Agents — Module
Agents.jl is a pure Julia framework for agent-based modeling (ABM): a computational simulation methodology where autonomous agents react to their environment (including other agents) given a predefined set of rules. Some major highlights of Agents.jl are:
- It is fast (faster than MASON, NetLogo, or Mesa)
- It is simple: has a very short learning curve and requires writing minimal code
- Has an extensive interface of thousands of out-of-the box possible agent actions
- Straightforwardly allows simulations on Open Street Maps
- Allows both traditional discrete-time ABM simulations as well as continuous time "event queue based" ABM simulations.
More information and an extensive list of features can be found in the documentation, which you can either find online or build locally by running the docs/make.jl file.
Citation
If you use this package in a publication, or simply want to refer to it, please cite the paper below:
@article{Agents.jl,
doi = {10.1177/00375497211068820},
url = {https://doi.org/10.1177/00375497211068820},
year = {2022},
month = jan,
publisher = {{SAGE} Publications},
pages = {003754972110688},
author = {George Datseris and Ali R. Vahdati and Timothy C. DuBois},
title = {Agents.jl: a performant and feature-full agent-based modeling software of minimal code complexity},
journal = {{SIMULATION}},
volume = {0},
number = {0},
}If you have found this package useful, please consider starring it on GitHub. This gives us an accurate lower bound of the (satisfied) user count.
This is a new major release of Agents.jl with great new content and massive performance increases all across the board! Please see the online CHANGELOG for a full list of changes. The most noteworthy ones are:
- A new macro
@multiagentallows to run multi-agent simulations more efficiently. - A new experimental model type
EventQueueABMhas been implemented. It operates in continuous time through the scheduling of events at arbitrary time points. It is a generalization of "Gillespie-like" models. AgentBasedModeldefines an API that can be extended by other models.- Stronger inheritance capabilities in
@agent. - Manually setting or altering the ids of agents is no longer allowed. The agent id is now considered a read-only field, and is set internally by Agents.jl.
Highlights
Software quality
- Free and open source.
- Small learning curve due to intuitive design based on a modular space-agnostic function-based modelling implementation.
- Extremely high performance when compared to other open source frameworks, routinely being 100x faster versus other ABM frameworks (proof)
- User-created models typically have much smaller source code versus implementations in other open source ABM frameworks (proof)
- High quality, extensive documentation featuring tutorials, example ABM implementations, an extra zoo of ABM examples, and integration examples with other Julia packages
Agent based modelling
- Universal model structure where agents are identified by a unique id:
AgentBasedModel. - Extendable API that provides out of the box thousands of possible agent actions.
- Support for many types of space: arbitrary graphs, regular grids, continuous space
- Support for simulations on Open Street Maps including support for utilizing the road's max speed limit, finding nearby agents/roads/destinations and pathfinding
- Multi-agent support, for interactions between disparate agent species
- Scheduler interface (with default schedulers), making it easy to activate agents in a specific order (e.g. by the value of some property)
- Automatic data collection in a
DataFrameat desired intervals - Aggregating collected data during model evolution
- Distributed computing
- Batch running and batch data collection
- Extensive pathfinding capabilities in continuous or discrete spaces
- Customizable visualization support for all kinds of models via the Makie ecosystem: publication-quality graphics and video output
- Interactive applications for any agent based models, which are created with only 5 lines of code and look like this:
Getting started
To install Agents.jl, launch Julia and then run this command:
using Pkg; Pkg.add("Agents")To learn how to use Agents.jl, please visit the Tutorial before anything else.
After adding Agents.jl to your project, please check if the most up to date stable version has been installed. The versions of the installed packages in the project can be checked by running Pkg.status(). Only the latest version of Agents.jl provides all the features described in this documentation. It is generally advised against using earlier versions as they will likely only work partially and are not supported anymore.
Design philosophy of Agents.jl
Agents.jl was designed with the following philosophy in mind:
Simple to learn and use, yet extendable and highly performant, allowing for fast and scalable model creation and evolution.
There are multiple examples that highlight this core design principle, that one will quickly encounter when scanning through our API page. Here we just give two quick examples: first, there exists a universal function nearby_agents, which returns the agents nearby a given agent and within a given "radius". What is special for this function, which is allowed by Julia's Multiple Dispatch, is that nearby_agents will work for any space type the model has, reducing the learning curve of finding neighbors in ABMs made with Agents.jl. An even better example is perhaps our treatment of spaces. A user may create an entirely new kind of space (e.g. one representing a planet, or whatever else) by only extending 5 functions, as discussed in our Creating a new space type documentation. Indeed, the simplicity of Agents.jl is due to the intuitive space-agnostic modelling approach we have implemented: agent actions are specified using generically named functions (such as "move agent" or "find nearby agents") that do not depend on the actual space the agents exist in, nor on the properties of the agents themselves. Overall this leads to ultra fast model prototyping where even changing the space the agents live in is matter of only a couple of lines of code.
