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Fixes #205 - Docker install not finding GPUs #262

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Apr 30, 2020
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Followup from #235
Had to delete the previous 1 due to too many conflicts.

    Invokes docker with  --runtime=nvidia for GPU
    Added the option to specify the GPU / specific GPU ids in start.sh
    Fixed the documentation for start.sh script
    Fixed the JDK version in Dockerfile.gpu
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@maaquib maaquib changed the base branch from master to staging_0_1_1 April 29, 2020 21:57
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Instructions worked for me.

@maaquib maaquib added this to the v0.1.1 milestone Apr 30, 2020
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@maaquib maaquib merged commit e8a2c75 into staging_0_1_1 Apr 30, 2020
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Passed initial test on GPU. Waiting to move the card to "Tested" column until we're at code freeze for staging_0_1_1 and I've re-run my test script.

Testing included command line flags for having the instance only use certain GPU devices; this also worked.

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Verified the start.sh script with --gpu_devices flag on p3.2xl host.

./start.sh --gpu --gpu_devices 1,2,3
Starting pytorch/torchserve:latest-gpu docker image
Successfully started torchserve in docker
Registering resnet-18 model
successfully registered resnet-18 model with torchserve
...

mycpuorg added a commit that referenced this pull request Jun 9, 2020
* fixed resnet152 custom handler to work with GPU

* issue template

* Moving issue templates to root folder per pull request template

* adding feature request template

* Minor changes related to sections and names.

* Update feature_template.md

* Update bug_template.md

* doc template

* minor changes

* Minor changes to upload custom model or handler

* issue templates (#273)

* issue template

* Moving issue templates to root folder per pull request template

* adding feature request template

* Minor changes related to sections and names.

* Update feature_template.md

* Update bug_template.md

* doc template

* minor changes

* Minor changes to upload custom model or handler

Co-authored-by: mycpuorg <mail@mycpu.org>

* Fixes #205 - Docker install not finding GPUs (#262)

Invokes docker with  --runtime=nvidia for GPU
    Added the option to specify the GPU / specific GPU ids in start.sh
    Fixed the documentation for start.sh script
    Fixed the JDK version in Dockerfile.gpu

Co-authored-by: Aaqib <maaquib@gmail.com>

* Fix pylint issue (#163)

* pylint fixes and code cleanup

* UT fixes, pylint updates per latest version and updated sanity script to run pylint

* fixed pylint and wrapt installation issue

* freeze pylint version to 2.4.4 due to bug in version 2.5

* removed duplicate statement to install pylint

Co-authored-by: Aaqib <maaquib@gmail.com>

* Updated exception handling for worker threads shutdown. (#172)

* updated code to now log errors only in case when exception is not genreated by unregister api call

* java formatting

* fixed illigalstateexception

* removed the unrequired handling for illegal monitor state exception

Co-authored-by: dhaniram kshirsagar <dhaniram_kshirsagar@persistent.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* changes for Homebrew  issue 98 (#126)

* changes for Homebrew  issue 98

* adding changes for path in benchmark.py

* CI Build corrected

* benchmark changes

corrected path

* changed PATH for homebrew

* Update Readme

Made changes for homebrew installation and instruction for GPU based machine instruction for install_dependencies.sh

* Updated Readme.md

removed unnecessory  lines

* corrected indentation

corrected indentation for  new lines added

* Update Readme.md fil

added separate commands for CPU and GPU based

Co-authored-by: Ubuntu <ubuntu@ip-172-31-35-42.ec2.internal>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-42-124.ec2.internal>
Co-authored-by: harshbafna <harsh_bafna@persistent.co.in>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-16-67.ec2.internal>
Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* added changes to clean model loaded through URL from model store on unregisted

* added UTs

* Moving the plugins SDK to org.pytorch. Added plugins example. (#261)

* Moved plugins SDK to org.pytorch

* Updating the repo for publishing plugins SDK

* Enabled bintray maven repo temporarily

* Reset tests

* Added GPG plugin to pom file to sign the plugins SDK

* Update the SDK version

* Removed bintray repo

* Modify the buildspec to not deploy the SDK

Co-authored-by: Vamshidhar Dantu <dantu@amazon.com>
Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: mycpuorg <mail@mycpu.org>

* Added model zoo (#299)

Co-authored-by: mycpuorg <mail@mycpu.org>
Co-authored-by: Brad Heintz <bradheintz@fb.com>

* Removed snapshot dependency on model (#152)

* Snapshot is now independent of model

* fixed checkstyle issue

* fixed formatting

* doc review: configuration and custom_service

* addressed review comments

* fixed incorrect merge

* fixed review comments and corrected the error messages

* adding remaining fixes for string constants

Co-authored-by: harshbafna <harsh_bafna@persistent.co.in>
Co-authored-by: eslesar-aws <eslesar@amazon.com>
Co-authored-by: Aaron Markham <markhama@amazon.com>
Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>

* Regression Tests Suite - AWS Code Build Infra - Initial Commit for #57 (#285)

* Regression Tests Suite - AWS Code Build Infra - Initial Commit for #57

* Script to clone Pytorch Repo & Run Post Man Scripts
* Basic Tests for Inference & Managment APIs
* AWS Code Build buildspec.yml

* Refactor postman tests, add empty postman collection for todos

* Add a readme for adding tests

* Add more management tests

* Fix typo

* Snapshot Regression tests - #57

* Fix typo

* Comment out snapshot test for now

* Weird typos are showing up, try saving everything

* Need to manually save every request in postman...

* When reregister don't use s3

* More workarounds for rereg

* Fix test messages

* Remove test for empty reqs

* Change get to post

* Fix pytest for subprocess - #57

* Enable pytest - #57

* Inference API Testcases / Rename Management Testcases  #57

* Wipe Model MARs in Modelstore between tests #54

* Fix Inference Endpoint Execution #54

* Fix file paths - #57

* Fix Initial Workers #57

* Fix Inference Assertions #57

* Fix DenseNet Inference #57

* Fix Densenet Register #54

* Redirect Logs to File #54

* Fix Test Execution Log #54

* README, Build Badge #57

* Format ReadMe #57

* Update README - Add Instruction to add new tests / Run tests locally

* Update README

* Update branch for build Codebuild Badge

Co-authored-by: alexwong <11878166+alexwong@users.noreply.github.com>
Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: mycpuorg <mail@mycpu.org>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-12-178.us-west-2.compute.internal>

* Issue 312 install from src (#322)

* documentation: fixed issues in installation and quick start in README.md

* documentation: Reverting conda related doc changes from PR#286

Fixes #297

* remove minus y (#311)

update pip install instructions

* Update instructions for installation from source

This commit aims to address Issue #312

Tested on a fresh EC2 P3.2 instance:
* Followed instructions under
https://github.com/pytorch/serve#install-torchserve-for-development
* Started the server manually from command line
* Ran a ping query

Received a response from server with "Healthy" status

Signed-off-by: Manoj Rao <mail@mycpu.org>

* add separate files for installation

one each for linux and macos

* update README and remove relative path from script

* Install script - Dont uninstall if not previously installed - #132

* explicitly build the source code with gradle prior to install

* remove upgrade instructions in favor of clean reinstall from source

* update instructions to contain the correct script name

Co-authored-by: eslesar-aws <eslesar@amazon.com>
Co-authored-by: Aaqib Ansari <maaquib@gmail.com>
Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: Aaron Markham <markhama@amazon.com>
Co-authored-by: Manoj Rao <mail@mycpu.org>
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Co-authored-by: Ubuntu <ubuntu@ip-172-31-7-197.us-west-2.compute.internal>

* fix for macos script (#338)

* Move Issue Template to .github dir

* Updated sanity script to use install_from_src_ubuntu script (#350)

* updated sanity script to use install_from_src_ubuntu script

* added java version check

* fixed issue with if statement

* fixed variable name

* fixed repeated cd command

* updated artifacts

* removed artifacts from buildspec

* Corrected HTTP response code for Model version does not exists exception (#282)

* issue 196 patch

* Added openapi missing responses. - incorporated review comments

* updated method signature after resolving merge conflicts

Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>
Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: Shivam Shriwas <shivamshriwas21@gmail.com>
Co-authored-by: harshbafna <harsh_bafna@persistent.co.in>
Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Corrected paths in command and added notes (#354)

Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Refactored UT for better reporting (#159)

* refactored UTs

* upgraded testng version and updated testcase names

* added testng.xml to handle sequential execution of test classes

* added waveglow example

* Updated readme for waveglow example

* fixed failing UTs after merging master

* removed unintentionally pushed waveglow example

* fixed failing test case

* moved set-default to utils and added couple of more add cases for default version

* java formatting

* corrected set default negative test case

* fixed java formatting

Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Huggingface Transformers generalization (#302)

* Scripts to seriliaze a Bert model using jit.trace and a handler for Bert model

* modified to include mapping of predicitons and decoding received text

* move back the original text

* moved the index_to_name to bert folder

* Transformers/ Bert serving with Torchserve readme

* deleting an unused dictionary

* just cleaning some of the commented out parts

* cleaning up

* Cleaning up

* uncommenting the logging and cleaning  the comments

* Download and save the checkpoints, config file and vocab of  the BERT from Transformers for demonstration purposes

* mapping of predicitons to labels

* a custom handler for transformers.

* README.

* sample of input text.

* modifying the descriptions

* modifying the descriptions

* adding comments

* adding commnets

* Fromatting modifications

* modified comments

* added the citations

* adding hugginface as the type of transformer model we are referring to

* renaming the folder to huggingface_transformers

* Removing the bert folder

* simple modification

* modifed the script to use a setup_config.json for loading and saving models

* added the section for transfomer_handler_generalized

* the generalized handler

* set_up config intialization

* edited for transfomer generalization

* modified to use just input_ids as inputs for models

* modified for question answering

* modified to include the number of labels

* corrected typos

* modifed variable names

* edited for clarity

* modifed variable names, simplified the initlialize in the handler class, removed the warnning from QA case

* modifed values for QA

* modifed the variable names

* added comments

* modified to add clarity

* add comment in preprocessing of QA

* added warning for the case mode is not selected properly and combined constructor and initlaize fucntion

* clean up

* clean up

* combined constructor and initliaze func

* combined constructor and initliaze func

* Separated the constructor and initliaze func

* Modified to remove the classification part and update with generalized version

* resolved the coflict and separated the costructor and initliaze func

* removed the handler for classification case as the generalized version handles the case

Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: mycpuorg <mail@mycpu.org>

* added waveglow example (#258)

* added waveglow example

* Updated readme for waveglow example

* enhanced example to remove runtime checkpoint download

* updated handler to return the audio file content instead of dumping it to tmp dir

* minor change to handler

* added pipefail

* added python snippet to run inference

* updated readme with know issue with the example

Co-authored-by: Aaqib <maaquib@gmail.com>

* made build suite compatible with latest gradle (#348)

Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>
Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* moved env section after context

* Deleting redundant ISSUE_TEMPLATE at root dir

* Fix typo in scripts/install_from_src_macos

* Corrected  OpenApi description  (#328)

* Correct query parameter name (Registration Api)in OpenApi description

* removed non existing path parameter

Co-authored-by: Aaqib <maaquib@gmail.com>

* Regression suite fixes and added test cases (#344)

* added test model zoo test cases
updated regression script

* Updated Readme

* update -y flag for install

* Updated docker command as per new imagename and tag generated in stagging branch

* Fix sudo usage in regression test script

* - addressed review comments
- reverted changes related to sudo in regression script.

* added https test collection

* - updated failed test cases on staging branch
- added environment and updated newman cmd  with --insecure for https

* updated script

* updated pytest

* update curl check for serve up

* Revert "update curl check for serve up"

This reverts commit 0047eae.

* Revert "update curl check for serve up"

This reverts commit 0047eae.

- update model zoo
- added resnet test case

* added workers to resnet model

* Update readme to run test suite on desired branch

* enhanced inference test cases to driven by datafile

* Updated readme

Co-authored-by: Dhanasekar Karuppasamy <dhanak@amazon.com>
Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Fix typo in mnist readme (#330)

Co-authored-by: Aaqib <maaquib@gmail.com>

* Fixed typo in ab installation. (#327)

* documentation: fixed issues in installation and quick start in README.md

* documentation: Reverting conda related doc changes from PR#286

Fixes #297

* remove minus y (#311)

update pip install instructions

* Fixed typo in ab installation.

Co-authored-by: eslesar-aws <eslesar@amazon.com>
Co-authored-by: Aaqib Ansari <maaquib@gmail.com>
Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: Aaron Markham <markhama@amazon.com>

* Setup Nightly Build for TorchServe (#371)

* Add Branch Flag for Nightly CodeBuild #57

* Update ENV Variable for Nightly Build Name

* Nigtly Build - Fix FileName for Build Artifacts

* Update README for accessing test logs

* Whitspace changes

* Build new images for build - README Instruction

* Fix for intermittent gradle build failure (#352)

* Fix for intermittent null pointer exception

* Fixed comments

Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* documentation: Remove redundant curl options in example (#336)

* documentation: fixed issues in installation and quick start in README.md

* documentation: Reverting conda related doc changes from PR#286

Fixes #297

* remove minus y (#311)

update pip install instructions

* fix-doc

* fix remaining "-X POST"s

Co-authored-by: eslesar-aws <eslesar@amazon.com>
Co-authored-by: Aaqib Ansari <maaquib@gmail.com>
Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: Aaron Markham <markhama@amazon.com>

* Corrected port number validation range (#304)

* Corrected port number validation range

* added UT for issue 291

* added ut dependency file formatting

* correct param in config_test_env.properties

* removed incorrect flags from test case config files

* added negative test cases

* removed properties file and changes in test case

Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>

* Fixes version number reporting for TorchServe (#360)

* Correct version and added vesion.txt for getting version info

* fixed description test cases and build issue

* Added snapshot test fixes
and resolved relative path issue for version.txt

* python formatting

* added version.txt in MANIFEST.in

* addressed review comments

* added version.txt for model archiver as well
- addressed review comments

* -fixed python UT
-added ts python UT run in sanity script

* removed blank lines from snapshot files

Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>

* fixes installation script exits without error if no java present on machine (#376)

* fixes installation script exits without error if no java present on machine

* added changes for macos script

Co-authored-by: Aaqib <maaquib@gmail.com>

* Dockerfile enhancements (#308)

* dockerfile now points to latest torchserve on pypi and added separate files for dev

* Minor changes

* Made build and run commands consistent

* Fixing formatting

* Consistency issue

* Enhanced Dockerfile for binary per #178 and other misc.

