#parametrization search results

CLIP.load() in b-float! 🤓 140% batch size (vs. AMP)! LayerNorm is still torch.float32, but all else bfloat. But will it make #CLIP's brain float, together with #Geometric #Parametrization? 🤔🤠 We shall see. LOAD! LOAD! LOAD! EAT! DATA! 🥩🤖 #Good #AI! 🤗

zer0int1's tweet image. CLIP.load() in b-float! 🤓
140% batch size (vs. AMP)!
LayerNorm is still torch.float32, but all else bfloat.

But will it make #CLIP's brain float, together with #Geometric #Parametrization? 🤔🤠
We shall see. LOAD! LOAD! LOAD! EAT! DATA! 🥩🤖
#Good #AI! 🤗

Uh, so... #Geometric #Parametrization #GmP doesn't just make my #CLIP ViT-L/14 outperform OpenAI's pre-trained model on #ImageNet. No - it's also resilient to a 100% dataset #AI #poison via #Nightshade, strongest. It just LEARNED from that trash data! WTH!🧐😳🤣 🤖: meaningful!

zer0int1's tweet image. Uh, so... #Geometric #Parametrization #GmP doesn't just make my #CLIP ViT-L/14 outperform OpenAI's pre-trained model on #ImageNet.

No - it's also resilient to a 100% dataset #AI #poison via #Nightshade, strongest.
It just LEARNED from that trash data! WTH!🧐😳🤣
🤖: meaningful!

Had to adjust especially differential learning rate for params I previously determined as "good" for #geometric #parametrization (GmP) of #CLIP being erratic for added #OutEffHop layers, but: Some (!) parameters indeed get dropped into vanishing gradients (bottom: GmP-only ft).

zer0int1's tweet image. Had to adjust especially differential learning rate for params I previously determined as "good" for #geometric #parametrization (GmP) of #CLIP being erratic for added #OutEffHop layers, but:

Some (!) parameters indeed get dropped into vanishing gradients (bottom: GmP-only ft).
zer0int1's tweet image. Had to adjust especially differential learning rate for params I previously determined as "good" for #geometric #parametrization (GmP) of #CLIP being erratic for added #OutEffHop layers, but:

Some (!) parameters indeed get dropped into vanishing gradients (bottom: GmP-only ft).

I said nothing, dumped the entire #CLIP model code with #Geometric #Parametrization on #GPT4o #strawberry, "compare to what you know about CLIP". 10/10 thought long and well, then shot tokens in full-auto mode (start @ ~50% video; video is real time)! 🤩🍓❤️ #OpenAI #good #AI


#Geometric #parametrization #GmP #LongCLIP smol ViT-B vs. big ViT-L eval: Small Long 248 tokens ViT-B catches up a bit to 77-tokens original ViT-L (!) GmP-finetune re: #typographic #attack vulnerability /see prev posts. But only Large ViT-L has full text@img mitigation (for EN)

zer0int1's tweet image. #Geometric #parametrization #GmP #LongCLIP
smol ViT-B vs. big ViT-L eval:

Small Long 248 tokens ViT-B catches up a bit to 77-tokens original ViT-L (!) GmP-finetune re: #typographic #attack vulnerability /see prev posts.

But only Large ViT-L has full text@img mitigation (for EN)

Creating comprehensive and effective test cases can be challenging, requiring a fine balance between coverage and efficiency. #parametrization #software #testingchallenges #testcases #automation #testing #qaraenterprise

qaraenterprise's tweet image. Creating comprehensive and effective test cases can be challenging, requiring a fine balance between coverage and efficiency.

#parametrization #software #testingchallenges #testcases #automation #testing #qaraenterprise

Read blog on "Understanding Parametrization of Test Cases with QARA Enterprise". Click here tinyurl.com/ytfbe5aj #parametrization #testcase #testing #automation #software #qaraenterprise #business #blog #explore #business

qaraenterprise's tweet image. Read blog on "Understanding Parametrization of Test Cases with QARA Enterprise". Click here tinyurl.com/ytfbe5aj

#parametrization #testcase #testing #automation #software #qaraenterprise #business #blog #explore #business