Many other agent-based modeling frameworks have been constructed to ease the process of building and analyzing ABMs (see e.g. here for an outdated review), spanning a varying degree of complexity. In the page ABM Framework Comparison we compare how our design philosophy puts us into comparison with other well accepted ABM software. Fascinatingly, even though the main focus of Agents.jl is simplicity and ease of use, it outperforms all software we compared it with.
Crash course on agent based modeling
An agent-based (or individual-based) model is a computational simulation of autonomous agents that react to their environment (including other agents) given a predefined set of rules [1]. ABMs have been adopted and studied in a variety of research disciplines. One reason for their popularity is that they enable a relaxation of many simplifying assumptions usually made by mathematical models. Relaxing such assumptions of a "perfect world" can change a model's behavior [2].
Agent-based models are increasingly recognized as a useful approach for studying complex systems [3,4,5,6]. Complex systems cannot be fully understood using traditional mathematical tools which aggregate the behavior of elements in a system. The behavior of a complex system depends on both the behavior of and interactions between its elements (agents). Small changes in the input to complex systems or the behavior of its agents can lead to large changes in outcome. That is to say, a complex system's behavior is nonlinear, and that it is not only the sum of the behavior of its elements. Use of ABMs have become feasible after the availability of computers and has been growing ever since, especially in modeling biological and economic systems, and has extended to social studies and archaeology.
An ABM consists of autonomous agents that behave given a set of rules. A classic example of an ABM is Schelling's segregation model, which we implement as an example here. This model uses a regular grid and defines agents at random positions on the grid. Agents can be from different social groups. Agents are happy/unhappy based on the fraction of their neighbors that belong to the same group as they are. If they are unhappy, they keep moving to new locations until they are happy. Schelling's model shows that even small preferences of agents to have neighbors belonging to the same group (e.g. preferring that at least 30% of neighbors to be in the same group) could lead to total segregation of neighborhoods. This is an example of emergent behavior from simple interactions of agents that can only be captured in an agent-based model.
Getting help
You're looking for support for Agents.jl? Look no further! Here are some things you can do to resolve your questions about Agents.jl:
- Read the online documentation! It is likely that the thing you want to know is already documented, so use the search bar and search away!
- Chat with us in the channel
#dynamics-bridgedin the Julia Slack! - Post a question in the Julia discourse in the category “Modelling and simulations”, using
agentsas a tag! - If you believe that you have encountered unexpected behavior or a bug in Agents.jl, then please do open an issue on our GitHub page providing a minimal working example!
Contributing
Any contribution to Agents.jl is welcome! For example you can:
- Add new feature or improve an existing one (plenty to choose from the "Issues" page)
- Improve the existing documentation
- Add new example ABMs into our existing pool of examples
- Report bugs and suggestions in the Issues page
Have a look at contributor's guide of the SciML organization for some good information on contributing to Julia packages!
Citation
If you use this package in work that leads to a publication, then please cite the paper below:
@article{Agents.jl,
doi = {10.1177/00375497211068820},
url = {https://doi.org/10.1177/00375497211068820},
year = {2022},
month = jan,
publisher = {{SAGE} Publications},
pages = {003754972110688},
author = {George Datseris and Ali R. Vahdati and Timothy C. DuBois},
title = {Agents.jl: a performant and feature-full agent-based modeling software of minimal code complexity},
journal = {{SIMULATION}},
volume = {0},
number = {0},
}Reproducibility
The documentation of Agents.jl was built using these direct dependencies,
Status `~/work/Agents.jl/Agents.jl/docs/Project.toml`
[46ada45e] Agents v6.1.11 `~/work/Agents.jl/Agents.jl`
[88acaeb2] AgentsExampleZoo v0.1.2
[6e4b80f9] BenchmarkTools v1.5.0
[a134a8b2] BlackBoxOptim v0.6.3
[13f3f980] CairoMakie v0.12.15
[69e1c6dd] CellListMap v0.9.6
⌅ [3da002f7] ColorTypes v0.11.5
[a93c6f00] DataFrames v1.7.0
[927a84f5] DelaunayTriangulation v1.6.1
[459566f4] DiffEqCallbacks v4.0.0
[31c24e10] Distributions v0.25.112
[e30172f5] Documenter v1.7.0
[35a29f4d] DocumenterTools v0.1.20
[634d3b9d] DrWatson v2.18.0
[5789e2e9] FileIO v1.16.4
[e9467ef8] GLMakie v0.10.15
[1ecd5474] GraphMakie v0.5.12
[bd48cda9] GraphRecipes v0.5.13
[86223c79] Graphs v1.12.0
[6218d12a] ImageMagick v1.4.0
[d1922b25] LightOSM v0.3.1
[f56206fc] LightSumTypes v4.2.0
[98b081ad] Literate v2.20.1
[eff96d63] Measurements v2.11.0
[76b6901f] OSMMakie v0.0.10
[1dea7af3] OrdinaryDiffEq v6.89.0
[3cdcf5f2] RecipesBase v1.3.4
[47aef6b3] SimpleWeightedGraphs v1.4.0
[90137ffa] StaticArrays v1.9.8
[2913bbd2] StatsBase v0.34.3
[ff63dad9] StreamSampling v0.6.8
[37e2e46d] LinearAlgebra v1.11.0
[44cfe95a] Pkg v1.11.0
[9a3f8284] Random v1.11.0
[2f01184e] SparseArrays v1.11.0
Info Packages marked with ⌅ have new versions available but compatibility constraints restrict them from upgrading. To see why use `status --outdated`and using this machine and Julia version.