* Fixed gpu related issues in start script

* Corrected the heading font

* Added mar creation steps from container

* added buildkit support for dev docker files

* Fix for buildkit

* Restoring psutil and future as absence leads intermittent hangged build

* Fixed review comments for doc

* Fixed typo

Co-authored-by: Ubuntu <ubuntu@ip-172-31-64-54.ec2.internal>
Co-authored-by: Aaqib <maaquib@gmail.com>

* Updated configuration.md for missing config properties (#337)

* Updated configuration.md for missing parameters

* changes TS_MODEL_SNAPSHOT to MODEL_SNAPSHOT
- removes ambiguity
- follows naming convention

* addressed review comments.

* removed debug property

* updated configuration.md

Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* Adding missing document links to README (#379)

* Maven tests should output only errors (#326)

Co-authored-by: Vamshidhar Dantu <dantu@amazon.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* fixed code for build failure in python virtual environment (#341)

* fixed code for build failure in python virtual environment

* added exception missed on resolving conflicts

Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: Vamshidhar Dantu <36211508+vdantu@users.noreply.github.com>

* updated object detector handler to use only default cuda device for torchvision version less then 0.6 (#265)

* updated object detector handler to use default cuda device for torchvision version 0.5.0

* updated version check logic

* Updated documentation for torchvision version dependency

* enhanced sanity script to validate all default handlers

* fixed sanity script

* added torchtext install step in sanity script

* fixed issue related to inference after restart with snapshot.

* moved torchtext to codebuild docker files

* added more log statements

* enhanced run inference function

* fixed register model function

* added unregister model function

* incorporated code review comments

* added back inference call for snapshot test

* fixed if block

Co-authored-by: Aaqib <maaquib@gmail.com>

* Adding a barebones ec2 template to run torchserve on ubuntu (#301)

* Adding a barebones ec2 template to run torchserve on ubuntu

* Adding VPC with Private subnet

* Address review comments #1

* Address review comments #2

* Rebase for #365 (#389)

* Updated README.md for #364

See #364 for a deep description of the problem

* updated README.md

* updated README.md

Co-authored-by: Francesco Saverio Zuppichini <zuppif@usi.ch>

* Document the docker settings for running in production mode (#388)

* Docker Production Options #234

* Docker Production Options - Typo Fixes / Fit & Finish  #234

* Typos - Docker Docs #234

* grammar check  - docker/README.md

Co-authored-by: Aaqib <maaquib@gmail.com>

* grammar check  - docker/README.md

Co-authored-by: Aaqib <maaquib@gmail.com>

* grammar check  - docker/README.md

Co-authored-by: Aaqib <maaquib@gmail.com>

Co-authored-by: Aaqib <maaquib@gmail.com>

* Huggingface transformers integration test (#382)

* Add Huggingface transformers example integration tests

* Add transformers intallation

* Fix a missing bracket

* move transformers installation to chain installations

Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>

* Updated docker README.md (#401)

* Update README.md

* Fixed cd command

* Made source cloning steps explicit!!

* Fixed online editing mistake

Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>

* Fixed response status message for inferencing on model with zero workers (#305)

* Changes for issue_29

* Changed error Messages

* changed message for scalling request

* changed defaultVersion string

* Corrected error message

* changed the code for best practice

* resolved review comment for version

* updated management api doc as per new responses in worker scale api

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Co-authored-by: Shivam Shriwas <shivamshriwas21@gmail.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* made model server port tests independent (#396)

* Added backend profiling and fixed benchmark's install dependency scripts (#402)

* added backend profiling
* updated install dependency scripts to make them jmeter version independent
* updated readme
* Fix benchmarks/README typo and JMeter versioning issue
* updated documentation

Co-authored-by: Aaqib Ansari <maaquib@gmail.com>

* Add sphinx directory and conf.py (#274)

* Add sphinx folder that contains files for docs build

* Delete .DS_Store

* Delete .DS_Store

* Add conf.py in docs/

* documentation: fixed issues in installation and quick start in README.md

* documentation: Reverting conda related doc changes from PR#286

Fixes #297

* remove minus y (#311)

update pip install instructions

* Update to the latest version of sphinx

* Add recommonmark to extensions

Add recommonmark to extensions so sphinx project has markdown support.
Configuration details here: https://www.sphinx-doc.org/en/master/usage/markdown.html

* Update source suffix to use latest recommonmark syntax

Updating to the syntax found here: https://www.sphinx-doc.org/en/master/usage/markdown.html

Co-authored-by: Aaron Markham <markhama@amazon.com>

* Remove old recommonmark parser syntax

* Pin sphinx version to work with latest version of recommonmark

Co-authored-by: Aaron Markham <markhama@amazon.com>

* Pin version latest version recommonmark

Co-authored-by: Aaron Markham <markhama@amazon.com>

* Delete theme file generated during build

* de-duplicate install package of psutil (#329)

The Dockerfile of GPU install package psutil duplicated.

* Remove pytorch-sphinx-theme files

* Update to match latest staging_0_1_1

* Update docker directory to match staging_0_1_1 branch

* Delete .DS_Store

* Add sphinxcontrib.katex and torch

Co-authored-by: eslesar-aws <eslesar@amazon.com>
Co-authored-by: Aaqib Ansari <maaquib@gmail.com>
Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: Aaron Markham <markhama@amazon.com>
Co-authored-by: Mario Cho <hephaex@gmail.com>
Co-authored-by: mycpuorg <mail@mycpu.org>

* Image classifier example readme fixes (#405)

* Changed the model name in torch.jit.save to be consistent with docs

* Remove extra handler flag and fix the torchservr start

* fix the doc

* fix the doc

Co-authored-by: mycpuorg <mail@mycpu.org>

* Porting memory fix changes to TorchServe (#422)

Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Benchmark documentation fix (#425)

* Fix Benchmark Documentation

* Documentaion fixes

* .circleci: Add initial circleci configuration (#431)

Signed-off-by: Eli Uriegas <eliuriegas@fb.com>

* Torchscript support huggingface transfrmers (#421)

* Add support for torchscript

* Add support for torchscript

* Add key values for torchscript support

* Add Torchscript suport

* Add Torchscript support

* Add Torchscript support in loading the models

* keep the example to QA

* modify to reflect Torchscript example?

* Add torchscript support guides

* Add fintued BERT for QA

* Add QA artifacts

* Add seqenece classification artifacts

* Token classification artifacts

* Correct typos

* Add max length to tokenizer

* clean up

* enhance the doc

* change setup to seq classification

* Add detail to torchscript support

* set the model for QA

* Add torchscript bert seq classification example

* Add  bert seq classification example

* Modify the packaging model command

* Modify torchscript packaging command

* clean up

* clean up

* correct spacing between list items

Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Integration test huggingface transfromers torchscript support (#433)

* made model server port tests independent

* Add integration tests for Huggingface transfromers with new handler that support torchscript

Co-authored-by: harshbafna <harsh_bafna@persistent.co.in>
Co-authored-by: mycpuorg <mail@mycpu.org>
Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Apachebench benchmark - cleanup script / documentation

* Revert "Apachebench benchmark - cleanup script / documentation"

This reverts commit c8f8682.

* Documentation updates for clarity on Eager mode / Torch scripted models (#439)

* Model Zoo updates for Eager Mode / Torchscripted models

* Update examples/README.md

Co-authored-by: Aaqib <maaquib@gmail.com>

Co-authored-by: Aaqib <maaquib@gmail.com>

* Apachebench benchmarking - Script / Documentation updates (#438)

* Apachebench benchmarking script - Script / Documentation updates

* Stop TS after benchmark completion.

Co-authored-by: harshbafna <harsh_bafna@persistent.co.in>
Co-authored-by: dhaniram-kshirsagar <26479924+dhaniram-kshirsagar@users.noreply.github.com>
Co-authored-by: dhaniram kshirsagar <dhaniram_kshirsagar@persistent.com>
Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: mycpuorg <mail@mycpu.org>
Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>
Co-authored-by: mjpsl <57522192+mjpsl@users.noreply.github.com>
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Co-authored-by: Vamshidhar Dantu <36211508+vdantu@users.noreply.github.com>
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Co-authored-by: Brad Heintz <bradheintz@fb.com>
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Co-authored-by: Aaron Markham <markhama@amazon.com>
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Co-authored-by: Hamid Shojanazeri <hamid.nazeri2010@gmail.com>
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Co-authored-by: shivamshriwas <44968110+shivamshriwas@users.noreply.github.com>
Co-authored-by: Takayoshi Nishida <takayoshi.nishida@gmail.com>
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Co-authored-by: Tzu-Wei Huang <huang.dexter@gmail.com>
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Co-authored-by: Francesco Saverio Zuppichini <zuppif@usi.ch>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-80-124.ec2.internal>
Co-authored-by: Jessica Lin <jplin@fb.com>
Co-authored-by: Mario Cho <hephaex@gmail.com>
Co-authored-by: Eli Uriegas <1700823+seemethere@users.noreply.github.com>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-78-248.ec2.internal>
maaquib added a commit that referenced this pull request Jun 9, 2020
* fixed resnet152 custom handler to work with GPU

* issue template

* Moving issue templates to root folder per pull request template

* adding feature request template

* Minor changes related to sections and names.

* Update feature_template.md

* Update bug_template.md

* doc template

* minor changes

* Minor changes to upload custom model or handler

* issue templates (#273)

* issue template

* Moving issue templates to root folder per pull request template

* adding feature request template

* Minor changes related to sections and names.

* Update feature_template.md

* Update bug_template.md

* doc template

* minor changes

* Minor changes to upload custom model or handler

Co-authored-by: mycpuorg <mail@mycpu.org>

* Fixes #205 - Docker install not finding GPUs (#262)

Invokes docker with  --runtime=nvidia for GPU
    Added the option to specify the GPU / specific GPU ids in start.sh
    Fixed the documentation for start.sh script
    Fixed the JDK version in Dockerfile.gpu

Co-authored-by: Aaqib <maaquib@gmail.com>

* Fix pylint issue (#163)

* pylint fixes and code cleanup

* UT fixes, pylint updates per latest version and updated sanity script to run pylint

* fixed pylint and wrapt installation issue

* freeze pylint version to 2.4.4 due to bug in version 2.5

* removed duplicate statement to install pylint

Co-authored-by: Aaqib <maaquib@gmail.com>

* Updated exception handling for worker threads shutdown. (#172)

* updated code to now log errors only in case when exception is not genreated by unregister api call

* java formatting

* fixed illigalstateexception

* removed the unrequired handling for illegal monitor state exception

Co-authored-by: dhaniram kshirsagar <dhaniram_kshirsagar@persistent.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* changes for Homebrew  issue 98 (#126)

* changes for Homebrew  issue 98

* adding changes for path in benchmark.py

* CI Build corrected

* benchmark changes

corrected path

* changed PATH for homebrew

* Update Readme

Made changes for homebrew installation and instruction for GPU based machine instruction for install_dependencies.sh

* Updated Readme.md

removed unnecessory  lines

* corrected indentation

corrected indentation for  new lines added

* Update Readme.md fil

added separate commands for CPU and GPU based

Co-authored-by: Ubuntu <ubuntu@ip-172-31-35-42.ec2.internal>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-42-124.ec2.internal>
Co-authored-by: harshbafna <harsh_bafna@persistent.co.in>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-16-67.ec2.internal>
Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* added changes to clean model loaded through URL from model store on unregisted

* added UTs

* Moving the plugins SDK to org.pytorch. Added plugins example. (#261)

* Moved plugins SDK to org.pytorch

* Updating the repo for publishing plugins SDK

* Enabled bintray maven repo temporarily

* Reset tests

* Added GPG plugin to pom file to sign the plugins SDK

* Update the SDK version

* Removed bintray repo

* Modify the buildspec to not deploy the SDK

Co-authored-by: Vamshidhar Dantu <dantu@amazon.com>
Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: mycpuorg <mail@mycpu.org>

* Added model zoo (#299)

Co-authored-by: mycpuorg <mail@mycpu.org>
Co-authored-by: Brad Heintz <bradheintz@fb.com>

* Removed snapshot dependency on model (#152)

* Snapshot is now independent of model

* fixed checkstyle issue

* fixed formatting

* doc review: configuration and custom_service

* addressed review comments

* fixed incorrect merge

* fixed review comments and corrected the error messages

* adding remaining fixes for string constants

Co-authored-by: harshbafna <harsh_bafna@persistent.co.in>
Co-authored-by: eslesar-aws <eslesar@amazon.com>
Co-authored-by: Aaron Markham <markhama@amazon.com>
Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>

* Regression Tests Suite - AWS Code Build Infra - Initial Commit for #57 (#285)

* Regression Tests Suite - AWS Code Build Infra - Initial Commit for #57

* Script to clone Pytorch Repo & Run Post Man Scripts
* Basic Tests for Inference & Managment APIs
* AWS Code Build buildspec.yml

* Refactor postman tests, add empty postman collection for todos

* Add a readme for adding tests

* Add more management tests

* Fix typo

* Snapshot Regression tests - #57

* Fix typo

* Comment out snapshot test for now

* Weird typos are showing up, try saving everything

* Need to manually save every request in postman...

