René's URL Explorer Experiment


Title: GitHub - partth-code/llmware: Unified framework for building enterprise RAG pipelines with small, specialized models

Open Graph Title: GitHub - partth-code/llmware: Unified framework for building enterprise RAG pipelines with small, specialized models

X Title: GitHub - partth-code/llmware: Unified framework for building enterprise RAG pipelines with small, specialized models

Description: Unified framework for building enterprise RAG pipelines with small, specialized models - partth-code/llmware

Open Graph Description: Unified framework for building enterprise RAG pipelines with small, specialized models - partth-code/llmware

X Description: Unified framework for building enterprise RAG pipelines with small, specialized models - partth-code/llmware

Opengraph URL: https://github.com/partth-code/llmware

X: @github

direct link

Domain: github.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:0a423563-f33b-f86a-b6e7-a00d4a3b35cf
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idDCBE:3B507F:47D753:64AEDA:696A7663
html-safe-nonce0e34d67c6f2d1ac9f484e62529eae15f03f331cd0d25df33886d166fb5b83b94
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJEQ0JFOjNCNTA3Rjo0N0Q3NTM6NjRBRURBOjY5NkE3NjYzIiwidmlzaXRvcl9pZCI6IjM3NDM4MDMxMzQwMzk0NTUzMzEiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmacffa09835ea50930b5c8bd526cf3256da7b7ce88b09e469b2861d917ba53fd76d
hovercard-subject-tagrepository:989686985
github-keyboard-shortcutsrepository,copilot
google-site-verificationApib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-urlhttps://collector.github.com/github/collect
analytics-location//
fb:app_id1401488693436528
apple-itunes-appapp-id=1477376905, app-argument=https://github.com/partth-code/llmware
twitter:imagehttps://opengraph.githubassets.com/72b143471403cb2f11d3eded1bb5fb17cc09f54a2ad1e940ca16efb71956c15b/partth-code/llmware
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/72b143471403cb2f11d3eded1bb5fb17cc09f54a2ad1e940ca16efb71956c15b/partth-code/llmware
og:image:altUnified framework for building enterprise RAG pipelines with small, specialized models - partth-code/llmware
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
Nonecfa223d62d272274e0b68350b4bd7741f3ca7498b8c4b8b1bc1e6deabbdbc09d
turbo-cache-controlno-preview
go-importgithub.com/partth-code/llmware git https://github.com/partth-code/llmware.git
octolytics-dimension-user_id75566299
octolytics-dimension-user_loginpartth-code
octolytics-dimension-repository_id989686985
octolytics-dimension-repository_nwopartth-code/llmware
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forktrue
octolytics-dimension-repository_parent_id698288684
octolytics-dimension-repository_parent_nwollmware-ai/llmware
octolytics-dimension-repository_network_root_id698288684
octolytics-dimension-repository_network_root_nwollmware-ai/llmware
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
release6a0b6893c221f98f607598e939299fdf5763435d
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://github.com/partth-code/llmware#start-of-content
https://github.com/
Sign in https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fpartth-code%2Fllmware
GitHub CopilotWrite better code with AIhttps://github.com/features/copilot
GitHub SparkBuild and deploy intelligent appshttps://github.com/features/spark
GitHub ModelsManage and compare promptshttps://github.com/features/models
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
GitHub SponsorsFund open source developershttps://github.com/sponsors
Security Labhttps://securitylab.github.com
