diff --git a/apps/tutorials/codegen/02_LBMLatticeModelGeneration.dox b/apps/tutorials/codegen/02_LBMLatticeModelGeneration.dox
index 06271369fefe50f08836b2dd1ea91ec3f5bfeede..3166cc5001965b1586ec3622f6dea04c7454cb65 100644
--- a/apps/tutorials/codegen/02_LBMLatticeModelGeneration.dox
+++ b/apps/tutorials/codegen/02_LBMLatticeModelGeneration.dox
@@ -31,7 +31,7 @@ from pystencils_walberla import CodeGeneration, generate_pack_info_from_kernel
from lbmpy_walberla import generate_lattice_model
\endcode
-First, we define a few general parameters. These include the stencil (D2Q9) and the memory layout (`fzyx`, see \ref tutorial_codegen01 ). We define a SymPy symbol for the relaxation rate \f$ \omega \f$. This means we can later set it to a specific value from the waLBerla code. A dictionary with optimization parameters is also set up. Here, we define the compilation target, enable global common subexpression elimination (`cse_global`) and set the PDF field's memory layout. In general, the target could be set to `gpu` to create a CUDA implementation, but this is currently not possible for creating a `LatticeModel` class.
+First, we define a few general parameters. These include the stencil (D2Q9) and the memory layout (`fzyx`, see \ref tutorial_codegen01 ). We define a SymPy symbol for the relaxation rate \f$ \omega \f$. This means we can later set it to a specific value from the waLBerla code. A dictionary with optimization parameters is also set up. Here, we enable global common subexpression elimination (`cse_global`) and set the PDF field's memory layout.
\code
stencil = 'D2Q9'
omega = sp.Symbol('omega')
diff --git a/apps/tutorials/codegen/02_LBMLatticeModelGeneration.py b/apps/tutorials/codegen/02_LBMLatticeModelGeneration.py
index 97dd55b3781279564770b7dbd25c93e9e29eee96..39deba33e739693965d7bc8119e013265342dbdf 100644
--- a/apps/tutorials/codegen/02_LBMLatticeModelGeneration.py
+++ b/apps/tutorials/codegen/02_LBMLatticeModelGeneration.py
@@ -14,7 +14,7 @@ omega = sp.Symbol('omega')
layout = 'fzyx'
# Optimizations to be used by the code generator
-optimizations = {'target': 'cpu', 'cse_global': True, 'field_layout': layout}
+optimizations = {'cse_global': True, 'field_layout': layout}
# ===========================
# SRT Method Definition
diff --git a/apps/tutorials/codegen/03_AdvancedLBMCodegen.py b/apps/tutorials/codegen/03_AdvancedLBMCodegen.py
index 400237e63697473e2e28d4713a3536129a341635..a397909805f5fb18f1f1d3a9235717219d7bdc7d 100644
--- a/apps/tutorials/codegen/03_AdvancedLBMCodegen.py
+++ b/apps/tutorials/codegen/03_AdvancedLBMCodegen.py
@@ -9,70 +9,64 @@ from pystencils_walberla import CodeGeneration, generate_sweep, generate_pack_in
from lbmpy_walberla import generate_boundary
-with CodeGeneration() as ctx:
-
- # ========================
- # Target Selection
- # ========================
-
- if ctx.cuda:
- target = 'gpu'
- else:
- target = 'cpu'
+# ========================
+# General Parameters
+# ========================
- # ========================
- # General Parameters
- # ========================
+stencil = 'D2Q9'
+omega = sp.Symbol('omega')
+layout = 'fzyx'
- stencil = 'D2Q9'
- omega = sp.Symbol('omega')
- layout = 'fzyx'
+# PDF Fields
+pdfs, pdfs_tmp = ps.fields('pdfs(9), pdfs_tmp(9): [2D]', layout=layout)
- # PDF Fields
- pdfs, pdfs_tmp = ps.fields('pdfs(9), pdfs_tmp(9): [2D]', layout=layout)
+# Velocity Output Field
+velocity = ps.fields("velocity(2): [2D]", layout=layout)
+output = {'velocity': velocity}
- # Velocity Output Field
- velocity = ps.fields("velocity(2): [2D]", layout=layout)
- output = {'velocity': velocity}
+# Optimization
+optimization = {'cse_global': True,
+ 'symbolic_field': pdfs,
+ 'symbolic_temporary_field': pdfs_tmp,
+ 'field_layout': layout}
- # Optimization
- optimization = {'target': target,
- 'cse_global': True,
- 'symbolic_field': pdfs,
- 'symbolic_temporary_field': pdfs_tmp,
- 'field_layout': layout}
+# ==================
+# Method Setup
+# ==================
- # ==================
- # Method Setup
- # ==================
+lbm_params = {'stencil': stencil,
+ 'method': 'mrt_raw',
+ 'relaxation_rates': [0, 0, 0, omega, omega, omega, 1, 1, 1],
+ 'cumulant': True,
+ 'compressible': True}
- lbm_params = {'stencil': stencil,
- 'method': 'mrt_raw',
- 'relaxation_rates': [0, 0, 0, omega, omega, omega, 1, 1, 1],
- 'cumulant': True,
- 'compressible': True}
+lbm_update_rule = create_lb_update_rule(optimization=optimization,
+ output=output,
+ **lbm_params)
- lbm_update_rule = create_lb_update_rule(optimization=optimization,
- output=output,
- **lbm_params)
+lbm_method = lbm_update_rule.method
- lbm_method = lbm_update_rule.method
+# ========================
+# PDF Initialization
+# ========================
- # ========================
- # PDF Initialization
- # ========================
+initial_rho = sp.Symbol('rho_0')
- initial_rho = sp.Symbol('rho_0')
+pdfs_setter = macroscopic_values_setter(lbm_method,
+ initial_rho,
+ velocity.center_vector,
+ pdfs.center_vector)
- pdfs_setter = macroscopic_values_setter(lbm_method,
- initial_rho,
- velocity.center_vector,
- pdfs.center_vector)
+# =====================
+# Code Generation
+# =====================
- # =====================
- # Code Generation
- # =====================
+with CodeGeneration() as ctx:
+ if ctx.cuda:
+ target = 'gpu'
+ else:
+ target = 'cpu'
# LBM Sweep
generate_sweep(ctx, "CumulantMRTSweep", lbm_update_rule, field_swaps=[(pdfs, pdfs_tmp)], target=target)