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nimdoc.cfg
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# Arraymancer documentation generation
git.url = "https://github.com/mratsim/arraymancer"
doc.item.seesrc = """ <a
href="${url}/tree/${commit}/${path}#L${line}"
class="link-seesrc" target="_blank">Source</a>
<a href="${url}/edit/master/${path}#L${line}" class="link-seesrc" target="_blank" >Edit</a>
"""
doc.file = """<?xml version="1.0" encoding="utf-8" ?>
<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN"
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
<!-- This file is generated by Nim. -->
<html xmlns="http://www.w3.org/1999/xhtml" xml:lang="en" lang="en">
<head>
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<!-- Favicon -->
<link rel="shortcut icon" href="data:image/x-icon;base64,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"/>
<link rel="icon" type="image/png" sizes="32x32" href="data:image/png;base64,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">
<!-- Google fonts -->
<link href='https://fonts.googleapis.com/css?family=Lato:400,600,900' rel='stylesheet' type='text/css'/>
<link href='https://fonts.googleapis.com/css?family=Source+Code+Pro:400,500,600' rel='stylesheet' type='text/css'/>
<!-- CSS -->
<title>$title</title>
<link rel="stylesheet" type="text/css" href="$nimdoccss">
<script type="text/javascript" src="dochack.js"></script>
<script type="text/javascript">
function main() {
var pragmaDots = document.getElementsByClassName("pragmadots");
for (var i = 0; i < pragmaDots.length; i++) {
pragmaDots[i].onclick = function(event) {
// Hide tease
event.target.parentNode.style.display = "none";
// Show actual
event.target.parentNode.nextElementSibling.style.display = "inline";
}
}
const toggleSwitch = document.querySelector('.theme-switch input[type="checkbox"]');
function switchTheme(e) {
if (e.target.checked) {
document.documentElement.setAttribute('data-theme', 'dark');
localStorage.setItem('theme', 'dark');
} else {
document.documentElement.setAttribute('data-theme', 'light');
localStorage.setItem('theme', 'light');
}
}
toggleSwitch.addEventListener('change', switchTheme, false);
if (window.matchMedia && window.matchMedia('(prefers-color-scheme: dark)').matches) {
document.documentElement.setAttribute('data-theme', "dark");
toggleSwitch.checked = true;
} else if (window.matchMedia && window.matchMedia('(prefers-color-scheme: light)').matches) {
document.documentElement.setAttribute('data-theme', "light");
toggleSwitch.checked = false;
} else {
const currentTheme = localStorage.getItem('theme') ? localStorage.getItem('theme') : null;
if (currentTheme) {
document.documentElement.setAttribute('data-theme', currentTheme);
if (currentTheme === 'dark') {
toggleSwitch.checked = true;
}
}
}
}
</script>
</head>
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<title>Arraymancer - $title</title>
<link href="docutils.css" rel="stylesheet" type="text/css"/>
<link href="nav.css" rel="stylesheet" type="text/css"/>
<link href='http://fonts.googleapis.com/css?family=Raleway:400,600,900' rel='stylesheet' type='text/css'/>
<link href='http://fonts.googleapis.com/css?family=Source+Code+Pro:400,500,600' rel='stylesheet' type='text/css'/>
<a href="https://github.com/mratsim/arraymancer"><img style="position: fixed; top: 0; right: 0; border: 0; z-index: 10;" src="https://camo.githubusercontent.com/652c5b9acfaddf3a9c326fa6bde407b87f7be0f4/68747470733a2f2f73332e616d617a6f6e6177732e636f6d2f6769746875622f726962626f6e732f666f726b6d655f72696768745f6f72616e67655f6666373630302e706e67" alt="Fork me on GitHub" data-canonical-src="https://s3.amazonaws.com/github/ribbons/forkme_right_orange_ff7600.png"></a>
<body onload="main()">
<div class="document" id="documentId">
<div class="container">
<h1 class="title">$title</h1>
$content
<div class="row">
<div class="twelve-columns footer">
<span class="nim-sprite"></span>
<br/>
<small style="color: var(--hint);">Made with Nim. Generated: $date $time UTC</small>
</div>
</div>
</div>
</div>
$analytics
<header>
<a class="pagetitle" href="index.html">Arraymancer</a>
