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diff --git a/_downloads/09b83b84e67dd3bf3bfa9889ef5464d2/linop-5.pdf b/_downloads/09b83b84e67dd3bf3bfa9889ef5464d2/linop-5.pdf
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diff --git a/_downloads/22bd9057779cffbbbba3ea842436c066/linop-7_00.pdf b/_downloads/22bd9057779cffbbbba3ea842436c066/linop-7_00.pdf
diff --git a/_downloads/274c9a03963857bb2702dadde78475d6/linop-18_02.pdf b/_downloads/274c9a03963857bb2702dadde78475d6/linop-18_02.pdf
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diff --git a/_downloads/38abfa68484834f661723510290a9594/sampler-1_01_00.pdf b/_downloads/38abfa68484834f661723510290a9594/sampler-1_01_00.pdf
diff --git a/_downloads/3efa35127efc146021b2bb00f30126cc/linop-8_00.pdf b/_downloads/3efa35127efc146021b2bb00f30126cc/linop-8_00.pdf
diff --git a/_downloads/426d2a51889add0a821472e3363e6c86/linop-9_02.pdf b/_downloads/426d2a51889add0a821472e3363e6c86/linop-9_02.pdf
diff --git a/_downloads/46ba4351fee97ccd2e3d0aba89e7413d/linop-14.pdf b/_downloads/46ba4351fee97ccd2e3d0aba89e7413d/linop-14.pdf
diff --git a/_downloads/502950988dae13ff01ed4781361cfe4d/linop-18_03.pdf b/_downloads/502950988dae13ff01ed4781361cfe4d/linop-18_03.pdf
diff --git a/_downloads/5420c90dcdf9b097dbed8ebf47bc7a03/util-2.pdf b/_downloads/5420c90dcdf9b097dbed8ebf47bc7a03/util-2.pdf
diff --git a/_downloads/5b19c3c62ae35eb4489c976153e230f2/linop-9_00.pdf b/_downloads/5b19c3c62ae35eb4489c976153e230f2/linop-9_00.pdf
diff --git a/_downloads/5be70851f96b004b61b84e14faba6d02/util-1.pdf b/_downloads/5be70851f96b004b61b84e14faba6d02/util-1.pdf
diff --git a/_downloads/5d831190e971237b56d4c6f5001a1497/linop-1.pdf b/_downloads/5d831190e971237b56d4c6f5001a1497/linop-1.pdf
diff --git a/_downloads/5ebda40b456c165df2ad890040597b6f/linop-15.pdf b/_downloads/5ebda40b456c165df2ad890040597b6f/linop-15.pdf
diff --git a/_downloads/5f2c7960744f306a7f67e6f866544db8/abc-1.pdf b/_downloads/5f2c7960744f306a7f67e6f866544db8/abc-1.pdf
diff --git a/_downloads/612022bbeb60e12bbedb2442f5e9eb14/linop-8_01.pdf b/_downloads/612022bbeb60e12bbedb2442f5e9eb14/linop-8_01.pdf
diff --git a/_downloads/6f030212e1ed44374360d96af1b8bb08/sampler-1_01_00.png b/_downloads/6f030212e1ed44374360d96af1b8bb08/sampler-1_01_00.png
diff --git a/_downloads/720322c27d60e8bdfe2e26d9c52e0397/linop-11.pdf b/_downloads/720322c27d60e8bdfe2e26d9c52e0397/linop-11.pdf
diff --git a/_downloads/76756524613d2983ea3587d04687c2c6/linop-7_01.pdf b/_downloads/76756524613d2983ea3587d04687c2c6/linop-7_01.pdf
