From e2d348fac9e868f5831fd3edaf51205960f53faf Mon Sep 17 00:00:00 2001
From: Jakob Fritz <j.fritz@fz-juelich.de>
Date: Mon, 8 May 2023 08:42:09 +0200
Subject: [PATCH 1/5] Now the links seem correct when build locally

---
 docs/source/projects/doc_SDC_showdown.rst          |  4 ++--
 docs/source/projects/doc_asympconv.rst             |  8 ++++----
 docs/source/projects/doc_fput.rst                  |  8 ++++----
 docs/source/projects/doc_fwsw_acoustic.rst         |  6 +++---
 docs/source/projects/doc_fwsw_boussinesq.rst       |  2 +-
 docs/source/projects/doc_fwsw_theory.rst           | 14 +++++++-------
 docs/source/projects/doc_hamiltonian_simple.rst    |  4 ++--
 docs/source/projects/doc_parallelSDC_nonlinear.rst |  4 ++--
 .../projects/doc_parallelSDC_preconditioner.rst    |  8 ++++----
 .../doc_parallelSDC_preconditioner_MPI.rst         |  8 ++++----
 docs/source/projects/doc_solar_system.rst          |  8 ++++----
 docs/source/tutorial/doc_step_1_B.rst              |  2 +-
 docs/source/tutorial/doc_step_1_D.rst              |  2 +-
 docs/source/tutorial/doc_step_8_A.rst              |  2 +-
 docs/source/tutorial/doc_step_8_B.rst              |  4 ++--
 15 files changed, 42 insertions(+), 42 deletions(-)

diff --git a/docs/source/projects/doc_SDC_showdown.rst b/docs/source/projects/doc_SDC_showdown.rst
index 5898562872..d597621921 100644
--- a/docs/source/projects/doc_SDC_showdown.rst
+++ b/docs/source/projects/doc_SDC_showdown.rst
@@ -4,7 +4,7 @@ Full code: `pySDC/projects/SDC_showdown/SDC_timing_Fisher.py <https://github.com
 
 Results:
 
-.. image:: ../data/timings_SDC_variants_Fisher.png
+.. image:: ../../data/timings_SDC_variants_Fisher.png
    :scale: 100 %
 
 
@@ -14,5 +14,5 @@ Full code: `pySDC/projects/SDC_showdown/SDC_timing_GrayScott.py <https://github.
 
 Results:
 
-.. image:: ../data/timings_SDC_variants_GrayScott.png
+.. image:: ../../data/timings_SDC_variants_GrayScott.png
    :scale: 100 %
diff --git a/docs/source/projects/doc_asympconv.rst b/docs/source/projects/doc_asympconv.rst
index 9e2b291b11..a36b287742 100644
--- a/docs/source/projects/doc_asympconv.rst
+++ b/docs/source/projects/doc_asympconv.rst
@@ -1,14 +1,14 @@
 Results:
 
-.. image:: ../data/conv_test_niter_NS3.png
+.. image:: ../../data/conv_test_niter_NS3.png
    :width: 19%
 
-.. image:: ../data/conv_test_niter_NS2.png
+.. image:: ../../data/conv_test_niter_NS2.png
    :width: 19%
 
-.. image:: ../data/conv_test_niter_Linf_diffusion.png
+.. image:: ../../data/conv_test_niter_Linf_diffusion.png
    :width: 19%
 
-.. image:: ../data/conv_test_niter_Linf_advection.png
+.. image:: ../../data/conv_test_niter_Linf_advection.png
    :width: 19%
 
diff --git a/docs/source/projects/doc_fput.rst b/docs/source/projects/doc_fput.rst
index 09f41671b6..873c7d2b0e 100644
--- a/docs/source/projects/doc_fput.rst
+++ b/docs/source/projects/doc_fput.rst
@@ -6,11 +6,11 @@ Results:
 
 .. literalinclude:: ./data/fput_out.txt
 
-.. image:: ../data/fput_hamiltonian.png
+.. image:: ../../data/fput_hamiltonian.png
    :scale: 100 %
-.. image:: ../data/fput_positions.png
+.. image:: ../../data/fput_positions.png
    :scale: 100 %
-.. image:: ../data/fput_energy.png
+.. image:: ../../data/fput_energy.png
    :scale: 100 %
-.. image:: ../data/fput_energy_full.png
+.. image:: ../../data/fput_energy_full.png
    :scale: 100 %
\ No newline at end of file
diff --git a/docs/source/projects/doc_fwsw_acoustic.rst b/docs/source/projects/doc_fwsw_acoustic.rst
index 6c2ccf791d..08f7d4f7e7 100644
--- a/docs/source/projects/doc_fwsw_acoustic.rst
+++ b/docs/source/projects/doc_fwsw_acoustic.rst
@@ -1,10 +1,10 @@
 Results:
 
-.. image:: ../data/convergence.png
+.. image:: ../../data/convergence.png
    :width: 19%
 
-.. image:: ../data/iteration.png
+.. image:: ../../data/iteration.png
    :width: 19%
 
-.. image:: ../data/multiscale-K2-M2.png
+.. image:: ../../data/multiscale-K2-M2.png
    :width: 19%
diff --git a/docs/source/projects/doc_fwsw_boussinesq.rst b/docs/source/projects/doc_fwsw_boussinesq.rst
index ce1b543b6d..17fa7e3601 100644
--- a/docs/source/projects/doc_fwsw_boussinesq.rst
+++ b/docs/source/projects/doc_fwsw_boussinesq.rst
@@ -1,4 +1,4 @@
 Results (generated with `plotgmrescounter_boussinesq.py <https://github.com/Parallel-in-Time/pySDC/blob/master/pySDC/projects/FastWaveSlowWave/plotgmrescounter_boussinesq.py>`_):
 
-.. image:: ../data/boussinesq.png
+.. image:: ../../data/boussinesq.png
    :width: 19%
diff --git a/docs/source/projects/doc_fwsw_theory.rst b/docs/source/projects/doc_fwsw_theory.rst
index da33d5d29c..2fa4991ae4 100644
--- a/docs/source/projects/doc_fwsw_theory.rst
+++ b/docs/source/projects/doc_fwsw_theory.rst
@@ -1,22 +1,22 @@
 Results:
 
-.. image:: ../data/stifflimit-specrad.png
+.. image:: ../../data/stifflimit-specrad.png
    :width: 19%
 
-.. image:: ../data/stifflimit-norm.png
+.. image:: ../../data/stifflimit-norm.png
    :width: 19%
 
-.. image:: ../data/stability-K3-M3.png
+.. image:: ../../data/stability-K3-M3.png
    :width: 19%
 
-.. image:: ../data/stab_vs_k_resolved.png
+.. image:: ../../data/stab_vs_k_resolved.png
    :width: 19%
 
-.. image:: ../data/stab_vs_k_unresolved.png
+.. image:: ../../data/stab_vs_k_unresolved.png
    :width: 19%
 
-.. image:: ../data/phase-K3-M3.png
+.. image:: ../../data/phase-K3-M3.png
    :width: 19%
 
-.. image:: ../data/ampfactor-K3-M3.png
+.. image:: ../../data/ampfactor-K3-M3.png
    :width: 19%
\ No newline at end of file
diff --git a/docs/source/projects/doc_hamiltonian_simple.rst b/docs/source/projects/doc_hamiltonian_simple.rst
index 84e2ced171..3de4c3603d 100644
--- a/docs/source/projects/doc_hamiltonian_simple.rst
+++ b/docs/source/projects/doc_hamiltonian_simple.rst
@@ -4,10 +4,10 @@ Full code: `pySDC/projects/Hamiltonian/simple_problems.py <https://github.com/Pa
 
 Results:
 
-.. image:: ../data/harmonic_hamiltonian.png
+.. image:: ../../data/harmonic_hamiltonian.png
    :scale: 50 %
 
-.. image:: ../data/henonheiles_hamiltonian.png
+.. image:: ../../data/henonheiles_hamiltonian.png
    :scale: 50 %
 
 
diff --git a/docs/source/projects/doc_parallelSDC_nonlinear.rst b/docs/source/projects/doc_parallelSDC_nonlinear.rst
index 422db481d7..e4f9c76f20 100644
--- a/docs/source/projects/doc_parallelSDC_nonlinear.rst
+++ b/docs/source/projects/doc_parallelSDC_nonlinear.rst
@@ -8,7 +8,7 @@ Results:
 
 Results:
 
-.. image:: ../data/parallelSDC_fisher.png
+.. image:: ../../data/parallelSDC_fisher.png
    :scale: 100 %
 
 Full code: `pySDC/projects/parallelSDC/newton_vs_sdc.py <https://github.com/Parallel-in-Time/pySDC/blob/master/pySDC/projects/parallelSDC/newton_vs_sdc.py>`_
@@ -17,5 +17,5 @@ Full code: `pySDC/projects/parallelSDC/newton_vs_sdc.py <https://github.com/Para
 
 Results:
 
-.. image:: ../data/parallelSDC_fisher_newton.png
+.. image:: ../../data/parallelSDC_fisher_newton.png
    :scale: 100 %
diff --git a/docs/source/projects/doc_parallelSDC_preconditioner.rst b/docs/source/projects/doc_parallelSDC_preconditioner.rst
index f3e42623c1..5101e5f55a 100644
--- a/docs/source/projects/doc_parallelSDC_preconditioner.rst
+++ b/docs/source/projects/doc_parallelSDC_preconditioner.rst
@@ -4,15 +4,15 @@ Full code: `pySDC/projects/parallelSDC/preconditioner_playground.py <https://git
 
 Results:
 
-.. image:: ../data/parallelSDC_preconditioner_heat.png
+.. image:: ../../data/parallelSDC_preconditioner_heat.png
    :scale: 100 %
 
-.. image:: ../data/parallelSDC_preconditioner_advection.png
+.. image:: ../../data/parallelSDC_preconditioner_advection.png
    :scale: 100 %
 
-.. image:: ../data/parallelSDC_preconditioner_vanderpol.png
+.. image:: ../../data/parallelSDC_preconditioner_vanderpol.png
    :scale: 100 %
 
-.. image:: ../data/parallelSDC_preconditioner_fisher.png
+.. image:: ../../data/parallelSDC_preconditioner_fisher.png
    :scale: 100 %
 
diff --git a/docs/source/projects/doc_parallelSDC_preconditioner_MPI.rst b/docs/source/projects/doc_parallelSDC_preconditioner_MPI.rst
index c0d08d9e9c..9d7501bebc 100644
--- a/docs/source/projects/doc_parallelSDC_preconditioner_MPI.rst
+++ b/docs/source/projects/doc_parallelSDC_preconditioner_MPI.rst
@@ -4,15 +4,15 @@ Full code: `pySDC/projects/parallelSDC/preconditioner_playground_MPI.py <https:/
 
 Results:
 
-.. image:: ../data/parallelSDC_preconditioner_MPI_heat.png
+.. image:: ../../data/parallelSDC_preconditioner_MPI_heat.png
    :scale: 100 %
 
-.. image:: ../data/parallelSDC_preconditioner_MPI_advection.png
+.. image:: ../../data/parallelSDC_preconditioner_MPI_advection.png
    :scale: 100 %
 
-.. image:: ../data/parallelSDC_preconditioner_MPI_vanderpol.png
+.. image:: ../../data/parallelSDC_preconditioner_MPI_vanderpol.png
    :scale: 100 %
 
-.. image:: ../data/parallelSDC_preconditioner_MPI_fisher.png
+.. image:: ../../data/parallelSDC_preconditioner_MPI_fisher.png
    :scale: 100 %
 
diff --git a/docs/source/projects/doc_solar_system.rst b/docs/source/projects/doc_solar_system.rst
index b4e29f43e8..bf50eafbd0 100644
--- a/docs/source/projects/doc_solar_system.rst
+++ b/docs/source/projects/doc_solar_system.rst
@@ -6,14 +6,14 @@ Results:
 
 .. literalinclude:: ./data/outer_solar_system_out.txt
 
-.. image:: ../data/outer_solar_system_hamiltonian.png
+.. image:: ../../data/outer_solar_system_hamiltonian.png
    :scale: 100 %
-.. image:: ../data/outer_solar_system_positions.png
+.. image:: ../../data/outer_solar_system_positions.png
    :scale: 100 %
 
 .. literalinclude:: ./data/full_solar_system_out.txt
 
-.. image:: ../data/full_solar_system_hamiltonian.png
+.. image:: ../../data/full_solar_system_hamiltonian.png
    :scale: 100 %
-.. image:: ../data/full_solar_system_positions.png
+.. image:: ../../data/full_solar_system_positions.png
    :scale: 100 %
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_1_B.rst b/docs/source/tutorial/doc_step_1_B.rst
index 78a78c9a50..8cd026cb5a 100644
--- a/docs/source/tutorial/doc_step_1_B.rst
+++ b/docs/source/tutorial/doc_step_1_B.rst
@@ -6,5 +6,5 @@ Results:
 
 .. literalinclude:: ./data/step_1_B_out.txt
 
-.. image:: ../data/step_1_accuracy_test_space.png
+.. image:: ../../data/step_1_accuracy_test_space.png
    :scale: 50 %
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_1_D.rst b/docs/source/tutorial/doc_step_1_D.rst
index 4c88e23cea..da89f7a7e8 100644
--- a/docs/source/tutorial/doc_step_1_D.rst
+++ b/docs/source/tutorial/doc_step_1_D.rst
@@ -6,5 +6,5 @@ Results:
 
