René's URL Explorer Experiment

Title: GitHub - Pomilon/LEMA: LEMA (Layer-wise Efficient Memory Abstraction): A hardware-aware framework for fine-tuning LLMs in VRAM-constrained environments using asynchronous binary pre-fetching and triple-tier memory orchestration. · GitHub

Open Graph Title: GitHub - Pomilon/LEMA: LEMA (Layer-wise Efficient Memory Abstraction): A hardware-aware framework for fine-tuning LLMs in VRAM-constrained environments using asynchronous binary pre-fetching and triple-tier memory orchestration.

X Title: GitHub - Pomilon/LEMA: LEMA (Layer-wise Efficient Memory Abstraction): A hardware-aware framework for fine-tuning LLMs in VRAM-constrained environments using asynchronous binary pre-fetching and triple-tier memory orchestration.

Description: LEMA (Layer-wise Efficient Memory Abstraction): A hardware-aware framework for fine-tuning LLMs in VRAM-constrained environments using asynchronous binary pre-fetching and triple-tier memory orchestration. - Pomilon/LEMA

Open Graph Description: LEMA (Layer-wise Efficient Memory Abstraction): A hardware-aware framework for fine-tuning LLMs in VRAM-constrained environments using asynchronous binary pre-fetching and triple-tier memory orches...

X Description: LEMA (Layer-wise Efficient Memory Abstraction): A hardware-aware framework for fine-tuning LLMs in VRAM-constrained environments using asynchronous binary pre-fetching and triple-tier memory orches...

