René's URL Explorer Experiment


Title: part4.1_HG_quantization.ipynb reproducibility problem. · Issue #114 · fastmachinelearning/hls4ml-tutorial · GitHub

Open Graph Title: part4.1_HG_quantization.ipynb reproducibility problem. · Issue #114 · fastmachinelearning/hls4ml-tutorial

X Title: part4.1_HG_quantization.ipynb reproducibility problem. · Issue #114 · fastmachinelearning/hls4ml-tutorial

Description: Non-deterministic accuracy of hls_model.predict() in part4.1_HG_quantization.ipynb When running part4.1_HG_quantization.ipynb, I noticed that the accuracy of the hls_model varies drastically across multiple runs on the same input data. F...

Open Graph Description: Non-deterministic accuracy of hls_model.predict() in part4.1_HG_quantization.ipynb When running part4.1_HG_quantization.ipynb, I noticed that the accuracy of the hls_model varies drastically across...

X Description: Non-deterministic accuracy of hls_model.predict() in part4.1_HG_quantization.ipynb When running part4.1_HG_quantization.ipynb, I noticed that the accuracy of the hls_model varies drastically across...

Opengraph URL: https://github.com/fastmachinelearning/hls4ml-tutorial/issues/114

X: @github

direct link

Domain: github.com


Hey, it has json ld scripts:
{"@context":"https://schema.org","@type":"DiscussionForumPosting","headline":"part4.1_HG_quantization.ipynb reproducibility problem.","articleBody":"**Non-deterministic accuracy of hls_model.predict() in part4.1_HG_quantization.ipynb**\n\nWhen running part4.1_HG_quantization.ipynb, I noticed that the accuracy of the hls_model varies drastically across multiple runs on the same input data. For example, running the same code multiple times produces accuracy values like 72%, 57% 45%, and other intermediate values. I can not figure out the exact reason.","author":{"url":"https://github.com/shakeeluetp1041","@type":"Person","name":"shakeeluetp1041"},"datePublished":"2025-10-11T12:54:49.000Z","interactionStatistic":{"@type":"InteractionCounter","interactionType":"https://schema.org/CommentAction","userInteractionCount":0},"url":"https://github.com/114/hls4ml-tutorial/issues/114"}

