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Title: GitHub - javascript-space/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 - javascript-space/llmware

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Watch Youtube Tutorials	https://www.youtube.com/@llmware
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	https://patch-diff.githubusercontent.com/javascript-space/llmware#-getting-started
core install	https://github.com/llmware-ai/llmware/blob/main/llmware/requirements.txt
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llmware examples	https://github.com/llmware-ai/llmware/blob/main/examples/README.md
Document Summarization	https://youtu.be/Ps3W-P9A1m8?si=Rxvst3RJv8ZaOk0L
Bling-3-GGUF Local Chatbot	https://youtu.be/gzzEVK8p3VM?si=8cNn_do0oxSzCEnM
Agent-based Complex Research Analysis	https://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 I	https://youtu.be/7oMTGhSKuNY?si=_KSjuBnqArvWzYbx
Are you prompting wrong for RAG - Stochastic Sampling-Part II- Code Experiments	https://youtu.be/iXp1tj-pPjM?si=3ZeMgipY0vJDHIMY
SLIM Models Intro	https://www.youtube.com/watch?v=cQfdaTcmBpY
Text2SQL Intro	https://youtu.be/BKZ6kO2XxNo?si=tXGt63pvrp_rOlIP
RAG with BLING on your laptop	https://www.youtube.com/watch?v=JjgqOZ2v5oU
DRAGON-7B-Models	https://www.youtube.com/watch?v=d_u7VaKu6Qk&t=37s
Install and Compare Multiple Embeddings with Postgres and PGVector	https://www.youtube.com/watch?v=Bncvggy6m5Q
Background on GGUF Quantization & DRAGON Model Example	https://www.youtube.com/watch?v=ZJyQIZNJ45E
Using LM Studio Models	https://www.youtube.com/watch?v=h2FDjUyvsKE
Using Ollama Models	https://www.youtube.com/watch?v=qITahpVDuV0
Use any GGUF Model	https://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 LLMware	https://www.youtube.com/watch?v=VHZSaBBG-Bo&t=10s
Ingest PDFs at Scale	https://www.youtube.com/watch?v=O0adUfrrxi8&t=10s
Evaluate LLMs for RAG with LLMWare	https://www.youtube.com/watch?v=s0KWqYg5Buk&t=105s
Fast Start to RAG with LLMWare Open Source Library	https://www.youtube.com/watch?v=0naqpH93eEU
Use Retrieval Augmented Generation (RAG) without a Database	https://www.youtube.com/watch?v=tAGz6yR14lw
Pop up LLMWare Inference Server	https://www.youtube.com/watch?v=qiEmLnSRDUA&t=20s
	https://patch-diff.githubusercontent.com/javascript-space/llmware#️-working-with-the-llmware-github-repository
examples/Embedding	https://github.com/llmware-ai/llmware/tree/main/examples/Embedding
	https://patch-diff.githubusercontent.com/javascript-space/llmware#data-store-options
	https://patch-diff.githubusercontent.com/javascript-space/llmware#meet-our-models
	https://patch-diff.githubusercontent.com/javascript-space/llmware#using-llms-and-setting-up-api-keys--secrets
SLIM	https://www.huggingface.co/llmware/
BLING	https://huggingface.co/llmware
DRAGON	https://huggingface.co/llmware
Industry-BERT	https://huggingface.co/llmware
Contributors Guide	https://github.com/llmware-ai/llmware/blob/main/repo_docs/CONTRIBUTING.md#contributing-to-llmware
Code of Conduct	https://github.com/llmware-ai/llmware/blob/main/repo_docs/CODE_OF_CONDUCT.md
github discussions	https://github.com/llmware-ai/llmware/discussions
	https://patch-diff.githubusercontent.com/javascript-space/llmware#--release-notes-and-change-log
additional deployment/install release notes in wheel_archives	https://github.com/llmware-ai/llmware/tree/main/wheel_archives
OpenVino example	https://github.com/llmware-ai/llmware/blob/main/examples/Models/using_openvino_models.py
ONNX example	https://github.com/llmware-ai/llmware/blob/main/examples/Models/using_onnx_models.py
using-qwen2-models	https://github.com/llmware-ai/llmware/blob/main/examples/Models/using-qwen2-models.py
using-phi-3-function-calls	https://github.com/llmware-ai/llmware/blob/main/examples/Models/using-phi-3-function-calls.py
lecture_tool	https://github.com/llmware-ai/llmware/blob/main/examples/Use_Cases/lecture_tool/
Docker	https://docs.docker.com/get-docker/
Tesseract v5.3.3	https://tesseract-ocr.github.io/tessdoc/Installation.html
