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

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

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https://patch-diff.githubusercontent.com/partth-code/llmware#llmware
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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://patch-diff.githubusercontent.com/partth-code/llmware#table-of-contents
Building Enterprise RAG Pipelines with Small, Specialized Modelshttps://patch-diff.githubusercontent.com/partth-code/llmware/blob/main/%EF%B8%8Fbuilding-enterprise-rag-pipelines-with-small-specialized-models
Key Featureshttps://patch-diff.githubusercontent.com/partth-code/llmware#--key-features
What's Newhttps://patch-diff.githubusercontent.com/partth-code/llmware#%EF%B8%8F-whats-new
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Working with the llmware Github repositoryhttps://patch-diff.githubusercontent.com/partth-code/llmware#%EF%B8%8F-working-with-the-llmware-github-repository
Data Store Optionshttps://patch-diff.githubusercontent.com/partth-code/llmware#data-store-options
Meet our Modelshttps://patch-diff.githubusercontent.com/partth-code/llmware#meet-our-models
Using LLMs and setting-up API keys & secretshttps://patch-diff.githubusercontent.com/partth-code/llmware#using-llms-and-setting-up-api-keys--secrets
Release notes and Change Loghttps://patch-diff.githubusercontent.com/partth-code/llmware#--release-notes-and-change-log
https://patch-diff.githubusercontent.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://patch-diff.githubusercontent.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://patch-diff.githubusercontent.com/partth-code/llmware#--key-features
https://patch-diff.githubusercontent.com/partth-code/llmware#-latest-enhancements-and-features-
https://patch-diff.githubusercontent.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://patch-diff.githubusercontent.com/partth-code/llmware/blob/main/fast_start/agents/agents-15-get_model_benchmarks.py
https://patch-diff.githubusercontent.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://patch-diff.githubusercontent.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://patch-diff.githubusercontent.com/partth-code/llmware/blob/main/examples/Use_Cases/web_services_slim_fx.py
https://patch-diff.githubusercontent.com/partth-code/llmware#audio--text-processing
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Parsing great speecheshttps://patch-diff.githubusercontent.com/partth-code/llmware/blob/main/examples/Use_Cases/parsing_great_speeches.py
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Demo videohttps://youtu.be/z48z5XOXJJg?si=V-CX1w-7KRioI4Bi
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Custom table usagehttps://github.com/llmware-ai/llmware/tree/main/examples/Use_Cases/agent_with_custom_tables.py
https://patch-diff.githubusercontent.com/partth-code/llmware#multi-model-agents
Demo videohttps://www.youtube.com/watch?v=cQfdaTcmBpY
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https://patch-diff.githubusercontent.com/partth-code/llmware#document--ocr-processing
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Parsing examplehttps://patch-diff.githubusercontent.com/partth-code/llmware/blob/main/examples/Parsing/pdf_parser_new_configs.py
https://patch-diff.githubusercontent.com/partth-code/llmware#deployment--optimization
Server setup examplehttps://github.com/llmware-ai/llmware/tree/main/examples/SLIM-Agents/agent_api_endpoint.py
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Part Ihttps://youtu.be/7oMTGhSKuNY?si=14mS2pftk7NoKQbC
Part IIhttps://youtu.be/iXp1tj-pPjM?si=T4teUAISnSWgtThu
https://patch-diff.githubusercontent.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://patch-diff.githubusercontent.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
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SLIM Modelshttps://patch-diff.githubusercontent.com/partth-code/llmware/blob/main/examples/SLIM-Agents
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codehttps://patch-diff.githubusercontent.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://patch-diff.githubusercontent.com/partth-code/llmware/blob/main/examples/Use_Cases/msa_processing.py
videohttps://www.youtube.com/watch?v=Cf-07GBZT68&t=2s
codehttps://patch-diff.githubusercontent.com/partth-code/llmware/blob/main/examples/UI/simple_rag_ui_with_streamlit.py
codehttps://patch-diff.githubusercontent.com/partth-code/llmware/blob/main/examples/Models/using-open-chat-models.py
videohttps://www.youtube.com/watch?v=h2FDjUyvsKE&t=101s
codehttps://patch-diff.githubusercontent.com/partth-code/llmware/blob/main/examples/Prompts/prompt_with_sources.py
codehttps://patch-diff.githubusercontent.com/partth-code/llmware/blob/main/examples/Prompts/fact_checking.py
codehttps://patch-diff.githubusercontent.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://patch-diff.githubusercontent.com/partth-code/llmware#️-working-with-the-llmware-github-repository
examples/Embeddinghttps://github.com/llmware-ai/llmware/tree/main/examples/Embedding
https://patch-diff.githubusercontent.com/partth-code/llmware#data-store-options
https://patch-diff.githubusercontent.com/partth-code/llmware#meet-our-models
https://patch-diff.githubusercontent.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://patch-diff.githubusercontent.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://patch-diff.githubusercontent.com/partth-code/llmware#top
https://patch-diff.githubusercontent.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://patch-diff.githubusercontent.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://patch-diff.githubusercontent.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://patch-diff.githubusercontent.com/partth-code/llmware#readme-ov-file
Apache-2.0 license https://patch-diff.githubusercontent.com/partth-code/llmware#Apache-2.0-1-ov-file
Please reload this pagehttps://patch-diff.githubusercontent.com/partth-code/llmware
Activityhttps://patch-diff.githubusercontent.com/partth-code/llmware/activity
0 starshttps://patch-diff.githubusercontent.com/partth-code/llmware/stargazers
0 watchinghttps://patch-diff.githubusercontent.com/partth-code/llmware/watchers
0 forkshttps://patch-diff.githubusercontent.com/partth-code/llmware/forks
Report repository https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fpartth-code%2Fllmware&report=partth-code+%28user%29
Releaseshttps://patch-diff.githubusercontent.com/partth-code/llmware/releases
Packages 0https://patch-diff.githubusercontent.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

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