<span>
<a href="#">Technical reference</a>
<ul class="monospace">
<span>
<a href="#">Core tensor API</a>
<ul class="monospace">
<li><a href="accessors.html">accessors</a></li>
<li><a href="accessors_macros_read.html">accessors_macros_read</a></li>
<li><a href="accessors_macros_syntax.html">accessors_macros_syntax</a></li>
<li><a href="accessors_macros_write.html">accessors_macros_write</a></li>
<li><a href="aggregate.html">aggregate</a></li>
<li><a href="algorithms.html">algorithms</a></li>
<li><a href="blas_l3_gemm.html">blas_l3_gemm</a></li>
<li><a href="cublas.html">cublas</a></li>
<li><a href="cuda.html">cuda</a></li>
<li><a href="cuda_global_state.html">cuda_global_state</a></li>
<li><a href="data_structure.html">data_structure</a></li>
<li><a href="display.html">display</a></li>
<li><a href="display_cuda.html">display_cuda</a></li>
<li><a href="einsum.html">einsum</a></li>
<li><a href="exporting.html">exporting</a></li>
<li><a href="filling_data.html">filling_data</a></li>
<li><a href="higher_order_applymap.html">higher_order_applymap</a></li>
<li><a href="higher_order_foldreduce.html">higher_order_foldreduce</a></li>
<li><a href="incl_accessors_cuda.html">incl_accessors_cuda</a></li>
<li><a href="incl_higher_order_cuda.html">incl_higher_order_cuda</a></li>
<li><a href="incl_kernels_cuda.html">incl_kernels_cuda</a></li>
<li><a href="init_copy_cpu.html">init_copy_cpu</a></li>
<li><a href="init_copy_cuda.html">init_copy_cuda</a></li>
<li><a href="init_cpu.html">init_cpu</a></li>
<li><a href="init_cuda.html">init_cuda</a></li>
<li><a href="init_opencl.html">init_opencl</a></li>
<li><a href="lapack.html">lapack</a></li>
<li><a href="math_functions.html">math_functions</a></li>
<li><a href="memory_optimization_hints.html">memory_optimization_hints</a></li>
<li><a href="naive_l2_gemv.html">naive_l2_gemv</a></li>
<li><a href="opencl_backend.html">opencl_backend</a></li>
<li><a href="opencl_global_state.html">opencl_global_state</a></li>
<li><a href="openmp.html">openmp</a></li>
<li><a href="operators_blas_l1.html">operators_blas_l1</a></li>
<li><a href="operators_blas_l1_cuda.html">operators_blas_l1_cuda</a></li>
<li><a href="operators_blas_l1_opencl.html">operators_blas_l1_opencl</a></li>
<li><a href="operators_blas_l2l3.html">operators_blas_l2l3</a></li>
<li><a href="operators_blas_l2l3_cuda.html">operators_blas_l2l3_cuda</a></li>
<li><a href="operators_blas_l2l3_opencl.html">operators_blas_l2l3_opencl</a></li>
<li><a href="operators_broadcasted.html">operators_broadcasted</a></li>
<li><a href="operators_broadcasted_cuda.html">operators_broadcasted_cuda</a></li>
<li><a href="operators_broadcasted_opencl.html">operators_broadcasted_opencl</a></li>
<li><a href="operators_comparison.html">operators_comparison</a></li>
<li><a href="operators_logical.html">operators_logical</a></li>
<li><a href="optim_ops_fusion.html">optim_ops_fusion</a></li>
<li><a href="p_accessors.html">p_accessors</a></li>
<li><a href="p_accessors_macros_desugar.html">p_accessors_macros_desugar</a></li>
<li><a href="p_accessors_macros_read.html">p_accessors_macros_read</a></li>
<li><a href="p_accessors_macros_write.html">p_accessors_macros_write</a></li>
<li><a href="p_checks.html">p_checks</a></li>
<li><a href="p_complex.html">p_complex</a></li>
<li><a href="p_display.html">p_display</a></li>
<li><a href="p_empty_tensors.html">p_empty_tensors</a></li>
<li><a href="p_init_cuda.html">p_init_cuda</a></li>
<li><a href="p_init_opencl.html">p_init_opencl</a></li>
<li><a href="p_kernels_interface_cuda.html">p_kernels_interface_cuda</a></li>
<li><a href="p_kernels_interface_opencl.html">p_kernels_interface_opencl</a></li>
<li><a href="p_operator_blas_l2l3.html">p_operator_blas_l2l3</a></li>
<li><a href="p_shapeshifting.html">p_shapeshifting</a></li>
<li><a href="selectors.html">selectors</a></li>
<li><a href="shapeshifting.html">shapeshifting</a></li>
<li><a href="shapeshifting_cuda.html">shapeshifting_cuda</a></li>
<li><a href="shapeshifting_opencl.html">shapeshifting_opencl</a></li>
<li><a href="syntactic_sugar.html">syntactic_sugar</a></li>