Julia Version 1.11.1
Commit 8f5b7ca12ad (2024-10-16 10:53 UTC)
Build Info:
Official https://julialang.org/ release
Platform Info:
OS: Linux (x86_64-linux-gnu)
CPU: 4 × AMD EPYC 7763 64-Core Processor
WORD_SIZE: 64
LLVM: libLLVM-16.0.6 (ORCJIT, znver3)
Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)
Environment:
JULIA_DEBUG = DocumenterA more complete overview of all dependencies and their versions is also provided.
Status `~/work/Agents.jl/Agents.jl/docs/Manifest.toml`
[47edcb42] ADTypes v1.9.0
[a4c015fc] ANSIColoredPrinters v0.0.1
[621f4979] AbstractFFTs v1.5.0
[1520ce14] AbstractTrees v0.4.5
[7d9f7c33] Accessors v0.1.38
[79e6a3ab] Adapt v4.1.1
[35492f91] AdaptivePredicates v1.2.0
[46ada45e] Agents v6.1.11 `~/work/Agents.jl/Agents.jl`
[88acaeb2] AgentsExampleZoo v0.1.2
[66dad0bd] AliasTables v1.1.3
[27a7e980] Animations v0.4.1
[ec485272] ArnoldiMethod v0.4.0
[4fba245c] ArrayInterface v7.16.0
[4c555306] ArrayLayouts v1.10.4
⌅ [1dc0ca97] ArrayTools v0.2.7
[67c07d97] Automa v1.1.0
[13072b0f] AxisAlgorithms v1.1.0
[39de3d68] AxisArrays v0.4.7
[6e4b80f9] BenchmarkTools v1.5.0
[e2ed5e7c] Bijections v0.1.9
[d1d4a3ce] BitFlags v0.1.9
[62783981] BitTwiddlingConvenienceFunctions v0.1.6
[a134a8b2] BlackBoxOptim v0.6.3
[fa961155] CEnum v0.5.0
[2a0fbf3d] CPUSummary v0.2.6
[a9c8d775] CPUTime v1.0.0
[336ed68f] CSV v0.10.15
[159f3aea] Cairo v1.1.0
[13f3f980] CairoMakie v0.12.15
[49dc2e85] Calculus v0.5.2
[69e1c6dd] CellListMap v0.9.6
[d360d2e6] ChainRulesCore v1.25.0
[fb6a15b2] CloseOpenIntervals v0.1.13
[944b1d66] CodecZlib v0.7.6
[a2cac450] ColorBrewer v0.4.0
[35d6a980] ColorSchemes v3.27.0
⌅ [3da002f7] ColorTypes v0.11.5
[c3611d14] ColorVectorSpace v0.10.0
⌅ [5ae59095] Colors v0.12.11
[861a8166] Combinatorics v1.0.2
[38540f10] CommonSolve v0.2.4
[bbf7d656] CommonSubexpressions v0.3.1
[f70d9fcc] CommonWorldInvalidations v1.0.0
[34da2185] Compat v4.16.0
[b152e2b5] CompositeTypes v0.1.4
[a33af91c] CompositionsBase v0.1.2
[2569d6c7] ConcreteStructs v0.2.3
[f0e56b4a] ConcurrentUtilities v2.4.2
[187b0558] ConstructionBase v1.5.8
[d38c429a] Contour v0.6.3
[adafc99b] CpuId v0.3.1
[a8cc5b0e] Crayons v4.1.1
[9a962f9c] DataAPI v1.16.0
[a93c6f00] DataFrames v1.7.0
[864edb3b] DataStructures v0.18.20
[e2d170a0] DataValueInterfaces v1.0.0
[927a84f5] DelaunayTriangulation v1.6.1
[2b5f629d] DiffEqBase v6.158.3
[459566f4] DiffEqCallbacks v4.0.0
[163ba53b] DiffResults v1.1.0
[b552c78f] DiffRules v1.15.1
[a0c0ee7d] DifferentiationInterface v0.6.18
[b4f34e82] Distances v0.10.12
[31c24e10] Distributions v0.25.112
[ffbed154] DocStringExtensions v0.9.3
[e30172f5] Documenter v1.7.0
[35a29f4d] DocumenterTools v0.1.20