Maintainer Communityhttps://maintainers.github.com
Acceleratorhttps://github.com/accelerator
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%2Fpartth-code%2Fllmware
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=partth-code%2Fllmware
Reloadhttps://github.com/partth-code/llmware
Reloadhttps://github.com/partth-code/llmware
Reloadhttps://github.com/partth-code/llmware
partth-code https://github.com/partth-code
llmwarehttps://github.com/partth-code/llmware
llmware-ai/llmwarehttps://github.com/llmware-ai/llmware
Notifications https://github.com/login?return_to=%2Fpartth-code%2Fllmware
Fork 0 https://github.com/login?return_to=%2Fpartth-code%2Fllmware
Star 0 https://github.com/login?return_to=%2Fpartth-code%2Fllmware
llmware-ai.github.io/llmware/https://llmware-ai.github.io/llmware/
Apache-2.0 license https://github.com/partth-code/llmware/blob/main/LICENSE
0 stars https://github.com/partth-code/llmware/stargazers
3k forks https://github.com/partth-code/llmware/forks
Branches https://github.com/partth-code/llmware/branches
Tags https://github.com/partth-code/llmware/tags
Activity https://github.com/partth-code/llmware/activity
Star https://github.com/login?return_to=%2Fpartth-code%2Fllmware
Notifications https://github.com/login?return_to=%2Fpartth-code%2Fllmware
Code https://github.com/partth-code/llmware
Pull requests 0 https://github.com/partth-code/llmware/pulls
Actions https://github.com/partth-code/llmware/actions
Projects 0 https://github.com/partth-code/llmware/projects
Security Uh oh! There was an error while loading. Please reload this page. https://github.com/partth-code/llmware/security
Please reload this pagehttps://github.com/partth-code/llmware
Insights https://github.com/partth-code/llmware/pulse
Code https://github.com/partth-code/llmware
Pull requests https://github.com/partth-code/llmware/pulls
Actions https://github.com/partth-code/llmware/actions
Projects https://github.com/partth-code/llmware/projects
Security https://github.com/partth-code/llmware/security
Insights https://github.com/partth-code/llmware/pulse
Brancheshttps://github.com/partth-code/llmware/branches
Tagshttps://github.com/partth-code/llmware/tags
https://github.com/partth-code/llmware/branches
https://github.com/partth-code/llmware/tags
2,222 Commitshttps://github.com/partth-code/llmware/commits/main/
https://github.com/partth-code/llmware/commits/main/
.github/workflowshttps://github.com/partth-code/llmware/tree/main/.github/workflows
.github/workflowshttps://github.com/partth-code/llmware/tree/main/.github/workflows
devcontainerhttps://github.com/partth-code/llmware/tree/main/devcontainer
devcontainerhttps://github.com/partth-code/llmware/tree/main/devcontainer
docshttps://github.com/partth-code/llmware/tree/main/docs
docshttps://github.com/partth-code/llmware/tree/main/docs
exampleshttps://github.com/partth-code/llmware/tree/main/examples
exampleshttps://github.com/partth-code/llmware/tree/main/examples
fast_starthttps://github.com/partth-code/llmware/tree/main/fast_start
fast_starthttps://github.com/partth-code/llmware/tree/main/fast_start
hackathonhttps://github.com/partth-code/llmware/tree/main/hackathon
hackathonhttps://github.com/partth-code/llmware/tree/main/hackathon
jupyter notebookshttps://github.com/partth-code/llmware/tree/main/jupyter%20notebooks
jupyter notebookshttps://github.com/partth-code/llmware/tree/main/jupyter%20notebooks
llmwarehttps://github.com/partth-code/llmware/tree/main/llmware
llmwarehttps://github.com/partth-code/llmware/tree/main/llmware
repo_docshttps://github.com/partth-code/llmware/tree/main/repo_docs
repo_docshttps://github.com/partth-code/llmware/tree/main/repo_docs