<li><a href="tensor_cuda.html">tensor_cuda</a></li>
<li><a href="tensor_opencl.html">tensor_opencl</a></li>
<li><a href="ufunc.html">ufunc</a></li>
</ul>
</span>
<span>
<a href="#">Neural network API</a>
<ul class="monospace">
<li><a href="conv2D.html">Layers: Convolution 2D</a></li>
<li><a href="cross_entropy_losses.html">Loss: Cross-Entropy losses</a></li>
<li><a href="embedding.html">Layers: Embedding</a></li>
<li><a href="flatten.html">flatten</a></li>
<li><a href="gcn.html">gcn</a></li>
<li><a href="gru.html">Layers: GRU (Gated Linear Unit)</a></li>
<li><a href="init.html">Layers: Initializations</a></li>
<li><a href="linear.html">Layers: Linear/Dense</a></li>
<li><a href="maxpool2D.html">Layers: Maxpool 2D</a></li>
<li><a href="mean_square_error_loss.html">Loss: Mean Square Error</a></li>
<li><a href="nn_dsl.html">Neural network: Declaration</a></li>
<li><a href="optimizers.html">Optimizers</a></li>
<li><a href="relu.html">Activation: Relu (Rectified linear Unit)</a></li>
<li><a href="sigmoid.html">Activation: Sigmoid</a></li>
<li><a href="softmax.html">Softmax</a></li>
<li><a href="tanh.html">Activation: Tanh</a></li>
</ul>
</span>
<span>
<a href="#">Linear algebra, stats, ML</a>
<ul class="monospace">
<li><a href="accuracy_score.html">Accuracy score</a></li>
<li><a href="auxiliary_blas.html">auxiliary_blas</a></li>
<li><a href="auxiliary_lapack.html">auxiliary_lapack</a></li>
<li><a href="common_error_functions.html">Common errors, MAE and MSE (L1, L2 loss)</a></li>
<li><a href="dbscan.html">dbscan</a></li>
<li><a href="decomposition.html">Eigenvalue decomposition</a></li>
<li><a href="decomposition_lapack.html">decomposition_lapack</a></li>
<li><a href="decomposition_rand.html">Randomized Truncated SVD</a></li>
<li><a href="distributions.html">distributions</a></li>
<li><a href="init_colmajor.html">init_colmajor</a></li>
<li><a href="kde.html">kde</a></li>
<li><a href="kmeans.html">K-Means</a></li>
<li><a href="least_squares.html">Least squares solver</a></li>
<li><a href="least_squares_lapack.html">least_squares_lapack</a></li>
<li><a href="linear_systems.html">Linear systems solver</a></li>
<li><a href="overload.html">overload</a></li>
<li><a href="pca.html">Principal Component Analysis (PCA)</a></li>
<li><a href="solve_lapack.html">solve_lapack</a></li>
<li><a href="special_matrices.html">Special linear algebra matrices</a></li>
<li><a href="stats.html">Statistics</a></li>
<li><a href="triangular.html">triangular</a></li>
</ul>
</span>
<span>
<a href="#">IO & Datasets</a>
<ul class="monospace">
<li><a href="imdb.html">IMDB</a></li>
<li><a href="io_csv.html">CSV reading and writing</a></li>
<li><a href="io_hdf5.html">HDF5 files reading and writing</a></li>
<li><a href="io_image.html">Images reading and writing</a></li>
<li><a href="io_npy.html">Numpy files reading and writing</a></li>
<li><a href="io_stream_readers.html">io_stream_readers</a></li>
<li><a href="mnist.html">MNIST</a></li>
<li><a href="util.html">util</a></li>
</ul>
</span>
<span>
<a href="#">Autograd</a>
<ul class="monospace">
<li><a href="autograd_common.html">Data structure</a></li>
<li><a href="gates_basic.html">Basic operations</a></li>
<li><a href="gates_blas.html">Linear algebra operations</a></li>
<li><a href="gates_hadamard.html">Hadamard product (elementwise matrix multiply)</a></li>
<li><a href="gates_reduce.html">Reduction operations</a></li>
<li><a href="gates_shapeshifting_concat_split.html">Concatenation, stacking, splitting, chunking operations</a></li>
<li><a href="gates_shapeshifting_views.html">Linear algebra operations</a></li>
</ul>
</span>
<span>
<a href="#">Neuralnet primitives</a>
<ul class="monospace">
<li><a href="conv.html">conv</a></li>
<li><a href="cudnn.html">cudnn</a></li>
<li><a href="cudnn_conv_interface.html">cudnn_conv_interface</a></li>
<li><a href="nnp_activation.html">Activations</a></li>
<li><a href="nnp_conv2d_cudnn.html">Convolution 2D - CuDNN</a></li>
<li><a href="nnp_convolution.html">Convolution 2D</a></li>
<li><a href="nnp_embedding.html">Embeddings</a></li>
