Skip to content

Commit

Permalink
Merge pull request #4 from shanghoosh1/healthcare_demo_readme_update
Browse files Browse the repository at this point in the history
update readme file for heatwave healthcare demo
  • Loading branch information
ttscoff authored Aug 21, 2024
2 parents fb80120 + 411baf3 commit 449d198
Show file tree
Hide file tree
Showing 8 changed files with 682 additions and 11 deletions.
396 changes: 396 additions & 0 deletions healthcare/CC_BY.txt

Large diffs are not rendered by default.

94 changes: 87 additions & 7 deletions healthcare/README.md
Original file line number Diff line number Diff line change
@@ -1,7 +1,87 @@
# 1. Preferably use python 3.8
# 2. Install the requirmements in your venv
# 3. upload the healthcare documents into the vector store in heatwave. Sample documents can be found in the folder healthcare_docs
# 4. install the hw_healthcare.sql file in the DB system.
### 4.1. Please make sure you are using the correct vector store DB and table names in the procedure hw_healthcare
# 5. Add the DB system user and pass in the mysql_helper file.
# 6. Run the code: `streamlit run heatwave_heathcare.py`
# Answering Health-Related Questions Using HeatWave with Vector Store

[![License: UPL](https://img.shields.io/badge/license-UPL-green)](https://img.shields.io/badge/license-UPL-green) [![Quality gate](https://sonarcloud.io/api/project_badges/quality_gate?project=oracle-devrel_tech-content-heatwave)](https://sonarcloud.io/dashboard?id=oracle-devrel_tech-content-heatwave)

## This repository demonstrates how to use HeatWave GenAI to build a Healthcare question-and-answer tool quickly and efficiently. With just a few steps, you can leverage HeatWave GenAI to create a tool for answering health-related questions based on custom documents.

## Introduction
HeatWave GenAI allows you to perform natural language queries on unstructured data using a familiar SQL interface. This capability streamlines tasks such as content generation, summarization, and retrieval-augmented generation (RAG). It supports seamless one-step searches using in-database or external LLMs, with all components optimized for integration with proprietary data.
In this repository, we focus on using HeatWave GenAI to create a healthcare tool that answers questions based on documents ingested into the HeatWave vector store. For more information about HeatWave GenAI, visit the [official documentation](https://dev.mysql.com/doc/heatwave/en/mys-hw-genai-overview.html).

## Getting Started

### Prerequisites

**HeatWave-Enabled Database System**: Ensure you have a database system with HeatWave enabled. Refer to the [Getting Started with MySQL HeatWave on OCI]( https://www.oracle.com/developer/getting-started-with-mysql-heatwave-on-oci/) guide for setup instructions.

### Steps
1. **Clone the Repository**:
```bash
git clone https://github.com/oracle-devrel/tech-content-heatwave.git
cd tech-content-heatwave/healthcare
```
2. **Install Dependencies**:
- Create and activate a virtual environment:
```bash
python -m venv venv
source venv/bin/activate
```
- Install the required packages:
```bash
pip install -r requirements.txt
```

3. **Upload Healthcare Documents**:
- Upload your healthcare documents to the HeatWave vector store. Follow the instructions in the [Managing Objects](https://docs.oracle.com/en-us/iaas/Content/Object/Tasks/managingobjects_topic-To_upload_objects_to_a_bucket.htm) guide. You will perhaps need to [create PAR links](https://docs.oracle.com/en-us/iaas/Content/Object/Tasks/usingpreauthenticatedrequests_topic-To_create_a_preauthenticated_request_for_all_objects_in_a_bucket.htm) for you objects in the object store.
- Sample documents are provided in the `healthcare_docs` folder. These documents are open-access papers from [PubMed](https://pubmed.ncbi.nlm.nih.gov/), but you can upload your own custom documents.

4. **Create a Vector Store**:
- Create a vector store containing embeddings of your document data. Refer to the [HeatWave GenAI Vector Store](https://dev.mysql.com/doc/heatwave/en/mys-hw-genai-vector-store-load.html) guide for detailed instructions.