[5b8099bc] DomainSets v0.7.14
[634d3b9d] DrWatson v2.18.0
[7c1d4256] DynamicPolynomials v0.6.0
[4e289a0a] EnumX v1.0.4
[f151be2c] EnzymeCore v0.8.4
[429591f6] ExactPredicates v2.2.8
[460bff9d] ExceptionUnwrapping v0.1.10
[d4d017d3] ExponentialUtilities v1.26.1
[e2ba6199] ExprTools v0.1.10
⌅ [6b7a57c9] Expronicon v0.8.5
[411431e0] Extents v0.1.4
[7a1cc6ca] FFTW v1.8.0
[7034ab61] FastBroadcast v0.3.5
[9aa1b823] FastClosures v0.3.2
[29a986be] FastLapackInterface v2.0.4
[a4df4552] FastPower v1.1.1
[5789e2e9] FileIO v1.16.4
[8fc22ac5] FilePaths v0.8.3
[48062228] FilePathsBase v0.9.22
[1a297f60] FillArrays v1.13.0
[6a86dc24] FiniteDiff v2.26.0
[53c48c17] FixedPointNumbers v0.8.5
[1fa38f19] Format v1.3.7
[f6369f11] ForwardDiff v0.10.36
[b38be410] FreeType v4.1.1
[663a7486] FreeTypeAbstraction v0.10.4
[069b7b12] FunctionWrappers v1.1.3
[77dc65aa] FunctionWrappersWrappers v0.1.3
[d9f16b24] Functors v0.4.12
[f7f18e0c] GLFW v3.4.3
[e9467ef8] GLMakie v0.10.15
⌅ [46192b85] GPUArraysCore v0.1.6
[14197337] GenericLinearAlgebra v0.3.14
[c145ed77] GenericSchur v0.5.4
[68eda718] GeoFormatTypes v0.4.2
[cf35fbd7] GeoInterface v1.3.7
[5c1252a2] GeometryBasics v0.4.11
[4d00f742] GeometryTypes v0.8.5
[d7ba0133] Git v1.3.1
[1ecd5474] GraphMakie v0.5.12
[bd48cda9] GraphRecipes v0.5.13
[a2bd30eb] Graphics v1.1.2
[86223c79] Graphs v1.12.0
[3955a311] GridLayoutBase v0.11.0
[42e2da0e] Grisu v1.0.2
[708ec375] Gumbo v0.8.2
[cd3eb016] HTTP v1.10.9
[3e5b6fbb] HostCPUFeatures v0.1.17
[49057fa9] HybridStructs v0.2.1
[34004b35] HypergeometricFunctions v0.3.24
[b5f81e59] IOCapture v0.2.5
[615f187c] IfElse v0.1.1
[2803e5a7] ImageAxes v0.6.11
[c817782e] ImageBase v0.1.7
[a09fc81d] ImageCore v0.10.2
[82e4d734] ImageIO v0.6.8
[6218d12a] ImageMagick v1.4.0
[bc367c6b] ImageMetadata v0.9.9
[9b13fd28] IndirectArrays v1.0.0
[d25df0c9] Inflate v0.1.5
[842dd82b] InlineStrings v1.4.2
[18e54dd8] IntegerMathUtils v0.1.2
[a98d9a8b] Interpolations v0.15.1
[d1acc4aa] IntervalArithmetic v0.22.18
[8197267c] IntervalSets v0.7.10
[3587e190] InverseFunctions v0.1.17
[41ab1584] InvertedIndices v1.3.0
[92d709cd] IrrationalConstants v0.2.2
[f1662d9f] Isoband v0.1.1
[c8e1da08] IterTools v1.10.0
[82899510] IteratorInterfaceExtensions v1.0.0
⌅ [033835bb] JLD2 v0.4.53
[692b3bcd] JLLWrappers v1.6.1
[682c06a0] JSON v0.21.4
[b835a17e] JpegTurbo v0.1.5
[ef3ab10e] KLU v0.6.0
[5ab0869b] KernelDensity v0.6.9
[ba0b0d4f] Krylov v0.9.8
[b964fa9f] LaTeXStrings v1.4.0
[23fbe1c1] Latexify v0.16.5
[10f19ff3] LayoutPointers v0.1.17
[0e77f7df] LazilyInitializedFields v1.2.2
[5078a376] LazyArrays v2.2.1
[8cdb02fc] LazyModules v0.3.1
[d1922b25] LightOSM v0.3.1