* When reregister don't use s3

* More workarounds for rereg

* Fix test messages

* Remove test for empty reqs

* Change get to post

* Fix pytest for subprocess - #57

* Enable pytest - #57

* Inference API Testcases / Rename Management Testcases  #57

* Wipe Model MARs in Modelstore between tests #54

* Fix Inference Endpoint Execution #54

* Fix file paths - #57

* Fix Initial Workers #57

* Fix Inference Assertions #57

* Fix DenseNet Inference #57

* Fix Densenet Register #54

* Redirect Logs to File #54

* Fix Test Execution Log #54

* README, Build Badge #57

* Format ReadMe #57

* Update README - Add Instruction to add new tests / Run tests locally

* Update README

* Update branch for build Codebuild Badge

Co-authored-by: alexwong <11878166+alexwong@users.noreply.github.com>
Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: mycpuorg <mail@mycpu.org>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-12-178.us-west-2.compute.internal>

* Issue 312 install from src (#322)

* documentation: fixed issues in installation and quick start in README.md

* documentation: Reverting conda related doc changes from PR#286

Fixes #297

* remove minus y (#311)

update pip install instructions

* Update instructions for installation from source

This commit aims to address Issue #312

Tested on a fresh EC2 P3.2 instance:
* Followed instructions under
https://github.com/pytorch/serve#install-torchserve-for-development
* Started the server manually from command line
* Ran a ping query

Received a response from server with "Healthy" status

Signed-off-by: Manoj Rao <mail@mycpu.org>

* add separate files for installation

one each for linux and macos

* update README and remove relative path from script

* Install script - Dont uninstall if not previously installed - #132

* explicitly build the source code with gradle prior to install

* remove upgrade instructions in favor of clean reinstall from source

* update instructions to contain the correct script name

Co-authored-by: eslesar-aws <eslesar@amazon.com>
Co-authored-by: Aaqib Ansari <maaquib@gmail.com>
Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: Aaron Markham <markhama@amazon.com>
Co-authored-by: Manoj Rao <mail@mycpu.org>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-0-61.us-west-2.compute.internal>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-7-197.us-west-2.compute.internal>

* fix for macos script (#338)

* Move Issue Template to .github dir

* Updated sanity script to use install_from_src_ubuntu script (#350)

* updated sanity script to use install_from_src_ubuntu script

* added java version check

* fixed issue with if statement

* fixed variable name

* fixed repeated cd command

* updated artifacts

* removed artifacts from buildspec

* Corrected HTTP response code for Model version does not exists exception (#282)

* issue 196 patch

* Added openapi missing responses. - incorporated review comments

* updated method signature after resolving merge conflicts

Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>
Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: Shivam Shriwas <shivamshriwas21@gmail.com>
Co-authored-by: harshbafna <harsh_bafna@persistent.co.in>
Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Corrected paths in command and added notes (#354)

Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Refactored UT for better reporting (#159)

* refactored UTs

* upgraded testng version and updated testcase names

* added testng.xml to handle sequential execution of test classes

* added waveglow example

* Updated readme for waveglow example

* fixed failing UTs after merging master

* removed unintentionally pushed waveglow example

* fixed failing test case

* moved set-default to utils and added couple of more add cases for default version

* java formatting

* corrected set default negative test case

* fixed java formatting

Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Huggingface Transformers generalization (#302)

* Scripts to seriliaze a Bert model using jit.trace and a handler for Bert model

* modified to include mapping of predicitons and decoding received text

* move back the original text

* moved the index_to_name to bert folder

* Transformers/ Bert serving with Torchserve readme

* deleting an unused dictionary

* just cleaning some of the commented out parts

* cleaning up

* Cleaning up

* uncommenting the logging and cleaning  the comments

* Download and save the checkpoints, config file and vocab of  the BERT from Transformers for demonstration purposes

* mapping of predicitons to labels

* a custom handler for transformers.

* README.

* sample of input text.

* modifying the descriptions

* modifying the descriptions

* adding comments

* adding commnets

* Fromatting modifications

* modified comments

* added the citations

* adding hugginface as the type of transformer model we are referring to

* renaming the folder to huggingface_transformers

* Removing the bert folder

* simple modification

* modifed the script to use a setup_config.json for loading and saving models

* added the section for transfomer_handler_generalized

* the generalized handler

* set_up config intialization

* edited for transfomer generalization

* modified to use just input_ids as inputs for models

* modified for question answering

* modified to include the number of labels

* corrected typos

* modifed variable names

* edited for clarity

* modifed variable names, simplified the initlialize in the handler class, removed the warnning from QA case

* modifed values for QA

* modifed the variable names

* added comments

* modified to add clarity

* add comment in preprocessing of QA

* added warning for the case mode is not selected properly and combined constructor and initlaize fucntion

* clean up

* clean up

* combined constructor and initliaze func

* combined constructor and initliaze func

* Separated the constructor and initliaze func

* Modified to remove the classification part and update with generalized version

* resolved the coflict and separated the costructor and initliaze func

* removed the handler for classification case as the generalized version handles the case

Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: mycpuorg <mail@mycpu.org>

* added waveglow example (#258)

* added waveglow example

* Updated readme for waveglow example

* enhanced example to remove runtime checkpoint download

* updated handler to return the audio file content instead of dumping it to tmp dir

* minor change to handler

* added pipefail

* added python snippet to run inference

* updated readme with know issue with the example

Co-authored-by: Aaqib <maaquib@gmail.com>

* made build suite compatible with latest gradle (#348)

Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>
Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* moved env section after context

* Deleting redundant ISSUE_TEMPLATE at root dir

* Fix typo in scripts/install_from_src_macos

* Corrected  OpenApi description  (#328)

* Correct query parameter name (Registration Api)in OpenApi description

* removed non existing path parameter

Co-authored-by: Aaqib <maaquib@gmail.com>

* Regression suite fixes and added test cases (#344)

* added test model zoo test cases
updated regression script

* Updated Readme

* update -y flag for install

* Updated docker command as per new imagename and tag generated in stagging branch

* Fix sudo usage in regression test script

* - addressed review comments
- reverted changes related to sudo in regression script.

* added https test collection

* - updated failed test cases on staging branch
- added environment and updated newman cmd  with --insecure for https

* updated script

* updated pytest

* update curl check for serve up

* Revert "update curl check for serve up"

This reverts commit 0047eae.

* Revert "update curl check for serve up"

This reverts commit 0047eae.

- update model zoo
- added resnet test case

* added workers to resnet model

* Update readme to run test suite on desired branch

* enhanced inference test cases to driven by datafile

* Updated readme

Co-authored-by: Dhanasekar Karuppasamy <dhanak@amazon.com>
Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Fix typo in mnist readme (#330)

Co-authored-by: Aaqib <maaquib@gmail.com>

* Fixed typo in ab installation. (#327)

* documentation: fixed issues in installation and quick start in README.md

* documentation: Reverting conda related doc changes from PR#286

Fixes #297

* remove minus y (#311)

update pip install instructions

* Fixed typo in ab installation.

Co-authored-by: eslesar-aws <eslesar@amazon.com>
Co-authored-by: Aaqib Ansari <maaquib@gmail.com>
Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: Aaron Markham <markhama@amazon.com>

* Setup Nightly Build for TorchServe (#371)

* Add Branch Flag for Nightly CodeBuild #57

* Update ENV Variable for Nightly Build Name

* Nigtly Build - Fix FileName for Build Artifacts

* Update README for accessing test logs

* Whitspace changes

* Build new images for build - README Instruction

* Fix for intermittent gradle build failure (#352)

* Fix for intermittent null pointer exception

* Fixed comments

Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* documentation: Remove redundant curl options in example (#336)

* documentation: fixed issues in installation and quick start in README.md

* documentation: Reverting conda related doc changes from PR#286

Fixes #297

* remove minus y (#311)

update pip install instructions

* fix-doc

* fix remaining "-X POST"s

Co-authored-by: eslesar-aws <eslesar@amazon.com>
Co-authored-by: Aaqib Ansari <maaquib@gmail.com>
Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: Aaron Markham <markhama@amazon.com>

* Corrected port number validation range (#304)

* Corrected port number validation range

* added UT for issue 291

* added ut dependency file formatting

* correct param in config_test_env.properties

* removed incorrect flags from test case config files

* added negative test cases

* removed properties file and changes in test case

Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>

* Fixes version number reporting for TorchServe (#360)

* Correct version and added vesion.txt for getting version info

* fixed description test cases and build issue

* Added snapshot test fixes
and resolved relative path issue for version.txt

* python formatting

* added version.txt in MANIFEST.in

* addressed review comments

* added version.txt for model archiver as well
- addressed review comments

* -fixed python UT
-added ts python UT run in sanity script

* removed blank lines from snapshot files

Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>

* fixes installation script exits without error if no java present on machine (#376)

* fixes installation script exits without error if no java present on machine

* added changes for macos script

Co-authored-by: Aaqib <maaquib@gmail.com>

* Dockerfile enhancements (#308)

* dockerfile now points to latest torchserve on pypi and added separate files for dev

* Minor changes

* Made build and run commands consistent

* Fixing formatting

* Consistency issue

* Enhanced Dockerfile for binary per #178 and other misc.

* Fixed gpu related issues in start script

* Corrected the heading font

* Added mar creation steps from container

* added buildkit support for dev docker files

* Fix for buildkit

* Restoring psutil and future as absence leads intermittent hangged build

* Fixed review comments for doc

* Fixed typo

Co-authored-by: Ubuntu <ubuntu@ip-172-31-64-54.ec2.internal>
Co-authored-by: Aaqib <maaquib@gmail.com>

* Updated configuration.md for missing config properties (#337)

* Updated configuration.md for missing parameters

* changes TS_MODEL_SNAPSHOT to MODEL_SNAPSHOT
- removes ambiguity
- follows naming convention

* addressed review comments.

* removed debug property

* updated configuration.md

Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* Adding missing document links to README (#379)

* Maven tests should output only errors (#326)

Co-authored-by: Vamshidhar Dantu <dantu@amazon.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* fixed code for build failure in python virtual environment (#341)

* fixed code for build failure in python virtual environment

* added exception missed on resolving conflicts

Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: Vamshidhar Dantu <36211508+vdantu@users.noreply.github.com>

* updated object detector handler to use only default cuda device for torchvision version less then 0.6 (#265)

* updated object detector handler to use default cuda device for torchvision version 0.5.0

* updated version check logic

* Updated documentation for torchvision version dependency

* enhanced sanity script to validate all default handlers

* fixed sanity script

* added torchtext install step in sanity script

* fixed issue related to inference after restart with snapshot.

* moved torchtext to codebuild docker files

* added more log statements

* enhanced run inference function

* fixed register model function

* added unregister model function

* incorporated code review comments

* added back inference call for snapshot test

* fixed if block

Co-authored-by: Aaqib <maaquib@gmail.com>

* Adding a barebones ec2 template to run torchserve on ubuntu (#301)

* Adding a barebones ec2 template to run torchserve on ubuntu

* Adding VPC with Private subnet

* Address review comments #1

* Address review comments #2

* Rebase for #365 (#389)

* Updated README.md for #364

See #364 for a deep description of the problem

* updated README.md

* updated README.md

Co-authored-by: Francesco Saverio Zuppichini <zuppif@usi.ch>

* Document the docker settings for running in production mode (#388)

* Docker Production Options #234

* Docker Production Options - Typo Fixes / Fit & Finish  #234

* Typos - Docker Docs #234

* grammar check  - docker/README.md

Co-authored-by: Aaqib <maaquib@gmail.com>

* grammar check  - docker/README.md

Co-authored-by: Aaqib <maaquib@gmail.com>

* grammar check  - docker/README.md

Co-authored-by: Aaqib <maaquib@gmail.com>

Co-authored-by: Aaqib <maaquib@gmail.com>

* Huggingface transformers integration test (#382)

* Add Huggingface transformers example integration tests

* Add transformers intallation

* Fix a missing bracket

* move transformers installation to chain installations

Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>

* Updated docker README.md (#401)

* Update README.md

* Fixed cd command

* Made source cloning steps explicit!!

* Fixed online editing mistake

Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>

* Fixed response status message for inferencing on model with zero workers (#305)

* Changes for issue_29

* Changed error Messages

* changed message for scalling request

* changed defaultVersion string

* Corrected error message

* changed the code for best practice

* resolved review comment for version

* updated management api doc as per new responses in worker scale api

Co-authored-by: Ubuntu <ubuntu@ip-172-31-80-124.ec2.internal>
Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>
Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>
Co-authored-by: Shivam Shriwas <shivamshriwas21@gmail.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* made model server port tests independent (#396)

* Added backend profiling and fixed benchmark's install dependency scripts (#402)

* added backend profiling
* updated install dependency scripts to make them jmeter version independent
* updated readme
* Fix benchmarks/README typo and JMeter versioning issue
* updated documentation

Co-authored-by: Aaqib Ansari <maaquib@gmail.com>

* Add sphinx directory and conf.py (#274)

* Add sphinx folder that contains files for docs build

* Delete .DS_Store

* Delete .DS_Store

* Add conf.py in docs/

* documentation: fixed issues in installation and quick start in README.md

* documentation: Reverting conda related doc changes from PR#286

Fixes #297

* remove minus y (#311)

update pip install instructions

* Update to the latest version of sphinx

* Add recommonmark to extensions

Add recommonmark to extensions so sphinx project has markdown support.
Configuration details here: https://www.sphinx-doc.org/en/master/usage/markdown.html

* Update source suffix to use latest recommonmark syntax

Updating to the syntax found here: https://www.sphinx-doc.org/en/master/usage/markdown.html

Co-authored-by: Aaron Markham <markhama@amazon.com>

* Remove old recommonmark parser syntax

* Pin sphinx version to work with latest version of recommonmark

Co-authored-by: Aaron Markham <markhama@amazon.com>

* Pin version latest version recommonmark

Co-authored-by: Aaron Markham <markhama@amazon.com>

* Delete theme file generated during build

* de-duplicate install package of psutil (#329)

The Dockerfile of GPU install package psutil duplicated.

* Remove pytorch-sphinx-theme files

* Update to match latest staging_0_1_1

* Update docker directory to match staging_0_1_1 branch

* Delete .DS_Store

* Add sphinxcontrib.katex and torch

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Co-authored-by: Aaron Markham <markhama@amazon.com>
Co-authored-by: Mario Cho <hephaex@gmail.com>
Co-authored-by: mycpuorg <mail@mycpu.org>

* Image classifier example readme fixes (#405)

* Changed the model name in torch.jit.save to be consistent with docs

* Remove extra handler flag and fix the torchservr start

* fix the doc

* fix the doc

Co-authored-by: mycpuorg <mail@mycpu.org>

* Porting memory fix changes to TorchServe (#422)

Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Benchmark documentation fix (#425)

* Fix Benchmark Documentation

* Documentaion fixes

* .circleci: Add initial circleci configuration (#431)

Signed-off-by: Eli Uriegas <eliuriegas@fb.com>

* Torchscript support huggingface transfrmers (#421)

* Add support for torchscript

* Add support for torchscript

* Add key values for torchscript support

* Add Torchscript suport

* Add Torchscript support

* Add Torchscript support in loading the models

* keep the example to QA

* modify to reflect Torchscript example?

