parallel-grid-search SKILL.md skillA
parallel-grid-search from cxcscmu/skilllearnbench is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add cxcscmu/skilllearnbench/parallel-grid-search@git:20260424.d50cf5aPins git:20260424.d50cf5a in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- cxcscmu/skilllearnbench
- Path
skills/b1-one-shot-gemini-3-flash-preview/dbscan-parameter-tuning/parallel-grid-search/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260424.d50cf5a, committed Apr 24, 2026
- Size
- 1,154 bytes
- Repository stars
- 91
- License
- MIT
Efficiently perform hyperparameter grid search using parallel processing.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Parallel Grid Search
Parallelizing grid searches can significantly reduce computation time, especially for independent trials.
## Using joblib
`joblib` is a popular library for parallelizing Python loops.
```python
from joblib import Parallel, delayed
import itertools
def run_experiment(params):
min_samples, epsilon, shape_weight = params
# ... logic to run DBSCAN and evaluate ...
return results
# Define search space
min_samples_range = range(3, 10)
epsilon_range = range(4, 26, 2)
shape_weight_range = [round(x * 0.1, 1) for x in range(9, 20)]
param_combinations = list(itertools.product(min_samples_range, epsilon_range, shape_weight_range))
# Run in parallel
results = Parallel(n_jobs=-1)(delayed(run_experiment)(p) for p in param_combinations)
```
## Considerations
- **Data Sharing**: Pass only necessary data to workers to minimize overhead.
- **Progress Tracking**: Use `tqdm` if a progress bar is needed.
- **Resource Management**: Be mindful of memory usage when running many parallel processes.Read the whole file at its exact version.
How to install
mdr add cxcscmu/skilllearnbench/parallel-grid-search@sha256:f61aa595c01ee91cThe line at the top of this page pins the label git:20260424.d50cf5a, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_3aic4dydgxipevfx)
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Versions
The registry has recorded 1 version of this file, committed on Apr 24, 2026.
Audit of the latest version
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Source
cxcscmu/skilllearnbench · 91 stars · license MIT · pushed 2026-10-02 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_3aic4dydgxipevfx GET https://markdownregistry.com/api/v1/resolve?ref=cxcscmu/skilllearnbench/parallel-grid-search GET https://markdownregistry.com/api/v1/blob/f61aa595c01ee91ce46856fa20a49f7689c6977c2bdb59267408aa1a851d6c75
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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