Commit a8636b7f authored by Michael Kuron's avatar Michael Kuron
Browse files

Fix more tests on Ubuntu

parent d62d6806
%% Cell type:code id: tags:
 
``` python
import pytest
pytest.importorskip('pycuda')
```
%% Cell type:code id: tags:
``` python
from lbmpy.session import *
```
 
%% Cell type:markdown id: tags:
 
# Overview: *lbmpy*
 
%% Cell type:markdown id: tags:
 
Welcome to the documentation of the *lbmpy* lattice Boltzmann module! In this document we'll give you an overview over the architecture of the package and will show you different ways to use it. You can find more
hands-on examples on how to set up specific simulations in the tutorial notebooks.
 
You probably already have noticed that this is not a normal website. You are looking at an interactive IPython/Jupyter notebook. That means that the following grey code cells contain valid Python code that can be run interactively. You can run the code cells by hitting Shift+Enter. Make sure to run all of them in order, since variables and state defined in an executed code cell is used by the next cells.
 
## Code generation and its advantages
 
Now, back to *lbmpy*: Whats special about it? *lbmpy* is not just an implementation of different LB schemes in Python. Instead *lbmpy* is a package to generate fast C implementations. This is done by writing down the LB equations in a generic, symbolic way in a computer algebra system. Then the equations can be adapted to the specific problem, rearranged, and simplified. Basically you can think of this step as rewriting the "paper representation" of a method, such that a C programmer with no LB experience can implement it.
At this step one can already insert scenario specific information into the equations, like fixing relaxation rates, stencil, force model or domain sizes, such that the equations can be written in a simpler form that has less floating point operations (FLOPs).
 
*lbmpy* was written after realizing that it is almost impossible to write a generic **and** fast LB code in a language like C++. In principle it is possible to realize abstractions with static polymorphism (in C++: with template meta programming) but in practice this leads to code that is hard to understand and maintain. And for LB schemes there are lots of model and parameters choices that one would like to write down in an abstract way. The following picture shows some of these options one faces when implementing a new LB code:
 
![](../img/feature_optimization_overview.png)
 
%% Cell type:markdown id: tags:
 
Lets illustrate this with a simple example: Lets say you want MRT and cumulant collision operators for a two dimensional (D2Q9) and two different 3D stencils (D3Q19 and D3Q27). It turns out that abstracting the stencil specific code away by introducting a stencil class or even stencil-template-constructs already lead to performance degradations. When the stencil is known at compile time, one can do stencil specific common subexpression elimination that drastically reduces the number of FLOPs. Similar effects are also encountered related to the other implementation choices. Thus in *lbmpy* one completely specifies the LB scheme one wants to have, then the LB equations are simplified and optimized and a shared memory parallel C implementation is generated. In that way all the information one has about the scenario can be used at 'compile time' and the best possible compute kernel is generated.
 
Now, enough of the theory, let's set up a simple simulation. The next cell simulates a lid driven cavity, all domain borders are wall, the upper wall is moving to the right. To run the cell click into and and hit Shift+Enter.
 
%% Cell type:code id: tags:
 
``` python
ldc = create_lid_driven_cavity(domain_size=(100, 40), method='srt', relaxation_rate=1.6)
ldc.run(500)
plt.vector_field(ldc.velocity_slice());
```
 
%%%% Output: display_data
 
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)
 
%% Cell type:markdown id: tags:
 
Executing this cell probably took quite a while to execute, because in the background the method was derived, simplified and compiled. Running a few more timesteps now is faster, since the compiled kernel is already available.
 
%% Cell type:code id: tags:
 
``` python
ldc.run(500)
```
 
%% Cell type:markdown id: tags:
 
Above simulation runs C code, that was created by Python, compiled to a shared library, then loaded again into Python, such that we can call it like a normal Python function. We can actually have a look a the intermediate C code. Remove the comment from the next cell and run it:
 
%% Cell type:code id: tags:
 
``` python
#show_code(ldc.ast)
```
 
%% Cell type:markdown id: tags:
 
Note that this code has the relaxation rate and array sizes inserted as numeric constants. This additional information helps the C compiler to generate faster code. Also, having the code in symbolic form makes it easy to generate code for different platforms as well: C(++) for CPUs, optionally with platform specific SIMD instrinsics or CUDA for Nvidia GPUs. To run the lid driven cavity on GPUs all it takes are the following changes:
 
%% Cell type:code id: tags:
 
``` python
optimization = {'target': 'gpu', 'gpu_indexing_params': {'block_size': (16, 4, 1)}}
ldc_gpu = create_lid_driven_cavity(domain_size=(100, 40, 10), method='srt', relaxation_rate=1.6,
optimization=optimization)
 
print("CPU : %.1f MLUPS, GPU %.1f MLUPS" % (ldc.benchmark(), ldc_gpu.benchmark()))
```
 
%%%% Output: stream
 
CPU : 89.9 MLUPS, GPU 58.6 MLUPS
 
%% Cell type:markdown id: tags:
 
Performance is reported in million lattice cells updates per second (MLUPS), i.e. the larger the faster.
 
%% Cell type:markdown id: tags:
 
In this section we hopefully have convinced you, that code generation is a powerful technique that can give you code flexibility without drawbacks in performance. We have already demonstrated the flexibility with respect to target architecture (CPU, GPU), in the next section we show the flexibility in terms of supported LB methods.
 
%% Cell type:markdown id: tags:
 
## LB schemes
 
In this section we demonstrate how to use advanced LB schemes like multi-relaxation-time, cumulant and entropic schemes.
 