Find out how a complete test management suite like QARA Enterprise can help your QA team. This blog tells you why you need a platform like this. Click on the link below to read more 👇 qaratest.com/blogs/why-your… . . #TestManagement #Parametrization #QARAEnterprise #testautomation

qaraenterprise's tweet image. Find out how a complete test management suite like QARA Enterprise can help your QA team. This blog tells you why you need a platform like this.
Click on the link below to read more 👇
qaratest.com/blogs/why-your…
.
.
#TestManagement #Parametrization #QARAEnterprise #testautomation

Run the same test again with different inputs to lower the number of test cases you need to create. Explore more about the test parameterization tool of QARA Enterprise in bit.ly/2XHVSIe #parametrization #software #testing #QARAEnterprises #testcases #automation #data

qaraenterprise's tweet image. Run the same test again with different inputs to lower the number of test cases you need to create. Explore more about the test parameterization tool of QARA Enterprise in bit.ly/2XHVSIe #parametrization #software #testing #QARAEnterprises #testcases
#automation #data

Tired of repetitive tests? Discover how our Parameterization Testing Tool can supercharge your testing process. Say goodbye to redundancy and hello to QA efficiency! Read more in the blog tinyurl.com/m5jamm4r #parametrization #softwaretesting #QARAEnterprise #blog #explore

qaraenterprise's tweet image. Tired of repetitive tests? Discover how our Parameterization Testing Tool can supercharge your testing process. Say goodbye to redundancy and hello to QA efficiency! Read more in the blog tinyurl.com/m5jamm4r
#parametrization #softwaretesting #QARAEnterprise #blog #explore

Discover the key insights of parametrization of test cases. A parameter repository, capability to store as local test data & the ability to test different data sets are features of QARA Enterprise. Visit bit.ly/2XHVSIe #parametrization #software #testing #QARAEnterprise

qaraenterprise's tweet image. Discover the key insights of parametrization of test cases. A parameter repository, capability to store as local test data & the ability to test different data sets are features of QARA Enterprise. Visit bit.ly/2XHVSIe

#parametrization #software #testing #QARAEnterprise

Unveil expert solutions and master the art of effective parameterization for seamless test case management. Boost efficiency and accuracy effortlessly with QARA Enterprise. Read more bit.ly/2XHVSIe #parametrization #softwaretesting #QARAEnterprise #testcase #testing #QA

qaraenterprise's tweet image. Unveil expert solutions and master the art of effective parameterization for seamless test case management. Boost efficiency and accuracy effortlessly with QARA Enterprise. Read more bit.ly/2XHVSIe 
#parametrization #softwaretesting #QARAEnterprise #testcase #testing #QA

Get the key insights you need to streamline your testing process and boost efficiency. Discover smart solutions, best practices, and expert tips for seamless testing. Click bit.ly/2XHVSIe #parametrization #softwaretesting #QARAEnterprise #testcase #testing #QA

qaraenterprise's tweet image. Get the key insights you need to streamline your testing process and boost efficiency. Discover smart solutions, best practices, and expert tips for seamless testing. Click bit.ly/2XHVSIe

#parametrization #softwaretesting #QARAEnterprise #testcase #testing #QA

QARA Enterprise is an advanced test automation and test management tool that offers you parameterization, a functionality that allows you to execute test cases with different set of data, with ease. tinyurl.com/ytfbe5aj #parametrization #QARAEnterprise #QA #automation #testing

qaraenterprise's tweet image. QARA Enterprise is an advanced test automation and test management tool that offers you parameterization, a functionality that allows you to execute test cases with different set of data, with ease. tinyurl.com/ytfbe5aj
#parametrization #QARAEnterprise #QA #automation #testing

Modularity and #parametrization – welcome to uniVision 3! 🙌 It offers a broad range of pre-defined #templates and an extensive #toolbox! Plus: an #interface to #HALCON for individual #programming! Dive in now! #Automation #Innovation #MachineVision 👉wenglor.com/uniVision3High…

wenglorDE's tweet image. Modularity and #parametrization – welcome to uniVision 3! 🙌 It offers a broad range of pre-defined #templates and an extensive #toolbox! Plus: an #interface to #HALCON for individual #programming! Dive in now!
#Automation #Innovation #MachineVision
👉wenglor.com/uniVision3High…