[f56206fc] LightSumTypes v4.2.0
[9c8b4983] LightXML v0.9.1
[87fe0de2] LineSearch v0.1.4
[d3d80556] LineSearches v7.3.0
[7ed4a6bd] LinearSolve v2.36.1
[98b081ad] Literate v2.20.1
[2ab3a3ac] LogExpFunctions v0.3.28
[e6f89c97] LoggingExtras v1.1.0
[bdcacae8] LoopVectorization v0.12.171
[d8e11817] MLStyle v0.4.17
[1914dd2f] MacroTools v0.5.13
[ee78f7c6] Makie v0.21.15
[20f20a25] MakieCore v0.8.9
[d125e4d3] ManualMemory v0.1.8
[dbb5928d] MappedArrays v0.4.2
[d0879d2d] MarkdownAST v0.1.2
[0a4f8689] MathTeXEngine v0.6.2
[bb5d69b7] MaybeInplace v0.1.4
[739be429] MbedTLS v1.1.9
[eff96d63] Measurements v2.11.0
[7269a6da] MeshIO v0.4.12
⌅ [626554b9] MetaGraphs v0.7.2
[e1d29d7a] Missings v1.2.0
[66fc600b] ModernGL v1.1.7
[e94cdb99] MosaicViews v0.3.4
[46d2c3a1] MuladdMacro v0.2.4
[102ac46a] MultivariatePolynomials v0.5.7
[d8a4904e] MutableArithmetics v1.5.2
[d41bc354] NLSolversBase v7.8.3
[77ba4419] NaNMath v1.0.2
[b8a86587] NearestNeighbors v0.4.20
[f09324ee] Netpbm v1.1.1
[46757867] NetworkLayout v0.4.7
[8913a72c] NonlinearSolve v3.15.1
[76b6901f] OSMMakie v0.0.10
[510215fc] Observables v0.5.5
[6fe1bfb0] OffsetArrays v1.14.1
[925886fa] OnlineStatsBase v1.7.1
[52e1d378] OpenEXR v0.3.2
[4d8831e6] OpenSSL v1.4.3
[bac558e1] OrderedCollections v1.6.3
[1dea7af3] OrdinaryDiffEq v6.89.0
[89bda076] OrdinaryDiffEqAdamsBashforthMoulton v1.1.0
[6ad6398a] OrdinaryDiffEqBDF v1.1.2
[bbf590c4] OrdinaryDiffEqCore v1.9.0
[50262376] OrdinaryDiffEqDefault v1.1.0
[4302a76b] OrdinaryDiffEqDifferentiation v1.1.0
[9286f039] OrdinaryDiffEqExplicitRK v1.1.0
[e0540318] OrdinaryDiffEqExponentialRK v1.1.0
[becaefa8] OrdinaryDiffEqExtrapolation v1.2.1
[5960d6e9] OrdinaryDiffEqFIRK v1.2.0
[101fe9f7] OrdinaryDiffEqFeagin v1.1.0
[d3585ca7] OrdinaryDiffEqFunctionMap v1.1.1
[d28bc4f8] OrdinaryDiffEqHighOrderRK v1.1.0
[9f002381] OrdinaryDiffEqIMEXMultistep v1.1.0
[521117fe] OrdinaryDiffEqLinear v1.1.0
[1344f307] OrdinaryDiffEqLowOrderRK v1.2.0
[b0944070] OrdinaryDiffEqLowStorageRK v1.2.1
[127b3ac7] OrdinaryDiffEqNonlinearSolve v1.2.1
[c9986a66] OrdinaryDiffEqNordsieck v1.1.0
[5dd0a6cf] OrdinaryDiffEqPDIRK v1.1.0
[5b33eab2] OrdinaryDiffEqPRK v1.1.0
[04162be5] OrdinaryDiffEqQPRK v1.1.0
[af6ede74] OrdinaryDiffEqRKN v1.1.0
[43230ef6] OrdinaryDiffEqRosenbrock v1.2.0
[2d112036] OrdinaryDiffEqSDIRK v1.1.0
[669c94d9] OrdinaryDiffEqSSPRK v1.2.0
[e3e12d00] OrdinaryDiffEqStabilizedIRK v1.1.0
[358294b1] OrdinaryDiffEqStabilizedRK v1.1.0
[fa646aed] OrdinaryDiffEqSymplecticRK v1.1.0
[b1df2697] OrdinaryDiffEqTsit5 v1.1.0
[79d7bb75] OrdinaryDiffEqVerner v1.1.1
[90014a1f] PDMats v0.11.31
[f57f5aa1] PNGFiles v0.4.3
[65ce6f38] PackageExtensionCompat v1.0.2