diff --git a/_downloads/7bf4f564a15100201d0a1e7baafafa52/opt-solver-2.pdf b/_downloads/7bf4f564a15100201d0a1e7baafafa52/opt-solver-2.pdf
diff --git a/_downloads/7cceec4a3abf2947afcf0fbf1a95fbc2/linop-9_01.pdf b/_downloads/7cceec4a3abf2947afcf0fbf1a95fbc2/linop-9_01.pdf
diff --git a/_downloads/7f5f34fa22392f9857f5e4557ab603eb/linop-18_01.pdf b/_downloads/7f5f34fa22392f9857f5e4557ab603eb/linop-18_01.pdf
diff --git a/_downloads/8149e23614b7c5de54fdf55f5a7a75c5/linop-17_00.pdf b/_downloads/8149e23614b7c5de54fdf55f5a7a75c5/linop-17_00.pdf
diff --git a/_downloads/8186afc1cad5ba418c82646f4dc4c85a/sampler-1_00_00.pdf b/_downloads/8186afc1cad5ba418c82646f4dc4c85a/sampler-1_00_00.pdf
diff --git a/_downloads/82d6d7024b395a55bfdcd60ed84361df/linop-16_02.pdf b/_downloads/82d6d7024b395a55bfdcd60ed84361df/linop-16_02.pdf
diff --git a/_downloads/852396df1c2a68b4ab13ea440094a13b/linop-2.pdf b/_downloads/852396df1c2a68b4ab13ea440094a13b/linop-2.pdf
diff --git a/_downloads/88a3f16ef7fce8fdb35fd4edf3b6ace4/sampler-1_00_00.png b/_downloads/88a3f16ef7fce8fdb35fd4edf3b6ace4/sampler-1_00_00.png
diff --git a/_downloads/9c4ebc29020e065ee3bc3d0953afc0cb/sampler-1_01_00.hires.png b/_downloads/9c4ebc29020e065ee3bc3d0953afc0cb/sampler-1_01_00.hires.png
diff --git a/_downloads/9eaea73fdea624e0206631a1d44ed0c6/linop-7_03.pdf b/_downloads/9eaea73fdea624e0206631a1d44ed0c6/linop-7_03.pdf
diff --git a/_downloads/b2643be9761ce6a5244d11d98408529f/linop-13.pdf b/_downloads/b2643be9761ce6a5244d11d98408529f/linop-13.pdf
diff --git a/_downloads/b793257364ec7e73fe09d6ac0cf897bb/linop-3.pdf b/_downloads/b793257364ec7e73fe09d6ac0cf897bb/linop-3.pdf
diff --git a/_downloads/c0190b5d57d3d151adb5651d8b8a1ee5/linop-10.pdf b/_downloads/c0190b5d57d3d151adb5651d8b8a1ee5/linop-10.pdf
diff --git a/_downloads/c604d2df9d37527a80c0dc91b76cf5db/sampler-1_00_00.hires.png b/_downloads/c604d2df9d37527a80c0dc91b76cf5db/sampler-1_00_00.hires.png
diff --git a/_downloads/ce02986c52568fc946d170be6555d837/linop-18_00.pdf b/_downloads/ce02986c52568fc946d170be6555d837/linop-18_00.pdf
diff --git a/_downloads/d722bee71da109d7780d99550eacebb8/linop-16_00.pdf b/_downloads/d722bee71da109d7780d99550eacebb8/linop-16_00.pdf
diff --git a/_downloads/db9ac5fbbfe21a45f644cc919f758da2/opt-solver-1.pdf b/_downloads/db9ac5fbbfe21a45f644cc919f758da2/opt-solver-1.pdf
diff --git a/_downloads/e8cf3ce50f34b6ff0831d06aeebabca8/linop-6.pdf b/_downloads/e8cf3ce50f34b6ff0831d06aeebabca8/linop-6.pdf