 .. literalinclude:: ./data/step_1_D_out.txt
 
-.. image:: ../data/step_1_accuracy_test_coll.png
+.. image:: ../../data/step_1_accuracy_test_coll.png
    :scale: 50 %
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_8_A.rst b/docs/source/tutorial/doc_step_8_A.rst
index 6a64afeeae..7d44ca76c0 100644
--- a/docs/source/tutorial/doc_step_8_A.rst
+++ b/docs/source/tutorial/doc_step_8_A.rst
@@ -6,5 +6,5 @@ Results:
 
 .. literalinclude:: ./data/step_8_A_out.txt
 
-.. image:: ../data/step_8_residuals.png
+.. image:: ../../data/step_8_residuals.png
    :scale: 50 %
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_8_B.rst b/docs/source/tutorial/doc_step_8_B.rst
index fcf2bf420a..6325f94489 100644
--- a/docs/source/tutorial/doc_step_8_B.rst
+++ b/docs/source/tutorial/doc_step_8_B.rst
@@ -6,8 +6,8 @@ Results:
 
 .. literalinclude:: ./data/step_8_B_out.txt
 
-.. image:: ../data/step_8_residuals_mssdc_jac.png
+.. image:: ../../data/step_8_residuals_mssdc_jac.png
    :scale: 50 %
 
-.. image:: ../data/step_8_residuals_mssdc_gs.png
+.. image:: ../../data/step_8_residuals_mssdc_gs.png
    :scale: 50 %
\ No newline at end of file

From 4ec4edf07d8612d54a9309060543533064a8a2d1 Mon Sep 17 00:00:00 2001
From: Jakob Fritz <j.fritz@fz-juelich.de>
Date: Mon, 8 May 2023 09:53:32 +0200
Subject: [PATCH 2/5] Updated paths to included text

---
 docs/source/projects/doc_fput.rst                    | 2 +-
 docs/source/projects/doc_matrixPFASST_matrix.rst     | 2 +-
 docs/source/projects/doc_matrixPFASST_propagator.rst | 2 +-
 docs/source/projects/doc_parallelSDC_nonlinear.rst   | 2 +-
 docs/source/projects/doc_solar_system.rst            | 4 ++--
 docs/source/tutorial/doc_step_1_B.rst                | 2 +-
 docs/source/tutorial/doc_step_8_A.rst                | 2 +-
 docs/source/tutorial/doc_step_8_B.rst                | 2 +-
 docs/source/tutorial/doc_step_8_C.rst                | 2 +-
 9 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/docs/source/projects/doc_fput.rst b/docs/source/projects/doc_fput.rst
index 873c7d2b0e..0fc6dfbafe 100644
--- a/docs/source/projects/doc_fput.rst
+++ b/docs/source/projects/doc_fput.rst
@@ -4,7 +4,7 @@ Full code: `pySDC/projects/Hamiltonian/fput.py <https://github.com/Parallel-in-T
 
 Results:
 
-.. literalinclude:: ./data/fput_out.txt
+.. literalinclude:: ../../../docs/build/html/data/fput_out.txt
 
 .. image:: ../../data/fput_hamiltonian.png
    :scale: 100 %
diff --git a/docs/source/projects/doc_matrixPFASST_matrix.rst b/docs/source/projects/doc_matrixPFASST_matrix.rst
index b6462ffbe7..9729301109 100644
--- a/docs/source/projects/doc_matrixPFASST_matrix.rst
+++ b/docs/source/projects/doc_matrixPFASST_matrix.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/projects/matrixPFASST/compare_to_matrixbased.py <https://githu
 
 Results:
 
-.. literalinclude:: ./data/comparison_matrix_vs_nomat_detail.txt
+.. literalinclude:: ../../../docs/build/html/data/comparison_matrix_vs_nomat_detail.txt
diff --git a/docs/source/projects/doc_matrixPFASST_propagator.rst b/docs/source/projects/doc_matrixPFASST_propagator.rst
index 366c4f6449..1f5a21ec43 100644
--- a/docs/source/projects/doc_matrixPFASST_propagator.rst
+++ b/docs/source/projects/doc_matrixPFASST_propagator.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/projects/matrixPFASST/compare_to_propagator.py <https://github
 
 Results:
 
-.. literalinclude:: ./data/comparison_matrix_vs_propagator_detail.txt
+.. literalinclude:: ../../../docs/build/html/data/comparison_matrix_vs_propagator_detail.txt
diff --git a/docs/source/projects/doc_parallelSDC_nonlinear.rst b/docs/source/projects/doc_parallelSDC_nonlinear.rst
index e4f9c76f20..177ce1eb96 100644
--- a/docs/source/projects/doc_parallelSDC_nonlinear.rst
+++ b/docs/source/projects/doc_parallelSDC_nonlinear.rst
@@ -4,7 +4,7 @@ Full code: `pySDC/projects/parallelSDC/nonlinear_playground.py <https://github.c
 
 Results:
 
-.. literalinclude:: ./data/parallelSDC_nonlinear_out.txt
+.. literalinclude:: ../../../docs/build/html/data/parallelSDC_nonlinear_out.txt
 
 Results:
 
diff --git a/docs/source/projects/doc_solar_system.rst b/docs/source/projects/doc_solar_system.rst
index bf50eafbd0..dd8db13e94 100644
--- a/docs/source/projects/doc_solar_system.rst
+++ b/docs/source/projects/doc_solar_system.rst
@@ -4,14 +4,14 @@ Full code: `pySDC/projects/Hamiltonian/solar_system.py <https://github.com/Paral
 
 Results:
 
-.. literalinclude:: ./data/outer_solar_system_out.txt
+.. literalinclude:: ../../../docs/build/html/data/outer_solar_system_out.txt
 
 .. image:: ../../data/outer_solar_system_hamiltonian.png
    :scale: 100 %
 .. image:: ../../data/outer_solar_system_positions.png
    :scale: 100 %
 
-.. literalinclude:: ./data/full_solar_system_out.txt
+.. literalinclude:: ../../../docs/build/html/data/full_solar_system_out.txt
 
 .. image:: ../../data/full_solar_system_hamiltonian.png
    :scale: 100 %
diff --git a/docs/source/tutorial/doc_step_1_B.rst b/docs/source/tutorial/doc_step_1_B.rst
index 8cd026cb5a..50c6c0e36e 100644
--- a/docs/source/tutorial/doc_step_1_B.rst
+++ b/docs/source/tutorial/doc_step_1_B.rst
@@ -4,7 +4,7 @@ Full code: `pySDC/tutorial/step_1/B_spatial_accuracy_check.py <https://github.co
 
 Results:
 
-.. literalinclude:: ./data/step_1_B_out.txt
+.. literalinclude:: ../../../docs/build/html/data/step_1_B_out.txt
 
 .. image:: ../../data/step_1_accuracy_test_space.png
    :scale: 50 %
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_8_A.rst b/docs/source/tutorial/doc_step_8_A.rst
index 7d44ca76c0..529a189848 100644
--- a/docs/source/tutorial/doc_step_8_A.rst
+++ b/docs/source/tutorial/doc_step_8_A.rst
@@ -4,7 +4,7 @@ Full code: `pySDC/tutorial/step_8/A_visualize_residuals.py <https://github.com/P
 
 Results:
 
-.. literalinclude:: ./data/step_8_A_out.txt
+.. literalinclude:: ../../../docs/build/html/data/step_8_A_out.txt
 
 .. image:: ../../data/step_8_residuals.png
    :scale: 50 %
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_8_B.rst b/docs/source/tutorial/doc_step_8_B.rst
index 6325f94489..8f9905ce42 100644
--- a/docs/source/tutorial/doc_step_8_B.rst
+++ b/docs/source/tutorial/doc_step_8_B.rst
@@ -4,7 +4,7 @@ Full code: `pySDC/tutorial/step_8/B_multistep_SDC.py <https://github.com/Paralle
 
 Results:
 
-.. literalinclude:: ./data/step_8_B_out.txt
+.. literalinclude:: ../../../docs/build/html/data/step_8_B_out.txt
 
 .. image:: ../../data/step_8_residuals_mssdc_jac.png
    :scale: 50 %
diff --git a/docs/source/tutorial/doc_step_8_C.rst b/docs/source/tutorial/doc_step_8_C.rst
index 7c79d6c4df..a515d04836 100644
--- a/docs/source/tutorial/doc_step_8_C.rst
+++ b/docs/source/tutorial/doc_step_8_C.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_8/C_iteration_estimator.py <https://github.com/P
 
 Results:
 
-.. literalinclude:: ./data/step_8_C_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../docs/build/html/data/step_8_C_out.txt
\ No newline at end of file

From f296202c12b8dacbfd2bd2ce2eb5954533bf26c3 Mon Sep 17 00:00:00 2001
From: Jakob Fritz <j.fritz@fz-juelich.de>
Date: Mon, 8 May 2023 10:28:10 +0200
Subject: [PATCH 3/5] Updated path for literal includes and images

Now it also links to the data-dir in docs/build/html
---
 docs/source/projects/doc_SDC_showdown.rst          |  4 ++--
 docs/source/projects/doc_asympconv.rst             |  8 ++++----
 docs/source/projects/doc_fput.rst                  |  8 ++++----
 docs/source/projects/doc_fwsw_acoustic.rst         |  6 +++---
 docs/source/projects/doc_fwsw_boussinesq.rst       |  2 +-
 docs/source/projects/doc_fwsw_theory.rst           | 14 +++++++-------
 docs/source/projects/doc_hamiltonian_simple.rst    |  4 ++--
 docs/source/projects/doc_parallelSDC_nonlinear.rst |  4 ++--
 .../projects/doc_parallelSDC_preconditioner.rst    |  8 ++++----
 .../doc_parallelSDC_preconditioner_MPI.rst         |  8 ++++----
 docs/source/projects/doc_solar_system.rst          |  8 ++++----
 docs/source/tutorial/doc_step_1_A.rst              |  2 +-
 docs/source/tutorial/doc_step_1_B.rst              |  2 +-
 docs/source/tutorial/doc_step_1_C.rst              |  2 +-
 docs/source/tutorial/doc_step_1_D.rst              |  4 ++--
 docs/source/tutorial/doc_step_2_A.rst              |  2 +-
 docs/source/tutorial/doc_step_2_B.rst              |  2 +-
 docs/source/tutorial/doc_step_2_C.rst              |  2 +-
 docs/source/tutorial/doc_step_3_A.rst              |  2 +-
 docs/source/tutorial/doc_step_3_B.rst              |  2 +-
 docs/source/tutorial/doc_step_3_C.rst              |  2 +-
 docs/source/tutorial/doc_step_4_A.rst              |  2 +-
 docs/source/tutorial/doc_step_4_B.rst              |  2 +-
 docs/source/tutorial/doc_step_4_C.rst              |  2 +-
 docs/source/tutorial/doc_step_4_D.rst              |  2 +-
 docs/source/tutorial/doc_step_5_A.rst              |  2 +-
 docs/source/tutorial/doc_step_5_B.rst              |  2 +-
 docs/source/tutorial/doc_step_5_C.rst              |  2 +-
 docs/source/tutorial/doc_step_6_A.rst              |  4 ++--
 docs/source/tutorial/doc_step_6_B.rst              |  2 +-
 docs/source/tutorial/doc_step_6_C.rst              |  4 ++--
 docs/source/tutorial/doc_step_7_A.rst              |  2 +-
 docs/source/tutorial/doc_step_7_B.rst              |  2 +-
 docs/source/tutorial/doc_step_7_C.rst              |  6 +++---
 docs/source/tutorial/doc_step_8_A.rst              |  2 +-
 docs/source/tutorial/doc_step_8_B.rst              |  4 ++--
 pySDC/projects/PinTSimE/README.rst                 |  6 +++---
 pySDC/projects/Resilience/README.rst               | 14 +++++++-------
 38 files changed, 78 insertions(+), 78 deletions(-)

diff --git a/docs/source/projects/doc_SDC_showdown.rst b/docs/source/projects/doc_SDC_showdown.rst
index d597621921..177b6a2f7c 100644
--- a/docs/source/projects/doc_SDC_showdown.rst
+++ b/docs/source/projects/doc_SDC_showdown.rst
@@ -4,7 +4,7 @@ Full code: `pySDC/projects/SDC_showdown/SDC_timing_Fisher.py <https://github.com
 
 Results:
 
-.. image:: ../../data/timings_SDC_variants_Fisher.png
+.. image:: ../../../docs/build/html/data/timings_SDC_variants_Fisher.png
    :scale: 100 %
 
 
@@ -14,5 +14,5 @@ Full code: `pySDC/projects/SDC_showdown/SDC_timing_GrayScott.py <https://github.
 
