><a href="TensorFlow.Types.html#tensorRefType"><span class="hs-identifier">tensorRefType</span></a></a><span> </span><span class="hs-identifier">_</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">DT_INT32_REF</span><span>
</span><a name="line-143"></a><span> </span><a name="local-8214565720323868442"><a href="TensorFlow.Types.html#tensorVal"><span class="hs-identifier">tensorVal</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">intVal</span><span>
</span><a name="line-144"></a><span>
</span><a name="line-145"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#TensorType"><span class="hs-identifier hs-type">TensorType</span></a><span> </span><span class="hs-identifier hs-type">Int64</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-146"></a><span> </span><a name="local-8214565720323868440"><a href="TensorFlow.Types.html#tensorType"><span class="hs-identifier">tensorType</span></a></a><span> </span><span class="hs-identifier">_</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">DT_INT64</span><span>
</span><a name="line-147"></a><span> </span><a name="local-8214565720323868441"><a href="TensorFlow.Types.html#tensorRefType"><span class="hs-identifier">tensorRefType</span></a></a><span> </span><span class="hs-identifier">_</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">DT_INT64_REF</span><span>
</span><a name="line-148"></a><span> </span><a name="local-8214565720323868442"><a href="TensorFlow.Types.html#tensorVal"><span class="hs-identifier">tensorVal</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">int64Val</span><span>
</span><a name="line-149"></a><span>
</span><a name="line-150"></a><span class="hs-identifier">integral</span><span> </span><span class="hs-glyph">::</span><span> </span><span class="hs-identifier hs-type">Integral</span><span> </span><a href="#local-6989586621679093641"><span class="hs-identifier hs-type">a</span></a><span> </span><span class="hs-glyph">=&gt;</span><span> </span><span class="hs-identifier hs-type">Lens'</span><span> </span><span class="hs-special">[</span><span class="hs-identifier hs-type">Int32</span><span class="hs-special">]</span><span> </span><span class="hs-special">[</span><a href="#local-6989586621679093641"><span class="hs-identifier hs-type">a</span></a><span class="hs-special">]</span><span>
</span><a name="line-151"></a><a name="integral"><a href="TensorFlow.Types.html#integral"><span class="hs-identifier">integral</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">iso</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-var">fmap</span><span> </span><span class="hs-identifier hs-var">fromIntegral</span><span class="hs-special">)</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-var">fmap</span><span> </span><span class="hs-identifier hs-var">fromIntegral</span><span class="hs-special">)</span><span>
</span><a name="line-152"></a><span>
</span><a name="line-153"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#TensorType"><span class="hs-identifier hs-type">TensorType</span></a><span> </span><span class="hs-identifier hs-type">Word8</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-154"></a><span> </span><a name="local-8214565720323868440"><a href="TensorFlow.Types.html#tensorType"><span class="hs-identifier">tensorType</span></a></a><span> </span><span class="hs-identifier">_</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">DT_UINT8</span><span>
</span><a name="line-155"></a><span> </span><a name="local-8214565720323868441"><a href="TensorFlow.Types.html#tensorRefType"><span class="hs-identifier">tensorRefType</span></a></a><span> </span><span class="hs-identifier">_</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">DT_UINT8_REF</span><span>
</span><a name="line-156"></a><span> </span><a name="local-8214565720323868442"><a href="TensorFlow.Types.html#tensorVal"><span class="hs-identifier">tensorVal</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">intVal</span><span> </span><span class="hs-operator hs-var">.</span><span> </span><a href="TensorFlow.Types.html#integral"><span class="hs-identifier hs-var">integral</span></a><span>
</span><a name="line-157"></a><span>
</span><a name="line-158"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#TensorType"><span class="hs-identifier hs-type">TensorType</span></a><span> </span><span class="hs-identifier hs-type">Word16</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-159"></a><span> </span><a name="local-8214565720323868440"><a href="TensorFlow.Types.html#tensorType"><span class="hs-identifier">tensorType</span></a></a><span> </span><span class="hs-identifier">_</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">DT_UINT16</span><span>
</span><a name="line-160"></a><span> </span><a name="local-8214565720323868441"><a href="TensorFlow.Types.html#tensorRefType"><span class="hs-identifier">tensorRefType</span></a></a><span> </span><span class="hs-identifier">_</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">DT_UINT16_REF</span><span>
</span><a name="line-161"></a><span> </span><a name="local-8214565720323868442"><a href="TensorFlow.Types.html#tensorVal"><span class="hs-identifier">tensorVal</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">intVal</span><span> </span><span class="hs-operator hs-var">.</span><span> </span><a href="TensorFlow.Types.html#integral"><span class="hs-identifier hs-var">integral</span></a><span>
</span><a name="line-162"></a><span>
</span><a name="line-163"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#TensorType"><span class="hs-identifier hs-type">TensorType</span></a><span> </span><span class="hs-identifier hs-type">Int16</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-164"></a><span> </span><a name="local-8214565720323868440"><a href="TensorFlow.Types.html#tensorType"><span class="hs-identifier">tensorType</span></a></a><span> </span><span class="hs-identifier">_</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">DT_INT16</span><span>
</span><a name="line-165"></a><span> </span><a name="local-8214565720323868441"><a href="TensorFlow.Types.html#tensorRefType"><span class="hs-identifier">tensorRefType</span></a></a><span> </span><span class="hs-identifier">_</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">DT_INT16_REF</span><span>
</span><a name="line-166"></a><span> </span><a name="local-8214565720323868442"><a href="TensorFlow.Types.html#tensorVal"><span class="hs-identifier">tensorVal</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">intVal</span><span> </span><span class="hs-operator hs-var">.</span><span> </span><a href="TensorFlow.Types.html#integral"><span class="hs-identifier hs-var">integral</span></a><span>
</span><a name="line-167"></a><span>
</span><a name="line-168"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#TensorType"><span class="hs-identifier hs-type">TensorType</span></a><span> </span><span class="hs-identifier hs-type">Int8</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-169"></a><span> </span><a name="local-8214565720323868440"><a href="TensorFlow.Types.html#tensorType"><span class="hs-identifier">tensorType</span></a></a><span> </span><span class="hs-identifier">_</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">DT_INT8</span><span>
</span><a name="line-170"></a><span> </span><a name="local-8214565720323868441"><a href="TensorFlow.Types.html#tensorRefType"><span class="hs-identifier">tensorRefType</span></a></a><span> </span><span class="hs-identifier">_</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">DT_INT8_REF</span><span>
</span><a name="line-171"></a><span> </span><a name="local-8214565720323868442"><a href="TensorFlow.Types.html#tensorVal"><span class="hs-identifier">tensorVal</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">intVal</span><span> </span><span class="hs-operator hs-var">.</span><span> </span><a href="TensorFlow.Types.html#integral"><span class="hs-identifier hs-var">integral</span></a><span>
</span><a name="line-172"></a><span>
</span><a name="line-173"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#TensorType"><span class="hs-identifier hs-type">TensorType</span></a><span> </span><span class="hs-identifier hs-type">ByteString</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-174"></a><span> </span><a name="local-8214565720323868440"><a href="TensorFlow.Types.html#tensorType"><span class="hs-identifier">tensorType</span></a></a><span> </span><span class="hs-identifier">_</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">DT_STRING</span><span>
</span><a name="line-175"></a><span> </span><a name="local-8214565720323868441"><a href="TensorFlow.Types.html#tensorRefType"><span class="hs-identifier">tensorRefType</span></a></a><span> </span><span class="hs-identifier">_</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">DT_STRING_REF</span><span>
</span><a name="line-176"></a><span> </span><a name="local-8214565720323868442"><a href="TensorFlow.Types.html#tensorVal"><span class="hs-identifier">tensorVal</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">stringVal</span><span>
</span><a name="line-177"></a><span>
</span><a name="line-178"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#TensorType"><span class="hs-identifier hs-type">TensorType</span></a><span> </span><span class="hs-identifier hs-type">Bool</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-179"></a><span> </span><a name="local-8214565720323868440"><a href="TensorFlow.Types.html#tensorType"><span class="hs-identifier">tensorType</span></a></a><span> </span><span class="hs-identifier">_</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">DT_BOOL</span><span>
</span><a name="line-180"></a><span> </span><a name="local-8214565720323868441"><a href="TensorFlow.Types.html#tensorRefType"><span class="hs-identifier">tensorRefType</span></a></a><span> </span><span class="hs-identifier">_</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">DT_BOOL_REF</span><span>
</span><a name="line-181"></a><span> </span><a name="local-8214565720323868442"><a href="TensorFlow.Types.html#tensorVal"><span class="hs-identifier">tensorVal</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">boolVal</span><span>
</span><a name="line-182"></a><span>
</span><a name="line-183"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#TensorType"><span class="hs-identifier hs-type">TensorType</span></a><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">Complex</span><span> </span><span class="hs-identifier hs-type">Float</span><span class="hs-special">)</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-184"></a><span> </span><a name="local-8214565720323868440"><a href="TensorFlow.Types.html#tensorType"><span class="hs-identifier">tensorType</span></a></a><span> </span><span class="hs-identifier">_</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">DT_COMPLEX64</span><span>
</span><a name="line-185"></a><span> </span><a name="local-8214565720323868441"><a href="TensorFlow.Types.html#tensorRefType"><span class="hs-identifier">tensorRefType</span></a></a><span> </span><span class="hs-identifier">_</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">DT_COMPLEX64</span><span>
</span><a name="line-186"></a><span> </span><a name="local-8214565720323868442"><a href="TensorFlow.Types.html#tensorVal"><span class="hs-identifier">tensorVal</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">error</span><span> </span><span class="hs-string">&quot;TODO (Complex Float)&quot;</span><span>
</span><a name="line-187"></a><span>
</span><a name="line-188"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#TensorType"><span class="hs-identifier hs-type">TensorType</span></a><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">Complex</span><span> </span><span class="hs-identifier hs-type">Double</span><span class="hs-special">)</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-189"></a><span> </span><a name="local-8214565720323868440"><a href="TensorFlow.Types.html#tensorType"><span class="hs-identifier">tensorType</span></a></a><span> </span><span class="hs-identifier">_</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">DT_COMPLEX128</span><span>
</span><a name="line-190"></a><span> </span><a name="local-8214565720323868441"><a href="TensorFlow.Types.html#tensorRefType"><span class="hs-identifier">tensorRefType</span></a></a><span> </span><span class="hs-identifier">_</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">DT_COMPLEX128</span><span>
</span><a name="line-191"></a><span> </span><a name="local-8214565720323868442"><a href="TensorFlow.Types.html#tensorVal"><span class="hs-identifier">tensorVal</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">error</span><span> </span><span class="hs-string">&quot;TODO (Complex Double)&quot;</span><span>
</span><a name="line-192"></a><span>