Poppler v23.10.0	https://poppler.freedesktop.org/
example	https://github.com/llmware-ai/llmware/blob/main/examples/UI/dueling_chatbot.py
notebook examples	https://github.com/llmware-ai/llmware/blob/main/examples/Notebooks
example	https://github.com/llmware-ai/llmware/blob/main/examples/Models/using-azure-openai.py
examples 7-9 on Agents & Function Calls	https://github.com/llmware-ai/llmware/tree/main/fast_start
example	https://github.com/llmware-ai/llmware/tree/main/examples/Embedding/using_semantic_reranker_with_rag.py
example	https://github.com/llmware-ai/llmware/tree/main/examples/Use_Cases/biz_bot.py
video	https://youtu.be/4nBYDEjxxTE?si=o6PDPbu0PVcT-tYd
example	https://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 options	https://github.com/llmware-ai/llmware/tree/main/examples/Use_Cases/llmware_inference_api_client.py
server_launch	https://github.com/llmware-ai/llmware/tree/main/examples/Use_Cases/llmware_inference_server.py
example	https://github.com/llmware-ai/llmware/tree/main/examples/Use_Cases/slicing_and_dicing_office_docs.py
basic example	https://github.com/llmware-ai/llmware/tree/main/examples/Models/gguf_streaming.py
phi3 local chatbot	https://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
example	https://github.com/llmware-ai/llmware/tree/main/examples/Prompts/document_summarizer.py
example	https://github.com/llmware-ai/llmware/tree/main/examples/Parsing/parsing_microsoft_ir_docs.py
example	https://github.com/llmware-ai/llmware/tree/main/examples/Models/using-microsoft-phi-3.py
example	https://github.com/llmware-ai/llmware/tree/main/examples/Models/using-llama-3.py
getting-started-example	https://github.com/llmware-ai/llmware/tree/main/examples/Models/using-whisper-cpp-getting-started.py
example	https://github.com/llmware-ai/llmware/tree/main/examples/Models/using-whisper-cpp-sample-files.py
example	https://github.com/llmware-ai/llmware/tree/main/examples/Use_Cases/agent_with_custom_tables.py
example	https://github.com/llmware-ai/llmware/tree/main/examples/SLIM-Agents/agent_api_endpoint.py
Creating Custom Table example	https://github.com/llmware-ai/llmware/tree/main/examples/Structured_Tables/create_custom_table-1.py
Office Parsing Configs example	https://github.com/llmware-ai/llmware/tree/main/examples/Parsing/office_parser_new_configs.py
PDF Parsing Configs example	https://github.com/llmware-ai/llmware/tree/main/examples/Parsing/pdf_parser_new_configs.py
BLING	https://huggingface.co/llmware
dependency security alert	https://github.com/llmware-ai/llmware/security/dependabot/2
dependency security alert	https://github.com/llmware-ai/llmware/security/dependabot/1
⬆️ Back to Top	https://patch-diff.githubusercontent.com/javascript-space/llmware#top
llmware-ai.github.io/llmware/	https://llmware-ai.github.io/llmware/
Readme	https://patch-diff.githubusercontent.com/javascript-space/llmware#readme-ov-file
Apache-2.0 license	https://patch-diff.githubusercontent.com/javascript-space/llmware#Apache-2.0-1-ov-file
Please reload this page	https://patch-diff.githubusercontent.com/javascript-space/llmware
Activity	https://patch-diff.githubusercontent.com/javascript-space/llmware/activity
Custom properties	https://patch-diff.githubusercontent.com/javascript-space/llmware/custom-properties
0 stars	https://patch-diff.githubusercontent.com/javascript-space/llmware/stargazers
0 watching	https://patch-diff.githubusercontent.com/javascript-space/llmware/watchers
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Report repository	https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fjavascript-space%2Fllmware&report=javascript-space+%28user%29
Releases	https://patch-diff.githubusercontent.com/javascript-space/llmware/releases
Packages 0	https://patch-diff.githubusercontent.com/orgs/javascript-space/packages?repo_name=llmware
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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

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