 Results:
 
-.. image:: ../../data/timings_SDC_variants_GrayScott.png
+.. image:: ../../../docs/build/html/data/timings_SDC_variants_GrayScott.png
    :scale: 100 %
diff --git a/docs/source/projects/doc_asympconv.rst b/docs/source/projects/doc_asympconv.rst
index a36b287742..9ce2772bed 100644
--- a/docs/source/projects/doc_asympconv.rst
+++ b/docs/source/projects/doc_asympconv.rst
@@ -1,14 +1,14 @@
 Results:
 
-.. image:: ../../data/conv_test_niter_NS3.png
+.. image:: ../../../docs/build/html/data/conv_test_niter_NS3.png
    :width: 19%
 
-.. image:: ../../data/conv_test_niter_NS2.png
+.. image:: ../../../docs/build/html/data/conv_test_niter_NS2.png
    :width: 19%
 
-.. image:: ../../data/conv_test_niter_Linf_diffusion.png
+.. image:: ../../../docs/build/html/data/conv_test_niter_Linf_diffusion.png
    :width: 19%
 
-.. image:: ../../data/conv_test_niter_Linf_advection.png
+.. image:: ../../../docs/build/html/data/conv_test_niter_Linf_advection.png
    :width: 19%
 
diff --git a/docs/source/projects/doc_fput.rst b/docs/source/projects/doc_fput.rst
index 0fc6dfbafe..86f033c136 100644
--- a/docs/source/projects/doc_fput.rst
+++ b/docs/source/projects/doc_fput.rst
@@ -6,11 +6,11 @@ Results:
 
 .. literalinclude:: ../../../docs/build/html/data/fput_out.txt
 
-.. image:: ../../data/fput_hamiltonian.png
+.. image:: ../../../docs/build/html/data/fput_hamiltonian.png
    :scale: 100 %
-.. image:: ../../data/fput_positions.png
+.. image:: ../../../docs/build/html/data/fput_positions.png
    :scale: 100 %
-.. image:: ../../data/fput_energy.png
+.. image:: ../../../docs/build/html/data/fput_energy.png
    :scale: 100 %
-.. image:: ../../data/fput_energy_full.png
+.. image:: ../../../docs/build/html/data/fput_energy_full.png
    :scale: 100 %
\ No newline at end of file
diff --git a/docs/source/projects/doc_fwsw_acoustic.rst b/docs/source/projects/doc_fwsw_acoustic.rst
index 08f7d4f7e7..da67857867 100644
--- a/docs/source/projects/doc_fwsw_acoustic.rst
+++ b/docs/source/projects/doc_fwsw_acoustic.rst
@@ -1,10 +1,10 @@
 Results:
 
-.. image:: ../../data/convergence.png
+.. image:: ../../../docs/build/html/data/convergence.png
    :width: 19%
 
-.. image:: ../../data/iteration.png
+.. image:: ../../../docs/build/html/data/iteration.png
    :width: 19%
 
-.. image:: ../../data/multiscale-K2-M2.png
+.. image:: ../../../docs/build/html/data/multiscale-K2-M2.png
    :width: 19%
diff --git a/docs/source/projects/doc_fwsw_boussinesq.rst b/docs/source/projects/doc_fwsw_boussinesq.rst
index 17fa7e3601..0c0c775dcb 100644
--- a/docs/source/projects/doc_fwsw_boussinesq.rst
+++ b/docs/source/projects/doc_fwsw_boussinesq.rst
@@ -1,4 +1,4 @@
 Results (generated with `plotgmrescounter_boussinesq.py <https://github.com/Parallel-in-Time/pySDC/blob/master/pySDC/projects/FastWaveSlowWave/plotgmrescounter_boussinesq.py>`_):
 
-.. image:: ../../data/boussinesq.png
+.. image:: ../../../docs/build/html/data/boussinesq.png
    :width: 19%
diff --git a/docs/source/projects/doc_fwsw_theory.rst b/docs/source/projects/doc_fwsw_theory.rst
index 2fa4991ae4..ae3fed2cfa 100644
--- a/docs/source/projects/doc_fwsw_theory.rst
+++ b/docs/source/projects/doc_fwsw_theory.rst
@@ -1,22 +1,22 @@
 Results:
 
-.. image:: ../../data/stifflimit-specrad.png
+.. image:: ../../../docs/build/html/data/stifflimit-specrad.png
    :width: 19%
 
-.. image:: ../../data/stifflimit-norm.png
+.. image:: ../../../docs/build/html/data/stifflimit-norm.png
    :width: 19%
 
-.. image:: ../../data/stability-K3-M3.png
+.. image:: ../../../docs/build/html/data/stability-K3-M3.png
    :width: 19%
 
-.. image:: ../../data/stab_vs_k_resolved.png
+.. image:: ../../../docs/build/html/data/stab_vs_k_resolved.png
    :width: 19%
 
-.. image:: ../../data/stab_vs_k_unresolved.png
+.. image:: ../../../docs/build/html/data/stab_vs_k_unresolved.png
    :width: 19%
 
-.. image:: ../../data/phase-K3-M3.png
+.. image:: ../../../docs/build/html/data/phase-K3-M3.png
    :width: 19%
 
-.. image:: ../../data/ampfactor-K3-M3.png
+.. image:: ../../../docs/build/html/data/ampfactor-K3-M3.png
    :width: 19%
\ No newline at end of file
diff --git a/docs/source/projects/doc_hamiltonian_simple.rst b/docs/source/projects/doc_hamiltonian_simple.rst
index 3de4c3603d..fff3ff6446 100644
--- a/docs/source/projects/doc_hamiltonian_simple.rst
+++ b/docs/source/projects/doc_hamiltonian_simple.rst
@@ -4,10 +4,10 @@ Full code: `pySDC/projects/Hamiltonian/simple_problems.py <https://github.com/Pa
 
 Results:
 
-.. image:: ../../data/harmonic_hamiltonian.png
+.. image:: ../../../docs/build/html/data/harmonic_hamiltonian.png
    :scale: 50 %
 
-.. image:: ../../data/henonheiles_hamiltonian.png
+.. image:: ../../../docs/build/html/data/henonheiles_hamiltonian.png
    :scale: 50 %
 
 
diff --git a/docs/source/projects/doc_parallelSDC_nonlinear.rst b/docs/source/projects/doc_parallelSDC_nonlinear.rst
index 177ce1eb96..0ec6158985 100644
--- a/docs/source/projects/doc_parallelSDC_nonlinear.rst
+++ b/docs/source/projects/doc_parallelSDC_nonlinear.rst
@@ -8,7 +8,7 @@ Results:
 
 Results:
 
-.. image:: ../../data/parallelSDC_fisher.png
+.. image:: ../../../docs/build/html/data/parallelSDC_fisher.png
    :scale: 100 %
 
 Full code: `pySDC/projects/parallelSDC/newton_vs_sdc.py <https://github.com/Parallel-in-Time/pySDC/blob/master/pySDC/projects/parallelSDC/newton_vs_sdc.py>`_
@@ -17,5 +17,5 @@ Full code: `pySDC/projects/parallelSDC/newton_vs_sdc.py <https://github.com/Para
 
 Results:
 
-.. image:: ../../data/parallelSDC_fisher_newton.png
+.. image:: ../../../docs/build/html/data/parallelSDC_fisher_newton.png
    :scale: 100 %
diff --git a/docs/source/projects/doc_parallelSDC_preconditioner.rst b/docs/source/projects/doc_parallelSDC_preconditioner.rst
index 5101e5f55a..72cddf0a00 100644
--- a/docs/source/projects/doc_parallelSDC_preconditioner.rst
+++ b/docs/source/projects/doc_parallelSDC_preconditioner.rst
@@ -4,15 +4,15 @@ Full code: `pySDC/projects/parallelSDC/preconditioner_playground.py <https://git
 
 Results:
 
-.. image:: ../../data/parallelSDC_preconditioner_heat.png
+.. image:: ../../../docs/build/html/data/parallelSDC_preconditioner_heat.png
    :scale: 100 %
 
-.. image:: ../../data/parallelSDC_preconditioner_advection.png
+.. image:: ../../../docs/build/html/data/parallelSDC_preconditioner_advection.png
    :scale: 100 %
 
-.. image:: ../../data/parallelSDC_preconditioner_vanderpol.png
+.. image:: ../../../docs/build/html/data/parallelSDC_preconditioner_vanderpol.png
    :scale: 100 %
 
-.. image:: ../../data/parallelSDC_preconditioner_fisher.png
+.. image:: ../../../docs/build/html/data/parallelSDC_preconditioner_fisher.png
    :scale: 100 %
 
diff --git a/docs/source/projects/doc_parallelSDC_preconditioner_MPI.rst b/docs/source/projects/doc_parallelSDC_preconditioner_MPI.rst
index 9d7501bebc..02ebc0d90c 100644
--- a/docs/source/projects/doc_parallelSDC_preconditioner_MPI.rst
+++ b/docs/source/projects/doc_parallelSDC_preconditioner_MPI.rst
@@ -4,15 +4,15 @@ Full code: `pySDC/projects/parallelSDC/preconditioner_playground_MPI.py <https:/
 
 Results:
 
-.. image:: ../../data/parallelSDC_preconditioner_MPI_heat.png
+.. image:: ../../../docs/build/html/data/parallelSDC_preconditioner_MPI_heat.png
    :scale: 100 %
 
-.. image:: ../../data/parallelSDC_preconditioner_MPI_advection.png
+.. image:: ../../../docs/build/html/data/parallelSDC_preconditioner_MPI_advection.png
    :scale: 100 %
 
-.. image:: ../../data/parallelSDC_preconditioner_MPI_vanderpol.png
+.. image:: ../../../docs/build/html/data/parallelSDC_preconditioner_MPI_vanderpol.png
    :scale: 100 %
 
-.. image:: ../../data/parallelSDC_preconditioner_MPI_fisher.png
+.. image:: ../../../docs/build/html/data/parallelSDC_preconditioner_MPI_fisher.png
    :scale: 100 %
 
diff --git a/docs/source/projects/doc_solar_system.rst b/docs/source/projects/doc_solar_system.rst
index dd8db13e94..9dd1d135dd 100644
--- a/docs/source/projects/doc_solar_system.rst
+++ b/docs/source/projects/doc_solar_system.rst
@@ -6,14 +6,14 @@ Results:
 
 .. literalinclude:: ../../../docs/build/html/data/outer_solar_system_out.txt
 
-.. image:: ../../data/outer_solar_system_hamiltonian.png
+.. image:: ../../../docs/build/html/data/outer_solar_system_hamiltonian.png
    :scale: 100 %
-.. image:: ../../data/outer_solar_system_positions.png
+.. image:: ../../../docs/build/html/data/outer_solar_system_positions.png
    :scale: 100 %
 
 .. literalinclude:: ../../../docs/build/html/data/full_solar_system_out.txt
 
-.. image:: ../../data/full_solar_system_hamiltonian.png
+.. image:: ../../../docs/build/html/data/full_solar_system_hamiltonian.png
    :scale: 100 %
-.. image:: ../../data/full_solar_system_positions.png
+.. image:: ../../../docs/build/html/data/full_solar_system_positions.png
    :scale: 100 %
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_1_A.rst b/docs/source/tutorial/doc_step_1_A.rst
index af9d610753..7d7c40447a 100644
--- a/docs/source/tutorial/doc_step_1_A.rst
+++ b/docs/source/tutorial/doc_step_1_A.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_1/A_spatial_problem_setup.py <https://github.com
 
 Results:
 
-.. literalinclude:: ./data/step_1_A_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../docs/build/html/data/step_1_A_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_1_B.rst b/docs/source/tutorial/doc_step_1_B.rst
index 50c6c0e36e..504095423c 100644
--- a/docs/source/tutorial/doc_step_1_B.rst
+++ b/docs/source/tutorial/doc_step_1_B.rst
@@ -6,5 +6,5 @@ Results:
 
 .. literalinclude:: ../../../docs/build/html/data/step_1_B_out.txt
 
-.. image:: ../../data/step_1_accuracy_test_space.png
+.. image:: ../../../docs/build/html/data/step_1_accuracy_test_space.png
    :scale: 50 %
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_1_C.rst b/docs/source/tutorial/doc_step_1_C.rst
index ccdaef0177..0f203cd5b6 100644
--- a/docs/source/tutorial/doc_step_1_C.rst
+++ b/docs/source/tutorial/doc_step_1_C.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_1/C_collocation_problem_setup.py <https://github
 
 Results:
 
-.. literalinclude:: ./data/step_1_C_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../docs/build/html/data/step_1_C_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_1_D.rst b/docs/source/tutorial/doc_step_1_D.rst
index da89f7a7e8..bfeccfde2d 100644
--- a/docs/source/tutorial/doc_step_1_D.rst
+++ b/docs/source/tutorial/doc_step_1_D.rst
@@ -4,7 +4,7 @@ Full code: `pySDC/tutorial/step_1/D_collocation_accuracy_check.py <https://githu
 
 Results:
 
-.. literalinclude:: ./data/step_1_D_out.txt
+.. literalinclude:: ../../../docs/build/html/data/step_1_D_out.txt
 
-.. image:: ../../data/step_1_accuracy_test_coll.png
+.. image:: ../../../docs/build/html/data/step_1_accuracy_test_coll.png
    :scale: 50 %
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_2_A.rst b/docs/source/tutorial/doc_step_2_A.rst
index 0896669b78..ed377b170d 100644
--- a/docs/source/tutorial/doc_step_2_A.rst
+++ b/docs/source/tutorial/doc_step_2_A.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_2/A_step_data_structure.py <https://github.com/P
 
 Results:
 
-.. literalinclude:: ./data/step_2_A_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../docs/build/html/data/step_2_A_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_2_B.rst b/docs/source/tutorial/doc_step_2_B.rst
index 098e8cec55..0f5f8470ce 100644
--- a/docs/source/tutorial/doc_step_2_B.rst
+++ b/docs/source/tutorial/doc_step_2_B.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_2/B_my_first_sweeper.py <https://github.com/Para
 