</span><a name="line-193"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#TensorType"><span class="hs-identifier hs-type">TensorType</span></a><span> </span><a href="TensorFlow.Types.html#ResourceHandle"><span class="hs-identifier hs-type">ResourceHandle</span></a><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-194"></a><span> </span><a name="local-8214565720323868440"><a href="TensorFlow.Types.html#tensorType"><span class="hs-identifier">tensorType</span></a></a><span> </span><span class="hs-identifier">_</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">DT_RESOURCE</span><span>
</span><a name="line-195"></a><span> </span><a name="local-8214565720323868441"><a href="TensorFlow.Types.html#tensorRefType"><span class="hs-identifier">tensorRefType</span></a></a><span> </span><span class="hs-identifier">_</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">DT_RESOURCE_REF</span><span>
</span><a name="line-196"></a><span> </span><a name="local-8214565720323868442"><a href="TensorFlow.Types.html#tensorVal"><span class="hs-identifier">tensorVal</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">resourceHandleVal</span><span>
</span><a name="line-197"></a><span>
</span><a name="line-198"></a><span class="hs-comment">-- | Tensor data with the correct memory layout for tensorflow.</span><span>
</span><a name="line-199"></a><span class="hs-keyword">newtype</span><span> </span><a name="TensorData"><a href="TensorFlow.Types.html#TensorData"><span class="hs-identifier">TensorData</span></a></a><span> </span><a name="local-6989586621679093632"><a href="#local-6989586621679093632"><span class="hs-identifier">a</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a name="TensorData"><a href="TensorFlow.Types.html#TensorData"><span class="hs-identifier">TensorData</span></a></a><span> </span><span class="hs-special">{</span><span> </span><a name="unTensorData"><a href="TensorFlow.Types.html#unTensorData"><span class="hs-identifier">unTensorData</span></a></a><span> </span><span class="hs-glyph">::</span><span> </span><a href="TensorFlow.Internal.FFI.html#TensorData"><span class="hs-identifier hs-type">FFI</span><span class="hs-operator hs-type">.</span><span class="hs-identifier hs-type">TensorData</span></a><span> </span><span class="hs-special">}</span><span>
</span><a name="line-200"></a><span>
</span><a name="line-201"></a><span class="hs-comment">-- | Types that can be converted to and from 'TensorData'.</span><span>
</span><a name="line-202"></a><span class="hs-comment">--</span><span>
</span><a name="line-203"></a><span class="hs-comment">-- 'S.Vector' is the most efficient to encode/decode for most element types.</span><span>
</span><a name="line-204"></a><span class="hs-keyword">class</span><span> </span><a href="TensorFlow.Types.html#TensorType"><span class="hs-identifier hs-type">TensorType</span></a><span> </span><a href="#local-6989586621679093631"><span class="hs-identifier hs-type">a</span></a><span> </span><span class="hs-glyph">=&gt;</span><span> </span><a name="TensorDataType"><a href="TensorFlow.Types.html#TensorDataType"><span class="hs-identifier">TensorDataType</span></a></a><span> </span><a name="local-6989586621679093630"><a href="#local-6989586621679093630"><span class="hs-identifier">s</span></a></a><span> </span><a name="local-6989586621679093631"><a href="#local-6989586621679093631"><span class="hs-identifier">a</span></a></a><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-205"></a><span> </span><span class="hs-comment">-- | Decode the bytes of a 'TensorData' into an 's'.</span><span>
</span><a name="line-206"></a><span> </span><span class="hs-identifier">decodeTensorData</span><span> </span><span class="hs-glyph">::</span><span> </span><a href="TensorFlow.Types.html#TensorData"><span class="hs-identifier hs-type">TensorData</span></a><span> </span><a href="#local-6989586621679093631"><span class="hs-identifier hs-type">a</span></a><span> </span><span class="hs-glyph">-&gt;</span><span> </span><a href="#local-6989586621679093630"><span class="hs-identifier hs-type">s</span></a><span> </span><a href="#local-6989586621679093631"><span class="hs-identifier hs-type">a</span></a><span>
</span><a name="line-207"></a><span> </span><span class="hs-comment">-- | Encode an 's' into a 'TensorData'.</span><span>
</span><a name="line-208"></a><span> </span><span class="hs-comment">--</span><span>
</span><a name="line-209"></a><span> </span><span class="hs-comment">-- The values should be in row major order, e.g.,</span><span>
</span><a name="line-210"></a><span> </span><span class="hs-comment">--</span><span>
</span><a name="line-211"></a><span> </span><span class="hs-comment">-- element 0: index (0, ..., 0)</span><span>
</span><a name="line-212"></a><span> </span><span class="hs-comment">-- element 1: index (0, ..., 1)</span><span>
</span><a name="line-213"></a><span> </span><span class="hs-comment">-- ...</span><span>
</span><a name="line-214"></a><span> </span><span class="hs-identifier">encodeTensorData</span><span> </span><span class="hs-glyph">::</span><span> </span><a href="TensorFlow.Types.html#Shape"><span class="hs-identifier hs-type">Shape</span></a><span> </span><span class="hs-glyph">-&gt;</span><span> </span><a href="#local-6989586621679093630"><span class="hs-identifier hs-type">s</span></a><span> </span><a href="#local-6989586621679093631"><span class="hs-identifier hs-type">a</span></a><span> </span><span class="hs-glyph">-&gt;</span><span> </span><a href="TensorFlow.Types.html#TensorData"><span class="hs-identifier hs-type">TensorData</span></a><span> </span><a href="#local-6989586621679093631"><span class="hs-identifier hs-type">a</span></a><span>
</span><a name="line-215"></a><span>
</span><a name="line-216"></a><span class="hs-comment">-- All types, besides ByteString and Bool, are encoded as simple arrays and we</span><span>
</span><a name="line-217"></a><span class="hs-comment">-- can use Vector.Storable to encode/decode by type casting pointers.</span><span>
</span><a name="line-218"></a><span>
</span><a name="line-219"></a><span class="hs-comment">-- TODO(fmayle): Assert that the data type matches the return type.</span><span>
</span><a name="line-220"></a><span class="hs-identifier">simpleDecode</span><span> </span><span class="hs-glyph">::</span><span> </span><span class="hs-identifier hs-type">Storable</span><span> </span><a href="#local-6989586621679093640"><span class="hs-identifier hs-type">a</span></a><span> </span><span class="hs-glyph">=&gt;</span><span> </span><a href="TensorFlow.Types.html#TensorData"><span class="hs-identifier hs-type">TensorData</span></a><span> </span><a href="#local-6989586621679093640"><span class="hs-identifier hs-type">a</span></a><span> </span><span class="hs-glyph">-&gt;</span><span> </span><span class="hs-identifier hs-type">S</span><span class="hs-operator hs-type">.</span><span class="hs-identifier hs-type">Vector</span><span> </span><a href="#local-6989586621679093640"><span class="hs-identifier hs-type">a</span></a><span>
</span><a name="line-221"></a><a name="simpleDecode"><a href="TensorFlow.Types.html#simpleDecode"><span class="hs-identifier">simpleDecode</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">S</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">unsafeCast</span><span> </span><span class="hs-operator hs-var">.</span><span> </span><span class="hs-identifier">FFI</span><span class="hs-operator">.</span><span class="hs-identifier">tensorDataBytes</span><span> </span><span class="hs-operator hs-var">.</span><span> </span><span class="hs-identifier">unTensorData</span><span>
</span><a name="line-222"></a><span>
</span><a name="line-223"></a><span class="hs-identifier">simpleEncode</span><span> </span><span class="hs-glyph">::</span><span> </span><span class="hs-keyword">forall</span><span> </span><a name="local-6989586621679093639"><a href="#local-6989586621679093639"><span class="hs-identifier">a</span></a></a><span> </span><span class="hs-operator">.</span><span> </span><span class="hs-special">(</span><a href="TensorFlow.Types.html#TensorType"><span class="hs-identifier hs-type">TensorType</span></a><span> </span><a href="#local-6989586621679093639"><span class="hs-identifier hs-type">a</span></a><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-type">Storable</span><span> </span><a href="#local-6989586621679093639"><span class="hs-identifier hs-type">a</span></a><span class="hs-special">)</span><span>
</span><a name="line-224"></a><span> </span><span class="hs-glyph">=&gt;</span><span> </span><a href="TensorFlow.Types.html#Shape"><span class="hs-identifier hs-type">Shape</span></a><span> </span><span class="hs-glyph">-&gt;</span><span> </span><span class="hs-identifier hs-type">S</span><span class="hs-operator hs-type">.</span><span class="hs-identifier hs-type">Vector</span><span> </span><a href="#local-6989586621679093639"><span class="hs-identifier hs-type">a</span></a><span> </span><span class="hs-glyph">-&gt;</span><span> </span><a href="TensorFlow.Types.html#TensorData"><span class="hs-identifier hs-type">TensorData</span></a><span> </span><a href="#local-6989586621679093639"><span class="hs-identifier hs-type">a</span></a><span>
</span><a name="line-225"></a><a name="simpleEncode"><a href="TensorFlow.Types.html#simpleEncode"><span class="hs-identifier">simpleEncode</span></a></a><span> </span><span class="hs-special">(</span><a href="TensorFlow.Types.html#Shape"><span class="hs-identifier hs-var">Shape</span></a><span> </span><a name="local-6989586621679093642"><a href="#local-6989586621679093642"><span class="hs-identifier">xs</span></a></a><span class="hs-special">)</span><span> </span><a name="local-6989586621679093643"><a href="#local-6989586621679093643"><span class="hs-identifier">v</span></a></a><span> </span><span class="hs-glyph">=</span><span>
</span><a name="line-226"></a><span> </span><span class="hs-keyword">if</span><span> </span><span class="hs-identifier hs-var">product</span><span> </span><a href="#local-6989586621679093642"><span class="hs-identifier hs-var">xs</span></a><span> </span><span class="hs-operator hs-var">/=</span><span> </span><span class="hs-identifier hs-var">fromIntegral</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-var">S</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">length</span><span> </span><a href="#local-6989586621679093643"><span class="hs-identifier hs-var">v</span></a><span class="hs-special">)</span><span>
</span><a name="line-227"></a><span> </span><span class="hs-keyword">then</span><span> </span><span class="hs-identifier hs-var">error</span><span> </span><span class="hs-operator hs-var">$</span><span> </span><span class="hs-identifier hs-var">printf</span><span>
</span><a name="line-228"></a><span> </span><span class="hs-string">&quot;simpleEncode: bad vector length for shape %v: expected=%d got=%d&quot;</span><span>
</span><a name="line-229"></a><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-var">show</span><span> </span><a href="#local-6989586621679093642"><span class="hs-identifier hs-var">xs</span></a><span class="hs-special">)</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-var">product</span><span> </span><a href="#local-6989586621679093642"><span class="hs-identifier hs-var">xs</span></a><span class="hs-special">)</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-var">S</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">length</span><span> </span><a href="#local-6989586621679093643"><span class="hs-identifier hs-var">v</span></a><span class="hs-special">)</span><span>
</span><a name="line-230"></a><span> </span><span class="hs-keyword">else</span><span> </span><a href="TensorFlow.Types.html#TensorData"><span class="hs-identifier hs-var">TensorData</span></a><span> </span><span class="hs-special">(</span><a href="TensorFlow.Internal.FFI.html#TensorData"><span class="hs-identifier hs-var">FFI</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">TensorData</span></a><span> </span><a href="#local-6989586621679093642"><span class="hs-identifier hs-var">xs</span></a><span> </span><a href="#local-6989586621679093644"><span class="hs-identifier hs-var">dt</span></a><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-var">S</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">unsafeCast</span><span> </span><a href="#local-6989586621679093643"><span class="hs-identifier hs-var">v</span></a><span class="hs-special">)</span><span class="hs-special">)</span><span>
</span><a name="line-231"></a><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-232"></a><span> </span><a name="local-6989586621679093644"><a href="#local-6989586621679093644"><span class="hs-identifier">dt</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Types.html#tensorType"><span class="hs-identifier hs-var">tensorType</span></a><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-var">undefined</span><span> </span><span class="hs-glyph">::</span><span> </span><a href="#local-6989586621679093639"><span class="hs-identifier hs-type">a</span></a><span class="hs-special">)</span><span>
</span><a name="line-233"></a><span>