diff --git a/_downloads/ef375de8a555744bde8d66d2be4d2ecd/linop-4.pdf b/_downloads/ef375de8a555744bde8d66d2be4d2ecd/linop-4.pdf
diff --git a/_downloads/f8ee9bb8e004715b22514fc6afbb3a71/linop-7_02.pdf b/_downloads/f8ee9bb8e004715b22514fc6afbb3a71/linop-7_02.pdf
diff --git a/_images/sampler-1_00_00.png b/_images/sampler-1_00_00.png
diff --git a/_images/sampler-1_01_00.png b/_images/sampler-1_01_00.png
diff --git a/_parse_plugins/plugins.db b/_parse_plugins/plugins.db
diff --git a/build/html/WARNINGS.log b/build/html/WARNINGS.log
@@ -14,21 +14,6 @@ block source:   ModuleNotFoundError: No module named 'pyxu.opt.solver.GradientDe
 /home/runner/work/pyxu-org.github.io/pyxu-org.github.io/pyxu/doc/intro/tomo.ipynb:687: WARNING: File not found: 'api/abc.html#pyxu.abc.Func.asloss'
 /home/runner/work/pyxu-org.github.io/pyxu-org.github.io/pyxu/doc/intro/tomo.ipynb:699: WARNING: File not found: 'api/abc.html#pyxu.abc.DiffMap.estimate_diff_lipschitz'
 /home/runner/work/pyxu-org.github.io/pyxu-org.github.io/pyxu/doc/intro/tomo.ipynb:914: WARNING: File not found: 'api/abc.html#pyxu.abc.ProxDiffFunc'
-/opt/hostedtoolcache/Python/3.12.6/x64/lib/python3.12/site-packages/pyxu/opt/solver/pds.py:docstring of pyxu.opt.solver.pds.ADMM:152: WARNING: Exception occurred in plotting opt-solver-3
- from /home/runner/work/pyxu-org.github.io/pyxu-org.github.io/pyxu/doc/api/opt.solver.rst:
-Traceback (most recent call last):
-  File "/opt/hostedtoolcache/Python/3.12.6/x64/lib/python3.12/site-packages/matplotlib/sphinxext/plot_directive.py", line 552, in _run_code
-    exec(code, ns)
-  File "<string>", line 29, in <module>
-TypeError: SquaredL2Norm.__init__() got an unexpected keyword argument 'dim'
-/home/runner/work/pyxu-org.github.io/pyxu-org.github.io/pyxu/doc/examples/contributing.ipynb:42: WARNING: invalid syntax (<unknown>, line 5) in document 'examples/contributing'
-Parsed source in `python` block:
-concatenations: try:
-    from pyxu.opt.solver import GradientDescent
-except ImportError as e:
-    print(e)
-block source:   !pip install pyxu-gradient-descent
-/home/runner/work/pyxu-org.github.io/pyxu-org.github.io/pyxu/doc/examples/deblur.ipynb:278: WARNING: File not found: 'api/opt.solver.html#pyxu.opt.solver.PD3O'
 /home/runner/work/pyxu-org.github.io/pyxu-org.github.io/pyxu/doc/fair/plugins_preview/index.rst:1118: WARNING: toctree contains reference to nonexisting document 'fair/plugins_preview/TokemakRec'
 /home/runner/work/pyxu-org.github.io/pyxu-org.github.io/pyxu/doc/fair/score.rst:29: WARNING: Bullet list ends without a blank line; unexpected unindent.
