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Inference in PyTorch, what do the wrappers mean? What’s best? | fastblog #46

Inference in PyTorch, what do the wrappers mean? What’s best? | fastblog

Inference in PyTorch, what do the wrappers mean? What’s best? | fastblog #46

Workflow file for this run

name: Chatops
on: [issue_comment]
jobs:
trigger-chatops:
if: (github.event.issue.pull_request != null) && contains(github.event.comment.body, '/preview') && (github.repository == 'fastai/fastpages')
env:
NETLIFY_AUTH_TOKEN: ${{ secrets.NETLIFY_AUTH_TOKEN }}
NETLIFY_SITE_ID: ${{ secrets.NETLIFY_SITE_ID }}
CHECK_RUN_NAME: "Draft-Site-Build"
runs-on: ubuntu-latest
steps:
- name: see payload
run: |
echo "FULL PAYLOAD:\n${PAYLOAD}\n"
echo "PR_PAYLOAD PAYLOAD:\n${PR_PAYLOAD}"
env:
PAYLOAD: ${{ toJSON(github.event) }}
PR_PAYLOAD: ${{ github.event.pull_request }}
- name: verify env exists
id: get_status
run: |
if [ -z ${NETLIFY_AUTH_TOKEN} ]; then echo "::set-output name=status::public"; else echo "::set-output name=status::private"; fi
- name: make comment on PR if env does not exist
if: steps.get_status.outputs.status == 'public'
run: |
./_action_files/pr_comment.sh "Was not able to generate site preview due to absent credentials."
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
ISSUE_NUMBER: ${{ github.event.issue.number }}
- name: Fetch context about the PR that has been commented on
id: chatops
uses: machine-learning-apps/actions-chatops@master
with:
TRIGGER_PHRASE: "/preview"
env: # you must supply GITHUB_TOKEN
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
- name: Set up Python
uses: actions/setup-python@v1
with:
python-version: 3.6
- name: install requests
run: pip3 install requests
- name: add check run
id: create_check
if: steps.get_status.outputs.status == 'private'
shell: python
run: |
import os, requests
sha = os.getenv('SHA')
token = os.getenv('GITHUB_TOKEN')
nwo = os.getenv('GITHUB_REPOSITORY')
name = os.getenv('CHECK_RUN_NAME')
url = f'https://api.github.com/repos/{nwo}/check-runs'
headers = {'authorization': f'token {token}',
'accept': 'application/vnd.github.antiope-preview+json'}
payload = {
'name': f'{name}',
'head_sha': f'{sha}',
'status': 'in_progress',
'output':{
'title': f'Building preview of site for {sha}.',
'summary': ' ',
'text': ' '
},
}
response = requests.post(url=url, headers=headers, json=payload)
print(response)
id = response.json()['id']
print(f"::set-output name=id::{id}")
env:
SHA: ${{ steps.chatops.outputs.SHA }}
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
- name: add label
if: steps.get_status.outputs.status == 'private'
run: |
import os, requests
nwo = os.getenv('GITHUB_REPOSITORY')
token = os.getenv('GITHUB_TOKEN')
pr_num = os.getenv('PR_NUM')
headers = {'Accept': 'application/vnd.github.symmetra-preview+json',
'Authorization': f'token {token}'}
url = f"https://api.github.com/repos/{nwo}/issues/{pr_num}/labels"
data = {"labels": ["draft build pending"]}
result = requests.post(url=url, headers=headers, json=data)
# assert response.status_code == 201, f"Received status code of {response.status_code}"
print(result)
shell: python
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
PR_NUM: ${{ steps.chatops.outputs.PULL_REQUEST_NUMBER }}
GITHUB_REPOSITORY: $GITHUB_REPOSITORY
- name: Copy The PR's Branch Repository Contents
uses: actions/checkout@master
if: steps.get_status.outputs.status == 'private'
with:
ref: ${{ steps.chatops.outputs.SHA }}
- name: convert notebooks and word docs to posts
uses: ./ # use the code in this repo to instead of fastai/fastpages@master
- name: setup directories for Jekyll build
if: steps.get_status.outputs.status == 'private'
run: |
rm -rf _site
sudo chmod -R 777 .
- name: Jekyll build with baseurl as root for netifly
if: steps.get_status.outputs.status == 'private'
uses: docker://hamelsmu/fastpages-jekyll
with:
args: bash -c "gem install bundler && jekyll build"
- name: deploy to netlify
if: steps.get_status.outputs.status == 'private'
id: py
run: |
sudo npm install netlify-cli -g
netlify deploy --dir _site | tee _netlify_logs.txt
cat _netlify_logs.txt | python _action_files/parse_netlify.py
- name: make comment on PR
if: steps.get_status.outputs.status == 'private'
run: |
MSG="A preview build of this branch has been generated for SHA: $SHA and can be viewed **live** at: ${URL}\n\nThe current fastpages site built from master can be viewed for comparison [here](https://fastpages.fast.ai/)"
echo "$MSG"
./_action_files/pr_comment.sh "${MSG}"
env:
URL: ${{ steps.py.outputs.draft_url }}
SHA: ${{ steps.chatops.outputs.SHA }}
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
ISSUE_NUMBER: ${{ github.event.issue.number }}
- name: remove label
if: always()
run: |
import os, requests
nwo = os.getenv('GITHUB_REPOSITORY')
token = os.getenv('GITHUB_TOKEN')
pr_num = os.getenv('PR_NUM')
headers = {'Accept': 'application/vnd.github.symmetra-preview+json',
'Authorization': f'token {token}'}
url = f"https://api.github.com/repos/{nwo}/issues/{pr_num}/labels/draft%20build%20pending"
result = requests.delete(url=url, headers=headers)
print(result)
shell: python
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
PR_NUM: ${{ steps.chatops.outputs.PULL_REQUEST_NUMBER }}
GITHUB_REPOSITORY: $GITHUB_REPOSITORY
# defensively clear check run each time
- name: clear check run
if: always()
continue-on-error: true
shell: python
run: |
import os, requests
sha = os.getenv('SHA')
conclusion = os.getenv('WORKFLOW_CONCLUSION').lower()
token = os.getenv('GITHUB_TOKEN')
nwo = os.getenv('GITHUB_REPOSITORY')
check_run_id = os.getenv('CHECK_RUN_ID')
if not check_run_id:
quit()
url = f'https://api.github.com/repos/{nwo}/check-runs/{check_run_id}'
headers = {'authorization': f'token {token}',
'accept': 'application/vnd.github.antiope-preview+json'}
data = {
'conclusion': f'{conclusion}',
}
response = requests.patch(url=url, headers=headers, json=data)
print(response)
env:
SHA: ${{ steps.chatops.outputs.SHA }}
WORKFLOW_CONCLUSION: ${{ job.status }}
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
CHECK_RUN_ID: ${{ steps.create_check.outputs.id }}