* Add torchscript support guides

* Add fintued BERT for QA

* Add QA artifacts

* Add seqenece classification artifacts

* Token classification artifacts

* Correct typos

* Add max length to tokenizer

* clean up

* enhance the doc

* change setup to seq classification

* Add detail to torchscript support

* set the model for QA

* Add torchscript bert seq classification example

* Add  bert seq classification example

* Modify the packaging model command

* Modify torchscript packaging command

* clean up

* clean up

* correct spacing between list items

Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Integration test huggingface transfromers torchscript support (#433)

* made model server port tests independent

* Add integration tests for Huggingface transfromers with new handler that support torchscript

Co-authored-by: harshbafna <harsh_bafna@persistent.co.in>
Co-authored-by: mycpuorg <mail@mycpu.org>
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Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Apachebench benchmark - cleanup script / documentation

* Revert "Apachebench benchmark - cleanup script / documentation"

This reverts commit c8f8682.

* Documentation updates for clarity on Eager mode / Torch scripted models (#439)

* Model Zoo updates for Eager Mode / Torchscripted models

* Update examples/README.md

Co-authored-by: Aaqib <maaquib@gmail.com>

Co-authored-by: Aaqib <maaquib@gmail.com>

* Apachebench benchmarking - Script / Documentation updates (#438)

* Apachebench benchmarking script - Script / Documentation updates

* Stop TS after benchmark completion.

Co-authored-by: harshbafna <harsh_bafna@persistent.co.in>
Co-authored-by: dhaniram-kshirsagar <26479924+dhaniram-kshirsagar@users.noreply.github.com>
Co-authored-by: dhaniram kshirsagar <dhaniram_kshirsagar@persistent.com>
Co-authored-by: Aaqib <maaquib@gmail.com>
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Co-authored-by: Brad Heintz <bradheintz@fb.com>
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Co-authored-by: Shivam Shriwas <shivamshriwas21@gmail.com>
Co-authored-by: Hamid Shojanazeri <hamid.nazeri2010@gmail.com>
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Co-authored-by: shivamshriwas <44968110+shivamshriwas@users.noreply.github.com>
Co-authored-by: Takayoshi Nishida <takayoshi.nishida@gmail.com>
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Co-authored-by: Tzu-Wei Huang <huang.dexter@gmail.com>
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Co-authored-by: Francesco Saverio Zuppichini <zuppif@usi.ch>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-80-124.ec2.internal>
Co-authored-by: Jessica Lin <jplin@fb.com>
Co-authored-by: Mario Cho <hephaex@gmail.com>
Co-authored-by: Eli Uriegas <1700823+seemethere@users.noreply.github.com>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-78-248.ec2.internal>
maaquib added a commit that referenced this pull request Jun 9, 2020
* fixed resnet152 custom handler to work with GPU

* issue template

* Moving issue templates to root folder per pull request template

* adding feature request template

* Minor changes related to sections and names.

* Update feature_template.md

* Update bug_template.md

* doc template

* minor changes

* Minor changes to upload custom model or handler

* issue templates (#273)

* issue template

* Moving issue templates to root folder per pull request template

* adding feature request template

* Minor changes related to sections and names.

* Update feature_template.md

* Update bug_template.md

* doc template

* minor changes

* Minor changes to upload custom model or handler

Co-authored-by: mycpuorg <mail@mycpu.org>

* Fixes #205 - Docker install not finding GPUs (#262)

Invokes docker with  --runtime=nvidia for GPU
    Added the option to specify the GPU / specific GPU ids in start.sh
    Fixed the documentation for start.sh script
    Fixed the JDK version in Dockerfile.gpu

Co-authored-by: Aaqib <maaquib@gmail.com>

* Fix pylint issue (#163)

* pylint fixes and code cleanup

* UT fixes, pylint updates per latest version and updated sanity script to run pylint

* fixed pylint and wrapt installation issue

* freeze pylint version to 2.4.4 due to bug in version 2.5

* removed duplicate statement to install pylint

Co-authored-by: Aaqib <maaquib@gmail.com>

* Updated exception handling for worker threads shutdown. (#172)

* updated code to now log errors only in case when exception is not genreated by unregister api call

* java formatting

* fixed illigalstateexception

* removed the unrequired handling for illegal monitor state exception

Co-authored-by: dhaniram kshirsagar <dhaniram_kshirsagar@persistent.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* changes for Homebrew  issue 98 (#126)

* changes for Homebrew  issue 98

* adding changes for path in benchmark.py

* CI Build corrected

* benchmark changes

corrected path

* changed PATH for homebrew

* Update Readme

Made changes for homebrew installation and instruction for GPU based machine instruction for install_dependencies.sh

* Updated Readme.md

removed unnecessory  lines

* corrected indentation

corrected indentation for  new lines added

* Update Readme.md fil

added separate commands for CPU and GPU based

Co-authored-by: Ubuntu <ubuntu@ip-172-31-35-42.ec2.internal>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-42-124.ec2.internal>
Co-authored-by: harshbafna <harsh_bafna@persistent.co.in>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-16-67.ec2.internal>
Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* added changes to clean model loaded through URL from model store on unregisted

* added UTs

* Moving the plugins SDK to org.pytorch. Added plugins example. (#261)

* Moved plugins SDK to org.pytorch

* Updating the repo for publishing plugins SDK

* Enabled bintray maven repo temporarily

* Reset tests

* Added GPG plugin to pom file to sign the plugins SDK

* Update the SDK version

* Removed bintray repo

* Modify the buildspec to not deploy the SDK

Co-authored-by: Vamshidhar Dantu <dantu@amazon.com>
Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: mycpuorg <mail@mycpu.org>

* Added model zoo (#299)

Co-authored-by: mycpuorg <mail@mycpu.org>
Co-authored-by: Brad Heintz <bradheintz@fb.com>

* Removed snapshot dependency on model (#152)

* Snapshot is now independent of model

* fixed checkstyle issue

* fixed formatting

* doc review: configuration and custom_service

* addressed review comments

* fixed incorrect merge

* fixed review comments and corrected the error messages

* adding remaining fixes for string constants

Co-authored-by: harshbafna <harsh_bafna@persistent.co.in>
Co-authored-by: eslesar-aws <eslesar@amazon.com>
Co-authored-by: Aaron Markham <markhama@amazon.com>
Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>

* Regression Tests Suite - AWS Code Build Infra - Initial Commit for #57 (#285)

* Regression Tests Suite - AWS Code Build Infra - Initial Commit for #57

* Script to clone Pytorch Repo & Run Post Man Scripts
* Basic Tests for Inference & Managment APIs
* AWS Code Build buildspec.yml

* Refactor postman tests, add empty postman collection for todos

* Add a readme for adding tests

* Add more management tests

* Fix typo

* Snapshot Regression tests - #57

* Fix typo

* Comment out snapshot test for now

* Weird typos are showing up, try saving everything

* Need to manually save every request in postman...

* When reregister don't use s3

* More workarounds for rereg

* Fix test messages

* Remove test for empty reqs

* Change get to post

* Fix pytest for subprocess - #57

* Enable pytest - #57

* Inference API Testcases / Rename Management Testcases  #57

* Wipe Model MARs in Modelstore between tests #54

* Fix Inference Endpoint Execution #54

* Fix file paths - #57

* Fix Initial Workers #57

* Fix Inference Assertions #57

* Fix DenseNet Inference #57

* Fix Densenet Register #54

* Redirect Logs to File #54

* Fix Test Execution Log #54

* README, Build Badge #57

* Format ReadMe #57

* Update README - Add Instruction to add new tests / Run tests locally

* Update README

* Update branch for build Codebuild Badge

Co-authored-by: alexwong <11878166+alexwong@users.noreply.github.com>
Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: mycpuorg <mail@mycpu.org>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-12-178.us-west-2.compute.internal>

* Issue 312 install from src (#322)

* documentation: fixed issues in installation and quick start in README.md

* documentation: Reverting conda related doc changes from PR#286

Fixes #297

* remove minus y (#311)

update pip install instructions

* Update instructions for installation from source

This commit aims to address Issue #312

Tested on a fresh EC2 P3.2 instance:
* Followed instructions under
https://github.com/pytorch/serve#install-torchserve-for-development
* Started the server manually from command line
* Ran a ping query

Received a response from server with "Healthy" status

Signed-off-by: Manoj Rao <mail@mycpu.org>

* add separate files for installation

one each for linux and macos

* update README and remove relative path from script

* Install script - Dont uninstall if not previously installed - #132

* explicitly build the source code with gradle prior to install

* remove upgrade instructions in favor of clean reinstall from source

* update instructions to contain the correct script name

Co-authored-by: eslesar-aws <eslesar@amazon.com>
Co-authored-by: Aaqib Ansari <maaquib@gmail.com>
Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: Aaron Markham <markhama@amazon.com>
Co-authored-by: Manoj Rao <mail@mycpu.org>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-0-61.us-west-2.compute.internal>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-7-197.us-west-2.compute.internal>

* fix for macos script (#338)

* Move Issue Template to .github dir

* Updated sanity script to use install_from_src_ubuntu script (#350)

* updated sanity script to use install_from_src_ubuntu script

* added java version check

* fixed issue with if statement

* fixed variable name

* fixed repeated cd command

* updated artifacts

* removed artifacts from buildspec

* Corrected HTTP response code for Model version does not exists exception (#282)

* issue 196 patch

* Added openapi missing responses. - incorporated review comments

* updated method signature after resolving merge conflicts

Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>
Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: Shivam Shriwas <shivamshriwas21@gmail.com>
Co-authored-by: harshbafna <harsh_bafna@persistent.co.in>
Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Corrected paths in command and added notes (#354)

Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Refactored UT for better reporting (#159)

* refactored UTs

* upgraded testng version and updated testcase names

* added testng.xml to handle sequential execution of test classes

* added waveglow example

* Updated readme for waveglow example

* fixed failing UTs after merging master

* removed unintentionally pushed waveglow example

* fixed failing test case

* moved set-default to utils and added couple of more add cases for default version

* java formatting

* corrected set default negative test case

* fixed java formatting

Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Huggingface Transformers generalization (#302)

* Scripts to seriliaze a Bert model using jit.trace and a handler for Bert model

* modified to include mapping of predicitons and decoding received text

* move back the original text

* moved the index_to_name to bert folder

* Transformers/ Bert serving with Torchserve readme

* deleting an unused dictionary

* just cleaning some of the commented out parts

* cleaning up

* Cleaning up

* uncommenting the logging and cleaning  the comments

* Download and save the checkpoints, config file and vocab of  the BERT from Transformers for demonstration purposes

* mapping of predicitons to labels

* a custom handler for transformers.

* README.

* sample of input text.

* modifying the descriptions

* modifying the descriptions

* adding comments

* adding commnets

* Fromatting modifications

* modified comments

* added the citations

* adding hugginface as the type of transformer model we are referring to

* renaming the folder to huggingface_transformers

* Removing the bert folder

* simple modification

* modifed the script to use a setup_config.json for loading and saving models

* added the section for transfomer_handler_generalized

* the generalized handler

* set_up config intialization

* edited for transfomer generalization

* modified to use just input_ids as inputs for models

* modified for question answering

* modified to include the number of labels

* corrected typos

* modifed variable names

* edited for clarity

* modifed variable names, simplified the initlialize in the handler class, removed the warnning from QA case

* modifed values for QA

* modifed the variable names

* added comments

* modified to add clarity

* add comment in preprocessing of QA

* added warning for the case mode is not selected properly and combined constructor and initlaize fucntion

* clean up

* clean up

* combined constructor and initliaze func

* combined constructor and initliaze func

* Separated the constructor and initliaze func

* Modified to remove the classification part and update with generalized version

* resolved the coflict and separated the costructor and initliaze func

* removed the handler for classification case as the generalized version handles the case

Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: mycpuorg <mail@mycpu.org>

* added waveglow example (#258)

* added waveglow example

* Updated readme for waveglow example

* enhanced example to remove runtime checkpoint download

* updated handler to return the audio file content instead of dumping it to tmp dir

* minor change to handler

* added pipefail

* added python snippet to run inference

* updated readme with know issue with the example

Co-authored-by: Aaqib <maaquib@gmail.com>

* made build suite compatible with latest gradle (#348)

Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>
Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* moved env section after context

* Deleting redundant ISSUE_TEMPLATE at root dir

* Fix typo in scripts/install_from_src_macos

* Corrected  OpenApi description  (#328)

* Correct query parameter name (Registration Api)in OpenApi description

* removed non existing path parameter

Co-authored-by: Aaqib <maaquib@gmail.com>

* Regression suite fixes and added test cases (#344)

* added test model zoo test cases
updated regression script

* Updated Readme

* update -y flag for install

* Updated docker command as per new imagename and tag generated in stagging branch

* Fix sudo usage in regression test script

* - addressed review comments
- reverted changes related to sudo in regression script.

* added https test collection

* - updated failed test cases on staging branch
- added environment and updated newman cmd  with --insecure for https

* updated script

* updated pytest

* update curl check for serve up

* Revert "update curl check for serve up"

This reverts commit 0047eae.

* Revert "update curl check for serve up"

This reverts commit 0047eae.

- update model zoo
- added resnet test case

* added workers to resnet model

* Update readme to run test suite on desired branch

* enhanced inference test cases to driven by datafile

* Updated readme

Co-authored-by: Dhanasekar Karuppasamy <dhanak@amazon.com>
Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Fix typo in mnist readme (#330)

Co-authored-by: Aaqib <maaquib@gmail.com>

* Fixed typo in ab installation. (#327)

* documentation: fixed issues in installation and quick start in README.md

* documentation: Reverting conda related doc changes from PR#286

Fixes #297

* remove minus y (#311)

update pip install instructions

* Fixed typo in ab installation.