### MRT methods and its special cases
 
For the lid driven cavity above we have used the simplest lattice Boltzmann scheme with a single relaxation time (SRT), sometimes also called BGK scheme. This method relaxes each moment of the particle distribution function with the same relaxation rate. This relaxation rate is used to control the viscosity of the fluid. SRT can be viewed as a special case of the more general multi relaxation time methods, where different moments can be relaxed to equilibrium with a different rate. We get back the SRT operator by choosing all MRT relaxation rates as the same constant. Actually *lbmpy* always uses the MRT representation, and by setting a single relaxation rate for all moments and after a lot of equation simplification steps, an efficient SRT kernel drops out.
 
In a C++ code one would have to implement the SRT special case separately, since the C++ compiler could not do all the simplifications of the MRT code, even if the relaxation rates would be template parameters. This means that one would have to implement a separate SRT, TRT, and MRT kernel.
This is not required here, because of the automatic equation simplification.
 
Let's look at the details of the methods we used above:
 
%% Cell type:code id: tags:
 
``` python
ldc.method
```
 
%%%% Output: execute_result
 
<lbmpy.methods.momentbased.MomentBasedLbMethod at 0x7f2a17e5eba8>
 
%% Cell type:markdown id: tags:
 
All moments are relaxed to their equilibrium values with the same rate. We can easily built a more complex method were we choose different rates to separately control viscosity, bulk viscosity and relaxation of higher order moments:
 
%% Cell type:code id: tags:
 
``` python
mrt_ldc = create_lid_driven_cavity(domain_size=(100, 40), method='mrt3', relaxation_rates=[1.8, 1.5, 1])
mrt_ldc.method
```
 
%%%% Output: execute_result
 
<lbmpy.methods.momentbased.MomentBasedLbMethod at 0x7f2a169b64e0>
 
%% Cell type:markdown id: tags:
 
In principle we can freely choose all entries of above table (as long as the moments are linear independent) and automatically generate a custom MRT implementation.
 
%% Cell type:markdown id: tags:
 
### Modern methods: cumulant and entropic schemes
 
Recently more complex lattice Boltzmann methods have been published that improve the stability of standard methods. We demonstrate this by a setting up a shear flow scenario where the upper half is initialized with velocity to the right and the lower half with a velocity to the left. The y-velocity component is initialized with a very small random value.
 
%% Cell type:code id: tags:
 
``` python
domain_size = (100, 100)
yHalf = domain_size[1]//2
initial_velocity = np.zeros(domain_size + (2,))
initial_velocity[:, :yHalf, 0] = 0.08
initial_velocity[:, yHalf:, 0] = -0.08
initial_velocity[:, :, 1] += np.random.rand(*domain_size) * 1e-5
plt.vector_field(initial_velocity, step=8);
```
 
%%%% Output: display_data
 
![](data:image/png;base64,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)
 
%% Cell type:markdown id: tags:
 
We choose a relaxation rate near the upper limit of 2. Three scenarios are created:
- BGK/SRT collision operator
- cumulant collision operator
- entropic stabilization
 
For the latter two advanced methods the relaxation rates of the higher order moments are chosen as equilibrium (for cumulant) or subject to an entropy condition (for the entropic) scheme.
 
%% Cell type:code id: tags:
 
``` python
rr = 1.995
 
periodic_flow_srt = create_fully_periodic_flow(initial_velocity, relaxation_rate=rr)
periodic_flow_cumulant = create_fully_periodic_flow(initial_velocity, method='mrt3', compressible=True,
relaxation_rates=[rr, rr, 1], cumulant=True)
periodic_flow_entropic = create_fully_periodic_flow(initial_velocity, method='mrt3', compressible=True,
relaxation_rates=[rr, rr, 1], entropic=True)
```
 
%% Cell type:markdown id: tags:
 
Run the following cell to see the results of the three methods after 1000 time steps.
 
%% Cell type:code id: tags:
 
``` python
periodic_flow_entropic.run(1000)
periodic_flow_cumulant.run(1000)
periodic_flow_srt.run(1000)
 
plt.figure(figsize=(20, 5))
plt.subplot(1, 3, 1)
plt.title("SRT")
plt.scalar_field(periodic_flow_srt.velocity[:, :, 0])
plt.subplot(1, 3, 2)
plt.title("Cumulant")
plt.scalar_field(periodic_flow_cumulant.velocity[:, :, 0])
plt.subplot(1, 3, 3)
plt.title("Entropic")
plt.scalar_field(periodic_flow_entropic.velocity[:, :, 0]);
```
 
%%%% Output: display_data
 
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)
 
%% Cell type:markdown id: tags:
 
Now, run above cell another time to simulate further. The simple SRT model will become unstable and yield NaN's.
Both advanced methods run stable.
 
%% Cell type:code id: tags:
 
``` python
domain_size = (300, 300)
yHalf = domain_size[1]//2
initial_velocity = np.zeros(domain_size + (2,))
initial_velocity[:, :yHalf, 0] = 0.08
initial_velocity[:, yHalf:, 0] = -0.08
initial_velocity[:, :, 1] += np.random.rand(*domain_size) * 1e-2
plt.vector_field(initial_velocity, step=8);
 
sc = create_fully_periodic_flow(initial_velocity, relaxation_rate=1.9)
```
 
%%%% Output: display_data
 
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)
 
%% Cell type:code id: tags:
 
``` python
sc.run(4000)
```
 
%% Cell type:code id: tags:
 
``` python
plt.vector_field(sc.velocity[:, :, :], step=8)
```
 
%%%% Output: execute_result
 
<matplotlib.quiver.Quiver at 0x7f29c3a44ba8>
 
%%%% Output: display_data
 
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