Opengraph URL: https://github.com/Pomilon/LEMA

X: @github

direct link

Domain: github.com

react-profiling	0
react-import-map	react,react-dom,react-dom/client,react-dom/profiling,react-is,react-reconciler,react/compiler-runtime,react/jsx-dev-runtime,react/jsx-runtime,scheduler@d5750093facf
route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:0f7067c8-812b-4f9e-0085-c34d2f9589c7
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	CE60:32710A:10B51C:15BD6C:6AEBF8F2
html-safe-nonce	063f522063a86a93dc567338f1673208f56d8b7487ed336d17db9a8a6e4e2916
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJDRTYwOjMyNzEwQToxMEI1MUM6MTVCRDZDOjZBRUJGOEYyIiwidmlzaXRvcl9pZCI6IjMxODc0MzAzOTA0ODEyODc0MTAiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmac	d806ec2815e4dadad78f62f033e75fd4895d6332342c6256f2bc281fda8eeb8e
hovercard-subject-tag	repository:1152981838
github-keyboard-shortcuts	repository,copilot
google-site-verification	Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-url	https://collector.github.com/github/collect
analytics-location	//
fb:app_id	1401488693436528
apple-itunes-app	app-id=1477376905, app-argument=https://github.com/Pomilon/LEMA
twitter:image	https://opengraph.githubassets.com/39c4d50ae1bc2c702ddf73545c5121a8470fc568b24755735a19aa99e21b0b29/Pomilon/LEMA
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/39c4d50ae1bc2c702ddf73545c5121a8470fc568b24755735a19aa99e21b0b29/Pomilon/LEMA
og:image:alt	LEMA (Layer-wise Efficient Memory Abstraction): A hardware-aware framework for fine-tuning LLMs in VRAM-constrained environments using asynchronous binary pre-fetching and triple-tier memory orches...
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	d063d52022f5f270ef55a70761d126c8085d492d3c251084b07781784c02dad4
turbo-cache-control	no-cache
go-import	github.com/Pomilon/LEMA git https://github.com/Pomilon/LEMA.git
octolytics-dimension-user_id	220483426
octolytics-dimension-user_login	Pomilon
octolytics-dimension-repository_id	1152981838
octolytics-dimension-repository_nwo	Pomilon/LEMA
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	false
octolytics-dimension-repository_network_root_id	1152981838
octolytics-dimension-repository_network_root_nwo	Pomilon/LEMA
turbo-body-classes	logged-out env-production page-responsive
disable-turbo	false
browser-stats-url	https://api.github.com/_private/browser/stats
browser-errors-url	https://api.github.com/_private/browser/errors
release	56e59340194011ba3cb6809acfa979ccbd174288
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/Pomilon/LEMA#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2FPomilon%2FLEMA
GitHubRepository hosting, code review, and collaboration	https://github.com/platform
CopilotAI coding agent for tasks, projects and automated work	https://github.com/features/copilot
ActionsCI/CD and automation	https://github.com/features/actions
Code QualityQuality analysis, fixes, and enforcement	https://github.com/features/code-quality
CodespacesCloud development environments	https://github.com/features/codespaces
Code SecurityVulnerability detection and remediation	https://github.com/security/advanced-security/code-security
Secret ProtectionSecret scanning and leak prevention	https://github.com/security/advanced-security/secret-protection
All Features	https://github.com/features
Documentation	https://docs.github.com/en
Training	https://learn.github.com/skills
Certifications	https://learn.github.com/credentials
Build with Copilot	https://github.com/features/ai
Customize Copilot	https://docs.github.com/en/copilot/how-tos/copilot-on-github/customize-copilot/customize-copilot-overview
Integrations	https://github.com/marketplace
Trending repos	https://github.com/trending
GitHub Sponsors	https://github.com/open-source/sponsors
Developer articles	https://github.com/resources/articles
ChangelogYour source for the latest features, improvements, and fixes across GitHub products, all in one place.	https://github.blog/changelog/
Enterprises	https://github.com/enterprise
Team	https://github.com/team
Startups	https://github.com/enterprise/startups
Nonprofits	https://github.com/solutions/industry/nonprofits
Healthcare	https://github.com/solutions/industry/healthcare
Financial services	https://github.com/solutions/industry/financial-services
Manufacturing	https://github.com/solutions/industry/manufacturing
Government	https://github.com/solutions/industry/government
See all industries	https://github.com/solutions/industry
Why GitHub	https://github.com/why-github
Customer Stories	https://github.com/customer-stories
Business insights	https://github.com/solutions/executive-insights
Trust Center	https://github.com/trust-center
GitHub Advanced SecurityEnterprise-grade code security	https://github.com/security/advanced-security
Copilot for businessEnterprise-grade AI features	https://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 support	https://github.com/enterprise/premium-support
Documentation	https://docs.github.com/en
Resource center	https://github.com/resources
Blog	https://github.blog/
Events & webinars	https://github.com/resources/events
Community Forum	https://github.com/orgs/community/discussions
Customer Stories	https://github.com/customer-stories
Integrations	https://github.com/marketplace
Customer support	https://help.github.com/
Training	https://learn.github.com/skills
GitHub Status	https://www.githubstatus.com/
About	https://github.com/about
Partners	https://github.com/partners
Changelog	https://github.blog/changelog/
GitHub UniverseThe event for developers, by developers — talks, workshops, and what’s next for GitHub.	https://githubuniverse.com/
Pricing	https://github.com/pricing
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2FPomilon%2FLEMA
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&source=header-repo&source_repo=Pomilon%2FLEMA
Reload	https://github.com/Pomilon/LEMA
Reload	https://github.com/Pomilon/LEMA
Reload	https://github.com/Pomilon/LEMA
Pomilon	https://github.com/Pomilon
LEMA	https://github.com/Pomilon/LEMA