 Results:
 
-.. literalinclude:: ./data/step_2_B_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../docs/build/html/data/step_2_B_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_2_C.rst b/docs/source/tutorial/doc_step_2_C.rst
index e6cd102b1a..717c3e862f 100644
--- a/docs/source/tutorial/doc_step_2_C.rst
+++ b/docs/source/tutorial/doc_step_2_C.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_2/C_using_pySDCs_frontend.py <https://github.com
 
 Results:
 
-.. literalinclude:: ./data/step_2_C_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../docs/build/html/data/step_2_C_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_3_A.rst b/docs/source/tutorial/doc_step_3_A.rst
index da2fe807bd..cda2ce4ceb 100644
--- a/docs/source/tutorial/doc_step_3_A.rst
+++ b/docs/source/tutorial/doc_step_3_A.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_3/A_getting_statistics.py <https://github.com/Pa
 
 Results:
 
-.. literalinclude:: ./data/step_3_A_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../docs/build/html/data/step_3_A_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_3_B.rst b/docs/source/tutorial/doc_step_3_B.rst
index 438efdeb9c..f1a26edeb5 100644
--- a/docs/source/tutorial/doc_step_3_B.rst
+++ b/docs/source/tutorial/doc_step_3_B.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_3/B_adding_statistics.py <https://github.com/Par
 
 Results:
 
-.. literalinclude:: ./data/step_3_B_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../docs/build/html/data/step_3_B_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_3_C.rst b/docs/source/tutorial/doc_step_3_C.rst
index bd2ac03e4d..67d2956296 100644
--- a/docs/source/tutorial/doc_step_3_C.rst
+++ b/docs/source/tutorial/doc_step_3_C.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_3/C_study_collocations.py <https://github.com/Pa
 
 Results:
 
-.. literalinclude:: ./data/step_3_C_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../docs/build/html/data/step_3_C_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_4_A.rst b/docs/source/tutorial/doc_step_4_A.rst
index 6bb1ded32c..9cbe915d35 100644
--- a/docs/source/tutorial/doc_step_4_A.rst
+++ b/docs/source/tutorial/doc_step_4_A.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_4/A_spatial_transfer_operators.py <https://githu
 
 Results:
 
-.. literalinclude:: ./data/step_4_A_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../docs/build/html/data/step_4_A_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_4_B.rst b/docs/source/tutorial/doc_step_4_B.rst
index 4612fa17a1..f7c9faac9a 100644
--- a/docs/source/tutorial/doc_step_4_B.rst
+++ b/docs/source/tutorial/doc_step_4_B.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_4/B_multilevel_hierarchy.py <https://github.com/
 
 Results:
 
-.. literalinclude:: ./data/step_4_B_out.txt
+.. literalinclude:: ../../../docs/build/html/data/step_4_B_out.txt
diff --git a/docs/source/tutorial/doc_step_4_C.rst b/docs/source/tutorial/doc_step_4_C.rst
index 6549913aee..50e997a29f 100644
--- a/docs/source/tutorial/doc_step_4_C.rst
+++ b/docs/source/tutorial/doc_step_4_C.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_4/C_SDC_vs_MLSDC.py <https://github.com/Parallel
 
 Results:
 
-.. literalinclude:: ./data/step_4_C_out.txt
+.. literalinclude:: ../../../docs/build/html/data/step_4_C_out.txt
diff --git a/docs/source/tutorial/doc_step_4_D.rst b/docs/source/tutorial/doc_step_4_D.rst
index cd74a73305..3965834adb 100644
--- a/docs/source/tutorial/doc_step_4_D.rst
+++ b/docs/source/tutorial/doc_step_4_D.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_4/D_MLSDC_with_particles.py <https://github.com/
 
 Results:
 
-.. literalinclude:: ./data/step_4_D_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../docs/build/html/data/step_4_D_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_5_A.rst b/docs/source/tutorial/doc_step_5_A.rst
index 708cc79b9f..03c2b95f34 100644
--- a/docs/source/tutorial/doc_step_5_A.rst
+++ b/docs/source/tutorial/doc_step_5_A.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_5/A_multistep_multilevel_hierarchy.py <https://g
 
 Results:
 
-.. literalinclude:: ./data/step_5_A_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../docs/build/html/data/step_5_A_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_5_B.rst b/docs/source/tutorial/doc_step_5_B.rst
index 4a5c3c35ee..edc991174c 100644
--- a/docs/source/tutorial/doc_step_5_B.rst
+++ b/docs/source/tutorial/doc_step_5_B.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_5/B_my_first_PFASST_run.py <https://github.com/P
 
 Results:
 
-.. literalinclude:: ./data/step_5_B_out.txt
+.. literalinclude:: ../../../docs/build/html/data/step_5_B_out.txt
diff --git a/docs/source/tutorial/doc_step_5_C.rst b/docs/source/tutorial/doc_step_5_C.rst
index 0e0d6f075c..f5ad16f543 100644
--- a/docs/source/tutorial/doc_step_5_C.rst
+++ b/docs/source/tutorial/doc_step_5_C.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_5/C_advection_and_PFASST.py <https://github.com/
 
 Results:
 
-.. literalinclude:: ./data/step_5_C_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../docs/build/html/data/step_5_C_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_6_A.rst b/docs/source/tutorial/doc_step_6_A.rst
index e67c3e5aec..df1afe5aa1 100644
--- a/docs/source/tutorial/doc_step_6_A.rst
+++ b/docs/source/tutorial/doc_step_6_A.rst
@@ -4,5 +4,5 @@ Full code: `pySDC/tutorial/step_6/A_run_non_MPI_controller.py <https://github.co
 
 Results:
 
-.. literalinclude:: ./data/step_6_A_sl_out.txt
-.. literalinclude:: ./data/step_6_A_ml_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../docs/build/html/data/step_6_A_sl_out.txt
+.. literalinclude:: ../../../docs/build/html/data/step_6_A_ml_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_6_B.rst b/docs/source/tutorial/doc_step_6_B.rst
index 08ccc2e641..7f728af5ed 100644
--- a/docs/source/tutorial/doc_step_6_B.rst
+++ b/docs/source/tutorial/doc_step_6_B.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_6/B_odd_temporal_distribution.py <https://github
 
 Results:
 
-.. literalinclude:: ./data/step_6_B_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../docs/build/html/data/step_6_B_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_6_C.rst b/docs/source/tutorial/doc_step_6_C.rst
index 8bfd318c11..c07749d47f 100644
--- a/docs/source/tutorial/doc_step_6_C.rst
+++ b/docs/source/tutorial/doc_step_6_C.rst
@@ -6,5 +6,5 @@ Full code: `pySDC/tutorial/step_6/C_MPI_parallelization.py <https://github.com/P
 
 Results:
 
-.. literalinclude:: ./data/step_6_C1_out.txt
-.. literalinclude:: ./data/step_6_C2_out.txt
+.. literalinclude:: ../../../docs/build/html/data/step_6_C1_out.txt
+.. literalinclude:: ../../../docs/build/html/data/step_6_C2_out.txt
diff --git a/docs/source/tutorial/doc_step_7_A.rst b/docs/source/tutorial/doc_step_7_A.rst
index e24fa8e65d..1c39a86818 100644
--- a/docs/source/tutorial/doc_step_7_A.rst
+++ b/docs/source/tutorial/doc_step_7_A.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_7/A_pySDC_with_FEniCS.py <https://github.com/Par
 
 Results:
 
-.. literalinclude:: ./data/step_7_A_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../docs/build/html/data/step_7_A_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_7_B.rst b/docs/source/tutorial/doc_step_7_B.rst
index fb00ab77a8..9c6f55789b 100644
--- a/docs/source/tutorial/doc_step_7_B.rst
+++ b/docs/source/tutorial/doc_step_7_B.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_7/B_pySDC_with_mpi4pyfft.py <https://github.com/
 
 Results:
 
-.. literalinclude:: ./data/step_7_B_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../docs/build/html/data/step_7_B_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_7_C.rst b/docs/source/tutorial/doc_step_7_C.rst
index f462b1e0ee..22c5844670 100644
--- a/docs/source/tutorial/doc_step_7_C.rst
+++ b/docs/source/tutorial/doc_step_7_C.rst
@@ -6,12 +6,12 @@ Results:
 
 1 processor in time, 1 processor in space
 
-.. literalinclude:: ./data/step_7_C_out_1x1.txt
+.. literalinclude:: ../../../docs/build/html/data/step_7_C_out_1x1.txt
 
 1 processor in time, 2 processors in space
 
-.. literalinclude:: ./data/step_7_C_out_1x2.txt
+.. literalinclude:: ../../../docs/build/html/data/step_7_C_out_1x2.txt
 
 2 processor in time, 2 processors in space
 
-.. literalinclude:: ./data/step_7_C_out_2x2.txt
\ No newline at end of file
+.. literalinclude:: ../../../docs/build/html/data/step_7_C_out_2x2.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_8_A.rst b/docs/source/tutorial/doc_step_8_A.rst
index 529a189848..96bb09baa2 100644
--- a/docs/source/tutorial/doc_step_8_A.rst
+++ b/docs/source/tutorial/doc_step_8_A.rst
@@ -6,5 +6,5 @@ Results:
 
 .. literalinclude:: ../../../docs/build/html/data/step_8_A_out.txt
 
-.. image:: ../../data/step_8_residuals.png
+.. image:: ../../../docs/build/html/data/step_8_residuals.png
    :scale: 50 %
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_8_B.rst b/docs/source/tutorial/doc_step_8_B.rst
index 8f9905ce42..3b60fee2ee 100644
--- a/docs/source/tutorial/doc_step_8_B.rst
+++ b/docs/source/tutorial/doc_step_8_B.rst
@@ -6,8 +6,8 @@ Results:
 
 .. literalinclude:: ../../../docs/build/html/data/step_8_B_out.txt
 
-.. image:: ../../data/step_8_residuals_mssdc_jac.png
+.. image:: ../../../docs/build/html/data/step_8_residuals_mssdc_jac.png
    :scale: 50 %
 
-.. image:: ../../data/step_8_residuals_mssdc_gs.png
+.. image:: ../../../docs/build/html/data/step_8_residuals_mssdc_gs.png
    :scale: 50 %
\ No newline at end of file
diff --git a/pySDC/projects/PinTSimE/README.rst b/pySDC/projects/PinTSimE/README.rst
index 9cbd030dd3..5d179c9378 100644
--- a/pySDC/projects/PinTSimE/README.rst
+++ b/pySDC/projects/PinTSimE/README.rst
@@ -13,7 +13,7 @@ The pi-line test case
 ---------------------
 The plot below shows the simulation of the pi-line model. There can be seen the two voltages along the capacitor and the current along the coil. Both the voltages and the current settle down over the time. As a background information: the pi-line model serves as transmission line, which transports the energy. The behavior which can be seen in the plot is what we would expect. 
 
-.. image:: ../../../data/piline_model_solution.png
+.. image:: ../../../docs/build/html/data/piline_model_solution.png
     :width: 35%
     :align: center
 
@@ -22,7 +22,7 @@ The buck converter test case
 ----------------------------
 In the test case of the buck converter there are multiple switches in the considered time domain. In the so-called open-loop control, a controller monitors the actual output voltage. It compares the output with a target output voltage. Regularly, after a fixed number of time steps, the duty cycle to control the switching is recalculated based on the error. The simulation illustrates the switching behavior in the simulation: The voltage values settle down between the reference. 
 
-.. image:: ../../../data/buck_model_solution.png
+.. image:: ../../../docs/build/html/data/buck_model_solution.png
     :width: 35%
     :align: center
 
@@ -30,6 +30,6 @@ The battery drain model test case
 ---------------------------------
 This model is a simple example for system internal switching, which means switching depends on system dynamics. When the capacitor voltage drops below the reference value, the circuit switches to the voltage source. An illustration of the process is clarified in the plot below: The capacitor voltage drops down, and after switching the voltage value along the capacitor no longer changes. 
 
-.. image:: ../../../data/battery_model_solution.png
+.. image:: ../../../docs/build/html/data/battery_model_solution.png
     :width: 35%
     :align: center
diff --git a/pySDC/projects/Resilience/README.rst b/pySDC/projects/Resilience/README.rst
index 0215c2cd0c..5fd9d05b0e 100644
--- a/pySDC/projects/Resilience/README.rst
+++ b/pySDC/projects/Resilience/README.rst
@@ -21,21 +21,21 @@ See below for, in the order of mention, plots of the solution, the error estimat
 The last plot was made without Hot Rod, meaning the last sweep is taken to be the solution of the time step, making it one order higher than the embedded estimate, and it can be seen that the extrapolation error estimate lies on top of the embedded error estimate with one fewer sweep.
 These plots were generated with serial SDC.
 
-.. image:: ../../../data/piline_solution_adaptive.png
+.. image:: ../../../docs/build/html/data/piline_solution_adaptive.png
     :width: 20%
-.. image:: ../../../data/piline_hotrod_adaptive_1procs.png
+.. image:: ../../../docs/build/html/data/piline_hotrod_adaptive_1procs.png
     :width: 24%
-.. image:: ../../../data/piline_hotrod_1procs.png
+.. image:: ../../../docs/build/html/data/piline_hotrod_1procs.png
     :width: 24%
-.. image:: ../../../data/error_estimate_order.png
+.. image:: ../../../docs/build/html/data/error_estimate_order.png
     :width: 23%
 
 We also have an implementation for Block Gauss-Seidel multi-step SDC in a simulated parallelism version without MPI.
 You can see the results below, except for the solution, which looks the same as the serial solution to the naked eye.
  
