Update

Author: Svetlana Karslioglu

.pyspelling.yml

@@ -2,7 +2,8 @@ spellchecker: aspell
 matrix:
 - name: python
   sources:
-    #- beginner_source/*.py
+    - beginner_source/*.py
+    - intermediate_source/*.py
     #- intermediate_source/autograd_saved_tensors_hooks_tutorial.py
     #- intermediate_source/ax_multiobjective_nas_tutorial.py
     #- intermediate_source/char_rnn_classification_tutorial.py
@@ -23,7 +24,14 @@ matrix:
     #- intermediate_source/parametrizations.py
     #- intermediate_source/per_sample_grads.py
     #- intermediate_source/pipeline_tutorial.py
-    - intermediate_source/pruning_tutorial.py
+    #- intermediate_source/pruning_tutorial.py
+    #- intermediate_source/reinforcement_ppo.py
+    #- intermediate_source/reinforcement_q_learning.py
+    #- intermediate_source/scaled_dot_product_attention_tutorial.py
+    #- intermediate_source/seq2seq_translation_tutorial.py
+    #- intermediate_source/spatial_transformer_tutorial.py
+    #- intermediate_source/tensorboard_profiler_tutorial.py
+    #- intermediate_source/torch_compile_tutorial.py
   dictionary:
     wordlists:
       - en-wordlist.txt
@@ -36,9 +44,16 @@ matrix:
         # Exclude figure rST tags
         - open: '\.\.\s+(figure|literalinclude|math|image|grid)::'
           close: '\n'
+        # Exclude roles:
+        - open: ':(?:(class|py:mod|mod|func)):`'
+          content: '[^`]*'
+          close: '`'
         # Exclude raw directive
         - open: '\.\. (raw)::.*$\n*'
           close: '\n'
+        # Exclude
+        - open: '.*(:py:mod:).*'
+          close: ' '
         # Exclude Python coding directives
         - open: '-\*- coding:'
           close: '\n'

1

@@ -0,0 +1,341 @@
+Andrej
+Karpathy's
+NanoGPT
+compilable
+decorrelated
+DQN
+deterministically
+approximators
+duration
+CartPole
+EPS
+APIs
+Args
+Autograd
+BCE
+BN
+BOS
+Bahdanau
+BatchNorm
+CHW
+CIFAR
+CLS
+CNNDM
+CNNs
+CPUs
+CUDA
+Cayley
+Chatbots
+Colab
+Conv
+ConvNet
+ConvNets
+DCGAN
+DCGANs
+DDQN
+DNN
+DataLoaders
+DeepMind
+DeiT
+DenseNet
+EOS
+FC
+FGSM
+FLAVA
+FX
+FX's
+FloydHub
+FloydHub's
+Frobenius
+GAE
+GAN
+GANs
+GPU's
+GPUs
+GRU
+GRUs
+GTC
+GeForce
+Goodfellow
+Goodfellow’s
+GreedySearchDecoder
+HVP
+Hugging Face
+IMDB
+ImageNet
+Initializations
+Iteratively
+JSON
+JVP
+Jacobian
+Kiuk
+Kubernetes
+Kuei
+LSTM
+LSTMs
+LeCun
+LeNet
+LeakyReLU
+LeakyReLUs
+Lipschitz
+Lua
+Luong
+MLP
+MLPs
+MNIST
+Mypy
+NAS
+NCHW
+NES
+NLP
+NTK
+NaN
+NeurIPS
+NumPy
+Numericalization
+Numpy's
+OpenAI
+PPO
+Plotly
+Prec
+Profiler
+PyTorch's
+RGB
+RL
+RNN
+RNNs
+RPC
+RTX
+Radford
+ReLU
+ResNet
+SPD
+SST2
+Sequentials
+Sigmoid
+SoTA
+TPU
+TensorBoard
+TextVQA
+Tokenization
+TorchMultimodal
+TorchRL
+TorchRL's
+TorchScript
+TorchX
+Tunable
+Unescape
+VQA
+Wikitext
+Xeon
+accuracies
+activations
+adversarially
+al
+autodiff
+autograd
+backend
+backends
+backprop
+backpropagate
+backpropagated
+backpropagates
+backpropagation
+batchnorm
+batchnorm's
+benchmarking
+boolean
+broadcasted
+cardinality
+chatbot
+chatbot's
+checkpointing
+composable
+concat
+config
+contrastive
+conv
+convolutional
+cpu
+csv
+cuDNN
+datafile
+dataframe
+dataloader
+dataloaders
+datapipes
+dataset
+datasets
+dataset’s
+deserialize
+deserialized
+dimensionality
+dir
+downsample
+downsamples
+embeddings
+encodings
+ensembling
+eq
+et
+evaluateInput
+extensibility
+fastai
+fbgemm
+feedforward
+finetune
+finetuning
+fp
+functorch
+fuser
+geomean
+grayscale
+hardcode
+helpdesk
+helpdesks
+hessian
+hessians
+hvp
+hyperparameter
+hyperparameters
+imagenet
+initializations
+inlined
+interpretable
+io
+iterable
+iteratively
+jacobian
+jacobians
+jit
+jpg
+kwargs
+labelled
+learnable
+learnings
+loadFilename
+manualSeed
+matplotlib
+minibatch
+minibatches
+minimax
+misclassification
+misclassified
+modularity
+modularized
+multihead
+multimodal
+multimodality
+multiobjective
+multiprocessed
+multithreaded
+namespace
+natively
+ndarrays
+num
+numericalize
+numpy
+nvFuser
+nvFuser's
+optimizable
+optimizer's
+optimizers
+overfitting
+parallelizable
+parallelization
+parametrization
+parametrizations
+parametrized
+parametrizing
+perceptibility
+pipelining
+pointwise
+precompute
+precomputing
+prepend
+preprocess
+preprocessing
+prepruned
+prespecified
+pretrained
+prewritten
+primals
+profiler
+profilers
+pytorch
+quantized
+quantizing
+queryable
+randint
+readably
+recomputation
+reimplement
+reimplementing
+reimplements
+reinitializes
+relu
+reproducibility
+rescale
+resnet
+restride
+rewinded
+rollout
+romanized
+runnable
+runtime
+runtime
+runtimes
+scalable
+softmax
+sparsify
+specificities
+src
+stacktrace
+stateful
+storages
+strided
+subclasses
+subclassing
+subdirectories
+submodule
+submodules
+subnetworks
+subreddit
+summarization
+tanh
+th
+thresholding
+timestep
+timesteps
+tokenization
+tokenize
+tokenizer
+topologies
+torchaudio
+torchdata
+torchscriptable
+torchtext
+torchtext's
+torchvision
+torchviz
+traceback
+tradeoff
+tradeoffs
+uncomment
+uncommented
+unfused
+unimodal
+unnormalized
+unparametrized
+unpickling
+unpruned
+updation
+utils
+vectorization
+vectorize
+vectorized
+vhp
+voc
+walkthrough
+warmstart
+warmstarting