 /home/runner/work/pyxu-org.github.io/pyxu-org.github.io/pyxu/doc/guide/algebra.ipynb:32: WARNING: File not found: 'api/abc.html#pyxu.abc.Map.apply'
@@ -198,6 +183,21 @@ Hands-On Example 🎓
 /home/runner/work/pyxu-org.github.io/pyxu-org.github.io/pyxu/doc/guide/lipschitz.ipynb:51: WARNING: File not found: 'api/abc.html#pyxu.abc.LinOp'
 /home/runner/work/pyxu-org.github.io/pyxu-org.github.io/pyxu/doc/guide/lipschitz.ipynb:285: WARNING: File not found: 'api/index.html'
 /home/runner/work/pyxu-org.github.io/pyxu-org.github.io/pyxu/doc/guide/lipschitz.ipynb:285: WARNING: File not found: 'api/abc/arithmetic.html'
+/opt/hostedtoolcache/Python/3.12.6/x64/lib/python3.12/site-packages/pyxu/opt/solver/pds.py:docstring of pyxu.opt.solver.pds.ADMM:152: WARNING: Exception occurred in plotting opt-solver-3
+ from /home/runner/work/pyxu-org.github.io/pyxu-org.github.io/pyxu/doc/api/opt.solver.rst:
+Traceback (most recent call last):
+  File "/opt/hostedtoolcache/Python/3.12.6/x64/lib/python3.12/site-packages/matplotlib/sphinxext/plot_directive.py", line 552, in _run_code
+    exec(code, ns)
+  File "<string>", line 29, in <module>
+TypeError: SquaredL2Norm.__init__() got an unexpected keyword argument 'dim'
+/home/runner/work/pyxu-org.github.io/pyxu-org.github.io/pyxu/doc/examples/contributing.ipynb:42: WARNING: invalid syntax (<unknown>, line 5) in document 'examples/contributing'
+Parsed source in `python` block:
+concatenations: try:
+    from pyxu.opt.solver import GradientDescent
+except ImportError as e:
+    print(e)
+block source:   !pip install pyxu-gradient-descent
+/home/runner/work/pyxu-org.github.io/pyxu-org.github.io/pyxu/doc/examples/deblur.ipynb:278: WARNING: File not found: 'api/opt.solver.html#pyxu.opt.solver.PD3O'
 WARNING: missing attribute to_sciop in object pyxu.abc.LinOp
 /opt/hostedtoolcache/Python/3.12.6/x64/lib/python3.12/site-packages/pyxu/abc/operator.py:docstring of pyxu.abc.operator.LinOp.asarray:8: WARNING: Inline emphasis start-string without end-string.
 /opt/hostedtoolcache/Python/3.12.6/x64/lib/python3.12/site-packages/pyxu/abc/operator.py:docstring of pyxu.abc.operator.LinOp.asarray:8: WARNING: Inline emphasis start-string without end-string.

diff --git a/guide/diff_ops.html b/guide/diff_ops.html
@@ -292,7 +292,7 @@ <h2>Partial Derivatives<a class="headerlink" href="#Partial-Derivatives" title="
 <div class="math notranslate nohighlight">
 \[\mathbf{D} f [n] = f[n+1] - f[n]\]</div>
 <p>As we will see below, this is the forward finite difference approximation. This could be implemented in <strong>matrix-form</strong>, in which case it would look like this:</p>
-<center><p><img alt="8baeaae765d845f783a501a3710b9b57" class="no-scaled-link" src="../_images/matrix-form.png" style="width: 400px;"/></p>
+<center><p><img alt="bafcfd3722bb48ec8ce8bf502948d2d1" class="no-scaled-link" src="../_images/matrix-form.png" style="width: 400px;"/></p>
 </center><p>Or, it could be instead implemented via a for loop, in which the case of large input signals, would not require storing a large matrix:</p>
 <div class="nbinput nblast docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[1]:

diff --git a/plot_directive/api/abc-1.pdf b/plot_directive/api/abc-1.pdf
diff --git a/plot_directive/api/experimental/sampler-1_00_00.hires.png b/plot_directive/api/experimental/sampler-1_00_00.hires.png
diff --git a/plot_directive/api/experimental/sampler-1_00_00.pdf b/plot_directive/api/experimental/sampler-1_00_00.pdf
