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Comparison · Infra & APIs

lares vs midr

A side-by-side editorial comparison of lares and midr — release velocity, themes, recent moves, and the top alternatives to consider.

lares vs midr: at a glance

Featurelaresmidr
SectorInfra & APIsInfra & APIs
Velocity score0.00.0
Sparks · 30d00
Top themesmarketing-mix-modeling, robyn, utility-toolbox, api-compatibilityexplainable-ai, surrogate-models, shapley, survival-analysis
Last editorial update1h ago1h ago
WebsiteVisit →Visit →

What is lares?

One analyst's toolbox, still shipping: Meta MMM tooling beside Wordle solvers

lares is Bernardo Lares' personal R sidekick and has never pretended otherwise — the same release adds a marketing-mix diagnostic and a function to keep your screen awake. The serious core is the Robyn/Meta arm: model selection, per-channel performance decomposition, cross-channel budget allocation. Around it sit h2o AutoML wrappers, credential and cache helpers, MP3 tagging, and a family of games.

Read the full lares trajectory →

What is midr?

A black-box interpreter reaches CRAN, then learns multi-class and survival responses

midr explains black-box models by fitting an interpretable surrogate through Maximum Interpretation Decomposition — main effects plus second-order interactions, with exact Shapley values for the surrogate. Two months after its first CRAN release it can take a matrix response, which covers multi-class classification and survival models, and hold collections of fitted interpretations in midlist and midrib objects for comparison.

Read the full midr trajectory →

lares vs midr: editorial side-by-side

L
lares
INFRA · APIS
0.0

One analyst's toolbox, still shipping: Meta MMM tooling beside Wordle solvers

◆ Current state

lares is Bernardo Lares' personal R sidekick and has never pretended otherwise — the same release adds a marketing-mix diagnostic and a function to keep your screen awake. The serious core is the Robyn/Meta arm: model selection, per-channel performance decomposition, cross-channel budget allocation. Around it sit h2o AutoML wrappers, credential and cache helpers, MP3 tagging, and a family of games.

◆ Where it's heading

Over two years the Robyn tooling matured first — robyn_performance() and robyn_modelselector() were rebuilt release after release through 2024 — and recent work has drifted outward into media and API plumbing: encrypted file helpers in 5.3.2, then an iTunes-first metadata path, MP3 tag writing, and a move of holidays() onto the Nager.Date API in 5.4.0. Cadence is roughly quarterly and the package has been quiet for three months.

◆ Prediction

The pattern in nearly every release is that a third-party API moves and lares follows it — Meta's version bumps, Robyn 3.12.0, now Nager.Date. Expect the next release to be another compatibility pass plus whatever utility the author needed that week; nothing in these entries points at a structural change.

M
midr
INFRA · APIS
0.0

A black-box interpreter reaches CRAN, then learns multi-class and survival responses

◆ Current state

midr explains black-box models by fitting an interpretable surrogate through Maximum Interpretation Decomposition — main effects plus second-order interactions, with exact Shapley values for the surrogate. Two months after its first CRAN release it can take a matrix response, which covers multi-class classification and survival models, and hold collections of fitted interpretations in midlist and midrib objects for comparison.

◆ Where it's heading

The releases move outward along two axes at once: what can be interpreted, and how much of it fits in memory. Version 0.5.3 rebuilt the fitting path to avoid materialising large design matrices and added a save.memory option; 0.6.0 widened the response from a vector to a matrix and added parametric link functions. Class and argument names were shortened in the same release, so the package is still willing to break itself this early.

◆ Prediction

With multiple models now held in one object and visualisation methods for them, comparison across models is the surface most likely to fill out next — the collection classes exist but the notes describe manipulation and plotting rather than any comparison metric.

Alternatives to lares and midr

Other Infra & APIs products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either lares or midr.

See all lares alternatives → · See all midr alternatives →

Recent activity from lares and midr

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 3mo agolaresNager.Date holidays, MP3 tag writing, named h2o models
  2. 5mo agomidrMatrix responses bring multi-class and survival models in scope
  3. 7mo agomidrFirst CRAN release: MID surrogate models for black-box explanation
  4. 7mo agomidrMemory-efficient fitting for large design matrices
  5. 11mo agolaresEncrypted file helpers join the credential tooling
  6. 1y agolaresggplot2 4.0 readiness and Meta API v21
  7. 1y agolaresMarginal CPA inverted and multi-model performance fixed
  8. 1y agolaresCertainty and cluster-spread metrics for model selection
  9. 1y agolaresCross-channel budget allocation across several models

Frequently asked questions

What is the difference between lares and midr?

They serve adjacent needs but don't currently overlap on shipped themes. lares and midr are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.

Is lares better than midr?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. lares and midr are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.

What are the best alternatives to lares?

Top lares alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "lares alternatives" section above for the current picks, or visit /alternatives/lares for the full list with editorial commentary on each.

What are the best alternatives to midr?

Top midr alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "midr alternatives" section above for the current picks, or visit /alternatives/midr for the full list with editorial commentary on each.