[19eb6ba3] Packing v0.5.0
[5432bcbf] PaddedViews v0.5.12
[d96e819e] Parameters v0.12.3
[69de0a69] Parsers v2.8.1
[eebad327] PkgVersion v0.3.3
[995b91a9] PlotUtils v1.4.2
[f517fe37] Polyester v0.7.16
[1d0040c9] PolyesterWeave v0.2.2
[647866c9] PolygonOps v0.1.2
[3a141323] PolynomialRoots v1.0.0
[f27b6e38] Polynomials v4.0.11
[2dfb63ee] PooledArrays v1.4.3
[d236fae5] PreallocationTools v0.4.24
[aea7be01] PrecompileTools v1.2.1
[21216c6a] Preferences v1.4.3
[08abe8d2] PrettyTables v2.4.0
[27ebfcd6] Primes v0.5.6
[92933f4c] ProgressMeter v1.10.2
[43287f4e] PtrArrays v1.2.1
[4b34888f] QOI v1.0.0
[1fd47b50] QuadGK v2.11.1
[94ee1d12] Quaternions v0.7.6
⌅ [30b38841] QuickHeaps v0.1.2
[b3c3ace0] RangeArrays v0.3.2
[c84ed2f1] Ratios v0.4.5
[c1ae055f] RealDot v0.1.0
[3cdcf5f2] RecipesBase v1.3.4
[731186ca] RecursiveArrayTools v3.27.2
[f2c3362d] RecursiveFactorization v0.2.23
[189a3867] Reexport v1.2.2
[2792f1a3] RegistryInstances v0.1.0
[05181044] RelocatableFolders v1.0.1
[ae029012] Requires v1.3.0
[79098fc4] Rmath v0.8.0
[47965b36] RootedTrees v2.23.1
[6038ab10] Rotations v1.7.1
[5eaf0fd0] RoundingEmulator v0.2.1
[7e49a35a] RuntimeGeneratedFunctions v0.5.13
[fdea26ae] SIMD v3.6.0
[94e857df] SIMDTypes v0.1.0
[476501e8] SLEEFPirates v0.6.43
[322a6be2] Sass v0.2.0
[0bca4576] SciMLBase v2.58.0
[19f34311] SciMLJacobianOperators v0.1.0
[c0aeaf25] SciMLOperators v0.3.11
[53ae85a6] SciMLStructures v1.5.0
[6c6a2e73] Scratch v1.2.1
[91c51154] SentinelArrays v1.4.6
[efcf1570] Setfield v1.1.1
[65257c39] ShaderAbstractions v0.4.1
[992d4aef] Showoff v1.0.3
[73760f76] SignedDistanceFields v0.4.0
[777ac1f9] SimpleBufferStream v1.2.0
[727e6d20] SimpleNonlinearSolve v1.12.3
[699a6c99] SimpleTraits v0.9.4
[ce78b400] SimpleUnPack v1.1.0
[47aef6b3] SimpleWeightedGraphs v1.4.0
[45858cf5] Sixel v0.1.3
[a2af1166] SortingAlgorithms v1.2.1
[9f842d2f] SparseConnectivityTracer v0.6.8
[47a9eef4] SparseDiffTools v2.23.0
[0a514795] SparseMatrixColorings v0.4.8
[e56a9233] Sparspak v0.3.9
[d4ead438] SpatialIndexing v0.1.6
[276daf66] SpecialFunctions v2.4.0
[860ef19b] StableRNGs v1.0.2
[cae243ae] StackViews v0.1.1
[aedffcd0] Static v1.1.1
[0d7ed370] StaticArrayInterface v1.8.0
[90137ffa] StaticArrays v1.9.8
[1e83bf80] StaticArraysCore v1.4.3
[4c8beaf5] StaticGraphs v0.3.0
[10745b16] Statistics v1.11.1
[82ae8749] StatsAPI v1.7.0
[2913bbd2] StatsBase v0.34.3
[4c63d2b9] StatsFuns v1.3.2
[ff63dad9] StreamSampling v0.6.8
[7792a7ef] StrideArraysCore v0.5.7
[892a3eda] StringManipulation v0.4.0
[09ab397b] StructArrays v0.6.18
[2efcf032] SymbolicIndexingInterface v0.3.34
[19f23fe9] SymbolicLimits v0.2.2
[d1185830] SymbolicUtils v3.7.2