</span><a name="line-234"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#TensorDataType"><span class="hs-identifier hs-type">TensorDataType</span></a><span> </span><span class="hs-identifier hs-type">S</span><span class="hs-operator hs-type">.</span><span class="hs-identifier hs-type">Vector</span><span> </span><span class="hs-identifier hs-type">Float</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-235"></a><span> </span><a name="local-8214565720323868434"><a href="TensorFlow.Types.html#decodeTensorData"><span class="hs-identifier">decodeTensorData</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Types.html#simpleDecode"><span class="hs-identifier hs-var">simpleDecode</span></a><span>
</span><a name="line-236"></a><span> </span><a name="local-8214565720323868435"><a href="TensorFlow.Types.html#encodeTensorData"><span class="hs-identifier">encodeTensorData</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Types.html#simpleEncode"><span class="hs-identifier hs-var">simpleEncode</span></a><span>
</span><a name="line-237"></a><span>
</span><a name="line-238"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#TensorDataType"><span class="hs-identifier hs-type">TensorDataType</span></a><span> </span><span class="hs-identifier hs-type">S</span><span class="hs-operator hs-type">.</span><span class="hs-identifier hs-type">Vector</span><span> </span><span class="hs-identifier hs-type">Double</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-239"></a><span> </span><a name="local-8214565720323868434"><a href="TensorFlow.Types.html#decodeTensorData"><span class="hs-identifier">decodeTensorData</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Types.html#simpleDecode"><span class="hs-identifier hs-var">simpleDecode</span></a><span>
</span><a name="line-240"></a><span> </span><a name="local-8214565720323868435"><a href="TensorFlow.Types.html#encodeTensorData"><span class="hs-identifier">encodeTensorData</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Types.html#simpleEncode"><span class="hs-identifier hs-var">simpleEncode</span></a><span>
</span><a name="line-241"></a><span>
</span><a name="line-242"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#TensorDataType"><span class="hs-identifier hs-type">TensorDataType</span></a><span> </span><span class="hs-identifier hs-type">S</span><span class="hs-operator hs-type">.</span><span class="hs-identifier hs-type">Vector</span><span> </span><span class="hs-identifier hs-type">Int8</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-243"></a><span> </span><a name="local-8214565720323868434"><a href="TensorFlow.Types.html#decodeTensorData"><span class="hs-identifier">decodeTensorData</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Types.html#simpleDecode"><span class="hs-identifier hs-var">simpleDecode</span></a><span>
</span><a name="line-244"></a><span> </span><a name="local-8214565720323868435"><a href="TensorFlow.Types.html#encodeTensorData"><span class="hs-identifier">encodeTensorData</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Types.html#simpleEncode"><span class="hs-identifier hs-var">simpleEncode</span></a><span>
</span><a name="line-245"></a><span>
</span><a name="line-246"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#TensorDataType"><span class="hs-identifier hs-type">TensorDataType</span></a><span> </span><span class="hs-identifier hs-type">S</span><span class="hs-operator hs-type">.</span><span class="hs-identifier hs-type">Vector</span><span> </span><span class="hs-identifier hs-type">Int16</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-247"></a><span> </span><a name="local-8214565720323868434"><a href="TensorFlow.Types.html#decodeTensorData"><span class="hs-identifier">decodeTensorData</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Types.html#simpleDecode"><span class="hs-identifier hs-var">simpleDecode</span></a><span>
</span><a name="line-248"></a><span> </span><a name="local-8214565720323868435"><a href="TensorFlow.Types.html#encodeTensorData"><span class="hs-identifier">encodeTensorData</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Types.html#simpleEncode"><span class="hs-identifier hs-var">simpleEncode</span></a><span>
</span><a name="line-249"></a><span>
</span><a name="line-250"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#TensorDataType"><span class="hs-identifier hs-type">TensorDataType</span></a><span> </span><span class="hs-identifier hs-type">S</span><span class="hs-operator hs-type">.</span><span class="hs-identifier hs-type">Vector</span><span> </span><span class="hs-identifier hs-type">Int32</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-251"></a><span> </span><a name="local-8214565720323868434"><a href="TensorFlow.Types.html#decodeTensorData"><span class="hs-identifier">decodeTensorData</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Types.html#simpleDecode"><span class="hs-identifier hs-var">simpleDecode</span></a><span>
</span><a name="line-252"></a><span> </span><a name="local-8214565720323868435"><a href="TensorFlow.Types.html#encodeTensorData"><span class="hs-identifier">encodeTensorData</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Types.html#simpleEncode"><span class="hs-identifier hs-var">simpleEncode</span></a><span>
</span><a name="line-253"></a><span>
</span><a name="line-254"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#TensorDataType"><span class="hs-identifier hs-type">TensorDataType</span></a><span> </span><span class="hs-identifier hs-type">S</span><span class="hs-operator hs-type">.</span><span class="hs-identifier hs-type">Vector</span><span> </span><span class="hs-identifier hs-type">Int64</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-255"></a><span> </span><a name="local-8214565720323868434"><a href="TensorFlow.Types.html#decodeTensorData"><span class="hs-identifier">decodeTensorData</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Types.html#simpleDecode"><span class="hs-identifier hs-var">simpleDecode</span></a><span>
</span><a name="line-256"></a><span> </span><a name="local-8214565720323868435"><a href="TensorFlow.Types.html#encodeTensorData"><span class="hs-identifier">encodeTensorData</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Types.html#simpleEncode"><span class="hs-identifier hs-var">simpleEncode</span></a><span>
</span><a name="line-257"></a><span>
</span><a name="line-258"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#TensorDataType"><span class="hs-identifier hs-type">TensorDataType</span></a><span> </span><span class="hs-identifier hs-type">S</span><span class="hs-operator hs-type">.</span><span class="hs-identifier hs-type">Vector</span><span> </span><span class="hs-identifier hs-type">Word8</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-259"></a><span> </span><a name="local-8214565720323868434"><a href="TensorFlow.Types.html#decodeTensorData"><span class="hs-identifier">decodeTensorData</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Types.html#simpleDecode"><span class="hs-identifier hs-var">simpleDecode</span></a><span>
</span><a name="line-260"></a><span> </span><a name="local-8214565720323868435"><a href="TensorFlow.Types.html#encodeTensorData"><span class="hs-identifier">encodeTensorData</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Types.html#simpleEncode"><span class="hs-identifier hs-var">simpleEncode</span></a><span>
</span><a name="line-261"></a><span>
</span><a name="line-262"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#TensorDataType"><span class="hs-identifier hs-type">TensorDataType</span></a><span> </span><span class="hs-identifier hs-type">S</span><span class="hs-operator hs-type">.</span><span class="hs-identifier hs-type">Vector</span><span> </span><span class="hs-identifier hs-type">Word16</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-263"></a><span> </span><a name="local-8214565720323868434"><a href="TensorFlow.Types.html#decodeTensorData"><span class="hs-identifier">decodeTensorData</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Types.html#simpleDecode"><span class="hs-identifier hs-var">simpleDecode</span></a><span>
</span><a name="line-264"></a><span> </span><a name="local-8214565720323868435"><a href="TensorFlow.Types.html#encodeTensorData"><span class="hs-identifier">encodeTensorData</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Types.html#simpleEncode"><span class="hs-identifier hs-var">simpleEncode</span></a><span>
</span><a name="line-265"></a><span>
</span><a name="line-266"></a><span class="hs-comment">-- TODO: Haskell and tensorflow use different byte sizes for bools, which makes</span><span>
</span><a name="line-267"></a><span class="hs-comment">-- encoding more expensive. It may make sense to define a custom boolean type.</span><span>
</span><a name="line-268"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#TensorDataType"><span class="hs-identifier hs-type">TensorDataType</span></a><span> </span><span class="hs-identifier hs-type">S</span><span class="hs-operator hs-type">.</span><span class="hs-identifier hs-type">Vector</span><span> </span><span class="hs-identifier hs-type">Bool</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-269"></a><span> </span><a name="local-8214565720323868434"><a href="TensorFlow.Types.html#decodeTensorData"><span class="hs-identifier">decodeTensorData</span></a></a><span> </span><span class="hs-glyph">=</span><span>
</span><a name="line-270"></a><span> </span><span class="hs-identifier hs-var">S</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">convert</span><span> </span><span class="hs-operator hs-var">.</span><span> </span><span class="hs-identifier hs-var">S</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">map</span><span> </span><span class="hs-special">(</span><span class="hs-operator hs-var">/=</span><span> </span><span class="hs-number">0</span><span class="hs-special">)</span><span> </span><span class="hs-operator hs-var">.</span><span> </span><span class="hs-identifier">FFI</span><span class="hs-operator">.</span><span class="hs-identifier">tensorDataBytes</span><span> </span><span class="hs-operator hs-var">.</span><span> </span><span class="hs-identifier">unTensorData</span><span>
</span><a name="line-271"></a><span> </span><a name="local-8214565720323868435"><a href="TensorFlow.Types.html#encodeTensorData"><span class="hs-identifier">encodeTensorData</span></a></a><span> </span><span class="hs-special">(</span><a href="TensorFlow.Types.html#Shape"><span class="hs-identifier hs-var">Shape</span></a><span> </span><a name="local-6989586621679094104"><a href="#local-6989586621679094104"><span class="hs-identifier">xs</span></a></a><span class="hs-special">)</span><span> </span><span class="hs-glyph">=</span><span>
</span><a name="line-272"></a><span> </span><a href="TensorFlow.Types.html#TensorData"><span class="hs-identifier hs-var">TensorData</span></a><span> </span><span class="hs-operator hs-var">.</span><span> </span><a href="TensorFlow.Internal.FFI.html#TensorData"><span class="hs-identifier hs-var">FFI</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">TensorData</span></a><span> </span><a href="#local-6989586621679094104"><span class="hs-identifier hs-var">xs</span></a><span> </span><span class="hs-identifier hs-var">DT_BOOL</span><span> </span><span class="hs-operator hs-var">.</span><span> </span><span class="hs-identifier hs-var">S</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">map</span><span> </span><a href="#local-6989586621679094105"><span class="hs-identifier hs-var">fromBool</span></a><span> </span><span class="hs-operator hs-var">.</span><span> </span><span class="hs-identifier hs-var">S</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">convert</span><span>
</span><a name="line-273"></a><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-274"></a><span> </span><a name="local-6989586621679094105"><a href="#local-6989586621679094105"><span class="hs-identifier">fromBool</span></a></a><span> </span><a name="local-6989586621679094106"><a href="#local-6989586621679094106"><span class="hs-identifier">x</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-keyword">if</span><span> </span><a href="#local-6989586621679094106"><span class="hs-identifier hs-var">x</span></a><span> </span><span class="hs-keyword">then</span><span> </span><span class="hs-number">1</span><span> </span><span class="hs-keyword">else</span><span> </span><span class="hs-number">0</span><span> </span><span class="hs-glyph">::</span><span> </span><span class="hs-identifier hs-type">Word8</span><span>
</span><a name="line-275"></a><span>
</span><a name="line-276"></a><span class="hs-keyword">instance</span><span> </span><span class="hs-pragma">{-# OVERLAPPABLE #-}</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">Storable</span><span> </span><a href="#local-6989586621679094102"><span class="hs-identifier hs-type">a</span></a><span class="hs-special">,</span><span> </span><a href="TensorFlow.Types.html#TensorDataType"><span class="hs-identifier hs-type">TensorDataType</span></a><span> </span><span class="hs-identifier hs-type">S</span><span class="hs-operator hs-type">.</span><span class="hs-identifier hs-type">Vector</span><span> </span><a href="#local-6989586621679094102"><span class="hs-identifier hs-type">a</span></a><span class="hs-special">,</span><span> </span><a href="TensorFlow.Types.html#TensorType"><span class="hs-identifier hs-type">TensorType</span></a><span> </span><a href="#local-6989586621679094102"><span class="hs-identifier hs-type">a</span></a><span class="hs-special">)</span><span>
