artifact_granularity
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Axis
artifact_granularityon sub-layerL8_D_artifact_granularity(layerl8).
Sub-layer
L8_D_artifact_granularity
Axis metadata
Default:
'per_cell'Sweepable: False
Status: operational
Operational status summary
Operational: 5 option(s)
Future: 0 option(s)
Options
flat – operational
Single flat directory; cells distinguished by filename suffix.
All cells write into one directory; cell IDs become filename suffixes. Useful for sweeps with thousands of small artifacts where per-cell directory creation is wasteful.
When to use
Sweeps with thousands of small artifacts.
References
macroforecast design Part 3, L8: ‘reproducibility = manifest + provenance + bit-exact replicate.’
Related options: per_cell, per_target, per_horizon, per_target_horizon
Last reviewed 2026-05-05 by macroforecast author.
per_cell – operational
One sub-directory per sweep cell (default).
Default. Each cell gets its own cell_NNN/ directory containing the cell’s full set of artifacts. Isolates every cell’s output for clean per-cell inspection.
When to use
Default; isolates each cell’s artifacts.
References
macroforecast design Part 3, L8: ‘reproducibility = manifest + provenance + bit-exact replicate.’
Related options: per_target, per_horizon, per_target_horizon, flat
Last reviewed 2026-05-05 by macroforecast author.
per_horizon – operational
Group cells by forecast horizon (one directory per horizon).
When the sweep varies over multiple horizons, groups by horizon. Useful for horizon-by-horizon analysis.
When to use
Multi-horizon sweeps. Selecting per_horizon on l8.artifact_granularity activates this branch of the layer’s runtime.
References
macroforecast design Part 3, L8: ‘reproducibility = manifest + provenance + bit-exact replicate.’
Related options: per_cell, per_target, per_target_horizon, flat
Last reviewed 2026-05-05 by macroforecast author.
per_target – operational
Group cells by target variable (one directory per target).
When the sweep varies over multiple targets, this groups the artifacts by target rather than by cell. Useful when downstream analysis is per-target.
When to use
Multi-target studies where target-grouping aids browsing.
References
macroforecast design Part 3, L8: ‘reproducibility = manifest + provenance + bit-exact replicate.’
Related options: per_cell, per_horizon, per_target_horizon, flat
Last reviewed 2026-05-05 by macroforecast author.
per_target_horizon – operational
Group cells by (target, horizon) pair.
Combines per_target and per_horizon for sweeps that vary across both axes.
When to use
Studies sweeping across both target and horizon.
References
macroforecast design Part 3, L8: ‘reproducibility = manifest + provenance + bit-exact replicate.’
Related options: per_cell, per_target, per_horizon, flat
Last reviewed 2026-05-05 by macroforecast author.