scriptshttps://github.com/partth-code/llmware/tree/main/scripts
scriptshttps://github.com/partth-code/llmware/tree/main/scripts
testshttps://github.com/partth-code/llmware/tree/main/tests
testshttps://github.com/partth-code/llmware/tree/main/tests
wheel_archiveshttps://github.com/partth-code/llmware/tree/main/wheel_archives
wheel_archiveshttps://github.com/partth-code/llmware/tree/main/wheel_archives
.devcontainerhttps://github.com/partth-code/llmware/blob/main/.devcontainer
.devcontainerhttps://github.com/partth-code/llmware/blob/main/.devcontainer
.gitignorehttps://github.com/partth-code/llmware/blob/main/.gitignore
.gitignorehttps://github.com/partth-code/llmware/blob/main/.gitignore
.python-versionhttps://github.com/partth-code/llmware/blob/main/.python-version
.python-versionhttps://github.com/partth-code/llmware/blob/main/.python-version
LICENSEhttps://github.com/partth-code/llmware/blob/main/LICENSE
LICENSEhttps://github.com/partth-code/llmware/blob/main/LICENSE
NOTICEhttps://github.com/partth-code/llmware/blob/main/NOTICE
NOTICEhttps://github.com/partth-code/llmware/blob/main/NOTICE
README.mdhttps://github.com/partth-code/llmware/blob/main/README.md
README.mdhttps://github.com/partth-code/llmware/blob/main/README.md
setup.pyhttps://github.com/partth-code/llmware/blob/main/setup.py
setup.pyhttps://github.com/partth-code/llmware/blob/main/setup.py
welcome_to_llmware.shhttps://github.com/partth-code/llmware/blob/main/welcome_to_llmware.sh
welcome_to_llmware.shhttps://github.com/partth-code/llmware/blob/main/welcome_to_llmware.sh
welcome_to_llmware_windows.shhttps://github.com/partth-code/llmware/blob/main/welcome_to_llmware_windows.sh
welcome_to_llmware_windows.shhttps://github.com/partth-code/llmware/blob/main/welcome_to_llmware_windows.sh
READMEhttps://github.com/partth-code/llmware
Licensehttps://github.com/partth-code/llmware
https://github.com/partth-code/llmware#llmware
https://camo.githubusercontent.com/ca9cf9b453dc81bf81b25df3b4069fc45fc928cc1687ab66cdd03b35c8d26b9b/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f707974686f6e2d332e395f2537435f332e31302537435f332e31312537435f332e31322537435f332e31332d626c75653f636f6c6f723d626c7565
https://camo.githubusercontent.com/fa97e41f3c599e720fe4a40f40a409d7cf2b88064e7ba6a1dd99d666533ae95b/68747470733a2f2f696d672e736869656c64732e696f2f707970692f762f6c6c6d776172653f636f6c6f723d626c7565
https://discord.gg/MhZn5Nc39h
https://github.com/llmware-ai/llmware/actions/workflows/pages.yml
Model Depothttps://medium.com/@darrenoberst/model-depot-9e6625c5fc55
OpenVino examplehttps://github.com/llmware-ai/llmware/blob/main/examples/Models/using_openvino_models.py
ONNX examplehttps://github.com/llmware-ai/llmware/blob/main/examples/Models/using_onnx_models.py
https://github.com/partth-code/llmware#table-of-contents
Building Enterprise RAG Pipelines with Small, Specialized Modelshttps://github.com/partth-code/llmware/blob/main/%EF%B8%8Fbuilding-enterprise-rag-pipelines-with-small-specialized-models
Key Featureshttps://github.com/partth-code/llmware#--key-features
What's Newhttps://github.com/partth-code/llmware#%EF%B8%8F-whats-new
Getting Startedhttps://github.com/partth-code/llmware#-getting-started
Working with the llmware Github repositoryhttps://github.com/partth-code/llmware#%EF%B8%8F-working-with-the-llmware-github-repository
Data Store Optionshttps://github.com/partth-code/llmware#data-store-options
Meet our Modelshttps://github.com/partth-code/llmware#meet-our-models
Using LLMs and setting-up API keys & secretshttps://github.com/partth-code/llmware#using-llms-and-setting-up-api-keys--secrets