</span><a name="line-277"></a><span> </span><span class="hs-glyph">=&gt;</span><span> </span><a href="TensorFlow.Types.html#TensorDataType"><span class="hs-identifier hs-type">TensorDataType</span></a><span> </span><span class="hs-identifier hs-type">V</span><span class="hs-operator hs-type">.</span><span class="hs-identifier hs-type">Vector</span><span> </span><a href="#local-6989586621679094102"><span class="hs-identifier hs-type">a</span></a><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-278"></a><span> </span><a name="local-8214565720323868434"><a href="TensorFlow.Types.html#decodeTensorData"><span class="hs-identifier">decodeTensorData</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-var">S</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">convert</span><span> </span><span class="hs-glyph">::</span><span> </span><span class="hs-identifier hs-type">S</span><span class="hs-operator hs-type">.</span><span class="hs-identifier hs-type">Vector</span><span> </span><a href="#local-6989586621679094102"><span class="hs-identifier hs-type">a</span></a><span> </span><span class="hs-glyph">-&gt;</span><span> </span><span class="hs-identifier hs-type">V</span><span class="hs-operator hs-type">.</span><span class="hs-identifier hs-type">Vector</span><span> </span><a href="#local-6989586621679094102"><span class="hs-identifier hs-type">a</span></a><span class="hs-special">)</span><span> </span><span class="hs-operator hs-var">.</span><span> </span><a href="TensorFlow.Types.html#decodeTensorData"><span class="hs-identifier hs-var">decodeTensorData</span></a><span>
</span><a name="line-279"></a><span> </span><a name="local-8214565720323868435"><a href="TensorFlow.Types.html#encodeTensorData"><span class="hs-identifier">encodeTensorData</span></a></a><span> </span><a name="local-6989586621679094103"><a href="#local-6989586621679094103"><span class="hs-identifier">x</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Types.html#encodeTensorData"><span class="hs-identifier hs-var">encodeTensorData</span></a><span> </span><a href="#local-6989586621679094103"><span class="hs-identifier hs-var">x</span></a><span> </span><span class="hs-operator hs-var">.</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-var">S</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">convert</span><span> </span><span class="hs-glyph">::</span><span> </span><span class="hs-identifier hs-type">V</span><span class="hs-operator hs-type">.</span><span class="hs-identifier hs-type">Vector</span><span> </span><a href="#local-6989586621679094102"><span class="hs-identifier hs-type">a</span></a><span> </span><span class="hs-glyph">-&gt;</span><span> </span><span class="hs-identifier hs-type">S</span><span class="hs-operator hs-type">.</span><span class="hs-identifier hs-type">Vector</span><span> </span><a href="#local-6989586621679094102"><span class="hs-identifier hs-type">a</span></a><span class="hs-special">)</span><span>
</span><a name="line-280"></a><span>
</span><a name="line-281"></a><span class="hs-keyword">instance</span><span> </span><span class="hs-pragma">{-# OVERLAPPING #-}</span><span> </span><a href="TensorFlow.Types.html#TensorDataType"><span class="hs-identifier hs-type">TensorDataType</span></a><span> </span><span class="hs-identifier hs-type">V</span><span class="hs-operator hs-type">.</span><span class="hs-identifier hs-type">Vector</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">Complex</span><span> </span><span class="hs-identifier hs-type">Float</span><span class="hs-special">)</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-282"></a><span> </span><a name="local-8214565720323868434"><a href="TensorFlow.Types.html#decodeTensorData"><span class="hs-identifier">decodeTensorData</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">error</span><span> </span><span class="hs-string">&quot;TODO (Complex Float)&quot;</span><span>
</span><a name="line-283"></a><span> </span><a name="local-8214565720323868435"><a href="TensorFlow.Types.html#encodeTensorData"><span class="hs-identifier">encodeTensorData</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">error</span><span> </span><span class="hs-string">&quot;TODO (Complex Float)&quot;</span><span>
</span><a name="line-284"></a><span>
</span><a name="line-285"></a><span class="hs-keyword">instance</span><span> </span><span class="hs-pragma">{-# OVERLAPPING #-}</span><span> </span><a href="TensorFlow.Types.html#TensorDataType"><span class="hs-identifier hs-type">TensorDataType</span></a><span> </span><span class="hs-identifier hs-type">V</span><span class="hs-operator hs-type">.</span><span class="hs-identifier hs-type">Vector</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">Complex</span><span> </span><span class="hs-identifier hs-type">Double</span><span class="hs-special">)</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-286"></a><span> </span><a name="local-8214565720323868434"><a href="TensorFlow.Types.html#decodeTensorData"><span class="hs-identifier">decodeTensorData</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">error</span><span> </span><span class="hs-string">&quot;TODO (Complex Double)&quot;</span><span>
</span><a name="line-287"></a><span> </span><a name="local-8214565720323868435"><a href="TensorFlow.Types.html#encodeTensorData"><span class="hs-identifier">encodeTensorData</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">error</span><span> </span><span class="hs-string">&quot;TODO (Complex Double)&quot;</span><span>
</span><a name="line-288"></a><span>
</span><a name="line-289"></a><span class="hs-keyword">instance</span><span> </span><span class="hs-pragma">{-# OVERLAPPING #-}</span><span> </span><a href="TensorFlow.Types.html#TensorDataType"><span class="hs-identifier hs-type">TensorDataType</span></a><span> </span><span class="hs-identifier hs-type">V</span><span class="hs-operator hs-type">.</span><span class="hs-identifier hs-type">Vector</span><span> </span><span class="hs-identifier hs-type">ByteString</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-290"></a><span> </span><span class="hs-comment">-- Encoded data layout (described in third_party/tensorflow/c/c_api.h):</span><span>
</span><a name="line-291"></a><span> </span><span class="hs-comment">-- table offsets for each element :: [Word64]</span><span>
</span><a name="line-292"></a><span> </span><span class="hs-comment">-- at each element offset:</span><span>
</span><a name="line-293"></a><span> </span><span class="hs-comment">-- string length :: VarInt64</span><span>
</span><a name="line-294"></a><span> </span><span class="hs-comment">-- string data :: [Word8]</span><span>
</span><a name="line-295"></a><span> </span><a name="local-8214565720323868434"><a href="TensorFlow.Types.html#decodeTensorData"><span class="hs-identifier">decodeTensorData</span></a></a><span> </span><a name="local-6989586621679093744"><a href="#local-6989586621679093744"><span class="hs-identifier">tensorData</span></a></a><span> </span><span class="hs-glyph">=</span><span>
</span><a name="line-296"></a><span> </span><span class="hs-identifier hs-var">either</span><span> </span><span class="hs-special">(</span><span class="hs-glyph">\</span><a name="local-6989586621679093754"><a href="#local-6989586621679093754"><span class="hs-identifier">err</span></a></a><span> </span><span class="hs-glyph">-&gt;</span><span> </span><span class="hs-identifier hs-var">error</span><span> </span><span class="hs-operator hs-var">$</span><span> </span><span class="hs-string">&quot;Malformed TF_STRING tensor; &quot;</span><span> </span><span class="hs-operator hs-var">++</span><span> </span><a href="#local-6989586621679093754"><span class="hs-identifier hs-var">err</span></a><span class="hs-special">)</span><span> </span><span class="hs-identifier hs-var">id</span><span> </span><span class="hs-operator hs-var">$</span><span>
</span><a name="line-297"></a><span> </span><span class="hs-keyword">if</span><span> </span><a href="#local-6989586621679093745"><span class="hs-identifier hs-var">expected</span></a><span> </span><span class="hs-operator hs-var">/=</span><span> </span><a href="#local-6989586621679093746"><span class="hs-identifier hs-var">count</span></a><span>
</span><a name="line-298"></a><span> </span><span class="hs-keyword">then</span><span> </span><span class="hs-identifier hs-var">Left</span><span> </span><span class="hs-operator hs-var">$</span><span> </span><span class="hs-string">&quot;decodeTensorData for ByteString count mismatch &quot;</span><span> </span><span class="hs-operator hs-var">++</span><span>
</span><a name="line-299"></a><span> </span><span class="hs-identifier hs-var">show</span><span> </span><span class="hs-special">(</span><a href="#local-6989586621679093745"><span class="hs-identifier hs-var">expected</span></a><span class="hs-special">,</span><span> </span><a href="#local-6989586621679093746"><span class="hs-identifier hs-var">count</span></a><span class="hs-special">)</span><span>
</span><a name="line-300"></a><span> </span><span class="hs-keyword">else</span><span> </span><span class="hs-identifier hs-var">V</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">mapM</span><span> </span><a href="#local-6989586621679093750"><span class="hs-identifier hs-var">decodeString</span></a><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-var">S</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">convert</span><span> </span><a href="#local-6989586621679093748"><span class="hs-identifier hs-var">offsets</span></a><span class="hs-special">)</span><span>
</span><a name="line-301"></a><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-302"></a><span> </span><a name="local-6989586621679093745"><a href="#local-6989586621679093745"><span class="hs-identifier">expected</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">S</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">length</span><span> </span><a href="#local-6989586621679093748"><span class="hs-identifier hs-var">offsets</span></a><span>
</span><a name="line-303"></a><span> </span><a name="local-6989586621679093746"><a href="#local-6989586621679093746"><span class="hs-identifier">count</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">fromIntegral</span><span> </span><span class="hs-operator hs-var">$</span><span> </span><span class="hs-identifier hs-var">product</span><span> </span><span class="hs-operator hs-var">$</span><span> </span><span class="hs-identifier">FFI</span><span class="hs-operator">.</span><span class="hs-identifier">tensorDataDimensions</span><span>
</span><a name="line-304"></a><span> </span><span class="hs-operator hs-var">$</span><span> </span><span class="hs-identifier">unTensorData</span><span> </span><a href="#local-6989586621679093744"><span class="hs-identifier hs-var">tensorData</span></a><span>
</span><a name="line-305"></a><span> </span><a name="local-6989586621679093747"><a href="#local-6989586621679093747"><span class="hs-identifier">bytes</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier">FFI</span><span class="hs-operator">.</span><span class="hs-identifier">tensorDataBytes</span><span> </span><span class="hs-operator hs-var">$</span><span> </span><span class="hs-identifier">unTensorData</span><span> </span><a href="#local-6989586621679093744"><span class="hs-identifier hs-var">tensorData</span></a><span>
</span><a name="line-306"></a><span> </span><a name="local-6989586621679093748"><a href="#local-6989586621679093748"><span class="hs-identifier">offsets</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">S</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">take</span><span> </span><a href="#local-6989586621679093746"><span class="hs-identifier hs-var">count</span></a><span> </span><span class="hs-operator hs-var">$</span><span> </span><span class="hs-identifier hs-var">S</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">unsafeCast</span><span> </span><a href="#local-6989586621679093747"><span class="hs-identifier hs-var">bytes</span></a><span> </span><span class="hs-glyph">::</span><span> </span><span class="hs-identifier hs-type">S</span><span class="hs-operator hs-type">.</span><span class="hs-identifier hs-type">Vector</span><span> </span><span class="hs-identifier hs-type">Word64</span><span>