5. **Set Up the Database**:
- Connect to the DB system:

``` bash
mysql -h your_host_name -u yourusername -p
```

- Implement the required stored procedures in your database system by installing the `hw_healthcare.sql` file.
**IMPORTANT**: Ensure that the correct vector store database and table names are used in the `hw_healthcare` procedure so that your vector store is utilized. Once updated the vector table names, source the `hw_healthcare.sql` file to install the stored procedures:

```source hw_healthcare.sql;```

6. **Configure Database Access**:
- Update the `mysql_helper.py` file with your DB system's user credentials and password. This file is used to connect to the database and execute queries.
7. **Run the Application**:
```bash
streamlit run heatwave_healthcare.py
```
Look at the demo here:
[Healthcare Demo]( https://www-sites.oracle.com/artificial-intelligence/answer-health-questions-with-heatwave-ai/)
The UI with an example question:
<p align="center">
<img src="ui.png" alt="The User Interface of Healthcare app" style="width:300px; border:2px solid black;" />
</p>
## Contributing
This project is open source. Please submit your contributions by forking this repository and submitting a pull request! Oracle appreciates any contributions that are made by the open source community.
## License
Copyright (c) 2024 Oracle and/or its affiliates.
Licensed under the Universal Permissive License (UPL), Version 1.0.
See [LICENSE](LICENSE) for more details.
For third party lincenses, see [THIRD_PARTY_LICENSES](THIRD_PARTY_LICENSES.txt).
Credit: this repo includes the following two open access papers, licensed under [Creative Commons Attribution (CC BY) License](CC_BY.txt).
1. Gupta RS, Warren CM, Smith BM, Jiang J, Blumenstock JA, Davis MM, Schleimer RP, Nadeau KC. Prevalence and Severity of Food Allergies Among US Adults. JAMA Netw Open. 2019 Jan
2. Notarbartolo V, Carta M, Accomando S, Giuffrè M. The First 1000 Days of Life: How Changes in the Microbiota Can Influence Food Allergy Onset in Children. Nutrients. 2023 Sep
ORACLE AND ITS AFFILIATES DO NOT PROVIDE ANY WARRANTY WHATSOEVER, EXPRESS OR IMPLIED, FOR ANY SOFTWARE, MATERIAL OR CONTENT OF ANY KIND CONTAINED OR PRODUCED WITHIN THIS REPOSITORY, AND IN PARTICULAR SPECIFICALLY DISCLAIM ANY AND ALL IMPLIED WARRANTIES OF TITLE, NON-INFRINGEMENT, MERCHANTABILITY, AND FITNESS FOR A PARTICULAR PURPOSE. FURTHERMORE, ORACLE AND ITS AFFILIATES DO NOT REPRESENT THAT ANY CUSTOMARY SECURITY REVIEW HAS BEEN PERFORMED WITH RESPECT TO ANY SOFTWARE, MATERIAL OR CONTENT CONTAINED OR PRODUCED WITHIN THIS REPOSITORY. IN ADDITION, AND WITHOUT LIMITING THE FOREGOING, THIRD PARTIES MAY HAVE POSTED SOFTWARE, MATERIAL OR CONTENT TO THIS REPOSITORY WITHOUT ANY REVIEW. USE AT YOUR OWN RISK.
187 changes: 187 additions & 0 deletions healthcare/THIRD_PARTY_LICENSES.txt
Original file line number Diff line number Diff line change
@@ -0,0 +1,187 @@
LICENSES FOR THIRD-PARTY COMPONENTS
==============================================================================

The following sections contain licensing information for libraries that we have
included with the sample source and components used to. We are thankful to all
individuals that have created these.

===============================================================================
heatwave-healthcare-demo

License: Apache License v2.0

Version 2.0, January 2004
http://www.apache.org/licenses/

TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION

1. Definitions.

"License" shall mean the terms and conditions for use, reproduction,
and distribution as defined by Sections 1 through 9 of this document.

"Licensor" shall mean the copyright owner or entity authorized by
the copyright owner that is granting the License.

"Legal Entity" shall mean the union of the acting entity and all
other entities that control, are controlled by, or are under common
control with that entity. For the purposes of this definition,
"control" means (i) the power, direct or indirect, to cause the
direction or management of such entity, whether by contract or
otherwise, or (ii) ownership of fifty percent (50%) or more of the
outstanding shares, or (iii) beneficial ownership of such entity.

"You" (or "Your") shall mean an individual or Legal Entity
exercising permissions granted by this License.

"Source" form shall mean the preferred form for making modifications,
including but not limited to software source code, documentation
source, and configuration files.

"Object" form shall mean any form resulting from mechanical
transformation or translation of a Source form, including but
not limited to compiled object code, generated documentation,
and conversions to other media types.

"Work" shall mean the work of authorship, whether in Source or
Object form, made available under the License, as indicated by a
copyright notice that is included in or attached to the work