Release notes and Change Loghttps://github.com/partth-code/llmware#--release-notes-and-change-log
https://github.com/partth-code/llmware#️building-enterprise-rag-pipelines-with-small-specialized-models
Join us on Discordhttps://discord.gg/MhZn5Nc39h
Watch Youtube Tutorialshttps://www.youtube.com/@llmware
Explore our Model Families on Huggingfacehttps://www.huggingface.co/llmware
Check out the Agent Fast Start serieshttps://github.com/llmware-ai/llmware/tree/main/fast_start/agents
Check out the Fast Start video serieshttps://www.youtube.com/playlist?list=PL1-dn33KwsmD7SB9iSO6vx4ZLRAWea1DB
Multi-Model Agents with SLIM Modelshttps://github.com/partth-code/llmware/blob/main/examples/SLIM-Agents
Intro-Videohttps://www.youtube.com/watch?v=cQfdaTcmBpY
Intro to SLIM Function Call Modelshttps://github.com/llmware-ai/llmware/blob/main/examples/Models/using_function_calls.py
https://github.com/partth-code/llmware#--key-features
https://github.com/partth-code/llmware#-latest-enhancements-and-features-
https://github.com/partth-code/llmware#model-capabilities--benchmarks
Read benchmark resultshttps://medium.com/@darrenoberst/best-small-language-models-for-accuracy-and-enterprise-use-cases-benchmark-results-cf71964759c8
Example code for model rankinghttps://github.com/partth-code/llmware/blob/main/fast_start/agents/agents-15-get_model_benchmarks.py
https://github.com/partth-code/llmware#new-models-and-functionality
Quickstart examplehttps://github.com/llmware-ai/llmware/tree/main/examples/Models/using-qwen2-models.py
Quickstart examplehttps://github.com/llmware-ai/llmware/tree/main/examples/Models/using-phi-3-function-calls.py
https://github.com/partth-code/llmware#new-use-cases--applications
Code examplehttps://github.com/llmware-ai/llmware/tree/main/examples/Use_Cases/biz_bot.py
Demo videohttps://youtu.be/4nBYDEjxxTE?si=o6PDPbu0PVcT-tYd
Lecture tool codehttps://github.com/llmware-ai/llmware/blob/main/examples/Use_Cases/lecture_tool/
Demo videohttps://youtu.be/l0jzsg1_Ik0?si=hmLhpT1iv_rxpkHo
Code examplehttps://github.com/partth-code/llmware/blob/main/examples/Use_Cases/web_services_slim_fx.py
https://github.com/partth-code/llmware#audio--text-processing
Getting started guidehttps://github.com/partth-code/llmware/blob/main/examples/Models/using-whisper-cpp-getting-started.py
Parsing great speecheshttps://github.com/partth-code/llmware/blob/main/examples/Use_Cases/parsing_great_speeches.py
Demo videohttps://youtu.be/5y0ez5ZBpPE?si=KVxsXXtX5TzvlEws
Demo videohttps://youtu.be/z48z5XOXJJg?si=V-CX1w-7KRioI4Bi
End-to-end examplehttps://github.com/partth-code/llmware/blob/main/examples/SLIM-Agents/text2sql-end-to-end-2.py
Custom table usagehttps://github.com/llmware-ai/llmware/tree/main/examples/Use_Cases/agent_with_custom_tables.py
https://github.com/partth-code/llmware#multi-model-agents
Demo videohttps://www.youtube.com/watch?v=cQfdaTcmBpY
Example directoryhttps://github.com/partth-code/llmware/blob/main/examples/SLIM-Agents
https://github.com/partth-code/llmware#document--ocr-processing
OCR examplehttps://github.com/partth-code/llmware/blob/main/examples/Parsing/ocr_embedded_doc_images.py
Parsing examplehttps://github.com/partth-code/llmware/blob/main/examples/Parsing/pdf_parser_new_configs.py
https://github.com/partth-code/llmware#deployment--optimization
Server setup examplehttps://github.com/llmware-ai/llmware/tree/main/examples/SLIM-Agents/agent_api_endpoint.py
Settings examplehttps://github.com/partth-code/llmware/blob/main/examples/Models/adjusting_sampling_settings.py
Part Ihttps://youtu.be/7oMTGhSKuNY?si=14mS2pftk7NoKQbC