</span><a name="line-307"></a><span> </span><a name="local-6989586621679093749"><a href="#local-6989586621679093749"><span class="hs-identifier">dataBytes</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">B</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">pack</span><span> </span><span class="hs-operator hs-var">$</span><span> </span><span class="hs-identifier hs-var">S</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">toList</span><span> </span><span class="hs-operator hs-var">$</span><span> </span><span class="hs-identifier hs-var">S</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">drop</span><span> </span><span class="hs-special">(</span><a href="#local-6989586621679093746"><span class="hs-identifier hs-var">count</span></a><span> </span><span class="hs-operator hs-var">*</span><span> </span><span class="hs-number">8</span><span class="hs-special">)</span><span> </span><a href="#local-6989586621679093747"><span class="hs-identifier hs-var">bytes</span></a><span>
</span><a name="line-308"></a><span> </span><span class="hs-identifier">decodeString</span><span> </span><span class="hs-glyph">::</span><span> </span><span class="hs-identifier hs-type">Word64</span><span> </span><span class="hs-glyph">-&gt;</span><span> </span><span class="hs-identifier hs-type">Either</span><span> </span><span class="hs-identifier hs-type">String</span><span> </span><span class="hs-identifier hs-type">ByteString</span><span>
</span><a name="line-309"></a><span> </span><a name="local-6989586621679093750"><a href="#local-6989586621679093750"><span class="hs-identifier">decodeString</span></a></a><span> </span><a name="local-6989586621679093752"><a href="#local-6989586621679093752"><span class="hs-identifier">offset</span></a></a><span> </span><span class="hs-glyph">=</span><span>
</span><a name="line-310"></a><span> </span><span class="hs-keyword">let</span><span> </span><a name="local-6989586621679093753"><a href="#local-6989586621679093753"><span class="hs-identifier">stringDataStart</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">B</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">drop</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-var">fromIntegral</span><span> </span><a href="#local-6989586621679093752"><span class="hs-identifier hs-var">offset</span></a><span class="hs-special">)</span><span> </span><a href="#local-6989586621679093749"><span class="hs-identifier hs-var">dataBytes</span></a><span>
</span><a name="line-311"></a><span> </span><span class="hs-keyword">in</span><span> </span><span class="hs-identifier hs-var">Atto</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">eitherResult</span><span> </span><span class="hs-operator hs-var">$</span><span> </span><span class="hs-identifier hs-var">Atto</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">parse</span><span> </span><a href="#local-6989586621679093751"><span class="hs-identifier hs-var">stringParser</span></a><span> </span><a href="#local-6989586621679093753"><span class="hs-identifier hs-var">stringDataStart</span></a><span>
</span><a name="line-312"></a><span> </span><span class="hs-identifier">stringParser</span><span> </span><span class="hs-glyph">::</span><span> </span><span class="hs-identifier hs-type">Atto</span><span class="hs-operator hs-type">.</span><span class="hs-identifier hs-type">Parser</span><span> </span><span class="hs-identifier hs-type">ByteString</span><span>
</span><a name="line-313"></a><span> </span><a name="local-6989586621679093751"><a href="#local-6989586621679093751"><span class="hs-identifier">stringParser</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Internal.VarInt.html#getVarInt"><span class="hs-identifier hs-var">getVarInt</span></a><span> </span><span class="hs-operator hs-var">&gt;&gt;=</span><span> </span><span class="hs-identifier hs-var">Atto</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">take</span><span> </span><span class="hs-operator hs-var">.</span><span> </span><span class="hs-identifier hs-var">fromIntegral</span><span>
</span><a name="line-314"></a><span> </span><a name="local-8214565720323868435"><a href="TensorFlow.Types.html#encodeTensorData"><span class="hs-identifier">encodeTensorData</span></a></a><span> </span><span class="hs-special">(</span><a href="TensorFlow.Types.html#Shape"><span class="hs-identifier hs-var">Shape</span></a><span> </span><a name="local-6989586621679094087"><a href="#local-6989586621679094087"><span class="hs-identifier">xs</span></a></a><span class="hs-special">)</span><span> </span><a name="local-6989586621679094088"><a href="#local-6989586621679094088"><span class="hs-identifier">vec</span></a></a><span> </span><span class="hs-glyph">=</span><span>
</span><a name="line-315"></a><span> </span><a href="TensorFlow.Types.html#TensorData"><span class="hs-identifier hs-var">TensorData</span></a><span> </span><span class="hs-operator hs-var">$</span><span> </span><a href="TensorFlow.Internal.FFI.html#TensorData"><span class="hs-identifier hs-var">FFI</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">TensorData</span></a><span> </span><a href="#local-6989586621679094087"><span class="hs-identifier hs-var">xs</span></a><span> </span><a href="#local-6989586621679094089"><span class="hs-identifier hs-var">dt</span></a><span> </span><a href="#local-6989586621679094094"><span class="hs-identifier hs-var">byteVector</span></a><span>
</span><a name="line-316"></a><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-317"></a><span> </span><a name="local-6989586621679094089"><a href="#local-6989586621679094089"><span class="hs-identifier">dt</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Types.html#tensorType"><span class="hs-identifier hs-var">tensorType</span></a><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-var">undefined</span><span> </span><span class="hs-glyph">::</span><span> </span><span class="hs-identifier hs-type">ByteString</span><span class="hs-special">)</span><span>
</span><a name="line-318"></a><span> </span><span class="hs-comment">-- Add a string to an offset table and data blob.</span><span>
</span><a name="line-319"></a><span> </span><span class="hs-identifier">addString</span><span> </span><span class="hs-glyph">::</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">Builder</span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-type">Builder</span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-type">Word64</span><span class="hs-special">)</span><span>
</span><a name="line-320"></a><span> </span><span class="hs-glyph">-&gt;</span><span> </span><span class="hs-identifier hs-type">ByteString</span><span>
</span><a name="line-321"></a><span> </span><span class="hs-glyph">-&gt;</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">Builder</span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-type">Builder</span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-type">Word64</span><span class="hs-special">)</span><span>
</span><a name="line-322"></a><span> </span><a name="local-6989586621679094090"><a href="#local-6989586621679094090"><span class="hs-identifier">addString</span></a></a><span> </span><span class="hs-special">(</span><a name="local-6989586621679094095"><a href="#local-6989586621679094095"><span class="hs-identifier">table</span></a></a><span class="hs-special">,</span><span> </span><a name="local-6989586621679094096"><a href="#local-6989586621679094096"><span class="hs-identifier">strings</span></a></a><span class="hs-special">,</span><span> </span><a name="local-6989586621679094097"><a href="#local-6989586621679094097"><span class="hs-identifier">offset</span></a></a><span class="hs-special">)</span><span> </span><a name="local-6989586621679094098"><a href="#local-6989586621679094098"><span class="hs-identifier">str</span></a></a><span> </span><span class="hs-glyph">=</span><span>
</span><a name="line-323"></a><span> </span><span class="hs-special">(</span><span> </span><a href="#local-6989586621679094095"><span class="hs-identifier hs-var">table</span></a><span> </span><span class="hs-operator hs-var">&lt;&gt;</span><span> </span><span class="hs-identifier hs-var">Builder</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">word64LE</span><span> </span><a href="#local-6989586621679094097"><span class="hs-identifier hs-var">offset</span></a><span>
</span><a name="line-324"></a><span> </span><span class="hs-special">,</span><span> </span><a href="#local-6989586621679094096"><span class="hs-identifier hs-var">strings</span></a><span> </span><span class="hs-operator hs-var">&lt;&gt;</span><span> </span><a href="#local-6989586621679094100"><span class="hs-identifier hs-var">lengthBytes</span></a><span> </span><span class="hs-operator hs-var">&lt;&gt;</span><span> </span><span class="hs-identifier hs-var">Builder</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">byteString</span><span> </span><a href="#local-6989586621679094098"><span class="hs-identifier hs-var">str</span></a><span>
</span><a name="line-325"></a><span> </span><span class="hs-special">,</span><span> </span><a href="#local-6989586621679094097"><span class="hs-identifier hs-var">offset</span></a><span> </span><span class="hs-operator hs-var">+</span><span> </span><a href="#local-6989586621679094101"><span class="hs-identifier hs-var">lengthBytesLen</span></a><span> </span><span class="hs-operator hs-var">+</span><span> </span><a href="#local-6989586621679094099"><span class="hs-identifier hs-var">strLen</span></a><span>
</span><a name="line-326"></a><span> </span><span class="hs-special">)</span><span>
</span><a name="line-327"></a><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-328"></a><span> </span><a name="local-6989586621679094099"><a href="#local-6989586621679094099"><span class="hs-identifier">strLen</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">fromIntegral</span><span> </span><span class="hs-operator hs-var">$</span><span> </span><span class="hs-identifier hs-var">B</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">length</span><span> </span><a href="#local-6989586621679094098"><span class="hs-identifier hs-var">str</span></a><span>
</span><a name="line-329"></a><span> </span><a name="local-6989586621679094100"><a href="#local-6989586621679094100"><span class="hs-identifier">lengthBytes</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Internal.VarInt.html#putVarInt"><span class="hs-identifier hs-var">putVarInt</span></a><span> </span><span class="hs-operator hs-var">$</span><span> </span><span class="hs-identifier hs-var">fromIntegral</span><span> </span><span class="hs-operator hs-var">$</span><span> </span><span class="hs-identifier hs-var">B</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">length</span><span> </span><a href="#local-6989586621679094098"><span class="hs-identifier hs-var">str</span></a><span>
</span><a name="line-330"></a><span> </span><a name="local-6989586621679094101"><a href="#local-6989586621679094101"><span class="hs-identifier">lengthBytesLen</span></a></a><span> </span><span class="hs-glyph">=</span><span>
</span><a name="line-331"></a><span> </span><span class="hs-identifier hs-var">fromIntegral</span><span> </span><span class="hs-operator hs-var">$</span><span> </span><span class="hs-identifier hs-var">L</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">length</span><span> </span><span class="hs-operator hs-var">$</span><span> </span><span class="hs-identifier hs-var">Builder</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">toLazyByteString</span><span> </span><a href="#local-6989586621679094100"><span class="hs-identifier hs-var">lengthBytes</span></a><span>
</span><a name="line-332"></a><span> </span><span class="hs-comment">-- Encode all strings.</span><span>
</span><a name="line-333"></a><span> </span><span class="hs-special">(</span><a name="local-6989586621679094091"><a href="#local-6989586621679094091"><span class="hs-identifier">table'</span></a></a><span class="hs-special">,</span><span> </span><a name="local-6989586621679094092"><a href="#local-6989586621679094092"><span class="hs-identifier">strings'</span></a></a><span class="hs-special">,</span><span> </span><span class="hs-identifier">_</span><span class="hs-special">)</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">V</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">foldl'</span><span> </span><a href="#local-6989586621679094090"><span class="hs-identifier hs-var">addString</span></a><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-var">mempty</span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-var">mempty</span><span class="hs-special">,</span><span> </span><span class="hs-number">0</span><span class="hs-special">)</span><span> </span><a href="#local-6989586621679094088"><span class="hs-identifier hs-var">vec</span></a><span>
</span><a name="line-334"></a><span> </span><span class="hs-comment">-- Concat offset table with data.</span><span>
</span><a name="line-335"></a><span> </span><a name="local-6989586621679094093"><a href="#local-6989586621679094093"><span class="hs-identifier">bytes</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a href="#local-6989586621679094091"><span class="hs-identifier hs-var">table'</span></a><span> </span><span class="hs-operator hs-var">&lt;&gt;</span><span> </span><a href="#local-6989586621679094092"><span class="hs-identifier hs-var">strings'</span></a><span>
