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mirai vs random.cdisc.data

A side-by-side editorial comparison of mirai and random.cdisc.data — release velocity, themes, recent moves, and the top alternatives to consider.

mirai vs random.cdisc.data: at a glance

Featuremirairandom.cdisc.data
SectorAnalyticsAnalytics
Velocity score2.50.0
Sparks · 30d00
Top themesparallel-computing, async, backpressure, shinycdisc, synthetic-data, clinical-trials, test-fixtures
Last editorial update1h ago2h ago
WebsiteVisit →Visit →

What is mirai?

mirai removed its dispatcher process and added memory backpressure to the queue.

The async evaluation framework releases roughly monthly and moves fast at the architecture level. In 2.7.0 the dispatcher stopped being a separate process and became a thread, after its loop had already been rewritten in C inside nanonext one release earlier. The same release added an opt-in memory budget for queued task payloads and try_mirai(), which returns NULL immediately rather than blocking when that budget is exhausted.

Read the full mirai trajectory →

What is random.cdisc.data?

Synthetic CDISC data generation that has been quiet since early 2024.

random.cdisc.data generates synthetic CDISC-format clinical trial datasets, used across the insightsengineering and teal packages as test and demo data. The last substantive release, 0.3.15 in March 2024, made cached-data rebuilds incremental and corrected an ETHNIC factor level. Everything older in this feed is release automation.

Read the full random.cdisc.data trajectory →

mirai vs random.cdisc.data: editorial side-by-side

M
mirai
ANALYTICS
2.5

mirai removed its dispatcher process and added memory backpressure to the queue.

◆ Current state

The async evaluation framework releases roughly monthly and moves fast at the architecture level. In 2.7.0 the dispatcher stopped being a separate process and became a thread, after its loop had already been rewritten in C inside nanonext one release earlier. The same release added an opt-in memory budget for queued task payloads and try_mirai(), which returns NULL immediately rather than blocking when that budget is exhausted.

◆ Where it's heading

Two threads of work run together: cutting overhead out of the task path — thread-based dispatcher, in-process transport for synchronous daemons, lower per-element dispatch cost in mirai_map() — and making the framework safe to embed in an event loop, where blocking the host R thread is not acceptable. Deployment reach is growing too, with http_config() launching remote daemons over HTTP APIs and auto-configuring for Posit Workbench. Each release pins a minimum nanonext version, so the two packages advance as one unit.

◆ Prediction

With backpressure in place but opt-in, the open question these notes leave is whether a default memory budget arrives; continued overhead reduction and Shiny-facing non-blocking paths are the safer bet.

R0.0

Synthetic CDISC data generation that has been quiet since early 2024.

◆ Current state

random.cdisc.data generates synthetic CDISC-format clinical trial datasets, used across the insightsengineering and teal packages as test and demo data. The last substantive release, 0.3.15 in March 2024, made cached-data rebuilds incremental and corrected an ETHNIC factor level. Everything older in this feed is release automation.

◆ Where it's heading

Activity has thinned to one real release in the visible window, surrounded by version bumps and workflow propagation. The 0.3.15 work is maintenance-shaped — dependency floors, a data typo, faster vignette rebuilds — which is what a fixture package looks like once downstream packages depend on its output staying unchanged.

◆ Prediction

Further releases are likely to stay corrective, since the package's value to teal and tern depends on its generated datasets remaining stable rather than growing.

Alternatives to mirai and random.cdisc.data

Other Analytics 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 mirai or random.cdisc.data.

See all mirai alternatives → · See all random.cdisc.data alternatives →

Recent activity from mirai and random.cdisc.data

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

  1. 25d agomiraiMap collection and daemon lifecycle fixes
  2. 2mo agomiraiAgent skill ships in-package; HTTP headers take over auth
  3. 3mo agomiraiDispatcher becomes a thread, and the queue gains a memory budget
  4. 5mo agomiraiParallel RNG seeding leaves experimental status
  5. 6mo agomiraiRemote daemons over HTTP, and a C dispatcher loop
  6. 8mo agomiraiTelemetry span timing and daemon-switch fix
  7. 2y agorandom.cdisc.dataIncremental cached-data rebuilds and an ETHNIC level fix
  8. 3y agorandom.cdisc.data2022_10_13
  9. 3y agorandom.cdisc.data2022_08_16
  10. 4y agorandom.cdisc.data2022_04_07
  11. 4y agorandom.cdisc.dataTESTING_DEPTH sets added to the generated data
  12. 4y agorandom.cdisc.dataTESTING_DEPTH sets added (duplicate pre-release tag)

Frequently asked questions

What is the difference between mirai and random.cdisc.data?

They serve adjacent needs but don't currently overlap on shipped themes. mirai is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.

Is mirai better than random.cdisc.data?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. mirai is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.

What are the best alternatives to mirai?

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

What are the best alternatives to random.cdisc.data?

Top random.cdisc.data alternatives in Analytics are ranked by recent ship velocity. Browse the "random.cdisc.data alternatives" section above for the current picks, or visit /alternatives/random-cdisc-data for the full list with editorial commentary on each.