PS: 📅 #HELPLINE. Want to discuss your article? Need help structuring your story? Make a date with the editors of Low Code for Data Science via Calendly → calendly.com/low-code-blog-… #datascience #parametrization #automation #KNIME #lowcode #nocode #opensource #visualprogramming


Find out how a complete test management suite like QARA Enterprise can help your QA team. This blog tells you why you need a platform like this. Click on the link below to read more 👇 qaratest.com/blogs/why-your… . . #TestManagement #Parametrization #QARAEnterprise #testautomation

qaraenterprise's tweet image. Find out how a complete test management suite like QARA Enterprise can help your QA team. This blog tells you why you need a platform like this.
Click on the link below to read more 👇
qaratest.com/blogs/why-your…
.
.
#TestManagement #Parametrization #QARAEnterprise #testautomation

QARA Enterprise is an advanced test automation and test management tool that offers you parameterization, a functionality that allows you to execute test cases with different set of data, with ease. tinyurl.com/ytfbe5aj #parametrization #QARAEnterprise #QA #automation #testing

qaraenterprise's tweet image. QARA Enterprise is an advanced test automation and test management tool that offers you parameterization, a functionality that allows you to execute test cases with different set of data, with ease. tinyurl.com/ytfbe5aj
#parametrization #QARAEnterprise #QA #automation #testing

Get the key insights you need to streamline your testing process and boost efficiency. Discover smart solutions, best practices, and expert tips for seamless testing. Click bit.ly/2XHVSIe #parametrization #softwaretesting #QARAEnterprise #testcase #testing #QA

qaraenterprise's tweet image. Get the key insights you need to streamline your testing process and boost efficiency. Discover smart solutions, best practices, and expert tips for seamless testing. Click bit.ly/2XHVSIe

#parametrization #softwaretesting #QARAEnterprise #testcase #testing #QA

Unveil expert solutions and master the art of effective parameterization for seamless test case management. Boost efficiency and accuracy effortlessly with QARA Enterprise. Read more bit.ly/2XHVSIe #parametrization #softwaretesting #QARAEnterprise #testcase #testing #QA

qaraenterprise's tweet image. Unveil expert solutions and master the art of effective parameterization for seamless test case management. Boost efficiency and accuracy effortlessly with QARA Enterprise. Read more bit.ly/2XHVSIe 
#parametrization #softwaretesting #QARAEnterprise #testcase #testing #QA

Find out how a complete test management suite like QARA Enterprise can help your QA team. This blog tells you why you need a platform like this. tinyurl.com/bddn3stc #CompleteTestManagement #Parametrization #QARAEnterprise #testautomation #TestManagement #blog #automation #qa

qaraenterprise's tweet image. Find out how a complete test management suite like QARA Enterprise can help your QA team. This blog tells you why you need a platform like this. tinyurl.com/bddn3stc

#CompleteTestManagement #Parametrization #QARAEnterprise #testautomation #TestManagement #blog #automation #qa

CLIP.load() in b-float! 🤓 140% batch size (vs. AMP)! LayerNorm is still torch.float32, but all else bfloat. But will it make #CLIP's brain float, together with #Geometric #Parametrization? 🤔🤠 We shall see. LOAD! LOAD! LOAD! EAT! DATA! 🥩🤖 #Good #AI! 🤗

zer0int1's tweet image. CLIP.load() in b-float! 🤓
140% batch size (vs. AMP)!
LayerNorm is still torch.float32, but all else bfloat.

But will it make #CLIP's brain float, together with #Geometric #Parametrization? 🤔🤠
We shall see. LOAD! LOAD! LOAD! EAT! DATA! 🥩🤖
#Good #AI! 🤗

I said nothing, dumped the entire #CLIP model code with #Geometric #Parametrization on #GPT4o #strawberry, "compare to what you know about CLIP". 10/10 thought long and well, then shot tokens in full-auto mode (start @ ~50% video; video is real time)! 🤩🍓❤️ #OpenAI #good #AI


Uh, so... #Geometric #Parametrization #GmP doesn't just make my #CLIP ViT-L/14 outperform OpenAI's pre-trained model on #ImageNet. No - it's also resilient to a 100% dataset #AI #poison via #Nightshade, strongest. It just LEARNED from that trash data! WTH!🧐😳🤣 🤖: meaningful!

zer0int1's tweet image. Uh, so... #Geometric #Parametrization #GmP doesn't just make my #CLIP ViT-L/14 outperform OpenAI's pre-trained model on #ImageNet.