[0c5d862f] Symbolics v6.16.0
[3783bdb8] TableTraits v1.0.1
[bd369af6] Tables v1.12.0
[62fd8b95] TensorCore v0.1.1
[8ea1fca8] TermInterface v2.0.0
[1c621080] TestItems v1.0.0
[8290d209] ThreadingUtilities v0.5.2
⌅ [731e570b] TiffImages v0.10.2
[a759f4b9] TimerOutputs v0.5.25
[3bb67fe8] TranscodingStreams v0.11.3
[d5829a12] TriangularSolve v0.2.1
[981d1d27] TriplotBase v0.1.0
[781d530d] TruncatedStacktraces v1.4.0
[5c2747f8] URIs v1.5.1
[3a884ed6] UnPack v1.0.2
[1cfade01] UnicodeFun v0.4.1
[1986cc42] Unitful v1.21.0
[a7c27f48] Unityper v0.1.6
[3d5dd08c] VectorizationBase v0.21.70
[19fa3120] VertexSafeGraphs v0.2.0
[ea10d353] WeakRefStrings v1.4.2
[efce3f68] WoodburyMatrices v1.0.0
[76eceee3] WorkerUtilities v1.6.1
[6e34b625] Bzip2_jll v1.0.8+2
[4e9b3aee] CRlibm_jll v1.0.1+0
[83423d85] Cairo_jll v1.18.2+1
[ee1fde0b] Dbus_jll v1.14.10+0
[5ae413db] EarCut_jll v2.2.4+0
[2702e6a9] EpollShim_jll v0.0.20230411+0
[2e619515] Expat_jll v2.6.2+0
[b22a6f82] FFMPEG_jll v6.1.2+0
[f5851436] FFTW_jll v3.3.10+1
[a3f928ae] Fontconfig_jll v2.13.96+0
[d7e528f0] FreeType2_jll v2.13.2+0
[559328eb] FriBidi_jll v1.0.14+0
[0656b61e] GLFW_jll v3.4.0+1
[78b55507] Gettext_jll v0.21.0+0
[61579ee1] Ghostscript_jll v9.55.0+4
[f8c6e375] Git_jll v2.46.2+0
[7746bdde] Glib_jll v2.80.5+0
[3b182d85] Graphite2_jll v1.3.14+0
[528830af] Gumbo_jll v0.10.2+0
[2e76f6c2] HarfBuzz_jll v8.3.1+0
[c73af94c] ImageMagick_jll v7.1.1+1
[905a6f67] Imath_jll v3.1.11+0
[1d5cc7b8] IntelOpenMP_jll v2024.2.1+0
[aacddb02] JpegTurbo_jll v3.0.4+0
[c1c5ebd0] LAME_jll v3.100.2+0
⌅ [88015f11] LERC_jll v3.0.0+1
[1d63c593] LLVMOpenMP_jll v18.1.7+0
[dd4b983a] LZO_jll v2.10.2+1
⌅ [e9f186c6] Libffi_jll v3.2.2+1
[d4300ac3] Libgcrypt_jll v1.11.0+0
[7e76a0d4] Libglvnd_jll v1.6.0+0
[7add5ba3] Libgpg_error_jll v1.50.0+0
[94ce4f54] Libiconv_jll v1.17.0+1
[4b2f31a3] Libmount_jll v2.40.1+0
⌅ [89763e89] Libtiff_jll v4.4.0+0
[38a345b3] Libuuid_jll v2.40.1+0
⌃ [d3a379c0] LittleCMS_jll v2.12.0+0
[856f044c] MKL_jll v2024.2.0+0
[e7412a2a] Ogg_jll v1.3.5+1
[18a262bb] OpenEXR_jll v3.2.4+0
⌃ [643b3616] OpenJpeg_jll v2.4.0+0
[9bd350c2] OpenSSH_jll v9.9.1+1
[458c3c95] OpenSSL_jll v3.0.15+1
[efe28fd5] OpenSpecFun_jll v0.5.5+0
[91d4177d] Opus_jll v1.3.3+0
[36c8627f] Pango_jll v1.54.1+0
[30392449] Pixman_jll v0.43.4+0
[f50d1b31] Rmath_jll v0.5.1+0
[a2964d1f] Wayland_jll v1.21.0+1
[2381bf8a] Wayland_protocols_jll v1.31.0+0
[02c8fc9c] XML2_jll v2.13.4+0
[aed1982a] XSLT_jll v1.1.41+0
[4f6342f7] Xorg_libX11_jll v1.8.6+0
[0c0b7dd1] Xorg_libXau_jll v1.0.11+0
[935fb764] Xorg_libXcursor_jll v1.2.0+4
[a3789734] Xorg_libXdmcp_jll v1.1.4+0
[1082639a] Xorg_libXext_jll v1.3.6+0