Co-authored-by: eslesar-aws <eslesar@amazon.com>
Co-authored-by: Aaqib Ansari <maaquib@gmail.com>
Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: Aaron Markham <markhama@amazon.com>

* Setup Nightly Build for TorchServe (#371)

* Add Branch Flag for Nightly CodeBuild #57

* Update ENV Variable for Nightly Build Name

* Nigtly Build - Fix FileName for Build Artifacts

* Update README for accessing test logs

* Whitspace changes

* Build new images for build - README Instruction

* Fix for intermittent gradle build failure (#352)

* Fix for intermittent null pointer exception

* Fixed comments

Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* documentation: Remove redundant curl options in example (#336)

* documentation: fixed issues in installation and quick start in README.md

* documentation: Reverting conda related doc changes from PR#286

Fixes #297

* remove minus y (#311)

update pip install instructions

* fix-doc

* fix remaining "-X POST"s

Co-authored-by: eslesar-aws <eslesar@amazon.com>
Co-authored-by: Aaqib Ansari <maaquib@gmail.com>
Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: Aaron Markham <markhama@amazon.com>

* Corrected port number validation range (#304)

* Corrected port number validation range

* added UT for issue 291

* added ut dependency file formatting

* correct param in config_test_env.properties

* removed incorrect flags from test case config files

* added negative test cases

* removed properties file and changes in test case

Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>

* Fixes version number reporting for TorchServe (#360)

* Correct version and added vesion.txt for getting version info

* fixed description test cases and build issue

* Added snapshot test fixes
and resolved relative path issue for version.txt

* python formatting

* added version.txt in MANIFEST.in

* addressed review comments

* added version.txt for model archiver as well
- addressed review comments

* -fixed python UT
-added ts python UT run in sanity script

* removed blank lines from snapshot files

Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>

* fixes installation script exits without error if no java present on machine (#376)

* fixes installation script exits without error if no java present on machine

* added changes for macos script

Co-authored-by: Aaqib <maaquib@gmail.com>

* Dockerfile enhancements (#308)

* dockerfile now points to latest torchserve on pypi and added separate files for dev

* Minor changes

* Made build and run commands consistent

* Fixing formatting

* Consistency issue

* Enhanced Dockerfile for binary per #178 and other misc.

* Fixed gpu related issues in start script

* Corrected the heading font

* Added mar creation steps from container

* added buildkit support for dev docker files

* Fix for buildkit

* Restoring psutil and future as absence leads intermittent hangged build

* Fixed review comments for doc

* Fixed typo

Co-authored-by: Ubuntu <ubuntu@ip-172-31-64-54.ec2.internal>
Co-authored-by: Aaqib <maaquib@gmail.com>

* Updated configuration.md for missing config properties (#337)

* Updated configuration.md for missing parameters

* changes TS_MODEL_SNAPSHOT to MODEL_SNAPSHOT
- removes ambiguity
- follows naming convention

* addressed review comments.

* removed debug property

* updated configuration.md

Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* Adding missing document links to README (#379)

* Maven tests should output only errors (#326)

Co-authored-by: Vamshidhar Dantu <dantu@amazon.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* fixed code for build failure in python virtual environment (#341)

* fixed code for build failure in python virtual environment

* added exception missed on resolving conflicts

Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: Vamshidhar Dantu <36211508+vdantu@users.noreply.github.com>

* updated object detector handler to use only default cuda device for torchvision version less then 0.6 (#265)

* updated object detector handler to use default cuda device for torchvision version 0.5.0

* updated version check logic

* Updated documentation for torchvision version dependency

* enhanced sanity script to validate all default handlers

* fixed sanity script

* added torchtext install step in sanity script

* fixed issue related to inference after restart with snapshot.

* moved torchtext to codebuild docker files

* added more log statements

* enhanced run inference function

* fixed register model function

* added unregister model function

* incorporated code review comments

* added back inference call for snapshot test

* fixed if block

Co-authored-by: Aaqib <maaquib@gmail.com>

* Adding a barebones ec2 template to run torchserve on ubuntu (#301)

* Adding a barebones ec2 template to run torchserve on ubuntu

* Adding VPC with Private subnet

* Address review comments #1

* Address review comments #2

* Rebase for #365 (#389)

* Updated README.md for #364

See #364 for a deep description of the problem

* updated README.md

* updated README.md

Co-authored-by: Francesco Saverio Zuppichini <zuppif@usi.ch>

* Document the docker settings for running in production mode (#388)

* Docker Production Options #234

* Docker Production Options - Typo Fixes / Fit & Finish  #234

* Typos - Docker Docs #234

* grammar check  - docker/README.md

Co-authored-by: Aaqib <maaquib@gmail.com>

* grammar check  - docker/README.md

Co-authored-by: Aaqib <maaquib@gmail.com>

* grammar check  - docker/README.md

Co-authored-by: Aaqib <maaquib@gmail.com>

Co-authored-by: Aaqib <maaquib@gmail.com>

* Huggingface transformers integration test (#382)

* Add Huggingface transformers example integration tests

* Add transformers intallation

* Fix a missing bracket

* move transformers installation to chain installations

Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>

* Updated docker README.md (#401)

* Update README.md

* Fixed cd command

* Made source cloning steps explicit!!

* Fixed online editing mistake

Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>

* Fixed response status message for inferencing on model with zero workers (#305)

* Changes for issue_29

* Changed error Messages

* changed message for scalling request

* changed defaultVersion string

* Corrected error message

* changed the code for best practice

* resolved review comment for version

* updated management api doc as per new responses in worker scale api

Co-authored-by: Ubuntu <ubuntu@ip-172-31-80-124.ec2.internal>
Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>
Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>
Co-authored-by: Shivam Shriwas <shivamshriwas21@gmail.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* made model server port tests independent (#396)

* Added backend profiling and fixed benchmark's install dependency scripts (#402)

* added backend profiling
* updated install dependency scripts to make them jmeter version independent
* updated readme
* Fix benchmarks/README typo and JMeter versioning issue
* updated documentation

Co-authored-by: Aaqib Ansari <maaquib@gmail.com>

* Add sphinx directory and conf.py (#274)

* Add sphinx folder that contains files for docs build

* Delete .DS_Store

* Delete .DS_Store

* Add conf.py in docs/

* documentation: fixed issues in installation and quick start in README.md

* documentation: Reverting conda related doc changes from PR#286

Fixes #297

* remove minus y (#311)

update pip install instructions

* Update to the latest version of sphinx

* Add recommonmark to extensions

Add recommonmark to extensions so sphinx project has markdown support.
Configuration details here: https://www.sphinx-doc.org/en/master/usage/markdown.html

* Update source suffix to use latest recommonmark syntax

Updating to the syntax found here: https://www.sphinx-doc.org/en/master/usage/markdown.html

Co-authored-by: Aaron Markham <markhama@amazon.com>

* Remove old recommonmark parser syntax

* Pin sphinx version to work with latest version of recommonmark

Co-authored-by: Aaron Markham <markhama@amazon.com>

* Pin version latest version recommonmark

Co-authored-by: Aaron Markham <markhama@amazon.com>

* Delete theme file generated during build

* de-duplicate install package of psutil (#329)

The Dockerfile of GPU install package psutil duplicated.

* Remove pytorch-sphinx-theme files

* Update to match latest staging_0_1_1

* Update docker directory to match staging_0_1_1 branch

* Delete .DS_Store

* Add sphinxcontrib.katex and torch

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Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: Aaron Markham <markhama@amazon.com>
Co-authored-by: Mario Cho <hephaex@gmail.com>
Co-authored-by: mycpuorg <mail@mycpu.org>

* Image classifier example readme fixes (#405)

* Changed the model name in torch.jit.save to be consistent with docs

* Remove extra handler flag and fix the torchservr start

* fix the doc

* fix the doc

Co-authored-by: mycpuorg <mail@mycpu.org>

* Porting memory fix changes to TorchServe (#422)

Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Benchmark documentation fix (#425)

* Fix Benchmark Documentation

* Documentaion fixes

* .circleci: Add initial circleci configuration (#431)

Signed-off-by: Eli Uriegas <eliuriegas@fb.com>

* Torchscript support huggingface transfrmers (#421)

* Add support for torchscript

* Add support for torchscript

* Add key values for torchscript support

* Add Torchscript suport

* Add Torchscript support

* Add Torchscript support in loading the models

* keep the example to QA

* modify to reflect Torchscript example?

* Add torchscript support guides

* Add fintued BERT for QA

* Add QA artifacts

* Add seqenece classification artifacts

* Token classification artifacts

* Correct typos

* Add max length to tokenizer

* clean up

* enhance the doc

* change setup to seq classification

* Add detail to torchscript support

* set the model for QA

* Add torchscript bert seq classification example

* Add  bert seq classification example

* Modify the packaging model command

* Modify torchscript packaging command

* clean up

* clean up

* correct spacing between list items

Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Integration test huggingface transfromers torchscript support (#433)

* made model server port tests independent

* Add integration tests for Huggingface transfromers with new handler that support torchscript

Co-authored-by: harshbafna <harsh_bafna@persistent.co.in>
Co-authored-by: mycpuorg <mail@mycpu.org>
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Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Apachebench benchmark - cleanup script / documentation

* Revert "Apachebench benchmark - cleanup script / documentation"

This reverts commit c8f8682.

* Documentation updates for clarity on Eager mode / Torch scripted models (#439)

* Model Zoo updates for Eager Mode / Torchscripted models

* Update examples/README.md

Co-authored-by: Aaqib <maaquib@gmail.com>

Co-authored-by: Aaqib <maaquib@gmail.com>

* Apachebench benchmarking - Script / Documentation updates (#438)

* Apachebench benchmarking script - Script / Documentation updates

* Stop TS after benchmark completion.

Co-authored-by: harshbafna <harsh_bafna@persistent.co.in>
Co-authored-by: dhaniram-kshirsagar <26479924+dhaniram-kshirsagar@users.noreply.github.com>
Co-authored-by: dhaniram kshirsagar <dhaniram_kshirsagar@persistent.com>
Co-authored-by: Aaqib <maaquib@gmail.com>
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Co-authored-by: Vamshidhar Dantu <36211508+vdantu@users.noreply.github.com>
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Co-authored-by: Shivam Shriwas <shivamshriwas21@gmail.com>
Co-authored-by: Hamid Shojanazeri <hamid.nazeri2010@gmail.com>
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Co-authored-by: shivamshriwas <44968110+shivamshriwas@users.noreply.github.com>
Co-authored-by: Takayoshi Nishida <takayoshi.nishida@gmail.com>
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Co-authored-by: Tzu-Wei Huang <huang.dexter@gmail.com>
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Co-authored-by: Francesco Saverio Zuppichini <zuppif@usi.ch>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-80-124.ec2.internal>
Co-authored-by: Jessica Lin <jplin@fb.com>
Co-authored-by: Mario Cho <hephaex@gmail.com>
Co-authored-by: Eli Uriegas <1700823+seemethere@users.noreply.github.com>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-78-248.ec2.internal>
@dhanainme dhanainme deleted the issue_205 branch June 9, 2020 23:12
dhanainme added a commit that referenced this pull request Jun 25, 2020
* fixed resnet152 custom handler to work with GPU

* issue template

* Moving issue templates to root folder per pull request template

* adding feature request template

* Minor changes related to sections and names.

* Update feature_template.md

* Update bug_template.md

* doc template

* minor changes

* Minor changes to upload custom model or handler

* issue templates (#273)

* issue template

* Moving issue templates to root folder per pull request template

* adding feature request template

* Minor changes related to sections and names.

* Update feature_template.md

* Update bug_template.md

* doc template

* minor changes

* Minor changes to upload custom model or handler

Co-authored-by: mycpuorg <mail@mycpu.org>

* Fixes #205 - Docker install not finding GPUs (#262)

Invokes docker with  --runtime=nvidia for GPU
    Added the option to specify the GPU / specific GPU ids in start.sh
    Fixed the documentation for start.sh script
    Fixed the JDK version in Dockerfile.gpu

Co-authored-by: Aaqib <maaquib@gmail.com>

* Fix pylint issue (#163)

* pylint fixes and code cleanup

* UT fixes, pylint updates per latest version and updated sanity script to run pylint

* fixed pylint and wrapt installation issue

* freeze pylint version to 2.4.4 due to bug in version 2.5

* removed duplicate statement to install pylint

Co-authored-by: Aaqib <maaquib@gmail.com>

* Updated exception handling for worker threads shutdown. (#172)

* updated code to now log errors only in case when exception is not genreated by unregister api call

* java formatting

* fixed illigalstateexception

* removed the unrequired handling for illegal monitor state exception

Co-authored-by: dhaniram kshirsagar <dhaniram_kshirsagar@persistent.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* changes for Homebrew  issue 98 (#126)

* changes for Homebrew  issue 98

* adding changes for path in benchmark.py

* CI Build corrected

* benchmark changes

corrected path

* changed PATH for homebrew

* Update Readme

Made changes for homebrew installation and instruction for GPU based machine instruction for install_dependencies.sh

* Updated Readme.md

removed unnecessory  lines

* corrected indentation

corrected indentation for  new lines added

* Update Readme.md fil

added separate commands for CPU and GPU based

Co-authored-by: Ubuntu <ubuntu@ip-172-31-35-42.ec2.internal>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-42-124.ec2.internal>
Co-authored-by: harshbafna <harsh_bafna@persistent.co.in>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-16-67.ec2.internal>
Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* added changes to clean model loaded through URL from model store on unregisted

* added UTs

* Moving the plugins SDK to org.pytorch. Added plugins example. (#261)

* Moved plugins SDK to org.pytorch

* Updating the repo for publishing plugins SDK

* Enabled bintray maven repo temporarily

* Reset tests

* Added GPG plugin to pom file to sign the plugins SDK

* Update the SDK version

* Removed bintray repo

* Modify the buildspec to not deploy the SDK

Co-authored-by: Vamshidhar Dantu <dantu@amazon.com>
Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: mycpuorg <mail@mycpu.org>

* Added model zoo (#299)

Co-authored-by: mycpuorg <mail@mycpu.org>
Co-authored-by: Brad Heintz <bradheintz@fb.com>

* Removed snapshot dependency on model (#152)

* Snapshot is now independent of model

* fixed checkstyle issue

* fixed formatting

* doc review: configuration and custom_service

* addressed review comments

* fixed incorrect merge

* fixed review comments and corrected the error messages

* adding remaining fixes for string constants

Co-authored-by: harshbafna <harsh_bafna@persistent.co.in>
Co-authored-by: eslesar-aws <eslesar@amazon.com>
Co-authored-by: Aaron Markham <markhama@amazon.com>
Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>

* Regression Tests Suite - AWS Code Build Infra - Initial Commit for #57 (#285)

* Regression Tests Suite - AWS Code Build Infra - Initial Commit for #57

* Script to clone Pytorch Repo & Run Post Man Scripts
* Basic Tests for Inference & Managment APIs
* AWS Code Build buildspec.yml

* Refactor postman tests, add empty postman collection for todos

* Add a readme for adding tests

* Add more management tests

* Fix typo

* Snapshot Regression tests - #57

* Fix typo

* Comment out snapshot test for now

* Weird typos are showing up, try saving everything

* Need to manually save every request in postman...