No - it's also resilient to a 100% dataset #AI #poison via #Nightshade, strongest.
It just LEARNED from that trash data! WTH!🧐😳🤣
🤖: meaningful!

CLIP.load() in b-float! 🤓 140% batch size (vs. AMP)! LayerNorm is still torch.float32, but all else bfloat. But will it make #CLIP's brain float, together with #Geometric #Parametrization? 🤔🤠 We shall see. LOAD! LOAD! LOAD! EAT! DATA! 🥩🤖 #Good #AI! 🤗

zer0int1's tweet image. CLIP.load() in b-float! 🤓
140% batch size (vs. AMP)!
LayerNorm is still torch.float32, but all else bfloat.

But will it make #CLIP's brain float, together with #Geometric #Parametrization? 🤔🤠
We shall see. LOAD! LOAD! LOAD! EAT! DATA! 🥩🤖
#Good #AI! 🤗

Uh, so... #Geometric #Parametrization #GmP doesn't just make my #CLIP ViT-L/14 outperform OpenAI's pre-trained model on #ImageNet. No - it's also resilient to a 100% dataset #AI #poison via #Nightshade, strongest. It just LEARNED from that trash data! WTH!🧐😳🤣 🤖: meaningful!

zer0int1's tweet image. Uh, so... #Geometric #Parametrization #GmP doesn't just make my #CLIP ViT-L/14 outperform OpenAI's pre-trained model on #ImageNet.

No - it's also resilient to a 100% dataset #AI #poison via #Nightshade, strongest.
It just LEARNED from that trash data! WTH!🧐😳🤣
🤖: meaningful!

Had to adjust especially differential learning rate for params I previously determined as "good" for #geometric #parametrization (GmP) of #CLIP being erratic for added #OutEffHop layers, but: Some (!) parameters indeed get dropped into vanishing gradients (bottom: GmP-only ft).

zer0int1's tweet image. Had to adjust especially differential learning rate for params I previously determined as "good" for #geometric #parametrization (GmP) of #CLIP being erratic for added #OutEffHop layers, but:

Some (!) parameters indeed get dropped into vanishing gradients (bottom: GmP-only ft).
zer0int1's tweet image. Had to adjust especially differential learning rate for params I previously determined as "good" for #geometric #parametrization (GmP) of #CLIP being erratic for added #OutEffHop layers, but:

Some (!) parameters indeed get dropped into vanishing gradients (bottom: GmP-only ft).

#Geometric #parametrization #GmP #LongCLIP smol ViT-B vs. big ViT-L eval: Small Long 248 tokens ViT-B catches up a bit to 77-tokens original ViT-L (!) GmP-finetune re: #typographic #attack vulnerability /see prev posts. But only Large ViT-L has full text@img mitigation (for EN)

zer0int1's tweet image. #Geometric #parametrization #GmP #LongCLIP
smol ViT-B vs. big ViT-L eval:

Small Long 248 tokens ViT-B catches up a bit to 77-tokens original ViT-L (!) GmP-finetune re: #typographic #attack vulnerability /see prev posts.

But only Large ViT-L has full text@img mitigation (for EN)

Creating comprehensive and effective test cases can be challenging, requiring a fine balance between coverage and efficiency. #parametrization #software #testingchallenges #testcases #automation #testing #qaraenterprise

qaraenterprise's tweet image. Creating comprehensive and effective test cases can be challenging, requiring a fine balance between coverage and efficiency.