</span><a name="line-336"></a><span> </span><span class="hs-comment">-- Convert to Vector Word8.</span><span>
</span><a name="line-337"></a><span> </span><a name="local-6989586621679094094"><a href="#local-6989586621679094094"><span class="hs-identifier">byteVector</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">S</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">fromList</span><span> </span><span class="hs-operator hs-var">$</span><span> </span><span class="hs-identifier hs-var">L</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">unpack</span><span> </span><span class="hs-operator hs-var">$</span><span> </span><span class="hs-identifier hs-var">Builder</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">toLazyByteString</span><span> </span><a href="#local-6989586621679094093"><span class="hs-identifier hs-var">bytes</span></a><span>
</span><a name="line-338"></a><span>
</span><a name="line-339"></a><span class="hs-keyword">newtype</span><span> </span><a name="Scalar"><a href="TensorFlow.Types.html#Scalar"><span class="hs-identifier">Scalar</span></a></a><span> </span><a name="local-6989586621679093629"><a href="#local-6989586621679093629"><span class="hs-identifier">a</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a name="Scalar"><a href="TensorFlow.Types.html#Scalar"><span class="hs-identifier">Scalar</span></a></a><span> </span><span class="hs-special">{</span><a name="unScalar"><a href="TensorFlow.Types.html#unScalar"><span class="hs-identifier">unScalar</span></a></a><span> </span><span class="hs-glyph">::</span><span> </span><a href="#local-6989586621679093629"><span class="hs-identifier hs-type">a</span></a><span class="hs-special">}</span><span>
</span><a name="line-340"></a><span> </span><span class="hs-keyword">deriving</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-type">Show</span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-type">Eq</span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-type">Ord</span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-type">Num</span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-type">Fractional</span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-type">Floating</span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-type">Real</span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-type">RealFloat</span><span class="hs-special">,</span><span>
</span><a name="line-341"></a><span> </span><span class="hs-identifier hs-type">RealFrac</span><span class="hs-special">,</span><span> </span><span class="hs-identifier hs-type">IsString</span><span class="hs-special">)</span><span>
</span><a name="line-342"></a><span>
</span><a name="line-343"></a><span class="hs-keyword">instance</span><span> </span><span class="hs-special">(</span><a href="TensorFlow.Types.html#TensorDataType"><span class="hs-identifier hs-type">TensorDataType</span></a><span> </span><span class="hs-identifier hs-type">V</span><span class="hs-operator hs-type">.</span><span class="hs-identifier hs-type">Vector</span><span> </span><a href="#local-6989586621679093741"><span class="hs-identifier hs-type">a</span></a><span class="hs-special">,</span><span> </span><a href="TensorFlow.Types.html#TensorType"><span class="hs-identifier hs-type">TensorType</span></a><span> </span><a href="#local-6989586621679093741"><span class="hs-identifier hs-type">a</span></a><span class="hs-special">)</span><span> </span><span class="hs-glyph">=&gt;</span><span> </span><a href="TensorFlow.Types.html#TensorDataType"><span class="hs-identifier hs-type">TensorDataType</span></a><span> </span><a href="TensorFlow.Types.html#Scalar"><span class="hs-identifier hs-type">Scalar</span></a><span> </span><a href="#local-6989586621679093741"><span class="hs-identifier hs-type">a</span></a><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-344"></a><span> </span><a name="local-8214565720323868434"><a href="TensorFlow.Types.html#decodeTensorData"><span class="hs-identifier">decodeTensorData</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Types.html#Scalar"><span class="hs-identifier hs-var">Scalar</span></a><span> </span><span class="hs-operator hs-var">.</span><span> </span><a href="TensorFlow.Types.html#headFromSingleton"><span class="hs-identifier hs-var">headFromSingleton</span></a><span> </span><span class="hs-operator hs-var">.</span><span> </span><a href="TensorFlow.Types.html#decodeTensorData"><span class="hs-identifier hs-var">decodeTensorData</span></a><span>
</span><a name="line-345"></a><span> </span><a name="local-8214565720323868435"><a href="TensorFlow.Types.html#encodeTensorData"><span class="hs-identifier">encodeTensorData</span></a></a><span> </span><a name="local-6989586621679093742"><a href="#local-6989586621679093742"><span class="hs-identifier">x</span></a></a><span> </span><span class="hs-special">(</span><a href="TensorFlow.Types.html#Scalar"><span class="hs-identifier hs-var">Scalar</span></a><span> </span><a name="local-6989586621679093743"><a href="#local-6989586621679093743"><span class="hs-identifier">y</span></a></a><span class="hs-special">)</span><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Types.html#encodeTensorData"><span class="hs-identifier hs-var">encodeTensorData</span></a><span> </span><a href="#local-6989586621679093742"><span class="hs-identifier hs-var">x</span></a><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-var">V</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">fromList</span><span> </span><span class="hs-special">[</span><a href="#local-6989586621679093743"><span class="hs-identifier hs-var">y</span></a><span class="hs-special">]</span><span class="hs-special">)</span><span>
</span><a name="line-346"></a><span>
</span><a name="line-347"></a><span class="hs-identifier">headFromSingleton</span><span> </span><span class="hs-glyph">::</span><span> </span><span class="hs-identifier hs-type">V</span><span class="hs-operator hs-type">.</span><span class="hs-identifier hs-type">Vector</span><span> </span><a href="#local-6989586621679093638"><span class="hs-identifier hs-type">a</span></a><span> </span><span class="hs-glyph">-&gt;</span><span> </span><a href="#local-6989586621679093638"><span class="hs-identifier hs-type">a</span></a><span>
</span><a name="line-348"></a><a name="headFromSingleton"><a href="TensorFlow.Types.html#headFromSingleton"><span class="hs-identifier">headFromSingleton</span></a></a><span> </span><a name="local-6989586621679093645"><a href="#local-6989586621679093645"><span class="hs-identifier">x</span></a></a><span>
</span><a name="line-349"></a><span> </span><span class="hs-glyph">|</span><span> </span><span class="hs-identifier hs-var">V</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">length</span><span> </span><a href="#local-6989586621679093645"><span class="hs-identifier hs-var">x</span></a><span> </span><span class="hs-operator hs-var">==</span><span> </span><span class="hs-number">1</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">V</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">head</span><span> </span><a href="#local-6989586621679093645"><span class="hs-identifier hs-var">x</span></a><span>
</span><a name="line-350"></a><span> </span><span class="hs-glyph">|</span><span> </span><span class="hs-identifier hs-var">otherwise</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">error</span><span> </span><span class="hs-operator hs-var">$</span><span>
</span><a name="line-351"></a><span> </span><span class="hs-string">&quot;Unable to extract singleton from tensor of length &quot;</span><span>
</span><a name="line-352"></a><span> </span><span class="hs-operator hs-var">++</span><span> </span><span class="hs-identifier hs-var">show</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-var">V</span><span class="hs-operator hs-var">.</span><span class="hs-identifier hs-var">length</span><span> </span><a href="#local-6989586621679093645"><span class="hs-identifier hs-var">x</span></a><span class="hs-special">)</span><span>
</span><a name="line-353"></a><span>
</span><a name="line-354"></a><span>
</span><a name="line-355"></a><span class="hs-comment">-- | Shape (dimensions) of a tensor.</span><span>
</span><a name="line-356"></a><span class="hs-keyword">newtype</span><span> </span><a name="Shape"><a href="TensorFlow.Types.html#Shape"><span class="hs-identifier">Shape</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a name="Shape"><a href="TensorFlow.Types.html#Shape"><span class="hs-identifier">Shape</span></a></a><span> </span><span class="hs-special">[</span><span class="hs-identifier hs-type">Int64</span><span class="hs-special">]</span><span> </span><span class="hs-keyword">deriving</span><span> </span><span class="hs-identifier hs-type">Show</span><span>
</span><a name="line-357"></a><span>
</span><a name="line-358"></a><span class="hs-keyword">instance</span><span> </span><span class="hs-identifier hs-type">IsList</span><span> </span><a href="TensorFlow.Types.html#Shape"><span class="hs-identifier hs-type">Shape</span></a><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-359"></a><span> </span><span class="hs-keyword">type</span><span> </span><span class="hs-identifier">Item</span><span> </span><a href="TensorFlow.Types.html#Shape"><span class="hs-identifier hs-type">Shape</span></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-type">Int64</span><span>
</span><a name="line-360"></a><span> </span><a name="local-3458764513820541127"><span class="hs-identifier">fromList</span></a><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Types.html#Shape"><span class="hs-identifier hs-var">Shape</span></a><span> </span><span class="hs-operator hs-var">.</span><span> </span><span class="hs-identifier hs-var">fromList</span><span>
</span><a name="line-361"></a><span> </span><a name="local-3458764513820541429"><span class="hs-identifier">toList</span></a><span> </span><span class="hs-special">(</span><a href="TensorFlow.Types.html#Shape"><span class="hs-identifier hs-var">Shape</span></a><span> </span><a name="local-6989586621679093740"><a href="#local-6989586621679093740"><span class="hs-identifier">ss</span></a></a><span class="hs-special">)</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">toList</span><span> </span><a href="#local-6989586621679093740"><span class="hs-identifier hs-var">ss</span></a><span>
</span><a name="line-362"></a><span>
</span><a name="line-363"></a><span class="hs-identifier">protoShape</span><span> </span><span class="hs-glyph">::</span><span> </span><span class="hs-identifier hs-type">Lens'</span><span> </span><span class="hs-identifier hs-type">TensorShapeProto</span><span> </span><a href="TensorFlow.Types.html#Shape"><span class="hs-identifier hs-type">Shape</span></a><span>
</span><a name="line-364"></a><a name="protoShape"><a href="TensorFlow.Types.html#protoShape"><span class="hs-identifier">protoShape</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">iso</span><span> </span><a href="#local-6989586621679093646"><span class="hs-identifier hs-var">protoToShape</span></a><span> </span><a href="#local-6989586621679093647"><span class="hs-identifier hs-var">shapeToProto</span></a><span>
</span><a name="line-365"></a><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-366"></a><span> </span><a name="local-6989586621679093646"><a href="#local-6989586621679093646"><span class="hs-identifier">protoToShape</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><a href="TensorFlow.Types.html#Shape"><span class="hs-identifier hs-var">Shape</span></a><span> </span><span class="hs-operator hs-var">.</span><span> </span><span class="hs-identifier hs-var">fmap</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-var">view</span><span> </span><span class="hs-identifier hs-var">size</span><span class="hs-special">)</span><span> </span><span class="hs-operator hs-var">.</span><span> </span><span class="hs-identifier hs-var">view</span><span> </span><span class="hs-identifier hs-var">dim</span><span>
</span><a name="line-367"></a><span> </span><a name="local-6989586621679093647"><a href="#local-6989586621679093647"><span class="hs-identifier">shapeToProto</span></a></a><span> </span><span class="hs-special">(</span><a href="TensorFlow.Types.html#Shape"><span class="hs-identifier hs-var">Shape</span></a><span> </span><a name="local-6989586621679093723"><a href="#local-6989586621679093723"><span class="hs-identifier">ds</span></a></a><span class="hs-special">)</span><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-special">(</span><span class="hs-identifier hs-var">def</span><span> </span><span class="hs-glyph">::</span><span> </span><span class="hs-identifier hs-type">TensorShapeProto</span><span class="hs-special">)</span><span> </span><span class="hs-operator hs-var">&amp;</span><span> </span><span class="hs-identifier hs-var">dim</span><span> </span><span class="hs-operator hs-var">.~</span><span> </span><span class="hs-identifier hs-var">fmap</span><span> </span><span class="hs-special">(</span><span class="hs-glyph">\</span><a name="local-6989586621679093724"><a href="#local-6989586621679093724"><span class="hs-identifier">d</span></a></a><span> </span><span class="hs-glyph">-&gt;</span><span> </span><span class="hs-identifier hs-var">def</span><span> </span><span class="hs-operator hs-var">&amp;</span><span> </span><span class="hs-identifier hs-var">size</span><span> </span><span class="hs-operator hs-var">.~</span><span> </span><a href="#local-6989586621679093724"><span class="hs-identifier hs-var">d</span></a><span class="hs-special">)</span><span> </span><a href="#local-6989586621679093723"><span class="hs-identifier hs-var">ds</span></a><span>