* When reregister don't use s3

* More workarounds for rereg

* Fix test messages

* Remove test for empty reqs

* Change get to post

* Fix pytest for subprocess - #57

* Enable pytest - #57

* Inference API Testcases / Rename Management Testcases  #57

* Wipe Model MARs in Modelstore between tests #54

* Fix Inference Endpoint Execution #54

* Fix file paths - #57

* Fix Initial Workers #57

* Fix Inference Assertions #57

* Fix DenseNet Inference #57

* Fix Densenet Register #54

* Redirect Logs to File #54

* Fix Test Execution Log #54

* README, Build Badge #57

* Format ReadMe #57

* Update README - Add Instruction to add new tests / Run tests locally

* Update README

* Update branch for build Codebuild Badge

Co-authored-by: alexwong <11878166+alexwong@users.noreply.github.com>
Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: mycpuorg <mail@mycpu.org>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-12-178.us-west-2.compute.internal>

* Issue 312 install from src (#322)

* documentation: fixed issues in installation and quick start in README.md

* documentation: Reverting conda related doc changes from PR#286

Fixes #297

* remove minus y (#311)

update pip install instructions

* Update instructions for installation from source

This commit aims to address Issue #312

Tested on a fresh EC2 P3.2 instance:
* Followed instructions under
https://github.com/pytorch/serve#install-torchserve-for-development
* Started the server manually from command line
* Ran a ping query

Received a response from server with "Healthy" status

Signed-off-by: Manoj Rao <mail@mycpu.org>

* add separate files for installation

one each for linux and macos

* update README and remove relative path from script

* Install script - Dont uninstall if not previously installed - #132

* explicitly build the source code with gradle prior to install

* remove upgrade instructions in favor of clean reinstall from source

* update instructions to contain the correct script name

Co-authored-by: eslesar-aws <eslesar@amazon.com>
Co-authored-by: Aaqib Ansari <maaquib@gmail.com>
Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: Aaron Markham <markhama@amazon.com>
Co-authored-by: Manoj Rao <mail@mycpu.org>
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Co-authored-by: Ubuntu <ubuntu@ip-172-31-7-197.us-west-2.compute.internal>

* fix for macos script (#338)

* Move Issue Template to .github dir

* Updated sanity script to use install_from_src_ubuntu script (#350)

* updated sanity script to use install_from_src_ubuntu script

* added java version check

* fixed issue with if statement

* fixed variable name

* fixed repeated cd command

* updated artifacts

* removed artifacts from buildspec

* Corrected HTTP response code for Model version does not exists exception (#282)

* issue 196 patch

* Added openapi missing responses. - incorporated review comments

* updated method signature after resolving merge conflicts

Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>
Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: Shivam Shriwas <shivamshriwas21@gmail.com>
Co-authored-by: harshbafna <harsh_bafna@persistent.co.in>
Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Corrected paths in command and added notes (#354)

Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Refactored UT for better reporting (#159)

* refactored UTs

* upgraded testng version and updated testcase names

* added testng.xml to handle sequential execution of test classes

* added waveglow example

* Updated readme for waveglow example

* fixed failing UTs after merging master

* removed unintentionally pushed waveglow example

* fixed failing test case

* moved set-default to utils and added couple of more add cases for default version

* java formatting

* corrected set default negative test case

* fixed java formatting

Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Huggingface Transformers generalization (#302)

* Scripts to seriliaze a Bert model using jit.trace and a handler for Bert model

* modified to include mapping of predicitons and decoding received text

* move back the original text

* moved the index_to_name to bert folder

* Transformers/ Bert serving with Torchserve readme

* deleting an unused dictionary

* just cleaning some of the commented out parts

* cleaning up

* Cleaning up

* uncommenting the logging and cleaning  the comments

* Download and save the checkpoints, config file and vocab of  the BERT from Transformers for demonstration purposes

* mapping of predicitons to labels

* a custom handler for transformers.

* README.

* sample of input text.

* modifying the descriptions

* modifying the descriptions

* adding comments

* adding commnets

* Fromatting modifications

* modified comments

* added the citations

* adding hugginface as the type of transformer model we are referring to

* renaming the folder to huggingface_transformers

* Removing the bert folder

* simple modification

* modifed the script to use a setup_config.json for loading and saving models

* added the section for transfomer_handler_generalized

* the generalized handler

* set_up config intialization

* edited for transfomer generalization

* modified to use just input_ids as inputs for models

* modified for question answering

* modified to include the number of labels

* corrected typos

* modifed variable names

* edited for clarity

* modifed variable names, simplified the initlialize in the handler class, removed the warnning from QA case

* modifed values for QA

* modifed the variable names

* added comments

* modified to add clarity

* add comment in preprocessing of QA

* added warning for the case mode is not selected properly and combined constructor and initlaize fucntion

* clean up

* clean up

* combined constructor and initliaze func

* combined constructor and initliaze func

* Separated the constructor and initliaze func

* Modified to remove the classification part and update with generalized version

* resolved the coflict and separated the costructor and initliaze func

* removed the handler for classification case as the generalized version handles the case

Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: mycpuorg <mail@mycpu.org>

* added waveglow example (#258)

* added waveglow example

* Updated readme for waveglow example

* enhanced example to remove runtime checkpoint download

* updated handler to return the audio file content instead of dumping it to tmp dir

* minor change to handler

* added pipefail

* added python snippet to run inference

* updated readme with know issue with the example

Co-authored-by: Aaqib <maaquib@gmail.com>

* made build suite compatible with latest gradle (#348)

Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>
Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* moved env section after context

* Deleting redundant ISSUE_TEMPLATE at root dir

* Fix typo in scripts/install_from_src_macos

* Corrected  OpenApi description  (#328)

* Correct query parameter name (Registration Api)in OpenApi description

* removed non existing path parameter

Co-authored-by: Aaqib <maaquib@gmail.com>

* Regression suite fixes and added test cases (#344)

* added test model zoo test cases
updated regression script

* Updated Readme

* update -y flag for install

* Updated docker command as per new imagename and tag generated in stagging branch

* Fix sudo usage in regression test script

* - addressed review comments
- reverted changes related to sudo in regression script.

* added https test collection

* - updated failed test cases on staging branch
- added environment and updated newman cmd  with --insecure for https

* updated script

* updated pytest

* update curl check for serve up

* Revert "update curl check for serve up"

This reverts commit 0047eae.

* Revert "update curl check for serve up"

This reverts commit 0047eae.

- update model zoo
- added resnet test case

* added workers to resnet model

* Update readme to run test suite on desired branch

* enhanced inference test cases to driven by datafile

* Updated readme

Co-authored-by: Dhanasekar Karuppasamy <dhanak@amazon.com>
Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Fix typo in mnist readme (#330)

Co-authored-by: Aaqib <maaquib@gmail.com>

* Fixed typo in ab installation. (#327)

* documentation: fixed issues in installation and quick start in README.md

* documentation: Reverting conda related doc changes from PR#286

Fixes #297

* remove minus y (#311)

update pip install instructions

* Fixed typo in ab installation.

Co-authored-by: eslesar-aws <eslesar@amazon.com>
Co-authored-by: Aaqib Ansari <maaquib@gmail.com>
Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: Aaron Markham <markhama@amazon.com>

* Setup Nightly Build for TorchServe (#371)

* Add Branch Flag for Nightly CodeBuild #57

* Update ENV Variable for Nightly Build Name

* Nigtly Build - Fix FileName for Build Artifacts

* Update README for accessing test logs

* Whitspace changes

* Build new images for build - README Instruction

* Fix for intermittent gradle build failure (#352)

* Fix for intermittent null pointer exception

* Fixed comments

Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* documentation: Remove redundant curl options in example (#336)

* documentation: fixed issues in installation and quick start in README.md

* documentation: Reverting conda related doc changes from PR#286

Fixes #297

* remove minus y (#311)

update pip install instructions

* fix-doc

* fix remaining "-X POST"s

Co-authored-by: eslesar-aws <eslesar@amazon.com>
Co-authored-by: Aaqib Ansari <maaquib@gmail.com>
Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: Aaron Markham <markhama@amazon.com>

* Corrected port number validation range (#304)

* Corrected port number validation range

* added UT for issue 291

* added ut dependency file formatting

* correct param in config_test_env.properties

* removed incorrect flags from test case config files

* added negative test cases

* removed properties file and changes in test case

Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>

* Fixes version number reporting for TorchServe (#360)

* Correct version and added vesion.txt for getting version info

* fixed description test cases and build issue

* Added snapshot test fixes
and resolved relative path issue for version.txt

* python formatting

* added version.txt in MANIFEST.in

* addressed review comments

* added version.txt for model archiver as well
- addressed review comments

* -fixed python UT
-added ts python UT run in sanity script

* removed blank lines from snapshot files

Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>

* fixes installation script exits without error if no java present on machine (#376)

* fixes installation script exits without error if no java present on machine

* added changes for macos script

Co-authored-by: Aaqib <maaquib@gmail.com>

* Dockerfile enhancements (#308)

* dockerfile now points to latest torchserve on pypi and added separate files for dev

* Minor changes

* Made build and run commands consistent

* Fixing formatting

* Consistency issue

* Enhanced Dockerfile for binary per #178 and other misc.

* Fixed gpu related issues in start script

* Corrected the heading font

* Added mar creation steps from container

* added buildkit support for dev docker files

* Fix for buildkit

* Restoring psutil and future as absence leads intermittent hangged build

* Fixed review comments for doc

* Fixed typo

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Co-authored-by: Aaqib <maaquib@gmail.com>

* Updated configuration.md for missing config properties (#337)

* Updated configuration.md for missing parameters

* changes TS_MODEL_SNAPSHOT to MODEL_SNAPSHOT
- removes ambiguity
- follows naming convention

* addressed review comments.

* removed debug property

* updated configuration.md

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Co-authored-by: Aaqib <maaquib@gmail.com>

* Adding missing document links to README (#379)

* Maven tests should output only errors (#326)

Co-authored-by: Vamshidhar Dantu <dantu@amazon.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* fixed code for build failure in python virtual environment (#341)

* fixed code for build failure in python virtual environment

* added exception missed on resolving conflicts

Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: Vamshidhar Dantu <36211508+vdantu@users.noreply.github.com>

* updated object detector handler to use only default cuda device for torchvision version less then 0.6 (#265)

* updated object detector handler to use default cuda device for torchvision version 0.5.0

* updated version check logic

* Updated documentation for torchvision version dependency

* enhanced sanity script to validate all default handlers

* fixed sanity script

* added torchtext install step in sanity script

* fixed issue related to inference after restart with snapshot.

* moved torchtext to codebuild docker files

* added more log statements

* enhanced run inference function

* fixed register model function

* added unregister model function

* incorporated code review comments

* added back inference call for snapshot test

* fixed if block

Co-authored-by: Aaqib <maaquib@gmail.com>

* Adding a barebones ec2 template to run torchserve on ubuntu (#301)

* Adding a barebones ec2 template to run torchserve on ubuntu

* Adding VPC with Private subnet

* Address review comments #1

* Address review comments #2

* Rebase for #365 (#389)

* Updated README.md for #364

See #364 for a deep description of the problem

* updated README.md

* updated README.md

Co-authored-by: Francesco Saverio Zuppichini <zuppif@usi.ch>

* Document the docker settings for running in production mode (#388)

* Docker Production Options #234

* Docker Production Options - Typo Fixes / Fit & Finish  #234

* Typos - Docker Docs #234

* grammar check  - docker/README.md

Co-authored-by: Aaqib <maaquib@gmail.com>

* grammar check  - docker/README.md

Co-authored-by: Aaqib <maaquib@gmail.com>

* grammar check  - docker/README.md

Co-authored-by: Aaqib <maaquib@gmail.com>

Co-authored-by: Aaqib <maaquib@gmail.com>

* Huggingface transformers integration test (#382)

* Add Huggingface transformers example integration tests

* Add transformers intallation

* Fix a missing bracket

* move transformers installation to chain installations

Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>

* Updated docker README.md (#401)

* Update README.md

* Fixed cd command

* Made source cloning steps explicit!!