-.. image:: ../../../data/piline_hotrod_adaptive_4procs.png
+.. image:: ../../../docs/build/html/data/piline_hotrod_adaptive_4procs.png
     :width: 24%
-.. image:: ../../../data/piline_hotrod_4procs.png
+.. image:: ../../../docs/build/html/data/piline_hotrod_4procs.png
     :width: 24%
-.. image:: ../../../data/error_estimate_order_parallel.png
+.. image:: ../../../docs/build/html/data/error_estimate_order_parallel.png
     :width: 23%

From c64938b6b63f736628a8737eacfa4d65db176b79 Mon Sep 17 00:00:00 2001
From: Jakob Fritz <j.fritz@fz-juelich.de>
Date: Mon, 8 May 2023 11:22:56 +0200
Subject: [PATCH 4/5] Updated paths again, after it did not work in CI

But worked locally
---
 docs/source/projects/doc_SDC_showdown.rst          |  4 ++--
 docs/source/projects/doc_asympconv.rst             |  8 ++++----
 docs/source/projects/doc_fput.rst                  | 10 +++++-----
 docs/source/projects/doc_fwsw_acoustic.rst         |  6 +++---
 docs/source/projects/doc_fwsw_boussinesq.rst       |  2 +-
 docs/source/projects/doc_fwsw_theory.rst           | 14 +++++++-------
 docs/source/projects/doc_hamiltonian_simple.rst    |  4 ++--
 docs/source/projects/doc_matrixPFASST_matrix.rst   |  2 +-
 .../projects/doc_matrixPFASST_propagator.rst       |  2 +-
 docs/source/projects/doc_parallelSDC_nonlinear.rst |  6 +++---
 .../projects/doc_parallelSDC_preconditioner.rst    |  8 ++++----
 .../doc_parallelSDC_preconditioner_MPI.rst         |  8 ++++----
 docs/source/projects/doc_solar_system.rst          | 12 ++++++------
 pySDC/projects/PinTSimE/README.rst                 |  6 +++---
 pySDC/projects/Resilience/README.rst               | 14 +++++++-------
 15 files changed, 53 insertions(+), 53 deletions(-)

diff --git a/docs/source/projects/doc_SDC_showdown.rst b/docs/source/projects/doc_SDC_showdown.rst
index 177b6a2f7c..5898562872 100644
--- a/docs/source/projects/doc_SDC_showdown.rst
+++ b/docs/source/projects/doc_SDC_showdown.rst
@@ -4,7 +4,7 @@ Full code: `pySDC/projects/SDC_showdown/SDC_timing_Fisher.py <https://github.com
 
 Results:
 
-.. image:: ../../../docs/build/html/data/timings_SDC_variants_Fisher.png
+.. image:: ../data/timings_SDC_variants_Fisher.png
    :scale: 100 %
 
 
@@ -14,5 +14,5 @@ Full code: `pySDC/projects/SDC_showdown/SDC_timing_GrayScott.py <https://github.
 
 Results:
 
-.. image:: ../../../docs/build/html/data/timings_SDC_variants_GrayScott.png
+.. image:: ../data/timings_SDC_variants_GrayScott.png
    :scale: 100 %
diff --git a/docs/source/projects/doc_asympconv.rst b/docs/source/projects/doc_asympconv.rst
index 9ce2772bed..9e2b291b11 100644
--- a/docs/source/projects/doc_asympconv.rst
+++ b/docs/source/projects/doc_asympconv.rst
@@ -1,14 +1,14 @@
 Results:
 
-.. image:: ../../../docs/build/html/data/conv_test_niter_NS3.png
+.. image:: ../data/conv_test_niter_NS3.png
    :width: 19%
 
-.. image:: ../../../docs/build/html/data/conv_test_niter_NS2.png
+.. image:: ../data/conv_test_niter_NS2.png
    :width: 19%
 
-.. image:: ../../../docs/build/html/data/conv_test_niter_Linf_diffusion.png
+.. image:: ../data/conv_test_niter_Linf_diffusion.png
    :width: 19%
 
-.. image:: ../../../docs/build/html/data/conv_test_niter_Linf_advection.png
+.. image:: ../data/conv_test_niter_Linf_advection.png
    :width: 19%
 
diff --git a/docs/source/projects/doc_fput.rst b/docs/source/projects/doc_fput.rst
index 86f033c136..2c667d2179 100644
--- a/docs/source/projects/doc_fput.rst
+++ b/docs/source/projects/doc_fput.rst
@@ -4,13 +4,13 @@ Full code: `pySDC/projects/Hamiltonian/fput.py <https://github.com/Parallel-in-T
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/fput_out.txt
+.. literalinclude:: ../data/fput_out.txt
 
-.. image:: ../../../docs/build/html/data/fput_hamiltonian.png
+.. image:: ../data/fput_hamiltonian.png
    :scale: 100 %
-.. image:: ../../../docs/build/html/data/fput_positions.png
+.. image:: ../data/fput_positions.png
    :scale: 100 %
-.. image:: ../../../docs/build/html/data/fput_energy.png
+.. image:: ../data/fput_energy.png
    :scale: 100 %
-.. image:: ../../../docs/build/html/data/fput_energy_full.png
+.. image:: ../data/fput_energy_full.png
    :scale: 100 %
\ No newline at end of file
diff --git a/docs/source/projects/doc_fwsw_acoustic.rst b/docs/source/projects/doc_fwsw_acoustic.rst
index da67857867..6c2ccf791d 100644
--- a/docs/source/projects/doc_fwsw_acoustic.rst
+++ b/docs/source/projects/doc_fwsw_acoustic.rst
@@ -1,10 +1,10 @@
 Results:
 
-.. image:: ../../../docs/build/html/data/convergence.png
+.. image:: ../data/convergence.png
    :width: 19%
 
-.. image:: ../../../docs/build/html/data/iteration.png
+.. image:: ../data/iteration.png
    :width: 19%
 
-.. image:: ../../../docs/build/html/data/multiscale-K2-M2.png
+.. image:: ../data/multiscale-K2-M2.png
    :width: 19%
diff --git a/docs/source/projects/doc_fwsw_boussinesq.rst b/docs/source/projects/doc_fwsw_boussinesq.rst
index 0c0c775dcb..ce1b543b6d 100644
--- a/docs/source/projects/doc_fwsw_boussinesq.rst
+++ b/docs/source/projects/doc_fwsw_boussinesq.rst
@@ -1,4 +1,4 @@
 Results (generated with `plotgmrescounter_boussinesq.py <https://github.com/Parallel-in-Time/pySDC/blob/master/pySDC/projects/FastWaveSlowWave/plotgmrescounter_boussinesq.py>`_):
 
-.. image:: ../../../docs/build/html/data/boussinesq.png
+.. image:: ../data/boussinesq.png
    :width: 19%
diff --git a/docs/source/projects/doc_fwsw_theory.rst b/docs/source/projects/doc_fwsw_theory.rst
index ae3fed2cfa..da33d5d29c 100644
--- a/docs/source/projects/doc_fwsw_theory.rst
+++ b/docs/source/projects/doc_fwsw_theory.rst
@@ -1,22 +1,22 @@
 Results:
 
-.. image:: ../../../docs/build/html/data/stifflimit-specrad.png
+.. image:: ../data/stifflimit-specrad.png
    :width: 19%
 
-.. image:: ../../../docs/build/html/data/stifflimit-norm.png
+.. image:: ../data/stifflimit-norm.png
    :width: 19%
 
-.. image:: ../../../docs/build/html/data/stability-K3-M3.png
+.. image:: ../data/stability-K3-M3.png
    :width: 19%
 
-.. image:: ../../../docs/build/html/data/stab_vs_k_resolved.png
+.. image:: ../data/stab_vs_k_resolved.png
    :width: 19%
 
-.. image:: ../../../docs/build/html/data/stab_vs_k_unresolved.png
+.. image:: ../data/stab_vs_k_unresolved.png
    :width: 19%
 
-.. image:: ../../../docs/build/html/data/phase-K3-M3.png
+.. image:: ../data/phase-K3-M3.png
    :width: 19%
 
-.. image:: ../../../docs/build/html/data/ampfactor-K3-M3.png
+.. image:: ../data/ampfactor-K3-M3.png
    :width: 19%
\ No newline at end of file
diff --git a/docs/source/projects/doc_hamiltonian_simple.rst b/docs/source/projects/doc_hamiltonian_simple.rst
index fff3ff6446..84e2ced171 100644
--- a/docs/source/projects/doc_hamiltonian_simple.rst
+++ b/docs/source/projects/doc_hamiltonian_simple.rst
@@ -4,10 +4,10 @@ Full code: `pySDC/projects/Hamiltonian/simple_problems.py <https://github.com/Pa
 
 Results:
 
-.. image:: ../../../docs/build/html/data/harmonic_hamiltonian.png
+.. image:: ../data/harmonic_hamiltonian.png
    :scale: 50 %
 
-.. image:: ../../../docs/build/html/data/henonheiles_hamiltonian.png
+.. image:: ../data/henonheiles_hamiltonian.png
    :scale: 50 %
 
 
diff --git a/docs/source/projects/doc_matrixPFASST_matrix.rst b/docs/source/projects/doc_matrixPFASST_matrix.rst
index 9729301109..448d24d5d8 100644
--- a/docs/source/projects/doc_matrixPFASST_matrix.rst
+++ b/docs/source/projects/doc_matrixPFASST_matrix.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/projects/matrixPFASST/compare_to_matrixbased.py <https://githu
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/comparison_matrix_vs_nomat_detail.txt
+.. literalinclude:: ../data/comparison_matrix_vs_nomat_detail.txt
diff --git a/docs/source/projects/doc_matrixPFASST_propagator.rst b/docs/source/projects/doc_matrixPFASST_propagator.rst
index 1f5a21ec43..7e40a6720a 100644
--- a/docs/source/projects/doc_matrixPFASST_propagator.rst
+++ b/docs/source/projects/doc_matrixPFASST_propagator.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/projects/matrixPFASST/compare_to_propagator.py <https://github
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/comparison_matrix_vs_propagator_detail.txt
+.. literalinclude:: ../data/comparison_matrix_vs_propagator_detail.txt
diff --git a/docs/source/projects/doc_parallelSDC_nonlinear.rst b/docs/source/projects/doc_parallelSDC_nonlinear.rst
index 0ec6158985..04c6948729 100644
--- a/docs/source/projects/doc_parallelSDC_nonlinear.rst
+++ b/docs/source/projects/doc_parallelSDC_nonlinear.rst
@@ -4,11 +4,11 @@ Full code: `pySDC/projects/parallelSDC/nonlinear_playground.py <https://github.c
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/parallelSDC_nonlinear_out.txt
+.. literalinclude:: ../data/parallelSDC_nonlinear_out.txt
 
 Results:
 
-.. image:: ../../../docs/build/html/data/parallelSDC_fisher.png
+.. image:: ../data/parallelSDC_fisher.png
    :scale: 100 %
 
 Full code: `pySDC/projects/parallelSDC/newton_vs_sdc.py <https://github.com/Parallel-in-Time/pySDC/blob/master/pySDC/projects/parallelSDC/newton_vs_sdc.py>`_
@@ -17,5 +17,5 @@ Full code: `pySDC/projects/parallelSDC/newton_vs_sdc.py <https://github.com/Para
 
 Results:
 
-.. image:: ../../../docs/build/html/data/parallelSDC_fisher_newton.png
+.. image:: ../data/parallelSDC_fisher_newton.png
    :scale: 100 %
diff --git a/docs/source/projects/doc_parallelSDC_preconditioner.rst b/docs/source/projects/doc_parallelSDC_preconditioner.rst
index 72cddf0a00..f3e42623c1 100644
--- a/docs/source/projects/doc_parallelSDC_preconditioner.rst
+++ b/docs/source/projects/doc_parallelSDC_preconditioner.rst
@@ -4,15 +4,15 @@ Full code: `pySDC/projects/parallelSDC/preconditioner_playground.py <https://git
 
 Results:
 
-.. image:: ../../../docs/build/html/data/parallelSDC_preconditioner_heat.png
+.. image:: ../data/parallelSDC_preconditioner_heat.png
    :scale: 100 %
 
-.. image:: ../../../docs/build/html/data/parallelSDC_preconditioner_advection.png
+.. image:: ../data/parallelSDC_preconditioner_advection.png
    :scale: 100 %
 
-.. image:: ../../../docs/build/html/data/parallelSDC_preconditioner_vanderpol.png
+.. image:: ../data/parallelSDC_preconditioner_vanderpol.png
    :scale: 100 %
 
-.. image:: ../../../docs/build/html/data/parallelSDC_preconditioner_fisher.png
+.. image:: ../data/parallelSDC_preconditioner_fisher.png
    :scale: 100 %
 
diff --git a/docs/source/projects/doc_parallelSDC_preconditioner_MPI.rst b/docs/source/projects/doc_parallelSDC_preconditioner_MPI.rst
index 02ebc0d90c..c0d08d9e9c 100644
--- a/docs/source/projects/doc_parallelSDC_preconditioner_MPI.rst
+++ b/docs/source/projects/doc_parallelSDC_preconditioner_MPI.rst
@@ -4,15 +4,15 @@ Full code: `pySDC/projects/parallelSDC/preconditioner_playground_MPI.py <https:/
 