#parametrization #software #testingchallenges #testcases #automation #testing #qaraenterprise

Read blog on "Understanding Parametrization of Test Cases with QARA Enterprise". Click here tinyurl.com/ytfbe5aj #parametrization #testcase #testing #automation #software #qaraenterprise #business #blog #explore #business

qaraenterprise's tweet image. Read blog on "Understanding Parametrization of Test Cases with QARA Enterprise". Click here tinyurl.com/ytfbe5aj

#parametrization #testcase #testing #automation #software #qaraenterprise #business #blog #explore #business

Find out how a complete test management suite like QARA Enterprise can help your QA team. This blog tells you why you need a platform like this. Click on the link below to read more 👇 qaratest.com/blogs/why-your… . . #TestManagement #Parametrization #QARAEnterprise #testautomation

qaraenterprise's tweet image. Find out how a complete test management suite like QARA Enterprise can help your QA team. This blog tells you why you need a platform like this.
Click on the link below to read more 👇
qaratest.com/blogs/why-your…
.
.
#TestManagement #Parametrization #QARAEnterprise #testautomation

Unveil expert solutions and master the art of effective parameterization for seamless test case management. Boost efficiency and accuracy effortlessly with QARA Enterprise. Read more bit.ly/2XHVSIe #parametrization #softwaretesting #QARAEnterprise #testcase #testing #QA

qaraenterprise's tweet image. Unveil expert solutions and master the art of effective parameterization for seamless test case management. Boost efficiency and accuracy effortlessly with QARA Enterprise. Read more bit.ly/2XHVSIe 
#parametrization #softwaretesting #QARAEnterprise #testcase #testing #QA

Get the key insights you need to streamline your testing process and boost efficiency. Discover smart solutions, best practices, and expert tips for seamless testing. Click bit.ly/2XHVSIe #parametrization #softwaretesting #QARAEnterprise #testcase #testing #QA

qaraenterprise's tweet image. Get the key insights you need to streamline your testing process and boost efficiency. Discover smart solutions, best practices, and expert tips for seamless testing. Click bit.ly/2XHVSIe

#parametrization #softwaretesting #QARAEnterprise #testcase #testing #QA

Run the same test again with different inputs to lower the number of test cases you need to create. Explore more about the test parameterization tool of QARA Enterprise in bit.ly/2XHVSIe #parametrization #software #testing #QARAEnterprises #testcases #automation #data

qaraenterprise's tweet image. Run the same test again with different inputs to lower the number of test cases you need to create. Explore more about the test parameterization tool of QARA Enterprise in bit.ly/2XHVSIe #parametrization #software #testing #QARAEnterprises #testcases
#automation #data

QARA Enterprise is an advanced test automation and test management tool that offers you parameterization, a functionality that allows you to execute test cases with different set of data, with ease. tinyurl.com/ytfbe5aj #parametrization #QARAEnterprise #QA #automation #testing

qaraenterprise's tweet image. QARA Enterprise is an advanced test automation and test management tool that offers you parameterization, a functionality that allows you to execute test cases with different set of data, with ease. tinyurl.com/ytfbe5aj
#parametrization #QARAEnterprise #QA #automation #testing

Tired of repetitive tests? Discover how our Parameterization Testing Tool can supercharge your testing process. Say goodbye to redundancy and hello to QA efficiency! Read more in the blog tinyurl.com/m5jamm4r #parametrization #softwaretesting #QARAEnterprise #blog #explore

qaraenterprise's tweet image. Tired of repetitive tests? Discover how our Parameterization Testing Tool can supercharge your testing process. Say goodbye to redundancy and hello to QA efficiency! Read more in the blog tinyurl.com/m5jamm4r
#parametrization #softwaretesting #QARAEnterprise #blog #explore

Discover the key insights of parametrization of test cases. A parameter repository, capability to store as local test data & the ability to test different data sets are features of QARA Enterprise. Visit bit.ly/2XHVSIe #parametrization #software #testing #QARAEnterprise

qaraenterprise's tweet image. Discover the key insights of parametrization of test cases. A parameter repository, capability to store as local test data & the ability to test different data sets are features of QARA Enterprise. Visit bit.ly/2XHVSIe

#parametrization #software #testing #QARAEnterprise

Modularity and #parametrization – welcome to uniVision 3! 🙌 It offers a broad range of pre-defined #templates and an extensive #toolbox! Plus: an #interface to #HALCON for individual #programming! Dive in now! #Automation #Innovation #MachineVision 👉wenglor.com/uniVision3High…

wenglorDE's tweet image. Modularity and #parametrization – welcome to uniVision 3! 🙌 It offers a broad range of pre-defined #templates and an extensive #toolbox! Plus: an #interface to #HALCON for individual #programming! Dive in now!
#Automation #Innovation #MachineVision
👉wenglor.com/uniVision3High…

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