* Fixed online editing mistake

Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>

* Fixed response status message for inferencing on model with zero workers (#305)

* Changes for issue_29

* Changed error Messages

* changed message for scalling request

* changed defaultVersion string

* Corrected error message

* changed the code for best practice

* resolved review comment for version

* updated management api doc as per new responses in worker scale api

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* made model server port tests independent (#396)

* Added backend profiling and fixed benchmark's install dependency scripts (#402)

* added backend profiling
* updated install dependency scripts to make them jmeter version independent
* updated readme
* Fix benchmarks/README typo and JMeter versioning issue
* updated documentation

Co-authored-by: Aaqib Ansari <maaquib@gmail.com>

* Add sphinx directory and conf.py (#274)

* Add sphinx folder that contains files for docs build

* Delete .DS_Store

* Delete .DS_Store

* Add conf.py in docs/

* documentation: fixed issues in installation and quick start in README.md

* documentation: Reverting conda related doc changes from PR#286

Fixes #297

* remove minus y (#311)

update pip install instructions

* Update to the latest version of sphinx

* Add recommonmark to extensions

Add recommonmark to extensions so sphinx project has markdown support.
Configuration details here: https://www.sphinx-doc.org/en/master/usage/markdown.html

* Update source suffix to use latest recommonmark syntax

Updating to the syntax found here: https://www.sphinx-doc.org/en/master/usage/markdown.html

Co-authored-by: Aaron Markham <markhama@amazon.com>

* Remove old recommonmark parser syntax

* Pin sphinx version to work with latest version of recommonmark

Co-authored-by: Aaron Markham <markhama@amazon.com>

* Pin version latest version recommonmark

Co-authored-by: Aaron Markham <markhama@amazon.com>

* Delete theme file generated during build

* de-duplicate install package of psutil (#329)

The Dockerfile of GPU install package psutil duplicated.

* Remove pytorch-sphinx-theme files

* Update to match latest staging_0_1_1

* Update docker directory to match staging_0_1_1 branch

* Delete .DS_Store

* Add sphinxcontrib.katex and torch

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Co-authored-by: Aaron Markham <markhama@amazon.com>
Co-authored-by: Mario Cho <hephaex@gmail.com>
Co-authored-by: mycpuorg <mail@mycpu.org>

* fix for response time out issue during build

* Image classifier example readme fixes (#405)

* Changed the model name in torch.jit.save to be consistent with docs

* Remove extra handler flag and fix the torchservr start

* fix the doc

* fix the doc

Co-authored-by: mycpuorg <mail@mycpu.org>

* Porting memory fix changes to TorchServe (#422)

Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Benchmark documentation fix (#425)

* Fix Benchmark Documentation

* Documentaion fixes

* .circleci: Add initial circleci configuration (#431)

Signed-off-by: Eli Uriegas <eliuriegas@fb.com>

* Torchscript support huggingface transfrmers (#421)

* Add support for torchscript

* Add support for torchscript

* Add key values for torchscript support

* Add Torchscript suport

* Add Torchscript support

* Add Torchscript support in loading the models

* keep the example to QA

* modify to reflect Torchscript example?

* Add torchscript support guides

* Add fintued BERT for QA

* Add QA artifacts

* Add seqenece classification artifacts

* Token classification artifacts

* Correct typos

* Add max length to tokenizer

* clean up

* enhance the doc

* change setup to seq classification

* Add detail to torchscript support

* set the model for QA

* Add torchscript bert seq classification example

* Add  bert seq classification example

* Modify the packaging model command

* Modify torchscript packaging command

* clean up

* clean up

* correct spacing between list items

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Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Integration test huggingface transfromers torchscript support (#433)

* made model server port tests independent

* Add integration tests for Huggingface transfromers with new handler that support torchscript

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Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Apachebench benchmark - cleanup script / documentation

* Revert "Apachebench benchmark - cleanup script / documentation"

This reverts commit c8f8682.

* Documentation updates for clarity on Eager mode / Torch scripted models (#439)

* Model Zoo updates for Eager Mode / Torchscripted models

* Update examples/README.md

Co-authored-by: Aaqib <maaquib@gmail.com>

Co-authored-by: Aaqib <maaquib@gmail.com>

* Apachebench benchmarking - Script / Documentation updates (#438)

* Apachebench benchmarking script - Script / Documentation updates

* Stop TS after benchmark completion.

* Adding system diagram and brief explanation of workings (#413)

* Adding system diagram and brief explanation of workings

* Adding number of worker recommendations

* Adding description of netty configuration params

* Update header for worker threads readme section

Co-authored-by: mycpuorg <mail@mycpu.org>
Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Added TODO statement

* rebased to master

* rebased to master

Co-authored-by: dhaniram-kshirsagar <26479924+dhaniram-kshirsagar@users.noreply.github.com>
Co-authored-by: dhaniram kshirsagar <dhaniram_kshirsagar@persistent.com>
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htappen pushed a commit to htappen/serve that referenced this pull request Jun 30, 2020
* fixed resnet152 custom handler to work with GPU

* issue template

* Moving issue templates to root folder per pull request template

* adding feature request template

* Minor changes related to sections and names.

* Update feature_template.md

* Update bug_template.md

* doc template

* minor changes

* Minor changes to upload custom model or handler

* issue templates (pytorch#273)

* issue template

* Moving issue templates to root folder per pull request template

* adding feature request template

* Minor changes related to sections and names.

* Update feature_template.md

* Update bug_template.md

* doc template

* minor changes

* Minor changes to upload custom model or handler

Co-authored-by: mycpuorg <mail@mycpu.org>

* Fixes pytorch#205 - Docker install not finding GPUs (pytorch#262)

Invokes docker with  --runtime=nvidia for GPU
    Added the option to specify the GPU / specific GPU ids in start.sh
    Fixed the documentation for start.sh script
    Fixed the JDK version in Dockerfile.gpu

Co-authored-by: Aaqib <maaquib@gmail.com>

* Fix pylint issue (pytorch#163)

* pylint fixes and code cleanup

* UT fixes, pylint updates per latest version and updated sanity script to run pylint

* fixed pylint and wrapt installation issue

* freeze pylint version to 2.4.4 due to bug in version 2.5

* removed duplicate statement to install pylint

Co-authored-by: Aaqib <maaquib@gmail.com>

* Updated exception handling for worker threads shutdown. (pytorch#172)

* updated code to now log errors only in case when exception is not genreated by unregister api call

* java formatting

* fixed illigalstateexception

* removed the unrequired handling for illegal monitor state exception

Co-authored-by: dhaniram kshirsagar <dhaniram_kshirsagar@persistent.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* changes for Homebrew  issue 98 (pytorch#126)

* changes for Homebrew  issue 98

* adding changes for path in benchmark.py

* CI Build corrected

* benchmark changes

corrected path

* changed PATH for homebrew

* Update Readme

Made changes for homebrew installation and instruction for GPU based machine instruction for install_dependencies.sh

* Updated Readme.md

removed unnecessory  lines

* corrected indentation

corrected indentation for  new lines added

* Update Readme.md fil

added separate commands for CPU and GPU based

Co-authored-by: Ubuntu <ubuntu@ip-172-31-35-42.ec2.internal>
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Co-authored-by: Ubuntu <ubuntu@ip-172-31-16-67.ec2.internal>
Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* added changes to clean model loaded through URL from model store on unregisted

* added UTs

* Moving the plugins SDK to org.pytorch. Added plugins example. (pytorch#261)

* Moved plugins SDK to org.pytorch

* Updating the repo for publishing plugins SDK

* Enabled bintray maven repo temporarily

* Reset tests

* Added GPG plugin to pom file to sign the plugins SDK

* Update the SDK version

* Removed bintray repo

* Modify the buildspec to not deploy the SDK

Co-authored-by: Vamshidhar Dantu <dantu@amazon.com>
Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: mycpuorg <mail@mycpu.org>

* Added model zoo (pytorch#299)

Co-authored-by: mycpuorg <mail@mycpu.org>
Co-authored-by: Brad Heintz <bradheintz@fb.com>

* Removed snapshot dependency on model (pytorch#152)

* Snapshot is now independent of model

* fixed checkstyle issue

* fixed formatting

* doc review: configuration and custom_service

* addressed review comments

* fixed incorrect merge

* fixed review comments and corrected the error messages

* adding remaining fixes for string constants

Co-authored-by: harshbafna <harsh_bafna@persistent.co.in>
Co-authored-by: eslesar-aws <eslesar@amazon.com>
Co-authored-by: Aaron Markham <markhama@amazon.com>
Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>

* Regression Tests Suite - AWS Code Build Infra - Initial Commit for pytorch#57 (pytorch#285)

* Regression Tests Suite - AWS Code Build Infra - Initial Commit for pytorch#57

* Script to clone Pytorch Repo & Run Post Man Scripts
* Basic Tests for Inference & Managment APIs
* AWS Code Build buildspec.yml

* Refactor postman tests, add empty postman collection for todos

* Add a readme for adding tests

* Add more management tests

* Fix typo

* Snapshot Regression tests - pytorch#57

* Fix typo

* Comment out snapshot test for now

* Weird typos are showing up, try saving everything

* Need to manually save every request in postman...

* When reregister don't use s3

* More workarounds for rereg

* Fix test messages

* Remove test for empty reqs

* Change get to post

* Fix pytest for subprocess - pytorch#57

* Enable pytest - pytorch#57

* Inference API Testcases / Rename Management Testcases  pytorch#57

* Wipe Model MARs in Modelstore between tests pytorch#54

* Fix Inference Endpoint Execution pytorch#54

* Fix file paths - pytorch#57

* Fix Initial Workers pytorch#57

* Fix Inference Assertions pytorch#57

* Fix DenseNet Inference pytorch#57

* Fix Densenet Register pytorch#54

* Redirect Logs to File pytorch#54

* Fix Test Execution Log pytorch#54

* README, Build Badge pytorch#57

* Format ReadMe pytorch#57

* Update README - Add Instruction to add new tests / Run tests locally

* Update README

* Update branch for build Codebuild Badge

Co-authored-by: alexwong <11878166+alexwong@users.noreply.github.com>
Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: mycpuorg <mail@mycpu.org>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-12-178.us-west-2.compute.internal>

* Issue 312 install from src (pytorch#322)

* documentation: fixed issues in installation and quick start in README.md

* documentation: Reverting conda related doc changes from PR#286

Fixes pytorch#297

* remove minus y (pytorch#311)

update pip install instructions

* Update instructions for installation from source

This commit aims to address Issue pytorch#312

Tested on a fresh EC2 P3.2 instance:
* Followed instructions under
https://github.com/pytorch/serve#install-torchserve-for-development
* Started the server manually from command line
* Ran a ping query

Received a response from server with "Healthy" status

Signed-off-by: Manoj Rao <mail@mycpu.org>

* add separate files for installation

one each for linux and macos

* update README and remove relative path from script

* Install script - Dont uninstall if not previously installed - pytorch#132

* explicitly build the source code with gradle prior to install

* remove upgrade instructions in favor of clean reinstall from source

* update instructions to contain the correct script name

Co-authored-by: eslesar-aws <eslesar@amazon.com>
Co-authored-by: Aaqib Ansari <maaquib@gmail.com>
Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: Aaron Markham <markhama@amazon.com>
Co-authored-by: Manoj Rao <mail@mycpu.org>
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* fix for macos script (pytorch#338)

* Move Issue Template to .github dir

* Updated sanity script to use install_from_src_ubuntu script (pytorch#350)

* updated sanity script to use install_from_src_ubuntu script

* added java version check

* fixed issue with if statement

* fixed variable name

* fixed repeated cd command

* updated artifacts

* removed artifacts from buildspec

* Corrected HTTP response code for Model version does not exists exception (pytorch#282)

* issue 196 patch

* Added openapi missing responses. - incorporated review comments

* updated method signature after resolving merge conflicts

Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>
Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: Shivam Shriwas <shivamshriwas21@gmail.com>
Co-authored-by: harshbafna <harsh_bafna@persistent.co.in>
Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Corrected paths in command and added notes (pytorch#354)

Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Refactored UT for better reporting (pytorch#159)

* refactored UTs

* upgraded testng version and updated testcase names

* added testng.xml to handle sequential execution of test classes

* added waveglow example

* Updated readme for waveglow example

* fixed failing UTs after merging master

* removed unintentionally pushed waveglow example

* fixed failing test case

* moved set-default to utils and added couple of more add cases for default version

* java formatting

* corrected set default negative test case

* fixed java formatting

Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Huggingface Transformers generalization (pytorch#302)

* Scripts to seriliaze a Bert model using jit.trace and a handler for Bert model

* modified to include mapping of predicitons and decoding received text

* move back the original text

* moved the index_to_name to bert folder

* Transformers/ Bert serving with Torchserve readme

* deleting an unused dictionary

* just cleaning some of the commented out parts

* cleaning up

* Cleaning up

* uncommenting the logging and cleaning  the comments

* Download and save the checkpoints, config file and vocab of  the BERT from Transformers for demonstration purposes

* mapping of predicitons to labels

* a custom handler for transformers.

* README.

* sample of input text.

* modifying the descriptions

* modifying the descriptions

* adding comments

* adding commnets

* Fromatting modifications

* modified comments

* added the citations

* adding hugginface as the type of transformer model we are referring to

* renaming the folder to huggingface_transformers

* Removing the bert folder

* simple modification

* modifed the script to use a setup_config.json for loading and saving models

* added the section for transfomer_handler_generalized

* the generalized handler

* set_up config intialization

* edited for transfomer generalization

* modified to use just input_ids as inputs for models

* modified for question answering

* modified to include the number of labels

* corrected typos

* modifed variable names

* edited for clarity

* modifed variable names, simplified the initlialize in the handler class, removed the warnning from QA case

* modifed values for QA

* modifed the variable names

* added comments

* modified to add clarity

* add comment in preprocessing of QA

* added warning for the case mode is not selected properly and combined constructor and initlaize fucntion

* clean up

* clean up

* combined constructor and initliaze func

* combined constructor and initliaze func

* Separated the constructor and initliaze func

* Modified to remove the classification part and update with generalized version

* resolved the coflict and separated the costructor and initliaze func

* removed the handler for classification case as the generalized version handles the case

Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: mycpuorg <mail@mycpu.org>

* added waveglow example (pytorch#258)

* added waveglow example

* Updated readme for waveglow example

* enhanced example to remove runtime checkpoint download

* updated handler to return the audio file content instead of dumping it to tmp dir

* minor change to handler

* added pipefail

* added python snippet to run inference

* updated readme with know issue with the example

Co-authored-by: Aaqib <maaquib@gmail.com>

* made build suite compatible with latest gradle (pytorch#348)

Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>
Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* moved env section after context

* Deleting redundant ISSUE_TEMPLATE at root dir

* Fix typo in scripts/install_from_src_macos

* Corrected  OpenApi description  (pytorch#328)

* Correct query parameter name (Registration Api)in OpenApi description

* removed non existing path parameter

Co-authored-by: Aaqib <maaquib@gmail.com>

* Regression suite fixes and added test cases (pytorch#344)

* added test model zoo test cases
updated regression script

* Updated Readme

* update -y flag for install

* Updated docker command as per new imagename and tag generated in stagging branch

* Fix sudo usage in regression test script

* - addressed review comments
- reverted changes related to sudo in regression script.

