ParamFlow – lightweight layered configuration management for Python

What My Project Does I kept running into the same friction in ML projects — managing config files, environment variables, and CLI args separately, writing boilerplate to merge them, and losing trac...

By · · 1 min read
ParamFlow – lightweight layered configuration management for Python

Source: DEV Community

What My Project Does I kept running into the same friction in ML projects — managing config files, environment variables, and CLI args separately, writing boilerplate to merge them, and losing track of what parameters ran in which experiment. ParamFlow solves this with a single call: import paramflow as pf params = pf.load('params.toml') print(params.learning_rate) # 0.001 print(params.batch_size) # 64 It merges config files, env vars, and CLI args in a defined order, activates named profiles, and returns a plain Python dict — no conversion needed, works with json.dumps, **unpacking, any serialization library. No schemas, no type annotations — types are inferred from the config file values. You can override any parameter at runtime without touching the code: python train.py --profile large --learning_rate 0.0005 or P_LEARNING_RATE=0.0005 python train.py Target Audience Python developers who need simple, flexible config management. Particularly useful for ML/research projects where repr

Related Posts

Trending on ShareHub

  1. Understanding Modern JavaScript Frameworks in 2026
    by Alex Chen · Feb 12, 2026 · 0 likes
  2. The System Design Primer
    by Sarah Kim · Feb 12, 2026 · 0 likes
  3. Just shipped my first open-source project!
    by Alex Chen · Feb 12, 2026 · 0 likes
  4. OpenAI Blog
    by Sarah Kim · Feb 12, 2026 · 0 likes
  5. Building Accessible Web Applications: A Practical Guide
    by Alex Chen · Feb 12, 2026 · 0 likes
  6. Rapper Lil Poppa dead at 25, days after releasing new music
    Rapper Lil Poppa dead at 25, days after releasing new music
    by Anonymous User · Feb 19, 2026 · 0 likes
  7. write-for-us
    by Volt Raven · Mar 7, 2026 · 0 likes
  8. Before the Coffee Gets Cold: Heartfelt Story of Time Travel and Second Chances
    Before the Coffee Gets Cold: Heartfelt Story of Time Travel and Second Chances
    by Anonymous User · Feb 12, 2026 · 0 likes
    #coffee gets cold #the #time travel
  9. Best DoorDash Promo Code Reddit Finds for Top Discounts
    Best DoorDash Promo Code Reddit Finds for Top Discounts
    by Anonymous User · Feb 12, 2026 · 0 likes
    #doordash #promo #reddit
  10. Premium SEO Services That Boost Rankings & Revenue | VirtualSEO.Expert
    by Anonymous User · Feb 12, 2026 · 0 likes
  11. NBC under fire for commentary about Team USA women's hockey team
    NBC under fire for commentary about Team USA women's hockey team
    by Anonymous User · Feb 18, 2026 · 0 likes
  12. Where to Watch The Nanny: Streaming and Online Viewing Options
    Where to Watch The Nanny: Streaming and Online Viewing Options
    by Anonymous User · Feb 12, 2026 · 0 likes
    #streaming #the nanny #where
  13. How Much Is Kindle Unlimited? Subscription Cost and Plan Details
    How Much Is Kindle Unlimited? Subscription Cost and Plan Details
    by Anonymous User · Feb 12, 2026 · 0 likes
    #kindle unlimited #subscription #unlimited
  14. Russian skater facing backlash for comment about Amber Glenn
    Russian skater facing backlash for comment about Amber Glenn
    by Anonymous User · Feb 18, 2026 · 0 likes
  15. Google News
    Google News
    by Anonymous User · Feb 18, 2026 · 0 likes

Latest on ShareHub

Browse Topics

#ai (4178)#news (2463)#webdev (1735)#programming (1317)#business (1137)#opensource (1017)#security (958)#productivity (919)#/business (815)#javascript (777)

Around the Network