<li><a href="nnp_gru.html">Gated Recurrent Unit (GRU)</a></li>
<li><a href="nnp_linear.html">Linear / Dense layer</a></li>
<li><a href="nnp_maxpooling.html">Maxpooling</a></li>
<li><a href="nnp_numerical_gradient.html">Numerical gradient</a></li>
<li><a href="nnp_sigmoid_cross_entropy.html">Sigmoid Cross-Entropy loss</a></li>
<li><a href="nnp_softmax.html">Softmax</a></li>
<li><a href="nnp_softmax_cross_entropy.html">Softmax Cross-Entropy loss</a></li>
<li><a href="nnpack.html">nnpack</a></li>
<li><a href="nnpack_interface.html">nnpack_interface</a></li>
<li><a href="p_activation.html">p_activation</a></li>
<li><a href="p_logsumexp.html">p_logsumexp</a></li>
<li><a href="p_nnp_checks.html">p_nnp_checks</a></li>
<li><a href="p_nnp_types.html">p_nnp_types</a></li>
</ul>
</span>
<span>
<a href="#">Other docs</a>
<ul class="monospace">
<li><a href="align_unroller.html">align_unroller</a></li>
<li><a href="ast_utils.html">ast_utils</a></li>
<li><a href="compiler_optim_hints.html">compiler_optim_hints</a></li>
<li><a href="cpuinfo_x86.html">cpuinfo_x86</a></li>
<li><a href="datatypes.html">datatypes</a></li>
<li><a href="deprecate.html">deprecate</a></li>
<li><a href="dynamic_stack_arrays.html">dynamic_stack_arrays</a></li>
<li><a href="foreach.html">foreach</a></li>
<li><a href="foreach_common.html">foreach_common</a></li>
<li><a href="foreach_staged.html">foreach_staged</a></li>
<li><a href="functional.html">functional</a></li>
<li><a href="gemm.html">gemm</a></li>
<li><a href="gemm_packing.html">gemm_packing</a></li>
<li><a href="gemm_prepacked.html">gemm_prepacked</a></li>
<li><a href="gemm_tiling.html">gemm_tiling</a></li>
<li><a href="gemm_ukernel_avx.html">gemm_ukernel_avx</a></li>
<li><a href="gemm_ukernel_avx2.html">gemm_ukernel_avx2</a></li>
<li><a href="gemm_ukernel_avx512.html">gemm_ukernel_avx512</a></li>
<li><a href="gemm_ukernel_avx_fma.html">gemm_ukernel_avx_fma</a></li>
<li><a href="gemm_ukernel_dispatch.html">gemm_ukernel_dispatch</a></li>
<li><a href="gemm_ukernel_generator.html">gemm_ukernel_generator</a></li>
<li><a href="gemm_ukernel_generic.html">gemm_ukernel_generic</a></li>
<li><a href="gemm_ukernel_sse.html">gemm_ukernel_sse</a></li>
<li><a href="gemm_ukernel_sse2.html">gemm_ukernel_sse2</a></li>
<li><a href="gemm_ukernel_sse4_1.html">gemm_ukernel_sse4_1</a></li>
<li><a href="gemm_utils.html">gemm_utils</a></li>
<li><a href="global_config.html">global_config</a></li>
<li><a href="initialization.html">initialization</a></li>
<li><a href="math_ops_fusion.html">math_ops_fusion</a></li>
<li><a href="memory.html">memory</a></li>
<li><a href="nested_containers.html">nested_containers</a></li>
<li><a href="openmp.html">openmp</a></li>
<li><a href="sequninit.html">sequninit</a></li>
<li><a href="simd.html">simd</a></li>
<li><a href="tokenizers.html">tokenizers</a></li>
</ul>
</span>
</ul>
</span>
<span>
<a href="#">Tutorial</a>
<ul class="monospace">
<li><a href="tuto.first_steps.html">First steps</a></li>
<li><a href="tuto.slicing.html">Taking a slice of a tensor</a></li>
<li><a href="tuto.linear_algebra.html">Matrix & vectors operations</a></li>
<li><a href="tuto.broadcasting.html">Broadcasted operations</a></li>
<li><a href="tuto.shapeshifting.html">Transposing, Reshaping, Permuting, Concatenating</a></li>
<li><a href="tuto.map_reduce.html">Map & Reduce</a></li>
<li><a href="tuto.iterators.html">Basic iterators</a></li>
</ul>
</span>
<span>
<a href="#">Spellbook (How-To's)</a>
<ul class="monospace">
<li><a href="howto.type_conversion.html">How to convert a Tensor type?</a></li>
<li><a href="howto.ufunc.html">How to create a new universal function?</a></li>
<li><a href="howto.perceptron.html">How to create a multilayer perceptron?</a></li>
</ul>
</span>
<span>
<a href="#">Under the hood</a>
<ul class="monospace">
<li><a href="uth.speed.html">How Arraymancer achieves its speed?</a></li>
<li><a href="uth.copy_semantics.html">Why does `=` share data by default aka reference semantics?</a></li>
<li><a href="uth.opencl_cuda_nim.html">Working with OpenCL and Cuda in Nim</a></li>
</ul>
</span>
</header>
</body>
</html>
"""