Part IIhttps://youtu.be/iXp1tj-pPjM?si=T4teUAISnSWgtThu
https://github.com/partth-code/llmware#-getting-started
core installhttps://github.com/llmware-ai/llmware/blob/main/llmware/requirements.txt
full installhttps://github.com/llmware-ai/llmware/blob/main/llmware/requirements_extras.txt
https://github.com/partth-code/llmware#-top-new-examples-
Function Calls with SLIM Extract and Web Services for Financial Researchhttps://github.com/llmware-ai/llmware/tree/main/examples/Use_Cases/web_services_slim_fx.py
Great Speeches with LLM Query and Extracthttps://github.com/llmware-ai/llmware/tree/main/examples/Use_Cases/parsing_great_speeches.py
Fast Start tutorial serieshttps://github.com/llmware-ai/llmware/tree/main/fast_start
Getting Startedhttps://github.com/llmware-ai/llmware/tree/main/examples/Getting_Started
SLIM Modelshttps://github.com/partth-code/llmware/blob/main/examples/SLIM-Agents
codehttps://github.com/partth-code/llmware/blob/main/examples/Models/bling_fast_start.py
videohttps://www.youtube.com/watch?v=JjgqOZ2v5oU
codehttps://github.com/partth-code/llmware/blob/main/examples/Embedding/docs2vecs_with_milvus-un_resolutions.py
codehttps://github.com/partth-code/llmware/blob/main/examples/Retrieval/dual_pass_with_custom_filter.py
codehttps://github.com/partth-code/llmware/blob/main/examples/Embedding/using_multiple_embeddings.py
videohttps://www.youtube.com/watch?v=Bncvggy6m5Q
codehttps://github.com/partth-code/llmware/blob/main/examples/Models/dragon_gguf_fast_start.py
videohttps://www.youtube.com/watch?v=BI1RlaIJcsc&t=130s
codehttps://github.com/partth-code/llmware/blob/main/examples/Use_Cases/contract_analysis_on_laptop_with_bling_models.py
videohttps://www.youtube.com/watch?v=8aV5p3tErP0
codehttps://github.com/partth-code/llmware/blob/main/examples/Use_Cases/msa_processing.py
videohttps://www.youtube.com/watch?v=Cf-07GBZT68&t=2s
codehttps://github.com/partth-code/llmware/blob/main/examples/UI/simple_rag_ui_with_streamlit.py
codehttps://github.com/partth-code/llmware/blob/main/examples/Models/using-open-chat-models.py
videohttps://www.youtube.com/watch?v=h2FDjUyvsKE&t=101s
codehttps://github.com/partth-code/llmware/blob/main/examples/Prompts/prompt_with_sources.py
codehttps://github.com/partth-code/llmware/blob/main/examples/Prompts/fact_checking.py
codehttps://github.com/partth-code/llmware/blob/main/examples/Models/chat_models_gguf_fast_start.py
llmware exampleshttps://github.com/llmware-ai/llmware/blob/main/examples/README.md
Document Summarizationhttps://youtu.be/Ps3W-P9A1m8?si=Rxvst3RJv8ZaOk0L
Bling-3-GGUF Local Chatbothttps://youtu.be/gzzEVK8p3VM?si=8cNn_do0oxSzCEnM
Agent-based Complex Research Analysishttps://youtu.be/y4WvwHqRR60?si=jX3KCrKcYkM95boe
Getting Started with SLIMs (with code)https://youtu.be/aWZFrTDmMPc?si=lmo98_quo_2Hrq0C
Are you prompting wrong for RAG - Stochastic Sampling-Part Ihttps://youtu.be/7oMTGhSKuNY?si=_KSjuBnqArvWzYbx
Are you prompting wrong for RAG - Stochastic Sampling-Part II- Code Experimentshttps://youtu.be/iXp1tj-pPjM?si=3ZeMgipY0vJDHIMY
SLIM Models Introhttps://www.youtube.com/watch?v=cQfdaTcmBpY
Text2SQL Introhttps://youtu.be/BKZ6kO2XxNo?si=tXGt63pvrp_rOlIP
RAG with BLING on your laptophttps://www.youtube.com/watch?v=JjgqOZ2v5oU
DRAGON-7B-Modelshttps://www.youtube.com/watch?v=d_u7VaKu6Qk&t=37s
Install and Compare Multiple Embeddings with Postgres and PGVectorhttps://www.youtube.com/watch?v=Bncvggy6m5Q
Background on GGUF Quantization & DRAGON Model Examplehttps://www.youtube.com/watch?v=ZJyQIZNJ45E
Using LM Studio Modelshttps://www.youtube.com/watch?v=h2FDjUyvsKE
Using Ollama Modelshttps://www.youtube.com/watch?v=qITahpVDuV0