 Results:
 
-.. image:: ../../../docs/build/html/data/parallelSDC_preconditioner_MPI_heat.png
+.. image:: ../data/parallelSDC_preconditioner_MPI_heat.png
    :scale: 100 %
 
-.. image:: ../../../docs/build/html/data/parallelSDC_preconditioner_MPI_advection.png
+.. image:: ../data/parallelSDC_preconditioner_MPI_advection.png
    :scale: 100 %
 
-.. image:: ../../../docs/build/html/data/parallelSDC_preconditioner_MPI_vanderpol.png
+.. image:: ../data/parallelSDC_preconditioner_MPI_vanderpol.png
    :scale: 100 %
 
-.. image:: ../../../docs/build/html/data/parallelSDC_preconditioner_MPI_fisher.png
+.. image:: ../data/parallelSDC_preconditioner_MPI_fisher.png
    :scale: 100 %
 
diff --git a/docs/source/projects/doc_solar_system.rst b/docs/source/projects/doc_solar_system.rst
index 9dd1d135dd..84d0efb079 100644
--- a/docs/source/projects/doc_solar_system.rst
+++ b/docs/source/projects/doc_solar_system.rst
@@ -4,16 +4,16 @@ Full code: `pySDC/projects/Hamiltonian/solar_system.py <https://github.com/Paral
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/outer_solar_system_out.txt
+.. literalinclude:: ../data/outer_solar_system_out.txt
 
-.. image:: ../../../docs/build/html/data/outer_solar_system_hamiltonian.png
+.. image:: ../data/outer_solar_system_hamiltonian.png
    :scale: 100 %
-.. image:: ../../../docs/build/html/data/outer_solar_system_positions.png
+.. image:: ../data/outer_solar_system_positions.png
    :scale: 100 %
 
-.. literalinclude:: ../../../docs/build/html/data/full_solar_system_out.txt
+.. literalinclude:: ../data/full_solar_system_out.txt
 
-.. image:: ../../../docs/build/html/data/full_solar_system_hamiltonian.png
+.. image:: ../data/full_solar_system_hamiltonian.png
    :scale: 100 %
-.. image:: ../../../docs/build/html/data/full_solar_system_positions.png
+.. image:: ../data/full_solar_system_positions.png
    :scale: 100 %
\ No newline at end of file
diff --git a/pySDC/projects/PinTSimE/README.rst b/pySDC/projects/PinTSimE/README.rst
index 5d179c9378..617e940417 100644
--- a/pySDC/projects/PinTSimE/README.rst
+++ b/pySDC/projects/PinTSimE/README.rst
@@ -13,7 +13,7 @@ The pi-line test case
 ---------------------
 The plot below shows the simulation of the pi-line model. There can be seen the two voltages along the capacitor and the current along the coil. Both the voltages and the current settle down over the time. As a background information: the pi-line model serves as transmission line, which transports the energy. The behavior which can be seen in the plot is what we would expect. 
 
-.. image:: ../../../docs/build/html/data/piline_model_solution.png
+.. image:: ../data/piline_model_solution.png
     :width: 35%
     :align: center
 
@@ -22,7 +22,7 @@ The buck converter test case
 ----------------------------
 In the test case of the buck converter there are multiple switches in the considered time domain. In the so-called open-loop control, a controller monitors the actual output voltage. It compares the output with a target output voltage. Regularly, after a fixed number of time steps, the duty cycle to control the switching is recalculated based on the error. The simulation illustrates the switching behavior in the simulation: The voltage values settle down between the reference. 
 
-.. image:: ../../../docs/build/html/data/buck_model_solution.png
+.. image:: ../data/buck_model_solution.png
     :width: 35%
     :align: center
 
@@ -30,6 +30,6 @@ The battery drain model test case
 ---------------------------------
 This model is a simple example for system internal switching, which means switching depends on system dynamics. When the capacitor voltage drops below the reference value, the circuit switches to the voltage source. An illustration of the process is clarified in the plot below: The capacitor voltage drops down, and after switching the voltage value along the capacitor no longer changes. 
 
-.. image:: ../../../docs/build/html/data/battery_model_solution.png
+.. image:: ../data/battery_model_solution.png
     :width: 35%
     :align: center
diff --git a/pySDC/projects/Resilience/README.rst b/pySDC/projects/Resilience/README.rst
index 5fd9d05b0e..debf912864 100644
--- a/pySDC/projects/Resilience/README.rst
+++ b/pySDC/projects/Resilience/README.rst
@@ -21,21 +21,21 @@ See below for, in the order of mention, plots of the solution, the error estimat
 The last plot was made without Hot Rod, meaning the last sweep is taken to be the solution of the time step, making it one order higher than the embedded estimate, and it can be seen that the extrapolation error estimate lies on top of the embedded error estimate with one fewer sweep.
 These plots were generated with serial SDC.
 
-.. image:: ../../../docs/build/html/data/piline_solution_adaptive.png
+.. image:: ../data/piline_solution_adaptive.png
     :width: 20%
-.. image:: ../../../docs/build/html/data/piline_hotrod_adaptive_1procs.png
+.. image:: ../data/piline_hotrod_adaptive_1procs.png
     :width: 24%
-.. image:: ../../../docs/build/html/data/piline_hotrod_1procs.png
+.. image:: ../data/piline_hotrod_1procs.png
     :width: 24%
-.. image:: ../../../docs/build/html/data/error_estimate_order.png
+.. image:: ../data/error_estimate_order.png
     :width: 23%
 
 We also have an implementation for Block Gauss-Seidel multi-step SDC in a simulated parallelism version without MPI.
 You can see the results below, except for the solution, which looks the same as the serial solution to the naked eye.
  
-.. image:: ../../../docs/build/html/data/piline_hotrod_adaptive_4procs.png
+.. image:: ../data/piline_hotrod_adaptive_4procs.png
     :width: 24%
-.. image:: ../../../docs/build/html/data/piline_hotrod_4procs.png
+.. image:: ../data/piline_hotrod_4procs.png
     :width: 24%
-.. image:: ../../../docs/build/html/data/error_estimate_order_parallel.png
+.. image:: ../data/error_estimate_order_parallel.png
     :width: 23%

From ba47febcf127dab00b817cb610e2ec78123a145b Mon Sep 17 00:00:00 2001
From: Jakob Fritz <j.fritz@fz-juelich.de>
Date: Mon, 8 May 2023 13:08:57 +0200
Subject: [PATCH 5/5] Reverted back to commit before update of website

That was 1f4ccb9b760765cb0d2dbe17b04e6d4c97eb78b4
---
 .github/workflows/ci_pipeline.yml                  |  1 -
 docs/source/projects/doc_SDC_showdown.rst          |  4 ++--
 docs/source/projects/doc_asympconv.rst             |  8 ++++----
 docs/source/projects/doc_fput.rst                  | 10 +++++-----
 docs/source/projects/doc_fwsw_acoustic.rst         |  6 +++---
 docs/source/projects/doc_fwsw_boussinesq.rst       |  2 +-
 docs/source/projects/doc_fwsw_theory.rst           | 14 +++++++-------
 docs/source/projects/doc_hamiltonian_simple.rst    |  4 ++--
 docs/source/projects/doc_matrixPFASST_matrix.rst   |  2 +-
 .../projects/doc_matrixPFASST_propagator.rst       |  2 +-
 docs/source/projects/doc_parallelSDC_nonlinear.rst |  6 +++---
 .../projects/doc_parallelSDC_preconditioner.rst    |  8 ++++----
 .../doc_parallelSDC_preconditioner_MPI.rst         |  8 ++++----
 docs/source/projects/doc_solar_system.rst          | 12 ++++++------
 docs/source/tutorial/doc_step_1_A.rst              |  2 +-
 docs/source/tutorial/doc_step_1_B.rst              |  4 ++--
 docs/source/tutorial/doc_step_1_C.rst              |  2 +-
 docs/source/tutorial/doc_step_1_D.rst              |  4 ++--
 docs/source/tutorial/doc_step_2_A.rst              |  2 +-
 docs/source/tutorial/doc_step_2_B.rst              |  2 +-
 docs/source/tutorial/doc_step_2_C.rst              |  2 +-
 docs/source/tutorial/doc_step_3_A.rst              |  2 +-
 docs/source/tutorial/doc_step_3_B.rst              |  2 +-
 docs/source/tutorial/doc_step_3_C.rst              |  2 +-
 docs/source/tutorial/doc_step_4_A.rst              |  2 +-
 docs/source/tutorial/doc_step_4_B.rst              |  2 +-
 docs/source/tutorial/doc_step_4_C.rst              |  2 +-
 docs/source/tutorial/doc_step_4_D.rst              |  2 +-
 docs/source/tutorial/doc_step_5_A.rst              |  2 +-
 docs/source/tutorial/doc_step_5_B.rst              |  2 +-
 docs/source/tutorial/doc_step_5_C.rst              |  2 +-
 docs/source/tutorial/doc_step_6_A.rst              |  4 ++--
 docs/source/tutorial/doc_step_6_B.rst              |  2 +-
 docs/source/tutorial/doc_step_6_C.rst              |  4 ++--
 docs/source/tutorial/doc_step_7_A.rst              |  2 +-
 docs/source/tutorial/doc_step_7_B.rst              |  2 +-
 docs/source/tutorial/doc_step_7_C.rst              |  6 +++---
 docs/source/tutorial/doc_step_8_A.rst              |  4 ++--
 docs/source/tutorial/doc_step_8_B.rst              |  6 +++---
 docs/source/tutorial/doc_step_8_C.rst              |  2 +-
 pySDC/projects/PinTSimE/README.rst                 |  6 +++---
 pySDC/projects/Resilience/README.rst               | 14 +++++++-------
 42 files changed, 88 insertions(+), 89 deletions(-)

diff --git a/.github/workflows/ci_pipeline.yml b/.github/workflows/ci_pipeline.yml
index 624da7ad51..4a8b4a794e 100644
--- a/.github/workflows/ci_pipeline.yml
+++ b/.github/workflows/ci_pipeline.yml
@@ -267,7 +267,6 @@ jobs:
           sphinx-build -b html docs/source docs/build/html
           mkdir -p docs/build/html/coverage
           mv htmlcov/* docs/build/html/coverage/.
-          cp -r data docs/build/html/
 
 #      - name: Build html II
 #        if: "!contains(github.event.head_commit.message, '[CI-no-benchmarks]')"
diff --git a/docs/source/projects/doc_SDC_showdown.rst b/docs/source/projects/doc_SDC_showdown.rst
index 5898562872..7648190709 100644
--- a/docs/source/projects/doc_SDC_showdown.rst
+++ b/docs/source/projects/doc_SDC_showdown.rst
@@ -4,7 +4,7 @@ Full code: `pySDC/projects/SDC_showdown/SDC_timing_Fisher.py <https://github.com
 
 Results:
 
-.. image:: ../data/timings_SDC_variants_Fisher.png
+.. image:: ../../../data/timings_SDC_variants_Fisher.png
    :scale: 100 %
 
 
@@ -14,5 +14,5 @@ Full code: `pySDC/projects/SDC_showdown/SDC_timing_GrayScott.py <https://github.
 