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diff --git a/plot_directive/api/experimental/sampler-1_01_00.hires.png b/plot_directive/api/experimental/sampler-1_01_00.hires.png
diff --git a/plot_directive/api/experimental/sampler-1_01_00.pdf b/plot_directive/api/experimental/sampler-1_01_00.pdf
diff --git a/plot_directive/api/experimental/sampler-1_01_00.png b/plot_directive/api/experimental/sampler-1_01_00.png
diff --git a/plot_directive/api/operator/linop-1.pdf b/plot_directive/api/operator/linop-1.pdf
diff --git a/plot_directive/api/operator/linop-10.pdf b/plot_directive/api/operator/linop-10.pdf
diff --git a/plot_directive/api/operator/linop-11.pdf b/plot_directive/api/operator/linop-11.pdf
diff --git a/plot_directive/api/operator/linop-13.pdf b/plot_directive/api/operator/linop-13.pdf
diff --git a/plot_directive/api/operator/linop-14.pdf b/plot_directive/api/operator/linop-14.pdf
diff --git a/plot_directive/api/operator/linop-15.pdf b/plot_directive/api/operator/linop-15.pdf
diff --git a/plot_directive/api/operator/linop-16_00.pdf b/plot_directive/api/operator/linop-16_00.pdf
diff --git a/plot_directive/api/operator/linop-16_01.pdf b/plot_directive/api/operator/linop-16_01.pdf
diff --git a/plot_directive/api/operator/linop-16_02.pdf b/plot_directive/api/operator/linop-16_02.pdf
diff --git a/plot_directive/api/operator/linop-17_00.pdf b/plot_directive/api/operator/linop-17_00.pdf
diff --git a/plot_directive/api/operator/linop-17_01.pdf b/plot_directive/api/operator/linop-17_01.pdf
diff --git a/plot_directive/api/operator/linop-18_00.pdf b/plot_directive/api/operator/linop-18_00.pdf
diff --git a/plot_directive/api/operator/linop-18_01.pdf b/plot_directive/api/operator/linop-18_01.pdf
diff --git a/plot_directive/api/operator/linop-18_02.pdf b/plot_directive/api/operator/linop-18_02.pdf
diff --git a/plot_directive/api/operator/linop-18_03.pdf b/plot_directive/api/operator/linop-18_03.pdf
diff --git a/plot_directive/api/operator/linop-2.pdf b/plot_directive/api/operator/linop-2.pdf
diff --git a/plot_directive/api/operator/linop-3.pdf b/plot_directive/api/operator/linop-3.pdf
diff --git a/plot_directive/api/operator/linop-4.pdf b/plot_directive/api/operator/linop-4.pdf
diff --git a/plot_directive/api/operator/linop-5.pdf b/plot_directive/api/operator/linop-5.pdf
diff --git a/plot_directive/api/operator/linop-6.pdf b/plot_directive/api/operator/linop-6.pdf
diff --git a/plot_directive/api/operator/linop-7_00.pdf b/plot_directive/api/operator/linop-7_00.pdf
diff --git a/plot_directive/api/operator/linop-7_01.pdf b/plot_directive/api/operator/linop-7_01.pdf
diff --git a/plot_directive/api/operator/linop-7_02.pdf b/plot_directive/api/operator/linop-7_02.pdf
diff --git a/plot_directive/api/operator/linop-7_03.pdf b/plot_directive/api/operator/linop-7_03.pdf
diff --git a/plot_directive/api/operator/linop-8_00.pdf b/plot_directive/api/operator/linop-8_00.pdf
diff --git a/plot_directive/api/operator/linop-8_01.pdf b/plot_directive/api/operator/linop-8_01.pdf
diff --git a/plot_directive/api/operator/linop-9_00.pdf b/plot_directive/api/operator/linop-9_00.pdf
diff --git a/plot_directive/api/operator/linop-9_01.pdf b/plot_directive/api/operator/linop-9_01.pdf
diff --git a/plot_directive/api/operator/linop-9_02.pdf b/plot_directive/api/operator/linop-9_02.pdf
diff --git a/plot_directive/api/opt-solver-1.pdf b/plot_directive/api/opt-solver-1.pdf
diff --git a/plot_directive/api/opt-solver-2.pdf b/plot_directive/api/opt-solver-2.pdf
diff --git a/plot_directive/api/util-1.pdf b/plot_directive/api/util-1.pdf
diff --git a/plot_directive/api/util-2.pdf b/plot_directive/api/util-2.pdf