Comments (1)
jeancochrane
commented on July 26, 2024
I did a bunch of investigation into taichi in #236. TL;DR:
- Taichi makes the code more complicated than numba and does not appear to be significantly faster, even with GPU support
- We could speed up the comps pipeline 2x by simply using a bigger instance type (c5.24xlarge)
- I am not going to update the pipeline to use a new instance type right now, for a couple of reasons:
- Performance improvement work is still ongoing, and we may end up improving the algorithm and changing the instance type shortly anyway
- We may not want to use the same instance type for comps and model training, since their resource requirements are different; we will sort out this design, including the specific instance types for our compute environments, when we work on ccao-data/actions#16 later this year
from model-res-avm.
Related Issues (20)
- Add workflow/process for tagging models with `run_type` HOT 1
- Add SHAP maps for location and proximity features
- Diagnostics: "Challenge groups" HOT 1
- Create aggregate maps using comps output HOT 2
- Refactor comps to calculate tree weights on a per-card basis HOT 1
- Add sales val run_id to res model outputs
- Add sale ratio column to desk review sheets HOT 1
- Flesh out characteristics in desk review workbooks
- Refactor `export` stage to use a config dict representing the workbook structure
- Comps check HOT 1
- Update `ingest` stage to use `noctua` `unload = TRUE` option HOT 3
- Improve modeling multi-cards
- Spike model rebuild in Python/polars
- Create explainer/diagrams for multi-PIN and multi-card aggregations
- Investigate merging the residential and condo model codebases
- Adjust `model_fetch_run()` to optionally fetch input data
- Update comps algorithm to save `instruno` in addition to `parid` HOT 1
- Generate historical model API workbooks
- Edit `dvc.yaml` to include files invoked as deps
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.
from model-res-avm.