route-pattern/_view_fragments/issues/show/:user_id/:repository/:id/issue_layout(.:format)
route-controllervoltron_issues_fragments
route-actionissue_layout
fetch-noncev2:3916f948-34e7-4290-eab4-cbaf5771ce68
current-catalog-service-hash81bb79d38c15960b92d99bca9288a9108c7a47b18f2423d0f6438c5b7bcd2114
request-idCBA8:3D0908:D8D21F:13158F2:6A4BE84C
html-safe-noncef8b253a6e679ae90de96d83d34f4d9f7c46fc0cba9261a4e2590cc3bed1efbb9
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJDQkE4OjNEMDkwODpEOEQyMUY6MTMxNThGMjo2QTRCRTg0QyIsInZpc2l0b3JfaWQiOiI3NDY2MTEzMDgwNjE1MTc5MDAiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmac7cf807694a86a792bca45a4a38278fb2486a5f2d5d5c39fde6b8edb1e7e171c9
hovercard-subject-tagissue:3505774639
github-keyboard-shortcutsrepository,issues,copilot
google-site-verificationApib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-urlhttps://collector.github.com/github/collect
analytics-location///voltron/issues_fragments/issue_layout
fb:app_id1401488693436528
apple-itunes-appapp-id=1477376905, app-argument=https://github.com/_view_fragments/issues/show/fastmachinelearning/hls4ml-tutorial/114/issue_layout
twitter:imagehttps://opengraph.githubassets.com/3de208c7cea3974a1c6720c24d0a9f2fe8733b5c36fa6fbdde2108e8fb0143e6/fastmachinelearning/hls4ml-tutorial/issues/114
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/3de208c7cea3974a1c6720c24d0a9f2fe8733b5c36fa6fbdde2108e8fb0143e6/fastmachinelearning/hls4ml-tutorial/issues/114
og:image:altNon-deterministic accuracy of hls_model.predict() in part4.1_HG_quantization.ipynb When running part4.1_HG_quantization.ipynb, I noticed that the accuracy of the hls_model varies drastically across...
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
og:author:usernameshakeeluetp1041
hostnamegithub.com
expected-hostnamegithub.com
None0f5d3ba365b3985d75c32a5957c8635488d58dcf027ae6ae958eee7edaa306a2
turbo-cache-controlno-preview
go-importgithub.com/fastmachinelearning/hls4ml-tutorial git https://github.com/fastmachinelearning/hls4ml-tutorial.git
octolytics-dimension-user_id33101568
octolytics-dimension-user_loginfastmachinelearning
octolytics-dimension-repository_id268801687
octolytics-dimension-repository_nwofastmachinelearning/hls4ml-tutorial
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forkfalse
octolytics-dimension-repository_network_root_id268801687
octolytics-dimension-repository_network_root_nwofastmachinelearning/hls4ml-tutorial
turbo-body-classeslogged-out env-production page-responsive
disable-turbofalse
browser-stats-urlhttps://api.github.com/_private/browser/stats
browser-errors-urlhttps://api.github.com/_private/browser/errors
releasef24da9b76b42d77b0bb458f810509565e9ba5f1a
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://github.com/fastmachinelearning/hls4ml-tutorial/issues/114#start-of-content
https://github.com/
Sign in https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Ffastmachinelearning%2Fhls4ml-tutorial%2Fissues%2F114
GitHub CopilotWrite better code with AIhttps://github.com/features/copilot
GitHub Copilot appDirect agents from issue to mergehttps://github.com/features/ai/github-app
MCP RegistryNewIntegrate external toolshttps://github.com/mcp
ActionsAutomate any workflowhttps://github.com/features/actions
CodespacesInstant dev environmentshttps://github.com/features/codespaces
IssuesPlan and track workhttps://github.com/features/issues
Code ReviewManage code changeshttps://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilitieshttps://github.com/security/advanced-security
Code securitySecure your code as you buildhttps://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they starthttps://github.com/security/advanced-security/secret-protection
Why GitHubhttps://github.com/why-github
Documentationhttps://docs.github.com
Bloghttps://github.blog
Changeloghttps://github.blog/changelog
Marketplacehttps://github.com/marketplace
View all featureshttps://github.com/features
Enterpriseshttps://github.com/enterprise
Small and medium teamshttps://github.com/team
Startupshttps://github.com/enterprise/startups
Nonprofitshttps://github.com/solutions/industry/nonprofits
App Modernizationhttps://github.com/solutions/use-case/app-modernization
DevSecOpshttps://github.com/solutions/use-case/devsecops
DevOpshttps://github.com/solutions/use-case/devops
CI/CDhttps://github.com/solutions/use-case/ci-cd
View all use caseshttps://github.com/solutions/use-case
Healthcarehttps://github.com/solutions/industry/healthcare
Financial serviceshttps://github.com/solutions/industry/financial-services
Manufacturinghttps://github.com/solutions/industry/manufacturing
Governmenthttps://github.com/solutions/industry/government