</span><a name="line-368"></a><span>
</span><a name="line-369"></a><span>
</span><a name="line-370"></a><span class="hs-keyword">class</span><span> </span><a name="Attribute"><a href="TensorFlow.Types.html#Attribute"><span class="hs-identifier">Attribute</span></a></a><span> </span><a name="local-6989586621679093628"><a href="#local-6989586621679093628"><span class="hs-identifier">a</span></a></a><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-371"></a><span> </span><span class="hs-identifier">attrLens</span><span> </span><span class="hs-glyph">::</span><span> </span><span class="hs-identifier hs-type">Lens'</span><span> </span><span class="hs-identifier hs-type">AttrValue</span><span> </span><a href="#local-6989586621679093628"><span class="hs-identifier hs-type">a</span></a><span>
</span><a name="line-372"></a><span>
</span><a name="line-373"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#Attribute"><span class="hs-identifier hs-type">Attribute</span></a><span> </span><span class="hs-identifier hs-type">Float</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-374"></a><span> </span><a name="local-8214565720323868427"><a href="TensorFlow.Types.html#attrLens"><span class="hs-identifier">attrLens</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">f</span><span>
</span><a name="line-375"></a><span>
</span><a name="line-376"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#Attribute"><span class="hs-identifier hs-type">Attribute</span></a><span> </span><span class="hs-identifier hs-type">ByteString</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-377"></a><span> </span><a name="local-8214565720323868427"><a href="TensorFlow.Types.html#attrLens"><span class="hs-identifier">attrLens</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">s</span><span>
</span><a name="line-378"></a><span>
</span><a name="line-379"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#Attribute"><span class="hs-identifier hs-type">Attribute</span></a><span> </span><span class="hs-identifier hs-type">Int64</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-380"></a><span> </span><a name="local-8214565720323868427"><a href="TensorFlow.Types.html#attrLens"><span class="hs-identifier">attrLens</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">i</span><span>
</span><a name="line-381"></a><span>
</span><a name="line-382"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#Attribute"><span class="hs-identifier hs-type">Attribute</span></a><span> </span><span class="hs-identifier hs-type">DataType</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-383"></a><span> </span><a name="local-8214565720323868427"><a href="TensorFlow.Types.html#attrLens"><span class="hs-identifier">attrLens</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">type'</span><span>
</span><a name="line-384"></a><span>
</span><a name="line-385"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#Attribute"><span class="hs-identifier hs-type">Attribute</span></a><span> </span><span class="hs-identifier hs-type">TensorProto</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-386"></a><span> </span><a name="local-8214565720323868427"><a href="TensorFlow.Types.html#attrLens"><span class="hs-identifier">attrLens</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">tensor</span><span>
</span><a name="line-387"></a><span>
</span><a name="line-388"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#Attribute"><span class="hs-identifier hs-type">Attribute</span></a><span> </span><span class="hs-identifier hs-type">Bool</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-389"></a><span> </span><a name="local-8214565720323868427"><a href="TensorFlow.Types.html#attrLens"><span class="hs-identifier">attrLens</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">b</span><span>
</span><a name="line-390"></a><span>
</span><a name="line-391"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#Attribute"><span class="hs-identifier hs-type">Attribute</span></a><span> </span><a href="TensorFlow.Types.html#Shape"><span class="hs-identifier hs-type">Shape</span></a><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-392"></a><span> </span><a name="local-8214565720323868427"><a href="TensorFlow.Types.html#attrLens"><span class="hs-identifier">attrLens</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">shape</span><span> </span><span class="hs-operator hs-var">.</span><span> </span><a href="TensorFlow.Types.html#protoShape"><span class="hs-identifier hs-var">protoShape</span></a><span>
</span><a name="line-393"></a><span>
</span><a name="line-394"></a><span class="hs-comment">-- TODO(gnezdo): support generating list(Foo) from [Foo].</span><span>
</span><a name="line-395"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#Attribute"><span class="hs-identifier hs-type">Attribute</span></a><span> </span><span class="hs-identifier hs-type">AttrValue'ListValue</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-396"></a><span> </span><a name="local-8214565720323868427"><a href="TensorFlow.Types.html#attrLens"><span class="hs-identifier">attrLens</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">list</span><span>
</span><a name="line-397"></a><span>
</span><a name="line-398"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#Attribute"><span class="hs-identifier hs-type">Attribute</span></a><span> </span><span class="hs-special">[</span><span class="hs-identifier hs-type">DataType</span><span class="hs-special">]</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-399"></a><span> </span><a name="local-8214565720323868427"><a href="TensorFlow.Types.html#attrLens"><span class="hs-identifier">attrLens</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">list</span><span> </span><span class="hs-operator hs-var">.</span><span> </span><span class="hs-identifier hs-var">type'</span><span>
</span><a name="line-400"></a><span>
</span><a name="line-401"></a><span class="hs-keyword">instance</span><span> </span><a href="TensorFlow.Types.html#Attribute"><span class="hs-identifier hs-type">Attribute</span></a><span> </span><span class="hs-special">[</span><span class="hs-identifier hs-type">Int64</span><span class="hs-special">]</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-402"></a><span> </span><a name="local-8214565720323868427"><a href="TensorFlow.Types.html#attrLens"><span class="hs-identifier">attrLens</span></a></a><span> </span><span class="hs-glyph">=</span><span> </span><span class="hs-identifier hs-var">list</span><span> </span><span class="hs-operator hs-var">.</span><span> </span><span class="hs-identifier hs-var">i</span><span>
</span><a name="line-403"></a><span>
</span><a name="line-404"></a><span class="hs-comment">-- | A heterogeneous list type.</span><span>
</span><a name="line-405"></a><span class="hs-keyword">data</span><span> </span><a name="ListOf"><a href="TensorFlow.Types.html#ListOf"><span class="hs-identifier">ListOf</span></a></a><span> </span><a name="local-6989586621679093622"><a href="#local-6989586621679093622"><span class="hs-identifier">f</span></a></a><span> </span><span class="hs-keyword">as</span><span> </span><span class="hs-keyword">where</span><span>
</span><a name="line-406"></a><span> </span><a name="Nil"><a href="TensorFlow.Types.html#Nil"><span class="hs-identifier">Nil</span></a></a><span> </span><span class="hs-glyph">::</span><span> </span><a href="TensorFlow.Types.html#ListOf"><span class="hs-identifier hs-type">ListOf</span></a><span> </span><a href="#local-6989586621679093624"><span class="hs-identifier hs-type">f</span></a><span> </span><span class="hs-char">'[]
(:/) :: f a -&gt; ListOf f as -&gt; ListOf f (a ': as)
infixr 5 :/
type family All f as :: Constraint where
All f '[] = ()
All f (a ': as) = (f a, All f as)
type family Map f as where
Map f '[] = '[]
Map f (a ': as) = f a ': Map f as
instance All Eq (Map f as) =&gt; Eq (ListOf f as) where
Nil == Nil = True
(x :/ xs) == (y :/ ys) = x == y &amp;&amp; xs == ys
-- Newer versions of GHC use the GADT to tell that the previous cases are
-- exhaustive.
#if __GLASGOW_HASKELL__ &lt; 800
_ == _ = False
#endif
instance All Show (Map f as) =&gt; Show (ListOf f as) where
showsPrec _ Nil = showString &quot;Nil&quot;
showsPrec d (x :/ xs) = showParen (d &gt; 10)
$ showsPrec 6 x . showString &quot; :/ &quot;
. showsPrec 6 xs
type List = ListOf Identity
-- | Equivalent of ':/' for lists.
(/:/) :: a -&gt; List as -&gt; List (a ': as)
(/:/) = (:/) . Identity
infixr 5 /:/
-- | A 'Constraint' specifying the possible choices of a 'TensorType'.
--
-- We implement a 'Constraint' like @OneOf '[Double, Float] a@ by turning the
-- natural representation as a conjunction, i.e.,
--
-- @
-- a == Double || a == Float
-- @
--
-- into a disjunction like
--
-- @
-- a \/= Int32 &amp;&amp; a \/= Int64 &amp;&amp; a \/= ByteString &amp;&amp; ...
-- @
--
-- using an enumeration of all the possible 'TensorType's.
type OneOf ts a
-- Assert `TensorTypes' ts` to make error messages a little better.
= (TensorType a, TensorTypes' ts, NoneOf (AllTensorTypes \\ ts) a)
type OneOfs ts as = (TensorTypes as, TensorTypes' ts,
NoneOfs (AllTensorTypes \\ ts) as)
type family NoneOfs ts as :: Constraint where
NoneOfs ts '[] = ()
NoneOfs ts (a ': as) = (NoneOf ts a, NoneOfs ts as)
data TensorTypeProxy a where
TensorTypeProxy :: TensorType a =&gt; TensorTypeProxy a
type TensorTypeList = ListOf TensorTypeProxy
fromTensorTypeList :: TensorTypeList ts -&gt; [DataType]
fromTensorTypeList Nil = []
fromTensorTypeList ((TensorTypeProxy :: TensorTypeProxy t) :/ ts)
= tensorType (undefined :: t) : fromTensorTypeList ts
fromTensorTypes :: forall as . TensorTypes as =&gt; Proxy as -&gt; [DataType]
fromTensorTypes _ = fromTensorTypeList (tensorTypes :: TensorTypeList as)
class TensorTypes (ts :: [*]) where
tensorTypes :: TensorTypeList ts
instance TensorTypes '[] where
tensorTypes = Nil
-- | A constraint that the input is a list of 'TensorTypes'.
instance (TensorType t, TensorTypes ts) =&gt; TensorTypes (t ': ts) where
tensorTypes = TensorTypeProxy :/ tensorTypes
-- | A simpler version of the 'TensorTypes' class, that doesn't run
-- afoul of @-Wsimplifiable-class-constraints@.
--
-- In more detail: the constraint @OneOf '[Double, Float] a@ leads
-- to the constraint @TensorTypes' '[Double, Float]@, as a safety-check
-- to give better error messages. However, if @TensorTypes'@ were a class,
-- then GHC 8.2.1 would complain with the above warning unless @NoMonoBinds@
-- were enabled. So instead, we use a separate type family for this purpose.
-- For more details: https://ghc.haskell.org/trac/ghc/ticket/11948
type family TensorTypes' (ts :: [*]) :: Constraint where
-- Specialize this type family when `ts` is a long list, to avoid deeply
-- nested tuples of constraints. Works around a bug in ghc-8.0:
-- https://ghc.haskell.org/trac/ghc/ticket/12175
TensorTypes' (t1 ': t2 ': t3 ': t4 ': ts)
= (TensorType t1, TensorType t2, TensorType t3, TensorType t4
, TensorTypes' ts)
TensorTypes' (t1 ': t2 ': t3 ': ts)
= (TensorType t1, TensorType t2, TensorType t3, TensorTypes' ts)
TensorTypes' (t1 ': t2 ': ts)
= (TensorType t1, TensorType t2, TensorTypes' ts)
TensorTypes' (t ': ts) = (TensorType t, TensorTypes' ts)
TensorTypes' '[] = ()
-- | A constraint checking that two types are different.
type family a /= b :: Constraint where
a /= a = TypeError a ~ ExcludedCase
a /= b = ()
-- | Helper types to produce a reasonable type error message when the Constraint
-- &quot;a /= a&quot; fails.
-- TODO(judahjacobson): Use ghc-8's CustomTypeErrors for this.
data TypeError a
data ExcludedCase
-- | An enumeration of all valid 'TensorType's.
type AllTensorTypes =
-- NOTE: This list should be kept in sync with
-- TensorFlow.OpGen.dtTypeToHaskell.
-- TODO: Add support for Complex Float/Double.
'[ Float
, Double
, Int8
, Int16
, Int32
, Int64
, Word8
, Word16
, ByteString
, Bool
]
-- | Removes a type from the given list of types.
type family Delete a as where
Delete a '[] = '[]
Delete a (a ': as) = Delete a as
Delete a (b ': as) = b ': Delete a as
-- | Takes the difference of two lists of types.
type family as \\ bs where
as \\ '[] = as
as \\ (b ': bs) = Delete b as \\ bs
-- | A constraint that the type @a@ doesn't appear in the type list @ts@.