Code	https://github.com/Pomilon/LEMA
Issues	https://github.com/Pomilon/LEMA/issues
Pull requests	https://github.com/Pomilon/LEMA/pulls
Actions	https://github.com/Pomilon/LEMA/actions
Projects	https://github.com/Pomilon/LEMA/projects
Security and quality	https://github.com/Pomilon/LEMA/security
Insights	https://github.com/Pomilon/LEMA/pulse
	https://github.com/Pomilon/LEMA
LEMA	https://github.com/Pomilon/LEMA
Notifications	https://github.com/login?return_to=%2FPomilon%2FLEMA
Fork0 (0)	https://github.com/login?return_to=%2FPomilon%2FLEMA
Star3 (3)	https://github.com/login?return_to=%2FPomilon%2FLEMA
cuda	https://github.com/topics/cuda
fine-tuning	https://github.com/topics/fine-tuning
lema	https://github.com/topics/lema
llm	https://github.com/topics/llm
lora	https://github.com/topics/lora
low-resource-computing	https://github.com/topics/low-resource-computing
machine-learning	https://github.com/topics/machine-learning
memory-management	https://github.com/topics/memory-management
pytorch	https://github.com/topics/pytorch
safetensors	https://github.com/topics/safetensors
system-architecture	https://github.com/topics/system-architecture
vram-optimization	https://github.com/topics/vram-optimization
Readme	https://github.com/Pomilon/LEMA#readme-ov-file
MIT license	https://github.com/Pomilon/LEMA#MIT-1-ov-file
Activity	https://github.com/Pomilon/LEMA/activity
0 forks	https://github.com/Pomilon/LEMA/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FPomilon%2FLEMA&report=Pomilon+%28user%29
Branches	https://github.com/Pomilon/LEMA/branches
Tags	https://github.com/Pomilon/LEMA/tags
	https://github.com/Pomilon/LEMA/branches
	https://github.com/Pomilon/LEMA/tags
111 Commits	https://github.com/Pomilon/LEMA/commits/main/
	https://github.com/Pomilon/LEMA/commits/main/
.github/workflows	https://github.com/Pomilon/LEMA/tree/main/.github/workflows
.github/workflows	https://github.com/Pomilon/LEMA/tree/main/.github/workflows
docs	https://github.com/Pomilon/LEMA/tree/main/docs
docs	https://github.com/Pomilon/LEMA/tree/main/docs
examples	https://github.com/Pomilon/LEMA/tree/main/examples
examples	https://github.com/Pomilon/LEMA/tree/main/examples
src/lema	https://github.com/Pomilon/LEMA/tree/main/src/lema
src/lema	https://github.com/Pomilon/LEMA/tree/main/src/lema
tasks	https://github.com/Pomilon/LEMA/tree/main/tasks
tasks	https://github.com/Pomilon/LEMA/tree/main/tasks
tests	https://github.com/Pomilon/LEMA/tree/main/tests
tests	https://github.com/Pomilon/LEMA/tree/main/tests
tools	https://github.com/Pomilon/LEMA/tree/main/tools
tools	https://github.com/Pomilon/LEMA/tree/main/tools
.gitignore	https://github.com/Pomilon/LEMA/blob/main/.gitignore
.gitignore	https://github.com/Pomilon/LEMA/blob/main/.gitignore
LICENSE	https://github.com/Pomilon/LEMA/blob/main/LICENSE
LICENSE	https://github.com/Pomilon/LEMA/blob/main/LICENSE
README.md	https://github.com/Pomilon/LEMA/blob/main/README.md
README.md	https://github.com/Pomilon/LEMA/blob/main/README.md
pyproject.toml	https://github.com/Pomilon/LEMA/blob/main/pyproject.toml
pyproject.toml	https://github.com/Pomilon/LEMA/blob/main/pyproject.toml
requirements.txt	https://github.com/Pomilon/LEMA/blob/main/requirements.txt
requirements.txt	https://github.com/Pomilon/LEMA/blob/main/requirements.txt
setup.py	https://github.com/Pomilon/LEMA/blob/main/setup.py
setup.py	https://github.com/Pomilon/LEMA/blob/main/setup.py
README	https://github.com/Pomilon/LEMA
MIT license	https://github.com/Pomilon/LEMA
	https://github.com/Pomilon/LEMA#lema-layer-wise-efficient-memory-abstraction
	https://github.com/Pomilon/LEMA#key-performance-tesla-t4--146-gb
	https://github.com/Pomilon/LEMA/blob/main/docs/assets/vram_benchmark.png
	https://github.com/Pomilon/LEMA/blob/main/docs/assets/speed_benchmark.png
Full benchmark results	https://github.com/Pomilon/LEMA/blob/main/docs/BENCHMARK_RESULTS.md
	https://github.com/Pomilon/LEMA#fine-tuned-model-poc
huggingface.co/Pomilon/LEMA-llama-2-7b	https://huggingface.co/Pomilon/LEMA-llama-2-7b
	https://github.com/Pomilon/LEMA#features
	https://github.com/Pomilon/LEMA#installation
	https://github.com/Pomilon/LEMA#quick-start
	https://github.com/Pomilon/LEMA#selective-full-fine-tuning
	https://github.com/Pomilon/LEMA#tensorstore-unified-streaming-core
docs/ARCHITECTURE.md	https://github.com/Pomilon/LEMA/blob/main/docs/ARCHITECTURE.md
docs/BENCHMARK_RESULTS.md	https://github.com/Pomilon/LEMA/blob/main/docs/BENCHMARK_RESULTS.md
	https://github.com/Pomilon/LEMA#quantization
	https://github.com/Pomilon/LEMA#pre-quantized-checkpoints-recommended-for-streaming-full-ft
	https://github.com/Pomilon/LEMA#documentation
Benchmark Results	https://github.com/Pomilon/LEMA/blob/main/docs/BENCHMARK_RESULTS.md
API Reference	https://github.com/Pomilon/LEMA/blob/main/docs/API_REFERENCE.md
User Guide	https://github.com/Pomilon/LEMA/blob/main/docs/USER_GUIDE.md
Architecture	https://github.com/Pomilon/LEMA/blob/main/docs/ARCHITECTURE.md
	https://github.com/Pomilon/LEMA#license
cuda	https://github.com/topics/cuda
fine-tuning	https://github.com/topics/fine-tuning
lema	https://github.com/topics/lema
llm	https://github.com/topics/llm
lora	https://github.com/topics/lora
low-resource-computing	https://github.com/topics/low-resource-computing
machine-learning	https://github.com/topics/machine-learning
memory-management	https://github.com/topics/memory-management
pytorch	https://github.com/topics/pytorch
safetensors	https://github.com/topics/safetensors
system-architecture	https://github.com/topics/system-architecture
vram-optimization	https://github.com/topics/vram-optimization
Readme	https://github.com/Pomilon/LEMA#readme-ov-file
MIT license	https://github.com/Pomilon/LEMA#MIT-1-ov-file
Activity	https://github.com/Pomilon/LEMA/activity
0 forks	https://github.com/Pomilon/LEMA/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FPomilon%2FLEMA&report=Pomilon+%28user%29
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

Viewport: width=device-width

URLs of crawlers that visited me.