[d091e8ba] Xorg_libXfixes_jll v5.0.3+4
[a51aa0fd] Xorg_libXi_jll v1.7.10+4
[d1454406] Xorg_libXinerama_jll v1.1.4+4
[ec84b674] Xorg_libXrandr_jll v1.5.2+4
[ea2f1a96] Xorg_libXrender_jll v0.9.11+0
[14d82f49] Xorg_libpthread_stubs_jll v0.1.1+0
[c7cfdc94] Xorg_libxcb_jll v1.17.0+0
[cc61e674] Xorg_libxkbfile_jll v1.1.2+0
[35661453] Xorg_xkbcomp_jll v1.4.6+0
[33bec58e] Xorg_xkeyboard_config_jll v2.39.0+0
[c5fb5394] Xorg_xtrans_jll v1.5.0+0
[3161d3a3] Zstd_jll v1.5.6+1
[9a68df92] isoband_jll v0.2.3+0
[a4ae2306] libaom_jll v3.9.0+0
[0ac62f75] libass_jll v0.15.2+0
[1183f4f0] libdecor_jll v0.2.2+0
[f638f0a6] libfdk_aac_jll v2.0.3+0
[b53b4c65] libpng_jll v1.6.44+0
[47bcb7c8] libsass_jll v3.6.6+0
[075b6546] libsixel_jll v1.10.3+1
[f27f6e37] libvorbis_jll v1.3.7+2
[1317d2d5] oneTBB_jll v2021.12.0+0
[1270edf5] x264_jll v10164.0.0+0
⌅ [dfaa095f] x265_jll v3.6.0+0
[d8fb68d0] xkbcommon_jll v1.4.1+1
[0dad84c5] ArgTools v1.1.2
[56f22d72] Artifacts v1.11.0
[2a0f44e3] Base64 v1.11.0
[8bf52ea8] CRC32c v1.11.0
[ade2ca70] Dates v1.11.0
[8ba89e20] Distributed v1.11.0
[f43a241f] Downloads v1.6.0
[7b1f6079] FileWatching v1.11.0
[9fa8497b] Future v1.11.0
[b77e0a4c] InteractiveUtils v1.11.0
[4af54fe1] LazyArtifacts v1.11.0
[b27032c2] LibCURL v0.6.4
[76f85450] LibGit2 v1.11.0
[8f399da3] Libdl v1.11.0
[37e2e46d] LinearAlgebra v1.11.0
[56ddb016] Logging v1.11.0
[d6f4376e] Markdown v1.11.0
[a63ad114] Mmap v1.11.0
[ca575930] NetworkOptions v1.2.0
[44cfe95a] Pkg v1.11.0
[de0858da] Printf v1.11.0
[9abbd945] Profile v1.11.0
[3fa0cd96] REPL v1.11.0
[9a3f8284] Random v1.11.0
[ea8e919c] SHA v0.7.0
[9e88b42a] Serialization v1.11.0
[1a1011a3] SharedArrays v1.11.0
[6462fe0b] Sockets v1.11.0
[2f01184e] SparseArrays v1.11.0
[f489334b] StyledStrings v1.11.0
[4607b0f0] SuiteSparse
[fa267f1f] TOML v1.0.3
[a4e569a6] Tar v1.10.0
[8dfed614] Test v1.11.0
[cf7118a7] UUIDs v1.11.0
[4ec0a83e] Unicode v1.11.0
[e66e0078] CompilerSupportLibraries_jll v1.1.1+0
[deac9b47] LibCURL_jll v8.6.0+0
[e37daf67] LibGit2_jll v1.7.2+0
[29816b5a] LibSSH2_jll v1.11.0+1
[c8ffd9c3] MbedTLS_jll v2.28.6+0
[14a3606d] MozillaCACerts_jll v2023.12.12
[4536629a] OpenBLAS_jll v0.3.27+1
[05823500] OpenLibm_jll v0.8.1+2
[efcefdf7] PCRE2_jll v10.42.0+1
[bea87d4a] SuiteSparse_jll v7.7.0+0
[83775a58] Zlib_jll v1.2.13+1
[8e850b90] libblastrampoline_jll v5.11.0+0
[8e850ede] nghttp2_jll v1.59.0+0
[3f19e933] p7zip_jll v17.4.0+2
Info Packages marked with ⌃ and ⌅ have new versions available. Those with ⌃ may be upgradable, but those with ⌅ are restricted by compatibility constraints from upgrading. To see why use `status --outdated -m`You can also download the manifest file and the project file.