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Remove devcontainer (#47)
* refactor - till custom datasets * Updated data * updated buildmodel * update the other sections * final edits * A fix for one line comment when removing runnable code. (pytorch#1165) Co-authored-by: v-jizhang <66389669+buck-bot@users.noreply.github.com> * Update tutorials to use TensorPipeRpcBackendOptions. (pytorch#1164) * Update tutorials to use TensorPipeRpcBackendOptions. * Commit Summary: Test Plan: Reviewers: Subscribers: Tasks: Tags: * Commit2 Summary: Test Plan: Reviewers: Subscribers: Tasks: Tags: Co-authored-by: pritam <pritam.damania@fb.com> * Update dynamic quant tutorial for saving quantized model (pytorch#1167) Summary: Addresses pytorch/pytorch#43016 Test Plan: Reviewers: Subscribers: Tasks: Tags: * retitle dispatcher tutorial (pytorch#1168) * minor typo fixes (pytorch#1160) Co-authored-by: Brian Johnson <brianjo@fb.com> * Update saving_loading_models.py (pytorch#1173) * Removes Outdated Trainer Tutorial (pytorch#1181) * Update index.rst * Delete aws_distributed_training_tutorial.py * complete PyTorch quickstart proposal * Formatting and wording updates (#27) * corrected rebase errors * Some updates based on feedback to quickstart and build model (#29) * Added more detail to the intro of the quickstart * primitive dataset text update * fix build model * updated quickstart to class model (#30) * fix build model * updated quickstart to class model * Updates to quickstart main page, build model page based on feedback (#31) * updates to load class model, build model page work * more work on build model * small formatting fix on build model page (#32) * fix formating on build model page * build model formatting fixes (#33) * build model format fix * Update build_model_tutorial.py * Update build_model_tutorial.py * Update optimization_tutorial.py fixed footer * Update data_quickstart_tutorial.py fix image on data * Update data_quickstart_tutorial.py (#34) Addressed open comments * Update data_quickstart_tutorial.py (#35) Fixed links and formatting * Update data_quickstart_tutorial.py removed github markup * Update data_quickstart_tutorial.py * Update build_model_tutorial.py * Update data_quickstart_tutorial.py (#36) * build model section updates, breadcrumb test, linear wording fix (#37) * removed full top ex, moved sequential to layer ex * fixed linear layer wording * breadcrumb test * move TOC (#39) * removed full top ex, moved sequential to layer ex * fixed linear layer wording * breadcrumb test * rename for auto breadcrumb for tutorials * move table of contents to top * toc fix probably (#40) * how to use this guide text (#41) * removed code blocks moved toc (#42) * Make misc improvements to quickstart (#43) * Refactor buildmodel_tutorial.py to exclude sequential net definition (#44) * moved quickstart home folder, added breadcrumb * add callout quickstart on tutorials page, cap fix * checkin by Cassie: how to run code, fixed typo * checked in by cassie: quickstart updates typo fix * Refactor optimization tutorial * Formatting fixes to optimization tutorial * quickstart home page updates * tensor page edits * cassie checkin: data page review * Update save-load-run quickstart tutorial * checkin by cassie: review/fix transforms page * checkin by cassie: Fixed build model page * checkin by cassie: optimization page, add setup * autograd and optimzation page updates * checkin by cassie: save run load page review * Update beginner_source/quickstart/dataquickstart_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/dataquickstart_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/dataquickstart_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/dataquickstart_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/dataquickstart_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/transforms_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/transforms_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/transforms_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/transforms_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/transforms_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/transforms_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/transforms_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/transforms_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/autograd_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/autograd_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/buildmodel_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/buildmodel_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/buildmodel_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/buildmodel_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/buildmodel_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/buildmodel_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/buildmodel_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/buildmodel_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/buildmodel_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/optimization_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * checkin by cassie: fix spacing * Update beginner_source/quickstart/optimization_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/optimization_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/optimization_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/optimization_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/saveloadrun_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/saveloadrun_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/saveloadrun_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/saveloadrun_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/saveloadrun_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/saveloadrun_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/optimization_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/optimization_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/optimization_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * Update beginner_source/quickstart/optimization_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * fix link * Update beginner_source/quickstart/optimization_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * fix link * Update beginner_source/quickstart/saveloadrun_tutorial.py Co-authored-by: suraj813 <5676233+suraj813@users.noreply.github.com> * cassie checkin: add next prev links * fix links * fix links * toc tree test * cassie checkin: removed old next prev * Fix missing variable in saveloadrun_tutorial * Update beginner_source/quickstart/quickstart_tutorial.py * "DataSet" -> "Dataset" * Apply suggestions from code review -- buildmodel * add links to author names * formatting * add suraj as author * add loading dataset to data quickstart * init fucntion wording update on datasets * added iterate to datasets section * update quickstart title to 'learn the basics' * refactor - till custom datasets * Updated data * updated buildmodel * update the other sections * final edits * update index.rst * delete devcontainer and gh workflows * restore index.rst - update with separate PR Co-authored-by: Jinlin Zhang <jinlinzhang@fb.com> Co-authored-by: v-jizhang <66389669+buck-bot@users.noreply.github.com> Co-authored-by: Pritam Damania <9958665+pritamdamania87@users.noreply.github.com> Co-authored-by: pritam <pritam.damania@fb.com> Co-authored-by: supriyar <supriyar@fb.com> Co-authored-by: Basil Hosmer <bhosmer@fb.com> Co-authored-by: Jeff Tang <jeff.x.tang@gmail.com> Co-authored-by: Brian Johnson <brianjo@fb.com> Co-authored-by: Yuxin Wu <ppwwyyxxc@gmail.com> Co-authored-by: sethjuarez <me@sethjuarez.com> Co-authored-by: Cassie <46505951+cassieview@users.noreply.github.com> Co-authored-by: PythicCoder <aribornstein@gmail.com> Co-authored-by: Dmitri Soshnikov <dmitri@soshnikov.com> Co-authored-by: Cassie Breviu <cassieb@Microsoft.com>
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‎.devcontainer/Dockerfile‎

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‎.devcontainer/devcontainer.json‎

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‎beginner_source/quickstart/autograd_tutorial.py‎

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# Further Reading
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# ~~~~~~~~~~~~~~~~~
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# - `Autograd Mechanics <https://pytorch.org/docs/stable/notes/autograd.html>`_
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‎beginner_source/quickstart/buildmodel_tutorial.py‎

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print(f"After ReLU: {hidden1}")
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#################################################
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# nn.Sequential
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# ^^^^^^^^^^^^^^^^^^^^^^
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# In this example, we iterate over each parameter, and print its size and a preview of its values.
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#
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print("Model structure: ", model, "\n\n")
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# - `torch.nn API <https://pytorch.org/docs/stable/nn.html>`_
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‎beginner_source/quickstart/quickstart_tutorial.py‎

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`This tutorial assumes a basic familiarity with Python and Deep Learning concepts.`
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Running the Tutorial Code
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------------------
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You can run this tutorial in a couple of ways:
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# --------------
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#####################################################################
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# Optimizing the Model Parameters
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loss_fn = nn.CrossEntropyLoss()
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#######################################################################
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# In a single training loop, the model makes predictions on the training dataset (fed to it in batches), and
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######################################################################
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# Loading Models
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######################################################################
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# Read more about `Saving & Loading your model <saveloadrun_tutorial.html>`_.
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#
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