Quant / 02

Operator library

The project contains two operator libraries with different uses. The open operator reference preserves 1,250 original numerical implementations from 32 open-source projects, searchable by type and name. QuantGP serves genetic programming. Version 0.6.1 contains 1,330 entries in 27 functional groups, divided into default search, research and offline tiers.

QuantGP entries · v0.6.1: 1,330
Methods & tools: Python · Strongly typed GP · DEAP · Numerical contracts

Research visuals

Open operator reference: 32 projects, 1,250 implementations · Original implementations are retained from each open-source project, including versions with the same name or equivalent mathematics. They are organised into 23 types for lookup by type and name. The lower panel shows availability: 920 can be called in the pinned environment, while systematic numerical validation remains incomplete. — **Open operator reference: 32 projects, 1,250 implementations**
Original implementations are retained from each open-source project, including versions with the same name or equivalent mathematics. They are organised into 23 types for lookup by type and name. The lower panel shows availability: 920 can be called in the pinned environment, while systematic numerical validation remains incomplete.
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QuantGP v0.6.1: 27 functional groups · QuantGP provides numerical operators for composition in genetic programming. The middle panel shows entry counts across 27 functional groups. The lower panel separates default search, research and offline tiers; the default search loads 185 operators. — **QuantGP v0.6.1: 27 functional groups**
QuantGP provides numerical operators for composition in genetic programming. The middle panel shows entry counts across 27 functional groups. The lower panel separates default search, research and offline tiers; the default search loads 185 operators.
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Operator library v0.5.0: classification and complexity of 377 operators · The figure maps the 377 operators implemented in v0.5.0 across 24 modules and 121 proposed semantic subgroups. The vertical axis shows the figure's semantic-cost measure, point size indicates runtime tier, shape distinguishes primitive operators from macros, and colour denotes module risk. Stateful operators are marked separately. — **Operator library v0.5.0: classification and complexity of 377 operators**
The figure maps the 377 operators implemented in v0.5.0 across 24 modules and 121 proposed semantic subgroups. The vertical axis shows the figure's semantic-cost measure, point size indicates runtime tier, shape distinguishes primitive operators from macros, and colour denotes module risk. Stateful operators are marked separately.
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Operator library v0.5.0: representative formulas from 24 modules · Each card represents one registered module, pairing its semantic group with an example operator and formula. Together, the cards show the functions and mathematical definitions across all 24 modules. — **Operator library v0.5.0: representative formulas from 24 modules**
Each card represents one registered module, pairing its semantic group with an example operator and formula. Together, the cards show the functions and mathematical definitions across all 24 modules.
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