Use any GGUF Modelhttps://www.youtube.com/watch?v=9wXJgld7Yow
Use small LLMs for RAG for Contract Analysis (feat. LLMWare)https://www.youtube.com/watch?v=8aV5p3tErP0
Invoice Processing with LLMwarehttps://www.youtube.com/watch?v=VHZSaBBG-Bo&t=10s
Ingest PDFs at Scalehttps://www.youtube.com/watch?v=O0adUfrrxi8&t=10s
Evaluate LLMs for RAG with LLMWarehttps://www.youtube.com/watch?v=s0KWqYg5Buk&t=105s
Fast Start to RAG with LLMWare Open Source Libraryhttps://www.youtube.com/watch?v=0naqpH93eEU
Use Retrieval Augmented Generation (RAG) without a Databasehttps://www.youtube.com/watch?v=tAGz6yR14lw
Pop up LLMWare Inference Serverhttps://www.youtube.com/watch?v=qiEmLnSRDUA&t=20s
https://github.com/partth-code/llmware#️-working-with-the-llmware-github-repository
examples/Embeddinghttps://github.com/llmware-ai/llmware/tree/main/examples/Embedding
https://github.com/partth-code/llmware#data-store-options
https://github.com/partth-code/llmware#meet-our-models
https://github.com/partth-code/llmware#using-llms-and-setting-up-api-keys--secrets
SLIMhttps://www.huggingface.co/llmware/
BLINGhttps://huggingface.co/llmware
DRAGONhttps://huggingface.co/llmware
Industry-BERThttps://huggingface.co/llmware
Contributors Guidehttps://github.com/llmware-ai/llmware/blob/main/repo_docs/CONTRIBUTING.md#contributing-to-llmware
Code of Conducthttps://github.com/llmware-ai/llmware/blob/main/repo_docs/CODE_OF_CONDUCT.md
github discussionshttps://github.com/llmware-ai/llmware/discussions
https://github.com/partth-code/llmware#--release-notes-and-change-log
additional deployment/install release notes in wheel_archiveshttps://github.com/llmware-ai/llmware/tree/main/wheel_archives
OpenVino examplehttps://github.com/llmware-ai/llmware/blob/main/examples/Models/using_openvino_models.py
ONNX examplehttps://github.com/llmware-ai/llmware/blob/main/examples/Models/using_onnx_models.py
using-qwen2-modelshttps://github.com/llmware-ai/llmware/blob/main/examples/Models/using-qwen2-models.py
using-phi-3-function-callshttps://github.com/llmware-ai/llmware/blob/main/examples/Models/using-phi-3-function-calls.py
lecture_toolhttps://github.com/llmware-ai/llmware/blob/main/examples/Use_Cases/lecture_tool/
Dockerhttps://docs.docker.com/get-docker/
Tesseract v5.3.3https://tesseract-ocr.github.io/tessdoc/Installation.html
Poppler v23.10.0https://poppler.freedesktop.org/
examplehttps://github.com/llmware-ai/llmware/blob/main/examples/UI/dueling_chatbot.py
notebook exampleshttps://github.com/llmware-ai/llmware/blob/main/examples/Notebooks
examplehttps://github.com/llmware-ai/llmware/blob/main/examples/Models/using-azure-openai.py
examples 7-9 on Agents & Function Callshttps://github.com/llmware-ai/llmware/tree/main/fast_start
examplehttps://github.com/llmware-ai/llmware/tree/main/examples/Embedding/using_semantic_reranker_with_rag.py
examplehttps://github.com/llmware-ai/llmware/tree/main/examples/Use_Cases/biz_bot.py
videohttps://youtu.be/4nBYDEjxxTE?si=o6PDPbu0PVcT-tYd
examplehttps://github.com/llmware-ai/llmware/tree/main/examples/Embedding/using_milvus_lite.py
'q-gen'https://github.com/llmware-ai/llmware/tree/main/examples/SLIM-Agents/using-slim-q-gen.py
'qa-gen'https://github.com/llmware-ai/llmware/tree/main/examples/SLIM-Agents/using-slim-qa-gen.py
client access optionshttps://github.com/llmware-ai/llmware/tree/main/examples/Use_Cases/llmware_inference_api_client.py
server_launchhttps://github.com/llmware-ai/llmware/tree/main/examples/Use_Cases/llmware_inference_server.py
examplehttps://github.com/llmware-ai/llmware/tree/main/examples/Use_Cases/slicing_and_dicing_office_docs.py