(an example is provided in the Appendix below).

"Derivative Works" shall mean any work, whether in Source or Object
form, that is based on (or derived from) the Work and for which the
editorial revisions, annotations, elaborations, or other modifications
represent, as a whole, an original work of authorship. For the purposes
of this License, Derivative Works shall not include works that remain
separable from, or merely link (or bind by name) to the interfaces of,
the Work and Derivative Works thereof.

"Contribution" shall mean any work of authorship, including
the original version of the Work and any modifications or additions
to that Work or Derivative Works thereof, that is intentionally
submitted to Licensor for inclusion in the Work by the copyright owner
or by an individual or Legal Entity authorized to submit on behalf of
the copyright owner. For the purposes of this definition, "submitted"
means any form of electronic, verbal, or written communication sent
to the Licensor or its representatives, including but not limited to
communication on electronic mailing lists, source code control systems,
and issue tracking systems that are managed by, or on behalf of, the
Licensor for the purpose of discussing and improving the Work, but
excluding communication that is conspicuously marked or otherwise
designated in writing by the copyright owner as "Not a Contribution."

"Contributor" shall mean Licensor and any individual or Legal Entity
on behalf of whom a Contribution has been received by Licensor and
subsequently incorporated within the Work.

2. Grant of Copyright License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
copyright license to reproduce, prepare Derivative Works of,
publicly display, publicly perform, sublicense, and distribute the
Work and such Derivative Works in Source or Object form.

3. Grant of Patent License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
(except as stated in this section) patent license to make, have made,
use, offer to sell, sell, import, and otherwise transfer the Work,
where such license applies only to those patent claims licensable
by such Contributor that are necessarily infringed by their
Contribution(s) alone or by combination of their Contribution(s)
with the Work to which such Contribution(s) was submitted. If You
institute patent litigation against any entity (including a
cross-claim or counterclaim in a lawsuit) alleging that the Work
or a Contribution incorporated within the Work constitutes direct
or contributory patent infringement, then any patent licenses
granted to You under this License for that Work shall terminate
as of the date such litigation is filed.

4. Redistribution. You may reproduce and distribute copies of the
Work or Derivative Works thereof in any medium, with or without
modifications, and in Source or Object form, provided that You
meet the following conditions:

(a) You must give any other recipients of the Work or
Derivative Works a copy of this License; and

(b) You must cause any modified files to carry prominent notices
stating that You changed the files; and

(c) You must retain, in the Source form of any Derivative Works
that You distribute, all copyright, patent, trademark, and
attribution notices from the Source form of the Work,
excluding those notices that do not pertain to any part of
the Derivative Works; and

(d) If the Work includes a "NOTICE" text file as part of its
distribution, then any Derivative Works that You distribute must
include a readable copy of the attribution notices contained
within such NOTICE file, excluding those notices that do not
pertain to any part of the Derivative Works, in at least one
of the following places: within a NOTICE text file distributed
as part of the Derivative Works; within the Source form or
documentation, if provided along with the Derivative Works; or,
within a display generated by the Derivative Works, if and
wherever such third-party notices normally appear. The contents
of the NOTICE file are for informational purposes only and
do not modify the License. You may add Your own attribution
notices within Derivative Works that You distribute, alongside
or as an addendum to the NOTICE text from the Work, provided
that such additional attribution notices cannot be construed
as modifying the License.

You may add Your own copyright statement to Your modifications and
may provide additional or different license terms and conditions
for use, reproduction, or distribution of Your modifications, or
for any such Derivative Works as a whole, provided Your use,
reproduction, and distribution of the Work otherwise complies with
the conditions stated in this License.

5. Submission of Contributions. Unless You explicitly state otherwise,
any Contribution intentionally submitted for inclusion in the Work
by You to the Licensor shall be under the terms and conditions of
