From 23c6f48388f0cc5e249ce9981ec8c1598b96175b Mon Sep 17 00:00:00 2001 From: "Oliver K. Ernst" Date: Thu, 20 Jun 2019 13:54:31 -0700 Subject: [PATCH] Added multiple species support and documentation --- README.md | 6 + examples/README.md | 14 + examples/figures/multiple_1d_multispecies.png | Bin 0 -> 50676 bytes .../figures/multiple_1d_multispecies_A.png | Bin 0 -> 16838 bytes .../figures/multiple_1d_multispecies_B.png | Bin 0 -> 16965 bytes examples/histograms_1d.py | 6 +- examples/multiple_1d.py | 6 +- examples/multiple_1d_multispecies.py | 111 +++++++ examples/sample_2d.py | 6 +- examples/simple.py | 1 - examples/simple_multispecies.py | 61 ++++ samplePairsGaussian/__init__.py | 2 + .../prob_calculator_multispecies.py | 53 +++ samplePairsGaussian/sampler.py | 14 +- samplePairsGaussian/sampler_multispecies.py | 305 ++++++++++++++++++ 15 files changed, 568 insertions(+), 17 deletions(-) create mode 100644 examples/figures/multiple_1d_multispecies.png create mode 100644 examples/figures/multiple_1d_multispecies_A.png create mode 100644 examples/figures/multiple_1d_multispecies_B.png create mode 100644 examples/multiple_1d_multispecies.py create mode 100644 examples/simple_multispecies.py create mode 100644 samplePairsGaussian/prob_calculator_multispecies.py create mode 100644 samplePairsGaussian/sampler_multispecies.py diff --git a/README.md b/README.md index fa71696..a35b28e 100644 --- a/README.md +++ b/README.md @@ -44,6 +44,12 @@ A key way this library reduces computational cost is by introducing a cutoff for In general, we avoid all use of for loops, and rely extensively on array operations using numpy. +### Multiple species + +Multiple species are also supported, where we have multiple species but want to draw two particles of the **same species** (two particles of any species can be done by simply ignoring the species labels). + +Specifically, the classes `ProbCalculatorMultiSpecies` and `SamplerMultiSpecies` implement this. + ## Examples See the [examples](examples) folder. diff --git a/examples/README.md b/examples/README.md index 10a6705..49791fd 100644 --- a/examples/README.md +++ b/examples/README.md @@ -67,3 +67,17 @@ The module supports points in any spatial dimension, although samples are more d For each particle, the average distance to the neighbor it was drawn with. At the outer edge, particles are not drawn because the chosen std. dev. (=1.0) is too small (for these particle, no other particle is close enough to be drawn). At the center, where many draws occur (see previous figure), the length scale is related to the chosen std. dev. of the Gaussian. As we move closer to the edge, the average distance between sampled pairs increases (although the count of draws for these particles decreases as shown in the previous figure) because particles become more sparse. + +## Multiple species + +Drawing two particles of the **same species** from a collection of multiple species is also supported. + +A simple example is `simple_multispecies.py`, which should be the self-explanatory generalization of `simple.py`. + +A further example is `multiple_1d_multispecies.py`, where two populations `A`,`B` exist. + + + + + +where `A` is in red and `B` in blue. diff --git a/examples/figures/multiple_1d_multispecies.png b/examples/figures/multiple_1d_multispecies.png new file mode 100644 index 0000000000000000000000000000000000000000..6f494a26848605078017cd87d485d4412fda1068 GIT binary patch literal 50676 zcmeFZWmJ@J^fpQef*2s(N=SpGbScu^($d}CDbn2~NOyOMFd$vhB{6hJGsJt3zyEvA 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