basic examplehttps://github.com/llmware-ai/llmware/tree/main/examples/Models/gguf_streaming.py
phi3 local chatbothttps://github.com/llmware-ai/llmware/tree/main/examples/UI/gguf_streaming_chatbot.py
"bling-phi-3"https://huggingface.co/llmware/bling-phi-3
"bling-phi-3-gguf"https://huggingface.co/llmware/bling-phi-3-gguf
examplehttps://github.com/llmware-ai/llmware/tree/main/examples/Prompts/document_summarizer.py
examplehttps://github.com/llmware-ai/llmware/tree/main/examples/Parsing/parsing_microsoft_ir_docs.py
examplehttps://github.com/llmware-ai/llmware/tree/main/examples/Models/using-microsoft-phi-3.py
examplehttps://github.com/llmware-ai/llmware/tree/main/examples/Models/using-llama-3.py
getting-started-examplehttps://github.com/llmware-ai/llmware/tree/main/examples/Models/using-whisper-cpp-getting-started.py
examplehttps://github.com/llmware-ai/llmware/tree/main/examples/Models/using-whisper-cpp-sample-files.py
examplehttps://github.com/llmware-ai/llmware/tree/main/examples/Use_Cases/agent_with_custom_tables.py
examplehttps://github.com/llmware-ai/llmware/tree/main/examples/SLIM-Agents/agent_api_endpoint.py
Creating Custom Table examplehttps://github.com/llmware-ai/llmware/tree/main/examples/Structured_Tables/create_custom_table-1.py
Office Parsing Configs examplehttps://github.com/llmware-ai/llmware/tree/main/examples/Parsing/office_parser_new_configs.py
PDF Parsing Configs examplehttps://github.com/llmware-ai/llmware/tree/main/examples/Parsing/pdf_parser_new_configs.py
BLINGhttps://huggingface.co/llmware
dependency security alerthttps://github.com/llmware-ai/llmware/security/dependabot/2
dependency security alerthttps://github.com/llmware-ai/llmware/security/dependabot/1
⬆️ Back to Tophttps://github.com/partth-code/llmware#top
https://github.com/partth-code/llmware#-read-our-white-papers
AI PC Model HQ.pdfhttps://github.com/user-attachments/files/18024139/AI.PC.Model.HQ.pdf
LNL White paper (Abstract Version) final.pdfhttps://github.com/user-attachments/files/18281644/LNL.White.paper.Abstract.Version.final.pdf
Laptop.Performance.WP.Final (10).pdfhttps://github.com/user-attachments/files/18024294/Laptop.Performance.WP.Final.10.pdf
https://github.com/partth-code/llmware#intel-joint-solutions
IPA.Optimization.Summary.LLMWare (1).pdfhttps://github.com/user-attachments/files/18292873/IPA.Optimization.Summary.LLMWare.1.pdf
https://github.com/partth-code/llmware#about-model-hq
AI.BLOKS.PRIVACY.POLICY.1.3.25.pdfhttps://github.com/user-attachments/files/19289355/AI.BLOKS.PRIVACY.POLICY.1.3.25.pdf
AI.Bloks.Terms.of.Service.3.3.25.pdfhttps://github.com/user-attachments/files/19289545/AI.Bloks.Terms.of.Service.3.3.25.pdf
Acceptable Use Policy for Model HQ by AI BLOKS LLC.docxhttps://github.com/user-attachments/files/18291481/Acceptable.Use.Policy.for.Model.HQ.by.AI.BLOKS.LLC.docx
llmware-ai.github.io/llmware/https://llmware-ai.github.io/llmware/
Readme https://github.com/partth-code/llmware#readme-ov-file
Apache-2.0 license https://github.com/partth-code/llmware#Apache-2.0-1-ov-file
Please reload this pagehttps://github.com/partth-code/llmware
Activityhttps://github.com/partth-code/llmware/activity
0 starshttps://github.com/partth-code/llmware/stargazers
0 watchinghttps://github.com/partth-code/llmware/watchers
0 forkshttps://github.com/partth-code/llmware/forks
Report repository https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fpartth-code%2Fllmware&report=partth-code+%28user%29
Releaseshttps://github.com/partth-code/llmware/releases
Packages 0https://github.com/users/partth-code/packages?repo_name=llmware
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.