 Results:
 
-.. image:: ../data/timings_SDC_variants_GrayScott.png
+.. image:: ../../../data/timings_SDC_variants_GrayScott.png
    :scale: 100 %
diff --git a/docs/source/projects/doc_asympconv.rst b/docs/source/projects/doc_asympconv.rst
index 9e2b291b11..1bc5fdea5d 100644
--- a/docs/source/projects/doc_asympconv.rst
+++ b/docs/source/projects/doc_asympconv.rst
@@ -1,14 +1,14 @@
 Results:
 
-.. image:: ../data/conv_test_niter_NS3.png
+.. image:: ../../../data/conv_test_niter_NS3.png
    :width: 19%
 
-.. image:: ../data/conv_test_niter_NS2.png
+.. image:: ../../../data/conv_test_niter_NS2.png
    :width: 19%
 
-.. image:: ../data/conv_test_niter_Linf_diffusion.png
+.. image:: ../../../data/conv_test_niter_Linf_diffusion.png
    :width: 19%
 
-.. image:: ../data/conv_test_niter_Linf_advection.png
+.. image:: ../../../data/conv_test_niter_Linf_advection.png
    :width: 19%
 
diff --git a/docs/source/projects/doc_fput.rst b/docs/source/projects/doc_fput.rst
index 2c667d2179..2fa653b8cd 100644
--- a/docs/source/projects/doc_fput.rst
+++ b/docs/source/projects/doc_fput.rst
@@ -4,13 +4,13 @@ Full code: `pySDC/projects/Hamiltonian/fput.py <https://github.com/Parallel-in-T
 
 Results:
 
-.. literalinclude:: ../data/fput_out.txt
+.. literalinclude:: ../../../data/fput_out.txt
 
-.. image:: ../data/fput_hamiltonian.png
+.. image:: ../../../data/fput_hamiltonian.png
    :scale: 100 %
-.. image:: ../data/fput_positions.png
+.. image:: ../../../data/fput_positions.png
    :scale: 100 %
-.. image:: ../data/fput_energy.png
+.. image:: ../../../data/fput_energy.png
    :scale: 100 %
-.. image:: ../data/fput_energy_full.png
+.. image:: ../../../pySDC/projects/Hamiltonian/data/fput_energy_full.png
    :scale: 100 %
\ No newline at end of file
diff --git a/docs/source/projects/doc_fwsw_acoustic.rst b/docs/source/projects/doc_fwsw_acoustic.rst
index 6c2ccf791d..d0f28eeed2 100644
--- a/docs/source/projects/doc_fwsw_acoustic.rst
+++ b/docs/source/projects/doc_fwsw_acoustic.rst
@@ -1,10 +1,10 @@
 Results:
 
-.. image:: ../data/convergence.png
+.. image:: ../../../data/convergence.png
    :width: 19%
 
-.. image:: ../data/iteration.png
+.. image:: ../../../data/iteration.png
    :width: 19%
 
-.. image:: ../data/multiscale-K2-M2.png
+.. image:: ../../../data/multiscale-K2-M2.png
    :width: 19%
diff --git a/docs/source/projects/doc_fwsw_boussinesq.rst b/docs/source/projects/doc_fwsw_boussinesq.rst
index ce1b543b6d..36147373a0 100644
--- a/docs/source/projects/doc_fwsw_boussinesq.rst
+++ b/docs/source/projects/doc_fwsw_boussinesq.rst
@@ -1,4 +1,4 @@
 Results (generated with `plotgmrescounter_boussinesq.py <https://github.com/Parallel-in-Time/pySDC/blob/master/pySDC/projects/FastWaveSlowWave/plotgmrescounter_boussinesq.py>`_):
 
-.. image:: ../data/boussinesq.png
+.. image:: ../../../data/boussinesq.png
    :width: 19%
diff --git a/docs/source/projects/doc_fwsw_theory.rst b/docs/source/projects/doc_fwsw_theory.rst
index da33d5d29c..550a343249 100644
--- a/docs/source/projects/doc_fwsw_theory.rst
+++ b/docs/source/projects/doc_fwsw_theory.rst
@@ -1,22 +1,22 @@
 Results:
 
-.. image:: ../data/stifflimit-specrad.png
+.. image:: ../../../data/stifflimit-specrad.png
    :width: 19%
 
-.. image:: ../data/stifflimit-norm.png
+.. image:: ../../../data/stifflimit-norm.png
    :width: 19%
 
-.. image:: ../data/stability-K3-M3.png
+.. image:: ../../../data/stability-K3-M3.png
    :width: 19%
 
-.. image:: ../data/stab_vs_k_resolved.png
+.. image:: ../../../data/stab_vs_k_resolved.png
    :width: 19%
 
-.. image:: ../data/stab_vs_k_unresolved.png
+.. image:: ../../../data/stab_vs_k_unresolved.png
    :width: 19%
 
-.. image:: ../data/phase-K3-M3.png
+.. image:: ../../../data/phase-K3-M3.png
    :width: 19%
 
-.. image:: ../data/ampfactor-K3-M3.png
+.. image:: ../../../data/ampfactor-K3-M3.png
    :width: 19%
\ No newline at end of file
diff --git a/docs/source/projects/doc_hamiltonian_simple.rst b/docs/source/projects/doc_hamiltonian_simple.rst
index 84e2ced171..7f8b8a28ec 100644
--- a/docs/source/projects/doc_hamiltonian_simple.rst
+++ b/docs/source/projects/doc_hamiltonian_simple.rst
@@ -4,10 +4,10 @@ Full code: `pySDC/projects/Hamiltonian/simple_problems.py <https://github.com/Pa
 
 Results:
 
-.. image:: ../data/harmonic_hamiltonian.png
+.. image:: ../../../data/harmonic_hamiltonian.png
    :scale: 50 %
 
-.. image:: ../data/henonheiles_hamiltonian.png
+.. image:: ../../../data/henonheiles_hamiltonian.png
    :scale: 50 %
 
 
diff --git a/docs/source/projects/doc_matrixPFASST_matrix.rst b/docs/source/projects/doc_matrixPFASST_matrix.rst
index 448d24d5d8..5071764186 100644
--- a/docs/source/projects/doc_matrixPFASST_matrix.rst
+++ b/docs/source/projects/doc_matrixPFASST_matrix.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/projects/matrixPFASST/compare_to_matrixbased.py <https://githu
 
 Results:
 
-.. literalinclude:: ../data/comparison_matrix_vs_nomat_detail.txt
+.. literalinclude:: ../../../data/comparison_matrix_vs_nomat_detail.txt
diff --git a/docs/source/projects/doc_matrixPFASST_propagator.rst b/docs/source/projects/doc_matrixPFASST_propagator.rst
index 7e40a6720a..a95f4bd9da 100644
--- a/docs/source/projects/doc_matrixPFASST_propagator.rst
+++ b/docs/source/projects/doc_matrixPFASST_propagator.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/projects/matrixPFASST/compare_to_propagator.py <https://github
 
 Results:
 
-.. literalinclude:: ../data/comparison_matrix_vs_propagator_detail.txt
+.. literalinclude:: ../../../data/comparison_matrix_vs_propagator_detail.txt
diff --git a/docs/source/projects/doc_parallelSDC_nonlinear.rst b/docs/source/projects/doc_parallelSDC_nonlinear.rst
index 04c6948729..98d071e5cb 100644
--- a/docs/source/projects/doc_parallelSDC_nonlinear.rst
+++ b/docs/source/projects/doc_parallelSDC_nonlinear.rst
@@ -4,11 +4,11 @@ Full code: `pySDC/projects/parallelSDC/nonlinear_playground.py <https://github.c
 
 Results:
 
-.. literalinclude:: ../data/parallelSDC_nonlinear_out.txt
+.. literalinclude:: ../../../data/parallelSDC_nonlinear_out.txt
 
 Results:
 
-.. image:: ../data/parallelSDC_fisher.png
+.. image:: ../../../data/parallelSDC_fisher.png
    :scale: 100 %
 
 Full code: `pySDC/projects/parallelSDC/newton_vs_sdc.py <https://github.com/Parallel-in-Time/pySDC/blob/master/pySDC/projects/parallelSDC/newton_vs_sdc.py>`_
@@ -17,5 +17,5 @@ Full code: `pySDC/projects/parallelSDC/newton_vs_sdc.py <https://github.com/Para
 
 Results:
 
-.. image:: ../data/parallelSDC_fisher_newton.png
+.. image:: ../../../data/parallelSDC_fisher_newton.png
    :scale: 100 %
diff --git a/docs/source/projects/doc_parallelSDC_preconditioner.rst b/docs/source/projects/doc_parallelSDC_preconditioner.rst
index f3e42623c1..628a91e6d8 100644
--- a/docs/source/projects/doc_parallelSDC_preconditioner.rst
+++ b/docs/source/projects/doc_parallelSDC_preconditioner.rst
@@ -4,15 +4,15 @@ Full code: `pySDC/projects/parallelSDC/preconditioner_playground.py <https://git
 
 Results:
 
-.. image:: ../data/parallelSDC_preconditioner_heat.png
+.. image:: ../../../data/parallelSDC_preconditioner_heat.png
    :scale: 100 %
 
-.. image:: ../data/parallelSDC_preconditioner_advection.png
+.. image:: ../../../data/parallelSDC_preconditioner_advection.png
    :scale: 100 %
 
-.. image:: ../data/parallelSDC_preconditioner_vanderpol.png
+.. image:: ../../../data/parallelSDC_preconditioner_vanderpol.png
    :scale: 100 %
 
-.. image:: ../data/parallelSDC_preconditioner_fisher.png
+.. image:: ../../../data/parallelSDC_preconditioner_fisher.png
    :scale: 100 %
 
diff --git a/docs/source/projects/doc_parallelSDC_preconditioner_MPI.rst b/docs/source/projects/doc_parallelSDC_preconditioner_MPI.rst
index c0d08d9e9c..dd90cfc7cc 100644
--- a/docs/source/projects/doc_parallelSDC_preconditioner_MPI.rst
+++ b/docs/source/projects/doc_parallelSDC_preconditioner_MPI.rst
@@ -4,15 +4,15 @@ Full code: `pySDC/projects/parallelSDC/preconditioner_playground_MPI.py <https:/
 
 Results:
 
-.. image:: ../data/parallelSDC_preconditioner_MPI_heat.png
+.. image:: ../../../data/parallelSDC_preconditioner_MPI_heat.png
    :scale: 100 %
 
-.. image:: ../data/parallelSDC_preconditioner_MPI_advection.png
+.. image:: ../../../data/parallelSDC_preconditioner_MPI_advection.png
    :scale: 100 %
 
-.. image:: ../data/parallelSDC_preconditioner_MPI_vanderpol.png
+.. image:: ../../../data/parallelSDC_preconditioner_MPI_vanderpol.png
    :scale: 100 %
 
-.. image:: ../data/parallelSDC_preconditioner_MPI_fisher.png
+.. image:: ../../../data/parallelSDC_preconditioner_MPI_fisher.png
    :scale: 100 %
 
diff --git a/docs/source/projects/doc_solar_system.rst b/docs/source/projects/doc_solar_system.rst
index 84d0efb079..88773ae145 100644
--- a/docs/source/projects/doc_solar_system.rst
+++ b/docs/source/projects/doc_solar_system.rst
@@ -4,16 +4,16 @@ Full code: `pySDC/projects/Hamiltonian/solar_system.py <https://github.com/Paral
 
 Results:
 
-.. literalinclude:: ../data/outer_solar_system_out.txt
+.. literalinclude:: ../../../data/outer_solar_system_out.txt
 
-.. image:: ../data/outer_solar_system_hamiltonian.png
+.. image:: ../../../data/outer_solar_system_hamiltonian.png
    :scale: 100 %
-.. image:: ../data/outer_solar_system_positions.png
+.. image:: ../../../data/outer_solar_system_positions.png
    :scale: 100 %
 
-.. literalinclude:: ../data/full_solar_system_out.txt
+.. literalinclude:: ../../../data/full_solar_system_out.txt
 
-.. image:: ../data/full_solar_system_hamiltonian.png
+.. image:: ../../../data/full_solar_system_hamiltonian.png
    :scale: 100 %
-.. image:: ../data/full_solar_system_positions.png
+.. image:: ../../../data/full_solar_system_positions.png
    :scale: 100 %
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_1_A.rst b/docs/source/tutorial/doc_step_1_A.rst
index 7d7c40447a..f0b3f55b97 100644
--- a/docs/source/tutorial/doc_step_1_A.rst
+++ b/docs/source/tutorial/doc_step_1_A.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_1/A_spatial_problem_setup.py <https://github.com
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/step_1_A_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../data/step_1_A_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_1_B.rst b/docs/source/tutorial/doc_step_1_B.rst
index 504095423c..ba0ad37ef9 100644
--- a/docs/source/tutorial/doc_step_1_B.rst
+++ b/docs/source/tutorial/doc_step_1_B.rst
@@ -4,7 +4,7 @@ Full code: `pySDC/tutorial/step_1/B_spatial_accuracy_check.py <https://github.co
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/step_1_B_out.txt
+.. literalinclude:: ../../../data/step_1_B_out.txt
 
-.. image:: ../../../docs/build/html/data/step_1_accuracy_test_space.png
+.. image:: ../../../data/step_1_accuracy_test_space.png
    :scale: 50 %
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_1_C.rst b/docs/source/tutorial/doc_step_1_C.rst
index 0f203cd5b6..b045b9a47e 100644
--- a/docs/source/tutorial/doc_step_1_C.rst
+++ b/docs/source/tutorial/doc_step_1_C.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_1/C_collocation_problem_setup.py <https://github
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/step_1_C_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../data/step_1_C_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_1_D.rst b/docs/source/tutorial/doc_step_1_D.rst
index bfeccfde2d..afcd39ed15 100644
--- a/docs/source/tutorial/doc_step_1_D.rst
+++ b/docs/source/tutorial/doc_step_1_D.rst
@@ -4,7 +4,7 @@ Full code: `pySDC/tutorial/step_1/D_collocation_accuracy_check.py <https://githu
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/step_1_D_out.txt
+.. literalinclude:: ../../../data/step_1_D_out.txt
 