* added https test collection

* - updated failed test cases on staging branch
- added environment and updated newman cmd  with --insecure for https

* updated script

* updated pytest

* update curl check for serve up

* Revert "update curl check for serve up"

This reverts commit 0047eae.

* Revert "update curl check for serve up"

This reverts commit 0047eae.

- update model zoo
- added resnet test case

* added workers to resnet model

* Update readme to run test suite on desired branch

* enhanced inference test cases to driven by datafile

* Updated readme

Co-authored-by: Dhanasekar Karuppasamy <dhanak@amazon.com>
Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Fix typo in mnist readme (pytorch#330)

Co-authored-by: Aaqib <maaquib@gmail.com>

* Fixed typo in ab installation. (pytorch#327)

* documentation: fixed issues in installation and quick start in README.md

* documentation: Reverting conda related doc changes from PR#286

Fixes pytorch#297

* remove minus y (pytorch#311)

update pip install instructions

* Fixed typo in ab installation.

Co-authored-by: eslesar-aws <eslesar@amazon.com>
Co-authored-by: Aaqib Ansari <maaquib@gmail.com>
Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: Aaron Markham <markhama@amazon.com>

* Setup Nightly Build for TorchServe (pytorch#371)

* Add Branch Flag for Nightly CodeBuild pytorch#57

* Update ENV Variable for Nightly Build Name

* Nigtly Build - Fix FileName for Build Artifacts

* Update README for accessing test logs

* Whitspace changes

* Build new images for build - README Instruction

* Fix for intermittent gradle build failure (pytorch#352)

* Fix for intermittent null pointer exception

* Fixed comments

Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* documentation: Remove redundant curl options in example (pytorch#336)

* documentation: fixed issues in installation and quick start in README.md

* documentation: Reverting conda related doc changes from PR#286

Fixes pytorch#297

* remove minus y (pytorch#311)

update pip install instructions

* fix-doc

* fix remaining "-X POST"s

Co-authored-by: eslesar-aws <eslesar@amazon.com>
Co-authored-by: Aaqib Ansari <maaquib@gmail.com>
Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: Aaron Markham <markhama@amazon.com>

* Corrected port number validation range (pytorch#304)

* Corrected port number validation range

* added UT for issue 291

* added ut dependency file formatting

* correct param in config_test_env.properties

* removed incorrect flags from test case config files

* added negative test cases

* removed properties file and changes in test case

Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>

* Fixes version number reporting for TorchServe (pytorch#360)

* Correct version and added vesion.txt for getting version info

* fixed description test cases and build issue

* Added snapshot test fixes
and resolved relative path issue for version.txt

* python formatting

* added version.txt in MANIFEST.in

* addressed review comments

* added version.txt for model archiver as well
- addressed review comments

* -fixed python UT
-added ts python UT run in sanity script

* removed blank lines from snapshot files

Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>

* fixes installation script exits without error if no java present on machine (pytorch#376)

* fixes installation script exits without error if no java present on machine

* added changes for macos script

Co-authored-by: Aaqib <maaquib@gmail.com>

* Dockerfile enhancements (pytorch#308)

* dockerfile now points to latest torchserve on pypi and added separate files for dev

* Minor changes

* Made build and run commands consistent

* Fixing formatting

* Consistency issue

* Enhanced Dockerfile for binary per pytorch#178 and other misc.

* Fixed gpu related issues in start script

* Corrected the heading font

* Added mar creation steps from container

* added buildkit support for dev docker files

* Fix for buildkit

* Restoring psutil and future as absence leads intermittent hangged build

* Fixed review comments for doc

* Fixed typo

Co-authored-by: Ubuntu <ubuntu@ip-172-31-64-54.ec2.internal>
Co-authored-by: Aaqib <maaquib@gmail.com>

* Updated configuration.md for missing config properties (pytorch#337)

* Updated configuration.md for missing parameters

* changes TS_MODEL_SNAPSHOT to MODEL_SNAPSHOT
- removes ambiguity
- follows naming convention

* addressed review comments.

* removed debug property

* updated configuration.md

Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* Adding missing document links to README (pytorch#379)

* Maven tests should output only errors (pytorch#326)

Co-authored-by: Vamshidhar Dantu <dantu@amazon.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* fixed code for build failure in python virtual environment (pytorch#341)

* fixed code for build failure in python virtual environment

* added exception missed on resolving conflicts

Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: Vamshidhar Dantu <36211508+vdantu@users.noreply.github.com>

* updated object detector handler to use only default cuda device for torchvision version less then 0.6 (pytorch#265)

* updated object detector handler to use default cuda device for torchvision version 0.5.0

* updated version check logic

* Updated documentation for torchvision version dependency

* enhanced sanity script to validate all default handlers

* fixed sanity script

* added torchtext install step in sanity script

* fixed issue related to inference after restart with snapshot.

* moved torchtext to codebuild docker files

* added more log statements

* enhanced run inference function

* fixed register model function

* added unregister model function

* incorporated code review comments

* added back inference call for snapshot test

* fixed if block

Co-authored-by: Aaqib <maaquib@gmail.com>

* Adding a barebones ec2 template to run torchserve on ubuntu (pytorch#301)

* Adding a barebones ec2 template to run torchserve on ubuntu

* Adding VPC with Private subnet

* Address review comments #1

* Address review comments pytorch#2

* Rebase for pytorch#365 (pytorch#389)

* Updated README.md for pytorch#364

See pytorch#364 for a deep description of the problem

* updated README.md

* updated README.md

Co-authored-by: Francesco Saverio Zuppichini <zuppif@usi.ch>

* Document the docker settings for running in production mode (pytorch#388)

* Docker Production Options pytorch#234

* Docker Production Options - Typo Fixes / Fit & Finish  pytorch#234

* Typos - Docker Docs pytorch#234

* grammar check  - docker/README.md

Co-authored-by: Aaqib <maaquib@gmail.com>

* grammar check  - docker/README.md

Co-authored-by: Aaqib <maaquib@gmail.com>

* grammar check  - docker/README.md

Co-authored-by: Aaqib <maaquib@gmail.com>

Co-authored-by: Aaqib <maaquib@gmail.com>

* Huggingface transformers integration test (pytorch#382)

* Add Huggingface transformers example integration tests

* Add transformers intallation

* Fix a missing bracket

* move transformers installation to chain installations

Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>

* Updated docker README.md (pytorch#401)

* Update README.md

* Fixed cd command

* Made source cloning steps explicit!!

* Fixed online editing mistake

Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>

* Fixed response status message for inferencing on model with zero workers (pytorch#305)

* Changes for issue_29

* Changed error Messages

* changed message for scalling request

* changed defaultVersion string

* Corrected error message

* changed the code for best practice

* resolved review comment for version

* updated management api doc as per new responses in worker scale api

Co-authored-by: Ubuntu <ubuntu@ip-172-31-80-124.ec2.internal>
Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>
Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>
Co-authored-by: Shivam Shriwas <shivamshriwas21@gmail.com>
Co-authored-by: Aaqib <maaquib@gmail.com>

* made model server port tests independent (pytorch#396)

* Added backend profiling and fixed benchmark's install dependency scripts (pytorch#402)

* added backend profiling
* updated install dependency scripts to make them jmeter version independent
* updated readme
* Fix benchmarks/README typo and JMeter versioning issue
* updated documentation

Co-authored-by: Aaqib Ansari <maaquib@gmail.com>

* Add sphinx directory and conf.py (pytorch#274)

* Add sphinx folder that contains files for docs build

* Delete .DS_Store

* Delete .DS_Store

* Add conf.py in docs/

* documentation: fixed issues in installation and quick start in README.md

* documentation: Reverting conda related doc changes from PR#286

Fixes pytorch#297

* remove minus y (pytorch#311)

update pip install instructions

* Update to the latest version of sphinx

* Add recommonmark to extensions

Add recommonmark to extensions so sphinx project has markdown support.
Configuration details here: https://www.sphinx-doc.org/en/master/usage/markdown.html

* Update source suffix to use latest recommonmark syntax

Updating to the syntax found here: https://www.sphinx-doc.org/en/master/usage/markdown.html

Co-authored-by: Aaron Markham <markhama@amazon.com>

* Remove old recommonmark parser syntax

* Pin sphinx version to work with latest version of recommonmark

Co-authored-by: Aaron Markham <markhama@amazon.com>

* Pin version latest version recommonmark

Co-authored-by: Aaron Markham <markhama@amazon.com>

* Delete theme file generated during build

* de-duplicate install package of psutil (pytorch#329)

The Dockerfile of GPU install package psutil duplicated.

* Remove pytorch-sphinx-theme files

* Update to match latest staging_0_1_1

* Update docker directory to match staging_0_1_1 branch

* Delete .DS_Store

* Add sphinxcontrib.katex and torch

Co-authored-by: eslesar-aws <eslesar@amazon.com>
Co-authored-by: Aaqib Ansari <maaquib@gmail.com>
Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: Aaron Markham <markhama@amazon.com>
Co-authored-by: Mario Cho <hephaex@gmail.com>
Co-authored-by: mycpuorg <mail@mycpu.org>

* Image classifier example readme fixes (pytorch#405)

* Changed the model name in torch.jit.save to be consistent with docs

* Remove extra handler flag and fix the torchservr start

* fix the doc

* fix the doc

Co-authored-by: mycpuorg <mail@mycpu.org>

* Porting memory fix changes to TorchServe (pytorch#422)

Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Benchmark documentation fix (pytorch#425)

* Fix Benchmark Documentation

* Documentaion fixes

* .circleci: Add initial circleci configuration (pytorch#431)

Signed-off-by: Eli Uriegas <eliuriegas@fb.com>

* Torchscript support huggingface transfrmers (pytorch#421)

* Add support for torchscript

* Add support for torchscript

* Add key values for torchscript support

* Add Torchscript suport

* Add Torchscript support

* Add Torchscript support in loading the models

* keep the example to QA

* modify to reflect Torchscript example?

* Add torchscript support guides

* Add fintued BERT for QA

* Add QA artifacts

* Add seqenece classification artifacts

* Token classification artifacts

* Correct typos

* Add max length to tokenizer

* clean up

* enhance the doc

* change setup to seq classification

* Add detail to torchscript support

* set the model for QA

* Add torchscript bert seq classification example

* Add  bert seq classification example

* Modify the packaging model command

* Modify torchscript packaging command

* clean up

* clean up

* correct spacing between list items

Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Integration test huggingface transfromers torchscript support (pytorch#433)

* made model server port tests independent

* Add integration tests for Huggingface transfromers with new handler that support torchscript

Co-authored-by: harshbafna <harsh_bafna@persistent.co.in>
Co-authored-by: mycpuorg <mail@mycpu.org>
Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: dhanainme <60679183+dhanainme@users.noreply.github.com>

* Apachebench benchmark - cleanup script / documentation

* Revert "Apachebench benchmark - cleanup script / documentation"

This reverts commit c8f8682.

* Documentation updates for clarity on Eager mode / Torch scripted models (pytorch#439)

* Model Zoo updates for Eager Mode / Torchscripted models

* Update examples/README.md

Co-authored-by: Aaqib <maaquib@gmail.com>

Co-authored-by: Aaqib <maaquib@gmail.com>

* Apachebench benchmarking - Script / Documentation updates (pytorch#438)

* Apachebench benchmarking script - Script / Documentation updates

* Stop TS after benchmark completion.

Co-authored-by: harshbafna <harsh_bafna@persistent.co.in>
Co-authored-by: dhaniram-kshirsagar <26479924+dhaniram-kshirsagar@users.noreply.github.com>
Co-authored-by: dhaniram kshirsagar <dhaniram_kshirsagar@persistent.com>
Co-authored-by: Aaqib <maaquib@gmail.com>
Co-authored-by: mycpuorg <mail@mycpu.org>
Co-authored-by: Harsh Bafna <harshbafna619@gmail.com>
Co-authored-by: mjpsl <57522192+mjpsl@users.noreply.github.com>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-35-42.ec2.internal>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-42-124.ec2.internal>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-16-67.ec2.internal>
Co-authored-by: Vamshidhar Dantu <36211508+vdantu@users.noreply.github.com>
Co-authored-by: Vamshidhar Dantu <dantu@amazon.com>
Co-authored-by: Brad Heintz <bradheintz@fb.com>
Co-authored-by: eslesar-aws <eslesar@amazon.com>
Co-authored-by: Aaron Markham <markhama@amazon.com>
Co-authored-by: alexwong <11878166+alexwong@users.noreply.github.com>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-12-178.us-west-2.compute.internal>
Co-authored-by: Geeta Chauhan <4461127+chauhang@users.noreply.github.com>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-0-61.us-west-2.compute.internal>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-7-197.us-west-2.compute.internal>
Co-authored-by: dkasar-aws <57526278+dkasar-aws@users.noreply.github.com>
Co-authored-by: Shivam Shriwas <shivamshriwas21@gmail.com>
Co-authored-by: Hamid Shojanazeri <hamid.nazeri2010@gmail.com>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-14-91.us-west-2.compute.internal>
Co-authored-by: shivamshriwas <44968110+shivamshriwas@users.noreply.github.com>
Co-authored-by: Takayoshi Nishida <takayoshi.nishida@gmail.com>
Co-authored-by: alvations <alvations@gmail.com>
Co-authored-by: Tzu-Wei Huang <huang.dexter@gmail.com>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-64-54.ec2.internal>
Co-authored-by: Francesco Saverio Zuppichini <zuppif@usi.ch>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-80-124.ec2.internal>
Co-authored-by: Jessica Lin <jplin@fb.com>
Co-authored-by: Mario Cho <hephaex@gmail.com>
Co-authored-by: Eli Uriegas <1700823+seemethere@users.noreply.github.com>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-78-248.ec2.internal>
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