-- Assumes that @a@ and each of the elements of @ts@ are 'TensorType's.
type family NoneOf ts a :: Constraint where
-- Specialize this type family when `ts` is a long list, to avoid deeply
-- nested tuples of constraints. Works around a bug in ghc-8.0:
-- https://ghc.haskell.org/trac/ghc/ticket/12175
NoneOf (t1 ': t2 ': t3 ': t4 ': ts) a
= (a /= t1, a /= t2, a /= t3, a /= t4, NoneOf ts a)
NoneOf (t1 ': t2 ': t3 ': ts) a = (a /= t1, a /= t2, a /= t3, NoneOf ts a)
NoneOf (t1 ': t2 ': ts) a = (a /= t1, a /= t2, NoneOf ts a)
NoneOf (t1 ': ts) a = (a /= t1, NoneOf ts a)
NoneOf '[] a = ()
</span></pre></body></html>

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<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd"><html xmlns="http://www.w3.org/1999/xhtml"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8" /><title>TensorFlow.ControlFlow</title><link href="ocean.css" rel="stylesheet" type="text/css" title="Ocean" /><script src="haddock-util.js" type="text/javascript"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.0/MathJax.js?config=TeX-AMS-MML_HTMLorMML" type="text/javascript"></script><script type="text/javascript">//<![CDATA[
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</script></head><body><div id="package-header"><ul class="links" id="page-menu"><li><a href="src/TensorFlow.ControlFlow.html">Source</a></li><li><a href="index.html">Contents</a></li><li><a href="doc-index.html">Index</a></li></ul><p class="caption">tensorflow-0.1.0.2: TensorFlow bindings.</p></div><div id="content"><div id="module-header"><table class="info"><tr><th>Safe Haskell</th><td>None</td></tr><tr><th>Language</th><td>Haskell2010</td></tr></table><p class="caption">TensorFlow.ControlFlow</p></div><div id="table-of-contents"><p class="caption">Contents</p><ul><li><a href="#g:1">Dependencies</a></li><li><a href="#g:2">Operations</a></li></ul></div><div id="synopsis"><p id="control.syn" class="caption expander" onclick="toggleSection('syn')">Synopsis</p><ul id="section.syn" class="hide" onclick="toggleSection('syn')"><li class="src short"><a href="#v:withControlDependencies">withControlDependencies</a> :: (<a href="TensorFlow-Build.html#t:MonadBuild">MonadBuild</a> m, <a href="TensorFlow-Nodes.html#t:Nodes">Nodes</a> t) =&gt; t -&gt; m a -&gt; m a</li><li class="src short"><a href="#v:group">group</a> :: (<a href="TensorFlow-Build.html#t:MonadBuild">MonadBuild</a> m, <a href="TensorFlow-Nodes.html#t:Nodes">Nodes</a> t) =&gt; t -&gt; m <a href="TensorFlow-Output.html#t:ControlNode">ControlNode</a></li><li class="src short"><a href="#v:noOp">noOp</a> :: <a href="TensorFlow-Build.html#t:MonadBuild">MonadBuild</a> m =&gt; m <a href="TensorFlow-Output.html#t:ControlNode">ControlNode</a></li></ul></div><div id="interface"><h1 id="g:1">Dependencies</h1><div class="top"><p class="src"><a id="v:withControlDependencies" class="def">withControlDependencies</a> :: (<a href="TensorFlow-Build.html#t:MonadBuild">MonadBuild</a> m, <a href="TensorFlow-Nodes.html#t:Nodes">Nodes</a> t) =&gt; t -&gt; m a -&gt; m a <a href="src/TensorFlow.ControlFlow.html#withControlDependencies" class="link">Source</a> <a href="#v:withControlDependencies" class="selflink">#</a></p><div class="doc"><p>Modify a <code><a href="TensorFlow-Build.html#t:Build">Build</a></code> action, such that all new ops rendered in it will depend
</script></head><body><div id="package-header"><ul class="links" id="page-menu"><li><a href="src/TensorFlow.ControlFlow.html">Source</a></li><li><a href="index.html">Contents</a></li><li><a href="doc-index.html">Index</a></li></ul><p class="caption">tensorflow-0.2.0.0: TensorFlow bindings.</p></div><div id="content"><div id="module-header"><table class="info"><tr><th>Safe Haskell</th><td>None</td></tr><tr><th>Language</th><td>Haskell2010</td></tr></table><p class="caption">TensorFlow.ControlFlow</p></div><div id="table-of-contents"><p class="caption">Contents</p><ul><li><a href="#g:1">Dependencies</a></li><li><a href="#g:2">Operations</a></li></ul></div><div id="synopsis"><p id="control.syn" class="caption expander" onclick="toggleSection('syn')">Synopsis</p><ul id="section.syn" class="hide" onclick="toggleSection('syn')"><li class="src short"><a href="#v:withControlDependencies">withControlDependencies</a> :: (<a href="TensorFlow-Build.html#t:MonadBuild">MonadBuild</a> m, <a href="TensorFlow-Nodes.html#t:Nodes">Nodes</a> t) =&gt; t -&gt; m a -&gt; m a</li><li class="src short"><a href="#v:group">group</a> :: (<a href="TensorFlow-Build.html#t:MonadBuild">MonadBuild</a> m, <a href="TensorFlow-Nodes.html#t:Nodes">Nodes</a> t) =&gt; t -&gt; m <a href="TensorFlow-Output.html#t:ControlNode">ControlNode</a></li><li class="src short"><a href="#v:noOp">noOp</a> :: <a href="TensorFlow-Build.html#t:MonadBuild">MonadBuild</a> m =&gt; m <a href="TensorFlow-Output.html#t:ControlNode">ControlNode</a></li></ul></div><div id="interface"><h1 id="g:1">Dependencies</h1><div class="top"><p class="src"><a id="v:withControlDependencies" class="def">withControlDependencies</a> :: (<a href="TensorFlow-Build.html#t:MonadBuild">MonadBuild</a> m, <a href="TensorFlow-Nodes.html#t:Nodes">Nodes</a> t) =&gt; t -&gt; m a -&gt; m a <a href="src/TensorFlow.ControlFlow.html#withControlDependencies" class="link">Source</a> <a href="#v:withControlDependencies" class="selflink">#</a></p><div class="doc"><p>Modify a <code><a href="TensorFlow-Build.html#t:Build">Build</a></code> action, such that all new ops rendered in it will depend
on the nodes in the first argument.</p></div></div><div class="top"><p class="src"><a id="v:group" class="def">group</a> :: (<a href="TensorFlow-Build.html#t:MonadBuild">MonadBuild</a> m, <a href="TensorFlow-Nodes.html#t:Nodes">Nodes</a> t) =&gt; t -&gt; m <a href="TensorFlow-Output.html#t:ControlNode">ControlNode</a> <a href="src/TensorFlow.ControlFlow.html#group" class="link">Source</a> <a href="#v:group" class="selflink">#</a></p><div class="doc"><p>Create an op that groups multiple operations.</p><p>When this op finishes, all ops in the input <code>n</code> have finished. This op has
no output.</p></div></div><h1 id="g:2">Operations</h1><div class="top"><p class="src"><a id="v:noOp" class="def">noOp</a> :: <a href="TensorFlow-Build.html#t:MonadBuild">MonadBuild</a> m =&gt; m <a href="TensorFlow-Output.html#t:ControlNode">ControlNode</a> <a href="src/TensorFlow.ControlFlow.html#noOp" class="link">Source</a> <a href="#v:noOp" class="selflink">#</a></p><div class="doc"><p>Does nothing. Only useful as a placeholder for control edges.</p></div></div></div></div><div id="footer"><p>Produced by <a href="http://www.haskell.org/haddock/">Haddock</a> version 2.17.3</p></div></body></html>
no output.</p></div></div><h1 id="g:2">Operations</h1><div class="top"><p class="src"><a id="v:noOp" class="def">noOp</a> :: <a href="TensorFlow-Build.html#t:MonadBuild">MonadBuild</a> m =&gt; m <a href="TensorFlow-Output.html#t:ControlNode">ControlNode</a> <a href="src/TensorFlow.ControlFlow.html#noOp" class="link">Source</a> <a href="#v:noOp" class="selflink">#</a></p><div class="doc"><p>Does nothing. Only useful as a placeholder for control edges.</p></div></div></div></div><div id="footer"><p>Produced by <a href="http://www.haskell.org/haddock/">Haddock</a> version 2.18.1</p></div></body></html>

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</script></head><body><div id="package-header"><ul class="links" id="page-menu"><li><a href="src/TensorFlow.Internal.VarInt.html">Source</a></li><li><a href="index.html">Contents</a></li><li><a href="doc-index.html">Index</a></li></ul><p class="caption">tensorflow-0.2.0.0: TensorFlow bindings.</p></div><div id="content"><div id="module-header"><table class="info"><tr><th>Safe Haskell</th><td>Safe</td></tr><tr><th>Language</th><td>Haskell2010</td></tr></table><p class="caption">TensorFlow.Internal.VarInt</p></div><div id="description"><p class="caption">Description</p><div class="doc"><p>Originally taken from internal proto-lens code.</p></div></div><div id="synopsis"><p id="control.syn" class="caption expander" onclick="toggleSection('syn')">Synopsis</p><ul id="section.syn" class="hide" onclick="toggleSection('syn')"><li class="src short"><a href="#v:getVarInt">getVarInt</a> :: Parser <a href="../base-4.10.1.0/Data-Word.html#t:Word64">Word64</a></li><li class="src short"><a href="#v:putVarInt">putVarInt</a> :: <a href="../base-4.10.1.0/Data-Word.html#t:Word64">Word64</a> -&gt; <a href="../binary-0.8.5.1/Data-Binary-Builder.html#t:Builder">Builder</a></li></ul></div><div id="interface"><h1>Documentation</h1><div class="top"><p class="src"><a id="v:getVarInt" class="def">getVarInt</a> :: Parser <a href="../base-4.10.1.0/Data-Word.html#t:Word64">Word64</a> <a href="src/TensorFlow.Internal.VarInt.html#getVarInt" class="link">Source</a> <a href="#v:getVarInt" class="selflink">#</a></p><div class="doc"><p>Decode an unsigned varint.</p></div></div><div class="top"><p class="src"><a id="v:putVarInt" class="def">putVarInt</a> :: <a href="../base-4.10.1.0/Data-Word.html#t:Word64">Word64</a> -&gt; <a href="../binary-0.8.5.1/Data-Binary-Builder.html#t:Builder">Builder</a> <a href="src/TensorFlow.Internal.VarInt.html#putVarInt" class="link">Source</a> <a href="#v:putVarInt" class="selflink">#</a></p><div class="doc"><p>Encode a Word64.</p></div></div></div></div><div id="footer"><p>Produced by <a href="http://www.haskell.org/haddock/">Haddock</a> version 2.18.1</p></div></body></html>

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</script></head><body><div id="package-header"><ul class="links" id="page-menu"><li><a href="index.html">Contents</a></li><li><a href="doc-index.html">Index</a></li></ul><p class="caption">tensorflow-0.2.0.0: TensorFlow bindings.</p></div><div id="content"><div id="description"><h1>tensorflow-0.2.0.0: TensorFlow bindings.</h1><div class="doc"><p>This library provides an interface to the TensorFlow
bindings. <a href="TensorFlow-Core.html">TensorFlow.Core</a> contains the base API for
building and running computational graphs. Other packages
such as <code>tensorflow-ops</code> contain bindings to the actual
computational kernels.</p><p>For more documentation and examples, see
<a href="https://github.com/tensorflow/haskell#readme">https://github.com/tensorflow/haskell#readme</a></p></div></div><div id="module-list"><p class="caption">Signatures</p></div><div id="module-list"><p class="caption">Modules</p><ul><li><span id="control.n.1" class="module collapser" onclick="toggleSection('n.1')">TensorFlow</span><ul id="section.n.1" class="show"><li><span class="module"><a href="TensorFlow-Build.html">TensorFlow.Build</a></span></li><li><span class="module"><a href="TensorFlow-BuildOp.html">TensorFlow.BuildOp</a></span></li><li><span class="module"><a href="TensorFlow-ControlFlow.html">TensorFlow.ControlFlow</a></span></li><li><span class="module"><a href="TensorFlow-Core.html">TensorFlow.Core</a></span></li><li><span id="control.n.1.5" class="module collapser" onclick="toggleSection('n.1.5')">Internal</span><ul id="section.n.1.5" class="show"><li><span class="module"><a href="TensorFlow-Internal-FFI.html">TensorFlow.Internal.FFI</a></span></li><li><span class="module"><a href="TensorFlow-Internal-VarInt.html">TensorFlow.Internal.VarInt</a></span> Encoders and decoders for varint types.</li></ul></li><li><span class="module"><a href="TensorFlow-Nodes.html">TensorFlow.Nodes</a></span></li><li><span class="module"><a href="TensorFlow-Output.html">TensorFlow.Output</a></span></li><li><span class="module"><a href="TensorFlow-Session.html">TensorFlow.Session</a></span></li><li><span class="module"><a href="TensorFlow-Tensor.html">TensorFlow.Tensor</a></span></li><li><span class="module"><a href="TensorFlow-Types.html">TensorFlow.Types</a></span></li></ul></li></ul></div></div><div id="footer"><p>Produced by <a href="http://www.haskell.org/haddock/">Haddock</a> version 2.18.1</p></div></body></html>

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