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.project-metadata.yaml
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name: LLM Hands on Lab with CML
description: "Hands on Lab which demonstrates a number of concepts including web scraping, vector databases, model deployment, model usage, Langchain, application building, and instruction following/tuning."
author: "Cloudera"
date: "2024-10-08"
specification_version: 1.0
prototype_version: 1.1
runtimes:
- editor: JupyterLab
kernel: Python 3.10
edition: Nvidia GPU
tasks:
- type: run_session
name: Install Dependencies
script: 0_install_prerequisites/download_reqs_set_vars.py
short_summary: Install Dependencies
kernel: python3
cpu: 2
memory: 8
- type: run_session
name: Setup Chroma Server
script: 0_install_prerequisites/setup-chroma.py
short_summary: Setup Chroma Server Vector DB
long_summary: Resolve sqlite dependency with python version and control logging in Chroma server package
kernel: python3
cpu: 2
memory: 4
- type: create_job
name: Pull and Convert HTMLS to TXT
entity_label: htmls_to_txt
script: 2_populate_vector_db/html_to_text.py
arguments: None
short_summary: Create job to source htmls, download, and convert them to text.
long_summary: Create job to source htmls, download, and convert them to text. Update html_links.txt with the htmls you wish to download and convert.
cpu: 2
memory: 4
environment:
TASK_TYPE: CREATE/RUN_JOB