View all industrieshttps://github.com/solutions/industry
View all solutionshttps://github.com/solutions
AIhttps://github.com/resources/articles?topic=ai
Software Developmenthttps://github.com/resources/articles?topic=software-development
DevOpshttps://github.com/resources/articles?topic=devops
Securityhttps://github.com/resources/articles?topic=security
View all topicshttps://github.com/resources/articles
Customer storieshttps://github.com/customer-stories
Events & webinarshttps://github.com/resources/events
Ebooks & reportshttps://github.com/resources/whitepapers
Business insightshttps://github.com/solutions/executive-insights
GitHub Skillshttps://skills.github.com
Documentationhttps://docs.github.com
Customer supporthttps://support.github.com
Community forumhttps://github.com/orgs/community/discussions
Trust centerhttps://github.com/trust-center
Partnershttps://github.com/partners
View all resourceshttps://github.com/resources
GitHub SponsorsFund open source developershttps://github.com/sponsors
Security Labhttps://securitylab.github.com
Maintainer Communityhttps://maintainers.github.com
Acceleratorhttps://github.com/accelerator
GitHub Starshttps://stars.github.com
Archive Programhttps://archiveprogram.github.com
Topicshttps://github.com/topics
Trendinghttps://github.com/trending
Collectionshttps://github.com/collections
Enterprise platformAI-powered developer platformhttps://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security featureshttps://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI featureshttps://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 supporthttps://github.com/premium-support
Pricinghttps://github.com/pricing
Search syntax tipshttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentationhttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Ffastmachinelearning%2Fhls4ml-tutorial%2Fissues%2F114
Sign up https://github.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E%2Fvoltron%2Fissues_fragments%2Fissue_layout&source=header-repo&source_repo=fastmachinelearning%2Fhls4ml-tutorial
Reloadhttps://github.com/fastmachinelearning/hls4ml-tutorial/issues/114
Reloadhttps://github.com/fastmachinelearning/hls4ml-tutorial/issues/114
Reloadhttps://github.com/fastmachinelearning/hls4ml-tutorial/issues/114
Please reload this pagehttps://github.com/fastmachinelearning/hls4ml-tutorial/issues/114
fastmachinelearning https://github.com/fastmachinelearning
hls4ml-tutorialhttps://github.com/fastmachinelearning/hls4ml-tutorial
Notifications https://github.com/login?return_to=%2Ffastmachinelearning%2Fhls4ml-tutorial
Fork 188 https://github.com/login?return_to=%2Ffastmachinelearning%2Fhls4ml-tutorial
Star 434 https://github.com/login?return_to=%2Ffastmachinelearning%2Fhls4ml-tutorial
Code https://github.com/fastmachinelearning/hls4ml-tutorial
Issues 28 https://github.com/fastmachinelearning/hls4ml-tutorial/issues
Pull requests 5 https://github.com/fastmachinelearning/hls4ml-tutorial/pulls
Discussions https://github.com/fastmachinelearning/hls4ml-tutorial/discussions
Actions https://github.com/fastmachinelearning/hls4ml-tutorial/actions
Projects https://github.com/fastmachinelearning/hls4ml-tutorial/projects
Security and quality 0 https://github.com/fastmachinelearning/hls4ml-tutorial/security
Insights https://github.com/fastmachinelearning/hls4ml-tutorial/pulse
Code https://github.com/fastmachinelearning/hls4ml-tutorial
Issues https://github.com/fastmachinelearning/hls4ml-tutorial/issues
Pull requests https://github.com/fastmachinelearning/hls4ml-tutorial/pulls
Discussions https://github.com/fastmachinelearning/hls4ml-tutorial/discussions
Actions https://github.com/fastmachinelearning/hls4ml-tutorial/actions
Projects https://github.com/fastmachinelearning/hls4ml-tutorial/projects
Security and quality https://github.com/fastmachinelearning/hls4ml-tutorial/security
Insights https://github.com/fastmachinelearning/hls4ml-tutorial/pulse
part4.1_HG_quantization.ipynb reproducibility problem.https://github.com/fastmachinelearning/hls4ml-tutorial/issues/114#top
https://github.com/shakeeluetp1041
shakeeluetp1041https://github.com/shakeeluetp1041
on Oct 11, 2025https://github.com/fastmachinelearning/hls4ml-tutorial/issues/114#issue-3505774639
https://github.com
Termshttps://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacyhttps://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Securityhttps://github.com/security
Statushttps://www.githubstatus.com/
Communityhttps://github.community/
Docshttps://docs.github.com/
Contacthttps://support.github.com?tags=dotcom-footer

Viewport: width=device-width


URLs of crawlers that visited me.