-.. image:: ../../../docs/build/html/data/step_1_accuracy_test_coll.png
+.. image:: ../../../data/step_1_accuracy_test_coll.png
    :scale: 50 %
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_2_A.rst b/docs/source/tutorial/doc_step_2_A.rst
index ed377b170d..0f404af1fd 100644
--- a/docs/source/tutorial/doc_step_2_A.rst
+++ b/docs/source/tutorial/doc_step_2_A.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_2/A_step_data_structure.py <https://github.com/P
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/step_2_A_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../data/step_2_A_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_2_B.rst b/docs/source/tutorial/doc_step_2_B.rst
index 0f5f8470ce..88b00e3735 100644
--- a/docs/source/tutorial/doc_step_2_B.rst
+++ b/docs/source/tutorial/doc_step_2_B.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_2/B_my_first_sweeper.py <https://github.com/Para
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/step_2_B_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../data/step_2_B_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_2_C.rst b/docs/source/tutorial/doc_step_2_C.rst
index 717c3e862f..0128e84917 100644
--- a/docs/source/tutorial/doc_step_2_C.rst
+++ b/docs/source/tutorial/doc_step_2_C.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_2/C_using_pySDCs_frontend.py <https://github.com
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/step_2_C_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../data/step_2_C_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_3_A.rst b/docs/source/tutorial/doc_step_3_A.rst
index cda2ce4ceb..92dee5c4eb 100644
--- a/docs/source/tutorial/doc_step_3_A.rst
+++ b/docs/source/tutorial/doc_step_3_A.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_3/A_getting_statistics.py <https://github.com/Pa
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/step_3_A_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../data/step_3_A_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_3_B.rst b/docs/source/tutorial/doc_step_3_B.rst
index f1a26edeb5..af55a129ff 100644
--- a/docs/source/tutorial/doc_step_3_B.rst
+++ b/docs/source/tutorial/doc_step_3_B.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_3/B_adding_statistics.py <https://github.com/Par
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/step_3_B_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../data/step_3_B_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_3_C.rst b/docs/source/tutorial/doc_step_3_C.rst
index 67d2956296..a0943d2b8d 100644
--- a/docs/source/tutorial/doc_step_3_C.rst
+++ b/docs/source/tutorial/doc_step_3_C.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_3/C_study_collocations.py <https://github.com/Pa
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/step_3_C_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../data/step_3_C_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_4_A.rst b/docs/source/tutorial/doc_step_4_A.rst
index 9cbe915d35..f51fbb8a08 100644
--- a/docs/source/tutorial/doc_step_4_A.rst
+++ b/docs/source/tutorial/doc_step_4_A.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_4/A_spatial_transfer_operators.py <https://githu
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/step_4_A_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../data/step_4_A_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_4_B.rst b/docs/source/tutorial/doc_step_4_B.rst
index f7c9faac9a..8b4e47db03 100644
--- a/docs/source/tutorial/doc_step_4_B.rst
+++ b/docs/source/tutorial/doc_step_4_B.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_4/B_multilevel_hierarchy.py <https://github.com/
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/step_4_B_out.txt
+.. literalinclude:: ../../../data/step_4_B_out.txt
diff --git a/docs/source/tutorial/doc_step_4_C.rst b/docs/source/tutorial/doc_step_4_C.rst
index 50e997a29f..11b426d9ef 100644
--- a/docs/source/tutorial/doc_step_4_C.rst
+++ b/docs/source/tutorial/doc_step_4_C.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_4/C_SDC_vs_MLSDC.py <https://github.com/Parallel
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/step_4_C_out.txt
+.. literalinclude:: ../../../data/step_4_C_out.txt
diff --git a/docs/source/tutorial/doc_step_4_D.rst b/docs/source/tutorial/doc_step_4_D.rst
index 3965834adb..b035cb53d3 100644
--- a/docs/source/tutorial/doc_step_4_D.rst
+++ b/docs/source/tutorial/doc_step_4_D.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_4/D_MLSDC_with_particles.py <https://github.com/
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/step_4_D_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../data/step_4_D_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_5_A.rst b/docs/source/tutorial/doc_step_5_A.rst
index 03c2b95f34..b399ef8c5b 100644
--- a/docs/source/tutorial/doc_step_5_A.rst
+++ b/docs/source/tutorial/doc_step_5_A.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_5/A_multistep_multilevel_hierarchy.py <https://g
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/step_5_A_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../data/step_5_A_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_5_B.rst b/docs/source/tutorial/doc_step_5_B.rst
index edc991174c..4088312989 100644
--- a/docs/source/tutorial/doc_step_5_B.rst
+++ b/docs/source/tutorial/doc_step_5_B.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_5/B_my_first_PFASST_run.py <https://github.com/P
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/step_5_B_out.txt
+.. literalinclude:: ../../../data/step_5_B_out.txt
diff --git a/docs/source/tutorial/doc_step_5_C.rst b/docs/source/tutorial/doc_step_5_C.rst
index f5ad16f543..9ce2e10b52 100644
--- a/docs/source/tutorial/doc_step_5_C.rst
+++ b/docs/source/tutorial/doc_step_5_C.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_5/C_advection_and_PFASST.py <https://github.com/
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/step_5_C_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../data/step_5_C_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_6_A.rst b/docs/source/tutorial/doc_step_6_A.rst
index df1afe5aa1..e8286245a0 100644
--- a/docs/source/tutorial/doc_step_6_A.rst
+++ b/docs/source/tutorial/doc_step_6_A.rst
@@ -4,5 +4,5 @@ Full code: `pySDC/tutorial/step_6/A_run_non_MPI_controller.py <https://github.co
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/step_6_A_sl_out.txt
-.. literalinclude:: ../../../docs/build/html/data/step_6_A_ml_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../data/step_6_A_sl_out.txt
+.. literalinclude:: ../../../data/step_6_A_ml_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_6_B.rst b/docs/source/tutorial/doc_step_6_B.rst
index 7f728af5ed..da898984e1 100644
--- a/docs/source/tutorial/doc_step_6_B.rst
+++ b/docs/source/tutorial/doc_step_6_B.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_6/B_odd_temporal_distribution.py <https://github
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/step_6_B_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../data/step_6_B_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_6_C.rst b/docs/source/tutorial/doc_step_6_C.rst
index c07749d47f..6c5d44b90f 100644
--- a/docs/source/tutorial/doc_step_6_C.rst
+++ b/docs/source/tutorial/doc_step_6_C.rst
@@ -6,5 +6,5 @@ Full code: `pySDC/tutorial/step_6/C_MPI_parallelization.py <https://github.com/P
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/step_6_C1_out.txt
-.. literalinclude:: ../../../docs/build/html/data/step_6_C2_out.txt
+.. literalinclude:: ../../../data/step_6_C1_out.txt
+.. literalinclude:: ../../../data/step_6_C2_out.txt
diff --git a/docs/source/tutorial/doc_step_7_A.rst b/docs/source/tutorial/doc_step_7_A.rst
index 1c39a86818..af7a991a38 100644
--- a/docs/source/tutorial/doc_step_7_A.rst
+++ b/docs/source/tutorial/doc_step_7_A.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_7/A_pySDC_with_FEniCS.py <https://github.com/Par
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/step_7_A_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../data/step_7_A_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_7_B.rst b/docs/source/tutorial/doc_step_7_B.rst
index 9c6f55789b..465fadc33c 100644
--- a/docs/source/tutorial/doc_step_7_B.rst
+++ b/docs/source/tutorial/doc_step_7_B.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_7/B_pySDC_with_mpi4pyfft.py <https://github.com/
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/step_7_B_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../data/step_7_B_out.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_7_C.rst b/docs/source/tutorial/doc_step_7_C.rst
index 22c5844670..f700a67500 100644
--- a/docs/source/tutorial/doc_step_7_C.rst
+++ b/docs/source/tutorial/doc_step_7_C.rst
@@ -6,12 +6,12 @@ Results:
 
 1 processor in time, 1 processor in space
 
-.. literalinclude:: ../../../docs/build/html/data/step_7_C_out_1x1.txt
+.. literalinclude:: ../../../data/step_7_C_out_1x1.txt
 
 1 processor in time, 2 processors in space
 
-.. literalinclude:: ../../../docs/build/html/data/step_7_C_out_1x2.txt
+.. literalinclude:: ../../../data/step_7_C_out_1x2.txt
 
 2 processor in time, 2 processors in space
 
-.. literalinclude:: ../../../docs/build/html/data/step_7_C_out_2x2.txt
\ No newline at end of file
+.. literalinclude:: ../../../data/step_7_C_out_2x2.txt
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_8_A.rst b/docs/source/tutorial/doc_step_8_A.rst
index 96bb09baa2..f48a73d34b 100644
--- a/docs/source/tutorial/doc_step_8_A.rst
+++ b/docs/source/tutorial/doc_step_8_A.rst
@@ -4,7 +4,7 @@ Full code: `pySDC/tutorial/step_8/A_visualize_residuals.py <https://github.com/P
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/step_8_A_out.txt
+.. literalinclude:: ../../../data/step_8_A_out.txt
 
-.. image:: ../../../docs/build/html/data/step_8_residuals.png
+.. image:: ../../../data/step_8_residuals.png
    :scale: 50 %
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_8_B.rst b/docs/source/tutorial/doc_step_8_B.rst
index 3b60fee2ee..fc7bcc701d 100644
--- a/docs/source/tutorial/doc_step_8_B.rst
+++ b/docs/source/tutorial/doc_step_8_B.rst
@@ -4,10 +4,10 @@ Full code: `pySDC/tutorial/step_8/B_multistep_SDC.py <https://github.com/Paralle
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/step_8_B_out.txt
+.. literalinclude:: ../../../data/step_8_B_out.txt
 
-.. image:: ../../../docs/build/html/data/step_8_residuals_mssdc_jac.png
+.. image:: ../../../data/step_8_residuals_mssdc_jac.png
    :scale: 50 %
 
-.. image:: ../../../docs/build/html/data/step_8_residuals_mssdc_gs.png
+.. image:: ../../../data/step_8_residuals_mssdc_gs.png
    :scale: 50 %
\ No newline at end of file
diff --git a/docs/source/tutorial/doc_step_8_C.rst b/docs/source/tutorial/doc_step_8_C.rst
index a515d04836..f5cd423945 100644
--- a/docs/source/tutorial/doc_step_8_C.rst
+++ b/docs/source/tutorial/doc_step_8_C.rst
@@ -4,4 +4,4 @@ Full code: `pySDC/tutorial/step_8/C_iteration_estimator.py <https://github.com/P
 
 Results:
 
-.. literalinclude:: ../../../docs/build/html/data/step_8_C_out.txt
\ No newline at end of file
+.. literalinclude:: ../../../data/step_8_C_out.txt
\ No newline at end of file
diff --git a/pySDC/projects/PinTSimE/README.rst b/pySDC/projects/PinTSimE/README.rst
index 617e940417..9cbd030dd3 100644
--- a/pySDC/projects/PinTSimE/README.rst
+++ b/pySDC/projects/PinTSimE/README.rst
@@ -13,7 +13,7 @@ The pi-line test case
 ---------------------
 The plot below shows the simulation of the pi-line model. There can be seen the two voltages along the capacitor and the current along the coil. Both the voltages and the current settle down over the time. As a background information: the pi-line model serves as transmission line, which transports the energy. The behavior which can be seen in the plot is what we would expect. 
 
-.. image:: ../data/piline_model_solution.png
+.. image:: ../../../data/piline_model_solution.png
     :width: 35%
     :align: center
 
@@ -22,7 +22,7 @@ The buck converter test case
 ----------------------------
 In the test case of the buck converter there are multiple switches in the considered time domain. In the so-called open-loop control, a controller monitors the actual output voltage. It compares the output with a target output voltage. Regularly, after a fixed number of time steps, the duty cycle to control the switching is recalculated based on the error. The simulation illustrates the switching behavior in the simulation: The voltage values settle down between the reference. 
 
-.. image:: ../data/buck_model_solution.png
+.. image:: ../../../data/buck_model_solution.png
     :width: 35%
     :align: center
 
@@ -30,6 +30,6 @@ The battery drain model test case
 ---------------------------------
 This model is a simple example for system internal switching, which means switching depends on system dynamics. When the capacitor voltage drops below the reference value, the circuit switches to the voltage source. An illustration of the process is clarified in the plot below: The capacitor voltage drops down, and after switching the voltage value along the capacitor no longer changes. 
 
-.. image:: ../data/battery_model_solution.png
+.. image:: ../../../data/battery_model_solution.png
     :width: 35%
     :align: center
diff --git a/pySDC/projects/Resilience/README.rst b/pySDC/projects/Resilience/README.rst
index debf912864..0215c2cd0c 100644
--- a/pySDC/projects/Resilience/README.rst
+++ b/pySDC/projects/Resilience/README.rst
@@ -21,21 +21,21 @@ See below for, in the order of mention, plots of the solution, the error estimat
 The last plot was made without Hot Rod, meaning the last sweep is taken to be the solution of the time step, making it one order higher than the embedded estimate, and it can be seen that the extrapolation error estimate lies on top of the embedded error estimate with one fewer sweep.
 These plots were generated with serial SDC.
 
-.. image:: ../data/piline_solution_adaptive.png
+.. image:: ../../../data/piline_solution_adaptive.png
     :width: 20%
-.. image:: ../data/piline_hotrod_adaptive_1procs.png
+.. image:: ../../../data/piline_hotrod_adaptive_1procs.png
     :width: 24%
-.. image:: ../data/piline_hotrod_1procs.png
+.. image:: ../../../data/piline_hotrod_1procs.png
     :width: 24%
-.. image:: ../data/error_estimate_order.png
+.. image:: ../../../data/error_estimate_order.png
     :width: 23%
 
 We also have an implementation for Block Gauss-Seidel multi-step SDC in a simulated parallelism version without MPI.
 You can see the results below, except for the solution, which looks the same as the serial solution to the naked eye.
  
-.. image:: ../data/piline_hotrod_adaptive_4procs.png
+.. image:: ../../../data/piline_hotrod_adaptive_4procs.png
     :width: 24%
-.. image:: ../data/piline_hotrod_4procs.png
+.. image:: ../../../data/piline_hotrod_4procs.png
     :width: 24%
-.. image:: ../data/error_estimate_order_parallel.png
+.. image:: ../../../data/error_estimate_order_parallel.png
     :width: 23%