this License, without any additional terms or conditions.
Notwithstanding the above, nothing herein shall supersede or modify
the terms of any separate license agreement you may have executed
with Licensor regarding such Contributions.

6. Trademarks. This License does not grant permission to use the trade
names, trademarks, service marks, or product names of the Licensor,
except as required for reasonable and customary use in describing the
origin of the Work and reproducing the content of the NOTICE file.

7. Disclaimer of Warranty. Unless required by applicable law or
agreed to in writing, Licensor provides the Work (and each
Contributor provides its Contributions) on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
implied, including, without limitation, any warranties or conditions
of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
PARTICULAR PURPOSE. You are solely responsible for determining the
appropriateness of using or redistributing the Work and assume any
risks associated with Your exercise of permissions under this License.

8. Limitation of Liability. In no event and under no legal theory,
whether in tort (including negligence), contract, or otherwise,
unless required by applicable law (such as deliberate and grossly
negligent acts) or agreed to in writing, shall any Contributor be
liable to You for damages, including any direct, indirect, special,
incidental, or consequential damages of any character arising as a
result of this License or out of the use or inability to use the
Work (including but not limited to damages for loss of goodwill,
work stoppage, computer failure or malfunction, or any and all
other commercial damages or losses), even if such Contributor
has been advised of the possibility of such damages.

9. Accepting Warranty or Additional Liability. While redistributing
the Work or Derivative Works thereof, You may choose to offer,
and charge a fee for, acceptance of support, warranty, indemnity,
or other liability obligations and/or rights consistent with this
License. However, in accepting such obligations, You may act only
on Your own behalf and on Your sole responsibility, not on behalf
of any other Contributor, and only if You agree to indemnify,
defend, and hold each Contributor harmless for any liability
incurred by, or claims asserted against, such Contributor by reason
of your accepting any such warranty or additional liability.

END OF TERMS AND CONDITIONS
Empty file removed healthcare/genai_autopilot.log
Empty file.
7 changes: 5 additions & 2 deletions healthcare/heatwave_heathcare.py
Original file line number Diff line number Diff line change
@@ -1,3 +1,6 @@
# Copyright (c) 2024 Oracle and/or its affiliates.
# Licensed under the Universal Permissive License (UPL), Version 1.0.

from mysql_helper import run_mysql_queries
import streamlit as st

Expand All @@ -9,7 +12,7 @@
with mid:
st.image(gif_path, width=250)

engine = st.radio("", ["HeatWave GenAI with vector store (containing medicine articles)", "HeatWave GenAI without vector store (base LLM, Mistral only)"])
engine = st.radio("", ["HeatWave GenAI with vector store (containing medicine articles)", "HeatWave GenAI without vector store (base LLM)"])
question = st.text_area("Enter your question:", "", key="big-textbox", height=100, help="Ask questions about healthcare: Allergies.")
if st.button("Answer"):
if engine=="HeatWave GenAI with vector store (containing medicine articles)":
Expand All @@ -22,7 +25,7 @@
st.write(f'<h5 style="color:black; margin-bottom: 0; padding-bottom: 0;">References:</h5>', unsafe_allow_html=True)
st.text_area('',answer[1], height=120)

elif engine == "HeatWave GenAI without vector store (base LLM, Mistral only)":
elif engine == "HeatWave GenAI without vector store (base LLM)":
query=f"CALL ml_generate('{question}');"
answer= run_mysql_queries(query)
st.write(f'<h5 style="color:brown;">Answer of the question using Heatwave without vector store:</h5>', unsafe_allow_html=True)
Expand Down
4 changes: 4 additions & 0 deletions healthcare/hw_healthcare.sql
Original file line number Diff line number Diff line change
@@ -1,3 +1,7 @@
-- Copyright (c) 2024 Oracle and/or its affiliates.
-- Licensed under the Universal Permissive License (UPL), Version 1.0.


DELIMITER //

CREATE PROCEDURE get_unique_document_names()
Expand Down
5 changes: 3 additions & 2 deletions healthcare/mysql_helper.py
Original file line number Diff line number Diff line change
@@ -1,5 +1,6 @@
# coding: utf-8
# Copyright (c) 2023, Oracle and/or its affiliates. All rights reserved.
# Copyright (c) 2024 Oracle and/or its affiliates.
# Licensed under the Universal Permissive License (UPL), Version 1.0.

import mysql.connector
import os
import logging
Expand Down
Binary file added healthcare/ui.png
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.

0 comments on commit 449d198

Please sign in to comment.