The dataset viewer is not available because its heuristics could not detect any supported data files. You can try uploading some data files, or configuring the data files location manually.
h2oGPT DataBase Data Card
Summary
H2O.ai's Chroma database files for h2oGPT for LangChain integration. Sources are generated and processed by get_db()
File | Purpose | Source | License |
---|---|---|---|
db_dir_DriverlessAI_docs.zip | DriverlessAI Documentation Q/A | Source | CC-BY-NC |
db_dir_UserData.zip | Example PDFs and Text Files Q/A | Source | ArXiv |
db_dir_github_h2oGPT.zip | h2oGPT GitHub repo Q/A | Source | Apache V2 |
db_dir_wiki.zip | Example subset of Wikipedia (from API) Q/A | Source | Wikipedia CC-BY-SA |
db_dir_wiki_full.zip | All Wikipedia as of 04/01/2023 for articles with >5k views for Q/A | Source | Wikipedia CC-BY-SA |
UserData can be generated for any collection of private offline docs by running make_db.py. For quickly using a private document collection for Q/A, place documents (PDFs, text, etc.) into a folder called user_path
and run
python make_db.py
To use the chatbot with such docs, run:
python generate.py --base_model=h2oai/h2ogpt-oig-oasst1-512-6.9b --langchain_mode=UserData
using h2oGPT . Any other instruct-tuned base model can be used, including non-h2oGPT ones, as long as required GPU memory is avaialble for given model size. Or one can choose 8-bit generation.
See also LangChain example use with test_langchain_simple.py
If one has obtained all databases (except wiki_full) and unzipped them into the current directory, then one can run h2oGPT Chatbot like:
python generate.py --base_model=h2oai/h2ogpt-oasst1-512-12b --load_8bit=True --langchain_mode=UserData --visible_langchain_modes="['UserData', 'wiki', 'MyData', 'github h2oGPT', 'DriverlessAI docs']"
which uses now 12B model in 8-bit mode, that fits onto single 24GB GPU.
If one has obtained all databases (including wiki_full) and unzipped them into the current directory, then one can run h2oGPT Chatbot like:
python generate.py --base_model=h2oai/h2ogpt-oasst1-512-12b --load_8bit=True --langchain_mode=wiki_full --visible_langchain_modes="['UserData', 'wiki_full', 'MyData', 'github h2oGPT', 'DriverlessAI docs']"
which will default to wiki_full for QA against full Wikipedia.
- Downloads last month
- 66